From c83f9dd296827826c98ebea9c67d89dab8bda4a5 Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Tue, 18 May 2021 13:56:12 +0200
Subject: [PATCH 1/6] Initial version of documentation generation

---
 __init__.py                                |    0
 generate_documentation.py                  |   19 +
 unlabeled_preprocessing/prep_hdro_v2.ipynb | 2358 +++++++++++---------
 3 files changed, 1305 insertions(+), 1072 deletions(-)
 create mode 100644 __init__.py
 create mode 100644 generate_documentation.py

diff --git a/__init__.py b/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/generate_documentation.py b/generate_documentation.py
new file mode 100644
index 0000000..e7e5fdf
--- /dev/null
+++ b/generate_documentation.py
@@ -0,0 +1,19 @@
+import pdoc
+import os
+context = pdoc.Context()
+
+modules = pdoc.Module(".", context=context, skip_errors=True)
+        
+pdoc.link_inheritance(context)
+
+def recursive_htmls(mod):
+    yield mod.name, mod.html()
+    for submod in mod.submodules():
+        yield from recursive_htmls(submod)
+
+for module_name, html in recursive_htmls(modules):
+    fname = f"documentation/{'/'.join(module_name.split('.'))}/index.html"
+    os.makedirs(os.path.dirname(fname), exist_ok=True)
+    with open(fname,"w", encoding="utf-8") as f:
+        f.writelines(html)
+
diff --git a/unlabeled_preprocessing/prep_hdro_v2.ipynb b/unlabeled_preprocessing/prep_hdro_v2.ipynb
index 820f22f..6cf9b35 100644
--- a/unlabeled_preprocessing/prep_hdro_v2.ipynb
+++ b/unlabeled_preprocessing/prep_hdro_v2.ipynb
@@ -7,16 +7,9 @@
    "outputs": [
     {
      "output_type": "stream",
-     "name": "stdout",
+     "name": "stderr",
      "text": [
-      "Something went wrong loading the Economic Fitness Dataset [Errno 2] File b'../data/unlabeled/raw/Economic_Fitness_CSV\\\\Country.csv' does not exist: b'../data/unlabeled/raw/Economic_Fitness_CSV\\\\Country.csv'\n",
-      "Something went wrong loading the Education Dataset [Errno 2] File b'../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv' does not exist: b'../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv'\n",
-      "../data/unlabeled/raw/__init__.py:41: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
-      "  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)\n",
-      "../data/unlabeled/raw/__init__.py:42: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
-      "  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)\n",
-      "../data/unlabeled/raw/__init__.py:43: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
-      "  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)\n"
+      "..\\data\\unlabeled\\raw\\__init__.py:41: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)\n..\\data\\unlabeled\\raw\\__init__.py:42: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)\n..\\data\\unlabeled\\raw\\__init__.py:43: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)\n"
      ]
     }
    ],
@@ -38,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 5,
    "metadata": {
     "tags": []
    },
@@ -58,7 +51,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 6,
    "metadata": {
     "tags": []
    },
@@ -316,10 +309,10 @@
        "\n",
        "[195 rows x 98 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>\n      <th>Percentage of primary schools with access to the internet</th>\n      <th>Percentage of secondary schools with access to the internet</th>\n      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>\n      <th>Primary school teachers trained to teach (%)</th>\n      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>AFG</td>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.948</td>\n      <td>6.006</td>\n      <td>27.244</td>\n      <td>68.957</td>\n      <td>79.726</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>AGO</td>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.023</td>\n      <td>6.359</td>\n      <td>30.000</td>\n      <td>150.526</td>\n      <td>65.995</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ALB</td>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.702</td>\n      <td>10.614</td>\n      <td>29.508</td>\n      <td>19.642</td>\n      <td>52.852</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>AND</td>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.439</td>\n      <td>10.564</td>\n      <td>46.429</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ARG</td>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.123</td>\n      <td>10.729</td>\n      <td>39.877</td>\n      <td>62.782</td>\n      <td>21.805</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>WSM</td>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10.000</td>\n      <td>23.886</td>\n      <td>29.983</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>YEM</td>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.880</td>\n      <td>5.146</td>\n      <td>0.971</td>\n      <td>60.352</td>\n      <td>45.627</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZAF</td>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.031</td>\n      <td>10.291</td>\n      <td>45.333</td>\n      <td>67.908</td>\n      <td>10.298</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZMB</td>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.283</td>\n      <td>8.176</td>\n      <td>17.964</td>\n      <td>120.112</td>\n      <td>78.134</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZWE</td>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.066</td>\n      <td>8.923</td>\n      <td>34.571</td>\n      <td>86.135</td>\n      <td>64.739</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 98 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>\n      <th>Percentage of primary schools with access to the internet</th>\n      <th>Percentage of secondary schools with access to the internet</th>\n      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>\n      <th>Primary school teachers trained to teach (%)</th>\n      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>AFG</th>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.948</td>\n      <td>6.006</td>\n      <td>27.244</td>\n      <td>68.957</td>\n      <td>79.726</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>AGO</th>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.023</td>\n      <td>6.359</td>\n      <td>30.000</td>\n      <td>150.526</td>\n      <td>65.995</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ALB</th>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.702</td>\n      <td>10.614</td>\n      <td>29.508</td>\n      <td>19.642</td>\n      <td>52.852</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>AND</th>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.439</td>\n      <td>10.564</td>\n      <td>46.429</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ARG</th>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.123</td>\n      <td>10.729</td>\n      <td>39.877</td>\n      <td>62.782</td>\n      <td>21.805</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>WSM</th>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10.000</td>\n      <td>23.886</td>\n      <td>29.983</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>YEM</th>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.880</td>\n      <td>5.146</td>\n      <td>0.971</td>\n      <td>60.352</td>\n      <td>45.627</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZAF</th>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.031</td>\n      <td>10.291</td>\n      <td>45.333</td>\n      <td>67.908</td>\n      <td>10.298</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZMB</th>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.283</td>\n      <td>8.176</td>\n      <td>17.964</td>\n      <td>120.112</td>\n      <td>78.134</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZWE</th>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.066</td>\n      <td>8.923</td>\n      <td>34.571</td>\n      <td>86.135</td>\n      <td>64.739</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 98 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 3
+     "execution_count": 6
     }
    ],
    "source": [
@@ -338,7 +331,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -356,7 +349,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 4
+     "execution_count": 7
     }
    ],
    "source": [
@@ -372,7 +365,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -388,14 +381,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Max, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 10.616150019135096 %\n"
+      "Max, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 10.616150019135095 %\n"
      ]
     }
    ],
@@ -405,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -574,10 +567,10 @@
        "\n",
        "[8 rows x 67 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>count</td>\n      <td>175.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>174.000000</td>\n      <td>174.000000</td>\n      <td>193.000000</td>\n      <td>185.000000</td>\n      <td>180.000000</td>\n      <td>195.000000</td>\n      <td>195.000000</td>\n      <td>...</td>\n      <td>167.000000</td>\n      <td>178.000000</td>\n      <td>178.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>152.000000</td>\n    </tr>\n    <tr>\n      <td>mean</td>\n      <td>61.068074</td>\n      <td>61.736012</td>\n      <td>65.823587</td>\n      <td>8.480017</td>\n      <td>9.133402</td>\n      <td>22.981295</td>\n      <td>48.309346</td>\n      <td>38.258011</td>\n      <td>39.391426</td>\n      <td>59.257436</td>\n      <td>...</td>\n      <td>0.938994</td>\n      <td>14440.998511</td>\n      <td>24458.331354</td>\n      <td>0.702683</td>\n      <td>0.742186</td>\n      <td>0.545064</td>\n      <td>19.389145</td>\n      <td>23.401385</td>\n      <td>19.002599</td>\n      <td>0.595250</td>\n    </tr>\n    <tr>\n      <td>std</td>\n      <td>29.610798</td>\n      <td>29.284050</td>\n      <td>26.395358</td>\n      <td>3.421332</td>\n      <td>2.802984</td>\n      <td>11.828784</td>\n      <td>40.528834</td>\n      <td>27.774415</td>\n      <td>146.485855</td>\n      <td>23.231038</td>\n      <td>...</td>\n      <td>0.074559</td>\n      <td>15359.935986</td>\n      <td>23943.482628</td>\n      <td>0.165867</td>\n      <td>0.143194</td>\n      <td>0.172789</td>\n      <td>9.948718</td>\n      <td>9.744004</td>\n      <td>9.777324</td>\n      <td>0.190002</td>\n    </tr>\n    <tr>\n      <td>min</td>\n      <td>0.000000</td>\n      <td>1.738000</td>\n      <td>9.000000</td>\n      <td>1.070000</td>\n      <td>2.256000</td>\n      <td>0.100000</td>\n      <td>0.283000</td>\n      <td>0.144000</td>\n      <td>0.011000</td>\n      <td>13.200000</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>640.105000</td>\n      <td>0.270000</td>\n      <td>0.432000</td>\n      <td>0.176000</td>\n      <td>4.444000</td>\n      <td>8.500000</td>\n      <td>4.424000</td>\n      <td>0.232000</td>\n    </tr>\n    <tr>\n      <td>25%</td>\n      <td>37.296500</td>\n      <td>36.925000</td>\n      <td>45.356500</td>\n      <td>5.850000</td>\n      <td>6.733750</td>\n      <td>14.765000</td>\n      <td>13.177000</td>\n      <td>12.538250</td>\n      <td>2.081000</td>\n      <td>41.200000</td>\n      <td>...</td>\n      <td>0.908500</td>\n      <td>2925.614250</td>\n      <td>6275.933750</td>\n      <td>0.577000</td>\n      <td>0.621500</td>\n      <td>0.404750</td>\n      <td>10.792250</td>\n      <td>16.603000</td>\n      <td>10.594000</td>\n      <td>0.431500</td>\n    </tr>\n    <tr>\n      <td>50%</td>\n      <td>64.828000</td>\n      <td>68.067000</td>\n      <td>70.682000</td>\n      <td>9.111000</td>\n      <td>9.252500</td>\n      <td>21.094000</td>\n      <td>40.536000</td>\n      <td>32.533500</td>\n      <td>8.772000</td>\n      <td>60.000000</td>\n      <td>...</td>\n      <td>0.965000</td>\n      <td>8399.442500</td>\n      <td>16951.357000</td>\n      <td>0.730000</td>\n      <td>0.760000</td>\n      <td>0.527500</td>\n      <td>17.934500</td>\n      <td>21.779500</td>\n      <td>17.526000</td>\n      <td>0.604000</td>\n    </tr>\n    <tr>\n      <td>75%</td>\n      <td>89.145000</td>\n      <td>87.990500</td>\n      <td>90.916500</td>\n      <td>11.230500</td>\n      <td>11.551000</td>\n      <td>30.000000</td>\n      <td>70.504000</td>\n      <td>63.345500</td>\n      <td>28.562500</td>\n      <td>78.000000</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>22583.779500</td>\n      <td>35488.476000</td>\n      <td>0.831500</td>\n      <td>0.848500</td>\n      <td>0.691750</td>\n      <td>27.615250</td>\n      <td>28.625000</td>\n      <td>27.012500</td>\n      <td>0.767250</td>\n    </tr>\n    <tr>\n      <td>max</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>13.882000</td>\n      <td>14.431000</td>\n      <td>55.660000</td>\n      <td>186.538000</td>\n      <td>94.581000</td>\n      <td>1433.784000</td>\n      <td>100.000000</td>\n      <td>...</td>\n      <td>1.036000</td>\n      <td>71387.276000</td>\n      <td>107833.029000</td>\n      <td>0.949000</td>\n      <td>0.965000</td>\n      <td>0.858000</td>\n      <td>45.307000</td>\n      <td>56.996000</td>\n      <td>44.167000</td>\n      <td>0.899000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 67 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>175.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>174.000000</td>\n      <td>174.000000</td>\n      <td>193.000000</td>\n      <td>185.000000</td>\n      <td>180.000000</td>\n      <td>195.000000</td>\n      <td>195.000000</td>\n      <td>...</td>\n      <td>167.000000</td>\n      <td>178.000000</td>\n      <td>178.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>152.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>61.068074</td>\n      <td>61.736012</td>\n      <td>65.823587</td>\n      <td>8.480017</td>\n      <td>9.133402</td>\n      <td>22.981295</td>\n      <td>48.309346</td>\n      <td>38.258011</td>\n      <td>39.391426</td>\n      <td>59.257436</td>\n      <td>...</td>\n      <td>0.938994</td>\n      <td>14440.998511</td>\n      <td>24458.331354</td>\n      <td>0.702683</td>\n      <td>0.742186</td>\n      <td>0.545064</td>\n      <td>19.389145</td>\n      <td>23.401385</td>\n      <td>19.002599</td>\n      <td>0.595250</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>29.610798</td>\n      <td>29.284050</td>\n      <td>26.395358</td>\n      <td>3.421332</td>\n      <td>2.802984</td>\n      <td>11.828784</td>\n      <td>40.528834</td>\n      <td>27.774415</td>\n      <td>146.485855</td>\n      <td>23.231038</td>\n      <td>...</td>\n      <td>0.074559</td>\n      <td>15359.935986</td>\n      <td>23943.482628</td>\n      <td>0.165867</td>\n      <td>0.143194</td>\n      <td>0.172789</td>\n      <td>9.948718</td>\n      <td>9.744004</td>\n      <td>9.777324</td>\n      <td>0.190002</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.000000</td>\n      <td>1.738000</td>\n      <td>9.000000</td>\n      <td>1.070000</td>\n      <td>2.256000</td>\n      <td>0.100000</td>\n      <td>0.283000</td>\n      <td>0.144000</td>\n      <td>0.011000</td>\n      <td>13.200000</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>640.105000</td>\n      <td>0.270000</td>\n      <td>0.432000</td>\n      <td>0.176000</td>\n      <td>4.444000</td>\n      <td>8.500000</td>\n      <td>4.424000</td>\n      <td>0.232000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>37.296500</td>\n      <td>36.925000</td>\n      <td>45.356500</td>\n      <td>5.850000</td>\n      <td>6.733750</td>\n      <td>14.765000</td>\n      <td>13.177000</td>\n      <td>12.538250</td>\n      <td>2.081000</td>\n      <td>41.200000</td>\n      <td>...</td>\n      <td>0.908500</td>\n      <td>2925.614250</td>\n      <td>6275.933750</td>\n      <td>0.577000</td>\n      <td>0.621500</td>\n      <td>0.404750</td>\n      <td>10.792250</td>\n      <td>16.603000</td>\n      <td>10.594000</td>\n      <td>0.431500</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>64.828000</td>\n      <td>68.067000</td>\n      <td>70.682000</td>\n      <td>9.111000</td>\n      <td>9.252500</td>\n      <td>21.094000</td>\n      <td>40.536000</td>\n      <td>32.533500</td>\n      <td>8.772000</td>\n      <td>60.000000</td>\n      <td>...</td>\n      <td>0.965000</td>\n      <td>8399.442500</td>\n      <td>16951.357000</td>\n      <td>0.730000</td>\n      <td>0.760000</td>\n      <td>0.527500</td>\n      <td>17.934500</td>\n      <td>21.779500</td>\n      <td>17.526000</td>\n      <td>0.604000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>89.145000</td>\n      <td>87.990500</td>\n      <td>90.916500</td>\n      <td>11.230500</td>\n      <td>11.551000</td>\n      <td>30.000000</td>\n      <td>70.504000</td>\n      <td>63.345500</td>\n      <td>28.562500</td>\n      <td>78.000000</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>22583.779500</td>\n      <td>35488.476000</td>\n      <td>0.831500</td>\n      <td>0.848500</td>\n      <td>0.691750</td>\n      <td>27.615250</td>\n      <td>28.625000</td>\n      <td>27.012500</td>\n      <td>0.767250</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>13.882000</td>\n      <td>14.431000</td>\n      <td>55.660000</td>\n      <td>186.538000</td>\n      <td>94.581000</td>\n      <td>1433.784000</td>\n      <td>100.000000</td>\n      <td>...</td>\n      <td>1.036000</td>\n      <td>71387.276000</td>\n      <td>107833.029000</td>\n      <td>0.949000</td>\n      <td>0.965000</td>\n      <td>0.858000</td>\n      <td>45.307000</td>\n      <td>56.996000</td>\n      <td>44.167000</td>\n      <td>0.899000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 67 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 7
+     "execution_count": 10
     }
    ],
    "source": [
@@ -596,7 +589,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -666,22 +659,13 @@
       ]
      },
      "metadata": {},
-     "execution_count": 8
+     "execution_count": 12
     }
    ],
    "source": [
-    "# Column values are shown\n",
-    "\n",
     "df_inicator_values.columns.values"
    ]
   },
-  {
-   "source": [
-    "## Initial Correlation Matrix"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
    "execution_count": 13,
@@ -716,23 +700,16 @@
     "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size),cmap='mako')"
    ]
   },
-  {
-   "source": [
-    "## Division of the columns"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "['Population with at least some secondary education (% ages 25 and older)', 'Population with at least some secondary education, female (% ages 25 and older)', 'Population with at least some secondary education, male (% ages 25 and older)', 'Share of seats in parliament (% held by women)', 'Vulnerable employment (% of total employment)', 'Urban population (%)', 'Labour force participation rate (% ages 15 and older), female', 'Labour force participation rate (% ages 15 and older), male', 'Remittances, inflows (% of GDP)', 'Foreign direct investment, net inflows (% of GDP)', 'Infants lacking immunization, measles (% of one-year-olds)', 'Infants lacking immunization, DTP (% of one-year-olds)', 'Gross fixed capital formation (% of GDP)', 'Inequality in education (%)', 'Inequality in life expectancy (%)', 'Unemployment, youth (% ages 15?24)', 'Private capital flows (% of GDP)', 'Exports and imports (% of GDP)', 'Unemployment, total (% of labour force)', 'Youth not in school or employment (% ages 15-24)', 'Labour force participation rate (% ages 15 and older)', 'Employment to population ratio (% ages 15 and older)', 'Employment in agriculture (% of total employment)', 'Employment in services (% of total employment)', 'Working poor at PPP$3.20 a day (% of total employment)', 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 'Gross capital formation (% of GDP)', 'Overall loss in HDI due to inequality (%)', 'Inequality in income (%)'] \n 29\n['Gross domestic product (GDP), total (2017 PPP $ billions)', 'GDP per capita (2017 PPP $)', 'Gross national income (GNI) per capita (constant 2017 PPP$)', 'Estimated gross national income per capita, female (2017 PPP $)', 'Estimated gross national income per capita, male (2017 PPP $)'] \n 5\n['Gender Inequality Index (GII)', 'Inequality-adjusted education index', 'Inequality-adjusted life expectancy index', 'Life expectancy index', 'Income index', 'Education index', 'Human Development Index (HDI)', 'Gender Development Index (GDI)', 'Human Development Index (HDI), female', 'Human Development Index (HDI), male', 'Inequality-adjusted income index'] \n 11\n['Mean years of schooling, female (years)', 'Mean years of schooling, male (years)', 'Life expectancy at birth (years)', 'Expected years of schooling (years)', 'Mean years of schooling (years)', 'Life expectancy at birth, female (years)', 'Life expectancy at birth, male (years)', 'Expected years of schooling, female (years)', 'Expected years of schooling, male (years)'] \n 9\n['Total population (millions)', 'Population ages 15?64 (millions)', 'Population ages 65 and older (millions)', 'Population under age 5 (millions)'] \n 4\n['Adolescent birth rate (births per 1,000 women ages 15-19)', 'Sex ratio at birth (male to female births)', 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 'HDI rank', 'Total unemployment rate (female to male ratio)', 'Youth unemployment rate (female to male ratio)', 'Coefficient of human inequality', 'Inequality-adjusted HDI (IHDI)'] \n 9\n"
+      "['Population with at least some secondary education (% ages 25 and older)', 'Population with at least some secondary education, female (% ages 25 and older)', 'Population with at least some secondary education, male (% ages 25 and older)', 'Share of seats in parliament (% held by women)', 'Vulnerable employment (% of total employment)', 'Urban population (%)', 'Labour force participation rate (% ages 15 and older), female', 'Labour force participation rate (% ages 15 and older), male', 'Remittances, inflows (% of GDP)', 'Foreign direct investment, net inflows (% of GDP)', 'Infants lacking immunization, measles (% of one-year-olds)', 'Infants lacking immunization, DTP (% of one-year-olds)', 'Gross fixed capital formation (% of GDP)', 'Inequality in education (%)', 'Inequality in life expectancy (%)', 'Unemployment, youth (% ages 15?24)', 'Private capital flows (% of GDP)', 'Exports and imports (% of GDP)', 'Unemployment, total (% of labour force)', 'Youth not in school or employment (% ages 15-24)', 'Labour force participation rate (% ages 15 and older)', 'Employment to population ratio (% ages 15 and older)', 'Employment in agriculture (% of total employment)', 'Employment in services (% of total employment)', 'Working poor at PPP$3.20 a day (% of total employment)', 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 'Gross capital formation (% of GDP)', 'Overall loss in HDI due to inequality (%)', 'Inequality in income (%)'] \n 29\n['Gross domestic product (GDP), total (2017 PPP $ billions)', 'GDP per capita (2017 PPP $)', 'Gross national income (GNI) per capita (constant 2017 PPP$)', 'Estimated gross national income per capita, female (2017 PPP $)', 'Estimated gross national income per capita, male (2017 PPP $)'] \n 5\n['Gender Inequality Index (GII)', 'Inequality-adjusted education index', 'Inequality-adjusted life expectancy index', 'Life expectancy index', 'Income index', 'Education index', 'Human Development Index (HDI)', 'Gender Development Index (GDI)', 'Human Development Index (HDI), female', 'Human Development Index (HDI), male', 'Inequality-adjusted income index'] \n 11\n['Mean years of schooling, female (years)', 'Mean years of schooling, male (years)', 'Life expectancy at birth (years)', 'Expected years of schooling (years)', 'Mean years of schooling (years)', 'Life expectancy at birth, female (years)', 'Life expectancy at birth, male (years)', 'Expected years of schooling, female (years)', 'Expected years of schooling, male (years)'] \n 9\n['Adolescent birth rate (births per 1,000 women ages 15-19)', 'Total population (millions)', 'Sex ratio at birth (male to female births)', 'Population ages 15?64 (millions)', 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 'Population ages 65 and older (millions)', 'Population under age 5 (millions)', 'HDI rank', 'Total unemployment rate (female to male ratio)', 'Youth unemployment rate (female to male ratio)', 'Coefficient of human inequality', 'Inequality-adjusted HDI (IHDI)'] \n 13\n67\n"
      ]
     }
    ],
@@ -741,7 +718,6 @@
     "money_columns = []\n",
     "index_columns = []\n",
     "year_columns = []\n",
-    "millions_columns = []\n",
     "rest = []\n",
     "\n",
     "for column in df_inicator_values.columns.values:\n",
@@ -753,8 +729,6 @@
     "        year_columns.append(column)\n",
     "    elif 'index' in column.lower():\n",
     "        index_columns.append(column)\n",
-    "    elif 'millions' in column.lower():\n",
-    "        millions_columns.append(column)\n",
     "    else:\n",
     "        rest.append(column)\n",
     "\n",
@@ -762,8 +736,9 @@
     "print(money_columns,'\\n',len(money_columns))\n",
     "print(index_columns,'\\n',len(index_columns))\n",
     "print(year_columns,'\\n',len(year_columns))\n",
-    "print(millions_columns,'\\n',len(millions_columns))\n",
-    "print(rest,'\\n',len(rest))"
+    "print(rest,'\\n',len(rest))\n",
+    "\n",
+    "print(len(percentage_columns)+len(money_columns)+len(index_columns)+len(year_columns)+len(rest))"
    ]
   },
   {
@@ -775,7 +750,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -783,20 +758,19 @@
     "split_df2 = df_inicator_values[money_columns]\n",
     "split_df3 = df_inicator_values[index_columns]\n",
     "split_df4 = df_inicator_values[year_columns]\n",
-    "split_df5 = df_inicator_values[millions_columns]\n",
-    "split_df6 = df_inicator_values[rest]"
+    "split_df5 = df_inicator_values[rest]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "- Dataframe 1 -\nMax, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 14.624226348364274 %\n- Dataframe 2 -\nMax, min and mean number of missing values for the columns\nMax: 8.717948717948717 %\nMin: 2.051282051282051 %\nMean: 6.153846153846153 %\n- Dataframe 3 -\nMax, min and mean number of missing values for the columns\nMax: 20.0 %\nMin: 2.051282051282051 %\nMean: 9.790209790209792 %\n- Dataframe 4 -\nMax, min and mean number of missing values for the columns\nMax: 10.76923076923077 %\nMin: 1.0256410256410255 %\nMean: 5.584045584045585 %\n- Dataframe 5 -\nMax, min and mean number of missing values for the columns\nMax: 5.128205128205129 %\nMin: 0.0 %\nMean: 3.8461538461538467 %\n- Dataframe 6 -\nMax, min and mean number of missing values for the columns\nMax: 22.05128205128205 %\nMin: 3.076923076923077 %\nMean: 9.230769230769232 %\n"
+      "- Dataframe 1 -\nMax, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 14.624226348364278 %\n- Dataframe 2 -\nMax, min and mean number of missing values for the columns\nMax: 8.717948717948717 %\nMin: 2.051282051282051 %\nMean: 6.153846153846153 %\n- Dataframe 3 -\nMax, min and mean number of missing values for the columns\nMax: 20.0 %\nMin: 2.051282051282051 %\nMean: 9.790209790209792 %\n- Dataframe 4 -\nMax, min and mean number of missing values for the columns\nMax: 10.76923076923077 %\nMin: 1.0256410256410255 %\nMean: 5.584045584045584 %\n- Dataframe 5 -\nMax, min and mean number of missing values for the columns\nMax: 22.05128205128205 %\nMin: 0.0 %\nMean: 7.57396449704142 %\n"
      ]
     }
    ],
@@ -810,9 +784,7 @@
     "print('- Dataframe 4 -')\n",
     "min4, max4 = print_missing_percentages(split_df4)\n",
     "print('- Dataframe 5 -')\n",
-    "min5, max5 = print_missing_percentages(split_df5)\n",
-    "print('- Dataframe 6 -')\n",
-    "min6, max6 = print_missing_percentages(split_df6)"
+    "min5, max5 = print_missing_percentages(split_df5)"
    ]
   },
   {
@@ -825,7 +797,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -833,125 +805,174 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 29)\n",
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-      "[IterativeImputer] Ending imputation round 49/49, elapsed time 3.86\n",
+      "[IterativeImputer] Ending imputation round 1/49, elapsed time 0.08\n",
+      "[IterativeImputer] Change: 228.09157262466636, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 62.25538442972473, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 42.97964424882681, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 32.49599901077046, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 24.095208515105927, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 31.682426801495314, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 140.975818147823, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 39.46695219020222, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 49.53774118145801, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 44.68154513428162, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 46.60916297395449, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 1.7485725296176398, scaled tolerance: 0.381517 \n",
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+      "[IterativeImputer] Change: 1.5846246034457572, scaled tolerance: 0.381517 \n",
       "[IterativeImputer] Completing matrix with shape (195, 29)\n",
       "[IterativeImputer] Ending imputation round 1/49, elapsed time 0.00\n",
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-      "[IterativeImputer] Ending imputation round 4/49, elapsed time 0.01\n",
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-      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  \" reached.\", ConvergenceWarning)\n"
+      "[IterativeImputer] Ending imputation round 20/49, elapsed time 0.08\n",
+      "[IterativeImputer] Ending imputation round 21/49, elapsed time 0.08\n",
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+      "[IterativeImputer] Ending imputation round 31/49, elapsed time 0.12\n",
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n",
+      "[IterativeImputer] Ending imputation round 32/49, elapsed time 0.13\n",
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+      "[IterativeImputer] Ending imputation round 47/49, elapsed time 0.20\n",
+      "[IterativeImputer] Ending imputation round 48/49, elapsed time 0.20\n",
+      "[IterativeImputer] Ending imputation round 49/49, elapsed time 0.21\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dc9daa10>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 12
+     "execution_count": 17
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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AANifDVdeVNXp+25K8vVVdbck6e4nL6guAAAAgCTzTxs5IckHk/x2ks7e5sWOJC/d6KCq2plkZ5J81bN+Jg947Lfe/koBAACALWle82JHkucm+ZkkP97dZ1XVtd39txsd1N27kuxKklPf+B4XxQUAAOAOqVf8STsFGzYvuns1ya9U1R+t/ffT844BAAAA2Ey3qBHR3Rcm+Y6q+sYkVy62JAAAAIB/c6tWUXT3nyf58wXVAgAAAPAFbvWlUgEAAAAOJPMrAAAAYIbV1dEVkFh5AQAAAEyc5gUAAAAwaZoXAAAAwKSZeQEAAAAz9MroCkisvAAAAAAmTvMCAAAAmDTNCwAAAGDSzLwAAACAGcy8mAYrLwAAAIBJ07wAAAAAJk3zAgAAAJg0My8AAABghtXV0RWQHIDmxff92nMXHTHTUvWw7Ov3jFvU8uKrLhuS+/i/u++Q3CT5q0ecOyz7S3+thmVfd/3VQ3LvfcI3DslNkqULTx+W/cvHP2ZY9g03XD4s++Ajx3yNf8ulLxqSmyTXr24bln3w+U8dlv3xHvf97MkXvnFI7gWfv3BIbpJccsI3DMv+4Gf/cVj2KBd85vHDsl/xwWcPy/7Gu/z6sOwb6luGZS8fco8hud961a8OyU2Sy5a+e1g2HAhOGwEAAAAmTfMCAAAAmDTNCwAAAGDSDOwEAACAGXpldAUkVl4AAAAAE6d5AQAAAEya5gUAAAAwaWZeAAAAwAyrqzW6BGLlBQAAADBxmhcAAADApGleAAAAAJNm5gUAAADMsLo6ugISKy8AAACAidO8AAAAACZN8wIAAACYNDMvAAAAYIZeGV0Bya1sXlTV1yV5eJIPdPdfLaYkAAAAgH+z4WkjVfVP624/K8n/THJEkudX1fMWXBsAAADA3JkX29bd3pnkcd39giSPT/Jdsw6qqp1Vtbuqdr/54os3oUwAAABgq5rXvFiqqqOq6pgk1d2fTZLuvjrJnlkHdfeu7t7R3TtOucc9NrFcAAAAYKuZN/Pirkn+OUkl6ao6vrs/VVWHr20DAACAO63VVX/6TsGGzYvuPmnGrtUk37Lp1QAAAADs4zZdKrW7r0ny8U2uBQAAAOALzJt5AQAAADDUbVp5AQAAAFvB6sroCkisvAAAAAAmTvMCAAAAmDTNCwAAAGDSzLwAAACAGVZXa3QJxMoLAAAAYOI0LwAAAIBJ07wAAAAAJs3MCwAAAJihzbyYBCsvAAAAgEnTvAAAAAAmTfMCAAAAmDTNCwAAAGDSqrsXGnDy/b98sQETtej/rxt50PKYntT9Dj5iSG6S/NXAITpn/9Fzh2W/8Gm/MST3tdddPiQ3SXL9JcOiVzLu3/XKsORxRo7Gus+2w4Zlb//Klw7L/sS7f2BY9ignftlPD8u+4oE7hmW//atfPyx75cpLh+T+xMs+NCQ3Sf5+6chh2Q+88bPDsl/2dcOi8/V/9bkhuYfVuOshLA38wbn74+fcqSdavvfxX32n/Jv2y//qH+5Qr5uVFwAAAMCkaV4AAAAAk6Z5AQAAAEzauJOyAAAAYOJWB87X499YeQEAAABMmuYFAAAAMGmaFwAAAMCkmXkBAAAAM5h5MQ1WXgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADCtmXkyClRcAAADApGleAAAAAJOmeQEAAABM2obNi6r6qqo6cu32XarqBVX1Z1X1kqq664EpEQAAANjK5g3sfFWSL1+7/fIk1yR5SZLHJHl1km9dXGkAAAAw1qqBnZMwr3mx1N171m7v6O6Hrt3++6o6a9ZBVbUzyc4kufvd75W7HnnM7S4UAAAA2Jrmzbz4QFV9z9rt91bVjiSpqgckuXHWQd29q7t3dPcOjQsAAADg9pjXvHhmkkdW1ceSPCjJ/6mqc5O8cm0fAAAAwEJteNpId1+R5LvXhnbeZ+3xF3b3pw9EcQAAADDSapt5MQXzZl4kSbr7yiTvXXAtAAAAAF9g3mkjAAAAAENpXgAAAACTdotOGwEAAICtaHV1dAUkVl4AAAAAE6d5AQAAAEya5gUAAAAwaWZeAAAAwAwrXaNLIFZeAAAAABOneQEAAABMmuYFAAAAMGmaFwAAAMCkGdgJAAAAM6yuGtg5BVZeAAAAAJOmeQEAAABM2sJPG7nXPR+/6IiZuvcMy15e2j4s+33nv3FI7hHL24bkJsl11189LPuFT/uNYdk/8/ofGJL7yif9+JDcJFlausuw7KpxSwaXuodlH7x67ZDcE7YdNiQ3Sa5ZHffz46DPnjUs+7ClcWeTXnnw0UNy91z/uSG5SfK503cOy77mkEOHZa/eMObf1yUr1w/JTZIjjvjiYdmHXXHZsOzHvevgYdn3HvQzZHng7wpX7LlhWDYcCGZeAAAAwAwrbebFFDhtBAAAAJg0zQsAAABg0jQvAAAAgEkz8wIAAABmWDXzYhKsvAAAAAC+QFU9sao+XFXnVNXz9rP/u6vqs1V11trHM9ftO62qPrr2cdrtrcXKCwAAAOBmqmo5ya8neVySC5OcWVWnd/cH93noH3b3s/c59ugkz0+yI0kn+ee1Y2/z9ZutvAAAAAD29fAk53T3ud19Q5I3JDnlFh77hCRv6+5L1xoWb0vyxNtTjJUXAAAAMMPKnXTmRVXtTLJz3aZd3b1r3f17Jblg3f0Lk3zVfj7Vt1XVI5J8JMmPdPcFM4691+2pV/MCAAAAtpi1RsWuuQ/c2J8leX13X19V35vktUkefbuL2w+njQAAAAD7uijJvdfdP2Ft2//V3Zd09/Vrd387ycNu6bG3luYFAAAAsK8zk5xcVfepqoOTPDXJ6esfUFXHr7v75CQfWrv9l0keX1VHVdVRSR6/tu02c9oIAAAAcDPdvaeqnp29TYflJK/q7rOr6heS7O7u05P8UFU9OcmeJJcm+e61Yy+tql/M3gZIkvxCd196e+rRvAAAAIAZVnp0BeN09xlJzthn28+tu/1TSX5qxrGvSvKqzarFaSMAAADApGleAAAAAJO2YfOiqn6oqu690WMAAAAAFmnezItfTPK8qvpYktcn+aPu/uziywIAAIDxVrtGl0DmnzZybvZej/UXs/d6rR+sqrdW1WlVdcSsg6pqZ1Xtrqrdn/zUezexXAAAAGCrmde86O5e7e6/6u5nJLlnkt9I8sTsbWzMOmhXd+/o7h33PP7LN7FcAAAAYKuZd9rIzdbHdPeNSU5PcnpVHbqwqgAAAADWzGtefOesHd19zSbXAgAAAJOyYubFJGx42kh3f+RAFQIAAACwP/NmXgAAAAAMpXkBAAAATNq8mRcAAACwZa306ApIrLwAAAAAJk7zAgAAAJg0zQsAAABg0jQvAAAAgEkzsBMAAABmWEmNLoFYeQEAAABMnOYFAAAAMGmaFwAAAMCkmXkBAAAAM6z06ApIrLwAAAAAJk7zAgAAAJi0hZ82csFFf7HoCPZx1F0fOCT3uus/NSQ3Se59wjcOy37txX8zLPuVT/rxIbnnnfHLQ3KT5L5P+tFh2dsH9nuXB16i6y5L24bkXrO6Z0huknzRtkOHZZ97ziuHZV+9dMiw7Oy5ekjsdR//3SG5SfIdh91jWPbXvPGqYdnLy9uH5N5/Zdz3lBv3fH5Y9oevu3xY9tUr1w3Lvm55zPezI5bH/MxMkht6dVg2HAhmXgAAAMAMK6MLIInTRgAAAICJ07wAAAAAJk3zAgAAAJg0My8AAABgBjMvpsHKCwAAAGDSNC8AAACASdO8AAAAACZN8wIAAACYNAM7AQAAYIaV1OgSiJUXAAAAwMRpXgAAAACTpnkBAAAATJqZFwAAADDDSvfoEoiVFwAAAMDEbbjyoqoOTvLUJJ/s7r+uqqcn+Q9JPpRkV3ffeABqBAAAALaweaeNvHrtMYdW1WlJDk/yv5I8JsnDk5y22PIAAACArW5e8+LB3f3vq+qgJBcluWd3r1TV7yd576yDqmpnkp1Jcuyxx+fII4/etIIBAADgQFkZXQBJ5s+8WFo7deSIJIcmueva9u1Jts06qLt3dfeO7t6hcQEAAADcHvNWXvxOkn9NspzkZ5L8UVWdm+Srk7xhwbUBAAAAbNy86O5fqao/XLv9yar63SSPTfLK7v6nA1EgAAAAsLXNW3mR7v7kutuXJ3nTIgsCAACAqTDzYhrmzbwAAAAAGErzAgAAAJg0zQsAAABg0jQvAAAAgEmbO7ATAAAAtioDO6fBygsAAABg0jQvAAAAgEnTvAAAAAAmzcwLAAAAmGElPboEYuUFAAAAMHGaFwAAAMCkaV4AAAAAk2bmBQAAAMywMroAklh5AQAAAEzcwldePHTb9kVHzLRcNSz7utVx/bmzLv/AkNyLjnvEkNwkWbrw9GHZWbl+WPTS0l2G5N73ST86JDdJzj3jZcOyv+LprxqWfdC2w4dlf+az/zAk94gj7j8kN0mWBmZf98m/HJb9n1/zumHZj/nZZw/Jfer5Fw7JTZI3XH3JsOw9e64Ylj3Kp7/oa4dlf9nV5w7Lvu5F4/5dX/O8pwzL/uzKdUNyr73rA4fkJsnll39wWDYcCFZeAAAAAJNm5gUAAADMsNI9ugRi5QUAAAAwcZoXAAAAwKRpXgAAAACTpnkBAAAATJqBnQAAADDDyugCSGLlBQAAADBxmhcAAADApGleAAAAAJNm5gUAAADMsJIeXQKx8gIAAACYOM0LAAAAYNI0LwAAAIBJM/MCAAAAZjDzYhqsvAAAAAAmbe7Ki6q6b5JvTXLvJCtJPpLkdd195YJrAwAAANh45UVV/VCS30pySJKvTLI9e5sY/1BVj1p0cQAAAADzVl48K8lDunulql6W5IzuflRVvSLJm5N8xf4OqqqdSXYmyUOP++Lc927HbmbNAAAAcECsjC6AJLds5sVNDY7tSQ5Pku7+RJJtsw7o7l3dvaO7d2hcAAAAALfHvJUXv53kzKr6xyT/MclLkqSq7p7k0gXXBgAAALBx86K7X15Vf53kgUle2t3/urb9s0kecQDqAwAAALa4uVcb6e6zk5x9AGoBAAAA+AJzmxcAAACwVa10jy6B3LKBnQAAAADDaF4AAAAAk6Z5AQAAAEyamRcAAAAww0rMvJgCKy8AAACASdO8AAAAACZN8wIAAACYNDMvAAAAYAYzL6bBygsAAABg0jQvAAAAgEnTvAAAAAAmzcwLAAAAmGG1zbyYgoU3Lz7/sP+26IiZVg8+ZFj2tssvHpZ98NkvGZL70yufHJKbJL98/GOGZa9c+OfDsqtqSO72gYu2vuLprxqW/S+v+8/Dsq/9wLuGZT/oJw8ekvvSQ1eH5CbJCcf8y7DsJ31q3L+vPzvtKcOy33jE/YbkHpYx30eT5KTlcdlnrywPyx618PfH93xmSG6SvOr+PzAs+2kv/slh2e/qlWHZ2w4+akjuyw/93JDcJPnpKy2q587NVzgAAAAwaZoXAAAAwKRpXgAAAACTZmAnAAAAzLASAzunwMoLAAAAYNI0LwAAAIBJ07wAAAAAJs3MCwAAAJjBzItpsPICAAAAmDTNCwAAAGDSNC8AAACASTPzAgAAAGZYaTMvpsDKCwAAAGDSNC8AAACASdO8AAAAACbNzAsAAACYYSVmXkyBlRcAAADApGleAAAAAJO2YfOiqu5aVS+uqn+tqkur6pKq+tDatrttcNzOqtpdVbsvOOeMTS8aAAAA2Drmrbx4Y5LLkjyqu4/u7mOSfP3atjfOOqi7d3X3ju7ece/7P2nzqgUAAAC2nHkDO0/q7pes39DdFyd5SVX958WVBQAAAOOttoGdUzBv5cX5VfUTVXXcTRuq6riq+skkFyy2NAAAAID5zYvvTHJMkr9dm3lxaZJ3Jjk6yXcsuDYAAACAjU8b6e7Lkvzk2sfNVNX3JHn1guoCAAAASDJ/5sVGXhDNCwAAAO7EVmLmxRRs2LyoqvfN2pXkuBn7AAAAADbNvJUXxyV5QvZeGnW9SvLuhVQEAAAAsM685sVbkhze3Wftu6Oq3rmIggAAAADWmzew8xkb7Hv65pcDAAAA02HmxTTMu1QqAAAAsAVV1ROr6sNVdU5VPW8/+3+0qj5YVe+rqrdX1Ynr9q1U1VlrH6ff3lpuz9VGAAAAgDuhqlpO8utJHpfkwiRnVtXp3f3BdQ/7lyQ7uvuaqvr+JP89yXeu7bu2ux+yWfVYeQEAAADs6+FJzunuc7v7hiRvSHLK+gd09zu6+5q1u/+Q5IRFFWPlBQAAAMyw2nfOmRdVtTPJznWbdnX3rnX375XkgnX3L0zyVRt8ymck+Yt19w+pqt1J9iR5cXf/6e2pV/MCAAAAtpi1RsWuuQ+8BarqPyXZkeSR6zaf2N0XVdV9k/xNVb2/uz92WzOcNgIAAADs66Ik9153/4S1bTdTVY9N8jNJntzd19+0vbsvWvvvuUnemeQrbk8xmhcAAADAvs5McnJV3aeqDk7y1CQ3u2pIVX1Fkldkb+PiM+u2H1VV29duH5vka5OsH/R5qzltBAAAALiZ7t5TVc9O8pdJlpO8qrvPrqpfSLK7u09P8stJDk/yR1WVJJ/o7icneWCSV1TVavYumnjxPlcpudUW3ryoy27zKS2320HLhwzL3nP954Zl9+qeIbnXro5byHPDDZcPy14ZlpwsDRoetJwakpskB207fFj2tR9417Dsu3zZ1w7LXl7+6yG5n7xhXH/97tctD8uuGve8D6px38e3HXTYkNyrszokNxn7vXTk4tsa9Lyv7YH/v1eun/+YRUUPS05S476XHrL96CG519w47nvKXZbG/f++s1vJnXNg5y3R3WckOWOfbT+37vZjZxz37iQP3sxanDYCAAAATJrmBQAAADBpmhcAAADApBnYCQAAADOsDJozx81ZeQEAAABMmuYFAAAAMGmaFwAAAMCkmXkBAAAAM6zGzIspsPICAAAAmDTNCwAAAGDSNC8AAACASTPzAgAAAGZYaTMvpsDKCwAAAGDSNC8AAACASdO8AAAAACZN8wIAAACYNAM7AQAAYIZVAzsnwcoLAAAAYNJuc/Oiqv5ig307q2p3Ve2+4BN/f1sjAAAAADY+baSqHjprV5KHzDquu3cl2ZUk3/Ck37TGBgAAALjN5s28ODPJ32Zvs2Jfd9v0agAAAGBCVuL9+CmY17z4UJLv7e6P7rujqi5YTEkAAAAA/2bezIuf3+Axz9ncUgAAAAC+0IYrL7r7TRvsPmqTawEAAAD4AvNOG9nIC5K8erMKAQAAgKlZ7dXRJZD5Vxt536xdSY7b/HIAAAAAbm7eyovjkjwhyWX7bK8k715IRQAAAADrzGtevCXJ4d191r47quqdiygIAAAAYL15AzufscG+p29+OQAAADAdq+nRJZD5l0oFAAAAGErzAgAAAJg0zQsAAABg0jQvAAAAgEmbd7URAAAA2LJW2sDOKbDyAgAAAJg0zQsAAABg0qoXvATmPiedPGyNTWdlVHSWatuw7MMPP3FI7g1XfmRIbpIcfOQDhmVfeeWHh2UfkhqSe+TSuK/vz6zeMCy76uBh2cvLdxmWfc7pzx+Se98n/eiQ3CSD/mWtWT5sWPSifyfYyMGr1w7JvfGgw4fkJslhK9cMy76mx/2OtDzoX9jIf9er248Zln3snquGZX9y5fph2f/6q08fkvvAH/6DIblJ0lkeln3e+ecO/dG5aI+9/5feKc8b+etzzr5DvW5mXgAAAMAMq7lT9i7ucJw2AgAAAEya5gUAAAAwaZoXAAAAwKSZeQEAAAAzrA4caM2/sfICAAAAmDTNCwAAAGDSNC8AAACASTPzAgAAAGZYHV0ASay8AAAAACZO8wIAAACYNM0LAAAAYNI0LwAAAIBJM7ATAAAAZljtHl0CsfICAAAAmDjNCwAAAGDSNC8AAACASTPzAgAAAGZYjZkXU7CQlRdVtbOqdlfV7s9//opFRAAAAABbxIbNi6o6sqr+W1X9XlU9fZ99vzHruO7e1d07unvHEUfcdbNqBQAAALageSsvXp2kkvxxkqdW1R9X1fa1fV+90MoAAAAAMn/mxf26+9vWbv9pVf1Mkr+pqicvuC4AAAAYbrXNvJiCec2L7VW11N2rSdLdL6yqi5L8XZLDF14dAAAAsOXNO23kz5I8ev2G7n5Nkv+S5IYF1QQAAADwf2248qK7f2LG9rdW1YsWUxIAAADAv5l32shGXpC9Az0BAADgTmk1Zl5MwYbNi6p636xdSY7b/HIAAAAAbm7eyovjkjwhyWX7bK8k715IRQAAAADrzGtevCXJ4d191r47quqdiygIAAAAYL15AzufscG+p29+OQAAADAdZl5Mw7xLpQIAAAAMpXkBAAAATJrmBQAAADBpmhcAAADApM272ggAAABsWavmdU6ClRcAAADApGleAAAAAJO28NNGnvm7f7ToiJnusq2GZV90+eqw7L953s8OyX33d99nSG6SfMulLxqW/fnTv21Y9gnbDhuSe83qniG5SXLEEfcflv3SQ8f9u/7kDePO8rvvk350SO65Z7xsSG6SXPHnrx6W/R9ec+Ww7BNuvHRY9vXHf8eQ3PMvePOQ3CR5+pHjfm6+7sqPD8teypjfz8543FFDcpPkaQ/67WHZv/2uZw3Lfvp59x2W/dAffv2Q3A/96ncNyU2SU37i9GHZcCCYeQEAAAAzrMbQiylw2ggAAAAwaZoXAAAAwKRpXgAAAACTZuYFAAAAzGDmxTRYeQEAAABMmuYFAAAAMGmaFwAAAMCkmXkBAAAAM7SRF5Ng5QUAAAAwaZoXAAAAwKRpXgAAAACTpnkBAAAATJqBnQAAADDDakzsnAIrLwAAAIBJ07wAAAAAJk3zAgAAAJg0My8AAABgBhMvpmHDlRdVdY+q+s2q+vWqOqaqfr6q3l9Vb6yq4zc4bmdV7a6q3Wee/sebXzUAAACwZcw7beQ1ST6Y5IIk70hybZInJfnfSX5r1kHdvau7d3T3jq988rdtUqkAAADAVjSveXFcd/9ad784yd26+yXdfUF3/1qSEw9AfQAAAMAWN2/mxfrmxu/us295k2sBAACASVk19WIS5q28eHNVHZ4k3f2zN22sqvsn+fAiCwMAAABI5qy86O6fm7H9nKr688WUBAAAAPBv5q282MgLNq0KAAAAgBk2XHlRVe+btSvJcZtfDgAAAEyHiRfTMG9g53FJnpDksn22V5J3L6QiAAAAgHXmNS/ekuTw7j5r3x1V9c5FFAQAAACw3ryBnc/YYN/TN78cAAAAgJu7PQM7AQAAABZu3mkjAAAAsGUZ2DkNVl4AAAAAk6Z5AQAAAEya5gUAAAAwaWZeAAAAwAyrpl5MgpUXAAAAwKQtfOXFBz+5uuiIme5y8LDoXPL5cdkHbTt8SO72E48fkpsk169uG5Z9n22HDcu+ZnXPkNwv2nbokNwkWTri/sOyTzjmX4Zl3/265WHZddmY3Cv+/NVjgpPc9Ru/Z1h2XvPyYdHba+CCzEO+aEzu6vVjcpOsDEtOjl7ePiz7hh7zu+Gh97v7kNwkOeH4cb8PH3Xfcb8Qf273e4ZlD3uffGXM72ZJcvzA30nhQLDyAgAAAJg0My8AAABgBhMvpsHKCwAAAGDSNC8AAACASdO8AAAAACbNzAsAAACYwcyLabDyAgAAAJg0zQsAAABg0jQvAAAAgEnTvAAAAAAmzcBOAAAAmMHAzmmw8gIAAACYNM0LAAAAYNI0LwAAAIBJM/MCAAAAZjDzYhqsvAAAAAC+QFU9sao+XFXnVNXz9rN/e1X94dr+f6yqk9bt+6m17R+uqifc3lo0LwAAAICbqarlJL+e5BuSPCjJ06rqQfs87BlJLuvu+yf5lSQvWTv2QUmemuRLkzwxyW+sfb7b7FY3L6rqi25PIAAAADB5D09yTnef2903JHlDklP2ecwpSV67dvtNSR5TVbW2/Q3dfX13fzzJOWuf7zbbsHlRVUfv83FMkn+qqqOq6ugNjttZVburavc5b/9ft6c+AAAAYJOt/7t97WPnPg+5V5IL1t2/cG3bfh/T3XuSXJHkmFt47K0yb2Dn55Kcv5/i3pO9c0vuu7+DuntXkl1J8l1veI/5JgAAADAh6/9uvyOYd9rIjyf5cJInd/d9uvs+SS5cu73fxgUAAABwh3dRknuvu3/C2rb9PqaqDkpy1ySX3MJjb5UNmxfd/dIkz0zyc1X1sqo6Iq4UAwAAAHd2ZyY5uaruU1UHZ+8AztP3eczpSU5bu/3tSf6mu3tt+1PXrkZynyQnJ/mn21PMvNNG0t0XJvmOqnpykrclOfT2BAIAAMAdR40uYIju3lNVz07yl0mWk7yqu8+uql9Isru7T0/yO0l+r6rOSXJp9jY4sva4Nyb5YJI9SX6wu1duTz1zmxfrCj+9qt6W5H5JUlXf092vvj3hAAAAwDR19xlJzthn28+tu31dku+YcewLk7xws2q5VZdK7e5ru/sDa3dfsFlFAAAAAMyy4cqLqnrfrF1Jjtv8cgAAAABubt5pI8cleUKSy/bZXknevZCKAAAAANaZ17x4S5LDu/usfXdU1TsXURAAAABMx9Yc2Dk1GzYvuvsZG+x7+uaXAwAAAHBzt2pgJwAAAMCBpnkBAAAATNq8mRcAAACwhZl5MQVWXgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADALEZeTIKVFwAAAMCkVXcvNODh9zl5sQEbOLiWR0XnqtUbh2VfMagndb/7fteQ3CS54fw/HJZ92MNfNix75bNnDcm9+JxXDslNkut6dVj2DTWu31s1bqHc0qDsQw45dkjuaGf/0XOHZd/vyc8flt2Dfm5+5FXfPyQ3Sd72E6cPy37pl//CsOyDvvKwIbl7/vDNQ3KT5MGfefuw7P998HHDsmtp3O/il1xy1pDczrA/ffLgbYcOyz79I2fdqdcmnHTSfce9sAt03nnn3qFeNysvAAAAgEkz8wIAAABm8p7/FHgVAAAAgEnTvAAAAAAmTfMCAAAAmDTNCwAAAGDSDOwEAACAGSp3qCuK3mlZeQEAAABMmuYFAAAAMGmaFwAAAMCkmXkBAAAAs5SZF1Ng5QUAAAAwaZoXAAAAwKRpXgAAAACTZuYFAAAAzFAx82IKrLwAAAAAJk3zAgAAAJg0zQsAAABg0jZsXlTVE9fdvmtV/U5Vva+qXldVx21w3M6q2l1Vuz/z+Ss2s14AAAA4gJbupB93LPMqftG62y9N8qkk/0+SM5O8YtZB3b2ru3d0944vOuKut79KAAAAYMu6NVcb2dHdD1m7/StVddoC6gEAAAC4mXnNiy+qqh9NUkmOrKrq7l7bd8dbZwIAAADc4cxrQLwyyRFJDk/y2iTHJklV3SPJWQutDAAAACBzVl509wtmbL+4qt6xmJIAAABgGqpqdAnk9p36sd/GBgAAAMBm2nDlRVW9b9auJDMvlQoAAACwWeYN7DwuyROSXLbP9kry7oVUBAAAALDOvObFW5Ic3t1n7bujqt65iIIAAABgMsqFNqdg3sDOZ2yw7+mbXw4AAADAzWkhAQAAAJOmeQEAAABM2ryZFwAAALBllff8J8GrAAAAAEya5gUAAAAwaZoXAAAAwKSZeQEAAAAzVNXoEkhS3b3QgK/c8Z2LDdjA8tLBo6Jz441XDcu+5NJ/GZL777ffbUhukpy954Zh2YesXDss+7ClMf3HS2rbkNwk+c+ved2w7D877SnDsg+qcQvlPtljfmCffNDykNwk2V7jevtnr+wZlv2x018wLPsxLz9+SO7H/urUIblJkh73Wh898Gt8lLsdNO73ws9sP25Y9p89+PPDsr/+Hy4fln3Q8qFDcu+3tDokN0k+dsO41/qc88+/U/91f/L9v3zY37SL9NFz3nuHet2cNgIAAABMmuYFAAAAMGmaFwAAAMCkbb0THgEAAOCWGjh7jH/jVQAAAAAmTfMCAAAAmDTNCwAAAGDSzLwAAACAGcrMi0nwKgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADOU9/0nwKgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADFXe858CrwIAAAAwaZoXAAAAwKTd6uZFVR1zCx6zs6p2V9Xuz372Y7etMgAAAIDMaV5U1Yur6ti12zuq6twk/1hV51fVI2cd1927untHd++4+93vt8klAwAAAFvJvIGd39jdz1u7/ctJvrO7z6yqByR5XZIdC60OAAAABqpaHl0CmX/ayEFVdVOD4y7dfWaSdPdHkmxfaGUAAAAAmd+8+I0kZ1TVo5O8tapeXlWPrKoXJDlr4dUBAAAAW96Gp410969V1fuTfH+SB6w9/uQkf5rkFxdeHQAAALDlzZt5ke5+Z5J37ru9qr4nyas3vyQAAACYhqpbfZFOFuD2vAov2LQqAAAAAGbYcOVFVb1v1q4kx21+OQAAAAA3N++0keOSPCHJZftsryTvXkhFAAAAAOvMa168Jcnh3X3Wvjuq6p2LKAgAAACmwsyLaZh3tZFnbLDv6ZtfDgAAAMDNaSEBAAAAk6Z5AQAAAEzavJkXAAAAsGVVLY8ugVh5AQAAAEyc5gUAAAAwaZoXAAAAwKRpXgAAAACTtvCBnV9z3UWLjmAfpw/qSd1w32cMyU2SJ1/4xmHZf/X5C4dlX3nw0WOC91w9JjfJY3722cOy33jE/YZlbzvosGHZB1+ye0ju9cd/x5DcJMkhXzQsuj/628OyH/Py44dlv/25nxqSe/+3HzokN0m++IQnDcv++HmvH5Y9auzdMSeeNig5ecpn3zEs+wf754dln7T848OyL95z5ZDcPvl7h+QmybYL/2xY9p1dlff8p8CrAAAAAEya5gUAAAAwaZoXAAAAwKQtfOYFAAAA3FFVjZrWw3pWXgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADGZeTIOVFwAAAMCkaV4AAAAAk6Z5AQAAAEyamRcAAAAww1J5z38KvAoAAADApGleAAAAAJOmeQEAAABMmuYFAAAAMGkGdgIAAMAMVcujSyBWXgAAAAATt2HzoqreU1U/W1X3uzWftKp2VtXuqtr9gUsvvn0VAgAAAFvavJUXRyW5W5J3VNU/VdWPVNU9533S7t7V3Tu6e8eXHX2PzagTAAAA2KLmzby4rLt/LMmPVdV/TPK0JO+pqg8leX1371p4hQAAADCImRfTcItnXnT3/+7uH0hyryQvSfI1C6sKAAAAYM28lRcf2XdDd68keevaBwAAAMBCbbjyorufOmtfVX3P5pcDAAAAcHPzVl5s5AVJXr1ZhQAAAMDUmHkxDRs2L6rqfbN2JTlu88sBAAAAuLl5Ky+OS/KEJJfts72SvHshFQEAAACsM6958ZYkh3f3WfvuqKp3LqIgAAAAgPU2bF509zM22Pf0zS8HAAAApqOWzLyYgg2vNgIAAAAwmuYFAAAAMGmaFwAAAMCkaV4AAAAAkzbvaiMAAACwZS2VgZ1TYOUFAAAAMGmaFwAAAMCkVXcvNOC+J5642IANHJQaFZ0bMuxpJxmzrOmouz1wSG6S3HD5B4dln/hlPz0se8/1nxuSe93Hf3dIbpJ8Ys+1w7IPG/g95fqsDsvug44Ykru6esOQ3L3h1w+L/uhrfmRY9v2/538Oyz5o+dAhueec/vwhuUny9zt/dVj2L530X4dl7/kPdx+Se+krx73WJ1zziWHZZ6/sGZZ9+GH3HpZ99dUXDck9aM+VQ3KT5H7b7zos+88/8t5xvyQdAF/1lU8f+cfdwvzjma+7Q71uZl4AAADADGXmxSQ4bQQAAAC4xarq6Kp6W1V9dO2/R+3nMQ+pqv9TVWdX1fuq6jvX7XtNVX28qs5a+3jIvEzNCwAAAODWeF6St3f3yUnevnZ/X9ckObW7vzTJE5P8alXdbd3+H+/uh6x9nDUvUPMCAAAAuDVOSfLatduvTfLN+z6guz/S3R9du/3JJJ9JcpsHH5l5AQAAADPcWWdeVNXOJDvXbdrV3btu4eHHdfen1m5fnOS4OVkPT3Jwko+t2/zCqvq5rK3c6O4NJ6ZrXgAAAMAWs9aomNmsqKq/TnKP/ez6mX0+T1fVzCuyVNXxSX4vyWndfdMl9H4qe5seB6/V8JNJfmGjejUvAAAAgJvp7sfO2ldVn66q47v7U2vNic/MeNyRSf48yc909z+s+9w3rdq4vqpeneTH5tVj5gUAAABwa5ye5LS126clefO+D6iqg5P8SZLf7e437bPv+LX/VvbOy/jAvEArLwAAAGCGKn8278eLk7yxqp6R5PwkT0mSqtqR5Pu6+5lr2x6R5Jiq+u6147577coif1BVd09SSc5K8n3zAr0KAAAAwC3W3Zckecx+tu9O8sy127+f5PdnHP/oW5vptBEAAABg0jQvAAAAgEnTvAAAAAAmzcwLAAAAmGGplkeXQKy8AAAAACZO8wIAAACYNM0LAAAAYNLMvAAAAIAZasnMiynYcOVFVe2oqndU1e9X1b2r6m1VdUVVnVlVX7HBcTurandV7b7yqqs2v2oAAABgy5h32shvJPnvSf48ybuTvKK775rkeWv79qu7d3X3ju7eceThh29asQAAAMDWM695sa27/6K7X5+ku/tN2Xvj7UkOWXh1AAAAwJY3b+bFdVX1+CR3TdJV9c3d/adV9cgkK4svDwAAAMapMipyCua9Ct+XvaeNrCZ5QpLvr6rXJLkoybMWWxoAAADAnNNGuvu93f2E7v6G7v7X7n5ud9+tu780yb87QDUCAAAAW9i8mRcbecGmVQEAAAAww4anjVTV+2btSnLc5pcDAAAA01G1PLoEMn/mxXHZO+visn22V/ZeOhUAAABgoeY1L96S5PDuPmvfHVX1zkUUBAAAALDehs2L7n7GBvuevvnlAAAAANzc7RnYCQAAALBw804bAQAAgC2ryp/NU2DlBQAAADBpmhcAAADApGleAAAAAJPm5B0AAACYYamWR5dArLwAAAAAJk7zAgAAAJi0hZ82cv+Tv2/RETN17xmWvXzQ4cOy99x4xZDcwy9685DcJLnkhG8Yln3FA3cMy/7c6TuH5H7HYfcYkpskb7j6kmHZJy3XsOzljMs+74Yrh+Q+/cj7DMlNkpVhycnbfuL0ceEDf25+8QlPGpL79zt/dUhuknzdrh8elp0Xj1sCfe3Hx+QefdXHxgQnueCwk4ZlP+CaTwzLrpOeNiz7/Pc+f0ju8446eUhukrzrxquHZcOBYOYFAAAAzFBL/myeAqeNAAAAAJOmeQEAAABMmuYFAAAAMGlO3gEAAIAZqvzZPAVWXgAAAACTpnkBAAAATJrmBQAAADBpmhcAAADApJk8AgAAADNULY8ugVh5AQAAAEyc5gUAAAAwaZoXAAAAwKSZeQEAAAAzVPmzeQqsvAAAAAAmTfMCAAAAmDTNCwAAAGDSnLwDAAAAM9SSP5unYMOVF1V1eFX9QlWdXVVXVNVnq+ofquq75xy3s6p2V9XuCy/6p00tGAAAANha5p028gdJzk3yhCQvSPI/kvy/Sb6+ql4066Du3tXdO7p7xwn3evimFQsAAABsPfOaFyd192u6+8LuflmSJ3f3R5N8T5JvXXx5AAAAwFY37+Sdq6vq67r776vqyUkuTZLuXq2qWnx5AAAAME6VmRdTMO9V+L4kv11VJyc5O8l/TpKqunuSX19wbQAAAAAbNy+6+31JvmBoRXd/tqo+v7CqAAAAANbMm3mxkRdsWhUAAAAAM2y48qKq3jdrV5LjNr8cAAAAgJubN/PiuOy9TOpl+2yvJO9eSEUAAAAwFQZ2TsK8V+EtSQ7v7rP23VFV71xEQQAAAADrzRvY+YwN9j1988sBAAAAuLnbM7ATAAAAYOGcvAMAAAAz1JI/m6fAygsAAABg0jQvAAAAgEnTvAAAAAAmzck7AAAAMEOVP5unwMoLAAAAYNIW3kL63Of+z6IjZupeGZZdtTws+6ArPjQk90GHHTckN0k++Nl/HJb9vq8+fFj2NYccOiT3a9541ZDcJNmz54ph2WevjPt3PbLXfNCg76Wvu/LjQ3KT5Ojl7cOy3/HwVw7LPvqvv3tY9sfPe/2Q3F/6unH/v/Picd9T3vq8y4dlr179iSG5z3nr3YbkJsk/bz96WPYJey4dln3Sea8dln3loO/jr/z8hUNyk2S1e1g2HAhWXgAAAACT5uQdAAAAmGXJn81TYOUFAAAAMGmaFwAAAMCkaV4AAAAAk6Z5AQAAAEyaySMAAAAwS427tDX/xsoLAAAAYNI0LwAAAIBJ07wAAAAAJs3MCwAAAJihlvzZPAVWXgAAAACTpnkBAAAATJrmBQAAADBpTt4BAACAWcqfzVNg5QUAAAAwaZoXAAAAwKRt2LyoqrtW1Yur6l+r6tKquqSqPrS27W4HqEYAAABgC5t38s4bk/xNkkd198VJUlX3SHLa2r7H7++gqtqZZGeS3PuEf59jjzlx0woGAACAA6WXzLyYgnmnjZzU3S+5qXGRJN19cXe/JMnMjkR37+ruHd29Q+MCAAAAuD3mNS/Or6qfqKrjbtpQVcdV1U8muWCxpQEAAADMb158Z5JjkvxtVV1WVZcmeWeSo5M8ZcG1AQAAAGw886K7L6uqVyd5W5J/6O6rbtpXVU9M8tYF1wcAAABscRs2L6rqh5L8YJIPJfntqnpud795bfeLonkBAADAndnS8ugKyPyrjTwrycO6+6qqOinJm6rqpO5+eZJaeHUAAADAljevebF006ki3X1eVT0qexsYJ0bzAgAAADgA5g3s/HRVPeSmO2uNjG9KcmySBy+wLgAAAIAk81denJpkz/oN3b0nyalV9YqFVQUAAABTYObFJMy72siFG+x71+aXAwAAAHBz804bAQAAABhK8wIAAACYtHkzLwAAAGDLajMvJsHKCwAAAGDSNC8AAACASdO8AAAAACbNzAsAAACYwcyLabDyAgAAAJi0ha+8WFm9cdERk9Qjn3f3kNjl1JDc0VauvHRY9uoNe4bkLi9vH5I73rh+bw389zXq3/bSwOd8Q68Oyz7kKw8blp2/Hhc96j2tPf/h7oOSk2s/Piw6q1d/Ylj20mFHDsk9eOD38G3bjhiWfePA72fXZlz2Uo35GXLd6pjfzZLkyi36dxdbh5UXAAAAwKRpXgAAAACTZmAnAAAAzGJg5yRYeQEAAABMmuYFAAAAMGmaFwAAAMCkmXkBAAAAM/SS9/ynwKsAAAAATJrmBQAAADBpmhcAAADApJl5AQAAADP00vLoEoiVFwAAAMDEaV4AAAAAk6Z5AQAAAEyamRcAAAAww+qy9/ynwKsAAAAATJrmBQAAADBpt7l5UVV/sZmFAAAAAOzPhjMvquqhs3YlecgGx+1MsjNJ7nWvL80xR9/7ttYHAAAAbHHzBnaemeRvs7dZsa+7zTqou3cl2ZUkX/7vv6Fva3EAAAAwUi+ZtjAF85oXH0ryvd390X13VNUFiykJAAAA4N/MayH9/AaPec7mlgIAAADwhTZsXnT3m5JUVT2mqg7fZ/d1iysLAAAAYK95Azt/KMkPZu/pI79TVc/t7jev7X5RkrcuuD4AAAAYxsyLaZg38+JZSR7W3VdV1UlJ3lRVJ3X3y7P/IZ4AAADAnVhVHZ3kD5OclOS8JE/p7sv287iVJO9fu/uJ7n7y2vb7JHlDkmOS/HOS/7e7b9goc14Laam7r0qS7j4vyaOSfENVvSyaFwAAALAVPS/J27v75CRvX7u/P9d290PWPp68bvtLkvxKd98/yWVJnjEvcF7z4tNV9ZCb7qw1Mr4pybFJHjzvkwMAAAB3Oqckee3a7dcm+eZbemBVVZJHJ3nTrTl+3mkjpybZs35Dd+9JcmpVveKWFgcAAAB3RKt30pkXVbUzyc51m3Z1965bePhx3f2ptdsXJzluxuMOqard2dtXeHF3/2n2nipy+VpvIUkuTHKveYEbNi+6+8IN9r1r3icHAAAApmetUTGzWVFVf53kHvvZ9TP7fJ6uqp7xaU7s7ouq6r5J/qaq3p/kittS77yVFwAAAMAW092PnbWvqj5dVcd396eq6vgkn5nxOS5a+++5VfXOJF+R5I+T3K2qDlpbfXFCkovm1XPnXP8CAAAALMrpSU5bu31akjfv+4CqOqqqtq/dPjbJ1yb5YHd3knck+faNjt+XlRcAAAAwQy97z38/XpzkjVX1jCTnJ3lKklTVjiTf193PTPLAJK+oqtXsXTjx4u7+4NrxP5nkDVX1S0n+JcnvzAvUvAAAAABuse6+JMlj9rN9d5Jnrt1+d2ZcpbS7z03y8FuTqYUEAAAATJrmBQAAADBpThsBAACAGXqpRpdADkDz4ouf+8JFR8y0/eBh0bn8ynFf4Bf+j+8bkvvfX/qNQ3KT5ILPPH5Y9k+85DnDsi9ZuX5I7v1X9gzJTZJPf9HXDsv+8T37vQLUAXFtj/ue8sLLPjok94zHHTUkN0kOvd/dh2V/+x/OHba9MHc7aNwPzmNOPG3+gxbgklc+f0hukhx91ceGZT/nrXcbln3woIW/v/KHPzwkN0nesPzAYdmP/q3vGZb98D85f1j2kYN+bJ7xmKPHBCf5prdfNiwbDgSnjQAAAACTpnkBAAAATJrmBQAAADBpBnYCAADADKvLBnZOgZUXAAAAwKRpXgAAAACTpnkBAAAATJqZFwAAADBDL5l5MQVWXgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADGZeTIOVFwAAAMCkaV4AAAAAk6Z5AQAAAEyamRcAAAAwQy+ProDEygsAAABg4jZsXlTVkVX136rq96rq6fvs+43FlgYAAAAwf+XFq5NUkj9O8tSq+uOq2r6276tnHVRVO6tqd1XtPv9v/9cmlQoAAABsRfOaF/fr7ud1959295OTvCfJ31TVMRsd1N27untHd+848ZHfumnFAgAAAFvPvIGd26tqqbtXk6S7X1hVFyX5uySHL7w6AAAAGKiXanQJZP7Kiz9L8uj1G7r7NUn+S5IbFlQTAAAAwP+1YfOiu38iyYVV9ZiqOnzd9rcm+aFFFwcAAAAw72ojz0ny5iTPSfKBqjpl3e4XLrIwAAAAgGT+zIudSR7W3VdV1UlJ3lRVJ3X3y7P3KiQAAABw5zVv2AIHxLzmxVJ3X5Uk3X1eVT0qexsYJ0bzAgAAADgA5vWQPl1VD7npzloj45uSHJvkwQusCwAAACDJ/ObFqUkuXr+hu/d096lJHrGwqgAAAADWbHjaSHdfuMG+d21+OQAAADAhy6MLIDF6BAAAAJg4zQsAAABg0jQvAAAAgEmbd6lUAAAA2Lq85T8JXgYAAABg0jQvAAAAgEnTvAAAAAAmTfMCAAAAmLSFD+z81b/83kVHzLRtew/LvubKcX2hH1i5akjuSw994pDcJHnFB589LPvRS0cOyz7iiC8eknvjns8PyU2SL7v63GHZr7r/DwzLzsr1w6JXr/mtIblPe9BvD8lNkhOOXx2W/eDPPHdY9tu2Hzcs+ymffceQ3N3XXTokN0kuOOykYdn/vP3oYdnbth0xJPcNyw8ckpskT1350LDsU778N4dl3/P0pw3L/vyhJwzJfcrJLx2SmySXv/3bh2Xf6XnLfxK8DAAAAMCkaV4AAAAAk6Z5AQAAAEzawmdeAAAAwB1Vect/ErwMAAAAwKRpXgAAAACTpnkBAAAATJqZFwAAADBDLfXoEoiVFwAAAMDEaV4AAAAAk6Z5AQAAAEyamRcAAAAwQ3nLfxK8DAAAAMCkaV4AAAAAk6Z5AQAAAEya5gUAAAAwaQZ2AgAAwAxLy6MrIJmz8qKq7lFVv1lVv15Vx1TVz1fV+6vqjVV1/IEqEgAAANi65p028pokH0xyQZJ3JLk2yZOS/O8kvzXroKraWVW7q2r3G8797CaVCgAAAGxF85oXx3X3r3X3i5Pcrbtf0t0XdPevJTlx1kHdvau7d3T3jqfe9+6bWjAAAACwtcybebG+ufG7++xz5g8AAAB3aksuczEJ816GN1fV4UnS3T9708aqun+SDy+yMAAAAIBkTvOiu38uyQlV9Zibmhhr289J8tuLLg4AAABg3tVGnpPkzUmek+QDVXXKut0vWmRhAAAAAMn8mRc7kzysu6+qqpOSvKmqTurulyephVcHAAAAA9VSjy6B3IKBnd19VZJ093lV9ajsbWCcGM0LAAAA4ACYN7Dz01X1kJvurDUyvinJsUkevMC6AAAAAJLMb16cmuTi9Ru6e093n5rkEQurCgAAAGDNhqeNdPeFG+x71+aXAwAAANOxNO8tfw4ILwMAAAAwaZoXAAAAwKRpXgAAAACTpnkBAAAATNqGAzsBAABgKzOwcxq8DAAAAMCkaV4AAAAAk7bw00a+95G7Fh0x08EHD4vO56+sYdmf/tAzhuQ+64xnD8lNkm+8y68Py37gjWP+fyfJYVdcNiT3w9ddPiQ3Sa570euGZT/txT85LHtlWHKya89VQ3J/+13PGpKbJEfdd9wPkCcefPyw7D97wHnDsn+wf35I7od3P29IbpI84JpPDMs+Yc+lw7Jv7NUhuY/+re8Zkpskp3z5bw7LfvPDPz4s+6TVcT+9jr7q/CG5r3v/M4fkJsmpy9uGZcOBYOYFAAAAzGDmxTR4GQAAAIBJ07wAAAAAJk3zAgAAAJg0My8AAABgBjMvpsHLAAAAAEya5gUAAAAwaZoXAAAAwKSZeQEAAAAzmHkxDV4GAAAAYNI0LwAAAIBJ07wAAAAAJk3zAgAAAJg0AzsBAABghuWlHl0CsfICAAAAmDjNCwAAAGDSbnXzoqq+aBGFAAAAAOzPhjMvqurofTcl+aeq+ook1d2XLqwyAAAAGGzJ+QqTMO9l+FySf173sTvJvZK8Z+32flXVzqraXVW7L/r7P96sWgEAAIAtaF7z4seTfDjJk7v7Pt19nyQXrt2+76yDuntXd+/o7h33+rpv28x6AQAAgC1mw+ZFd780yTOT/FxVvayqjkjiOjEAAADAAbPhzIsk6e4Lk3xHVT05yduSHLrwqgAAAGACzLyYhrkvQ1V9SVU9JsnfJPn6JI9d2/7EBdcGAAAAsHHzoqp+KMmbkzwnyQeSPL67P7C2+0ULrg0AAABg7mkjz0rysO6+qqpOSvKmqjqpu1+evZdNBQAAAFioec2Lpe6+Kkm6+7yqelT2NjBOjOYFAAAAd3LLZl5MwryX4dNV9ZCb7qw1Mr4pybFJHrzAugAAAACSzG9enJrk4vUbuntPd5+a5BELqwoAAABgzYanjaxdJnXWvndtfjkAAAAAN+fsHQAAAGDS5g3sBAAAgC1ryaUqJsHKCwAAAGDSNC8AAACASdO8AAAAACbNzAsAAACYYdlb/pPgZQAAAAAmTfMCAAAAmLTq7oUGPOp+D1xswEStDsw+uMb0pD5x49VDcpPkhkHPOUne/bijh2U/7l2HDsm9+upPDMlNkqNr3Nlul/bKsOzU8rjs3jMk9u53/6ohuUnyuc+9Z1j2scc+dFj2Zz/3z8OyT1reNiT3ssNOGpKbJPc66WnDsr/2vNcOy7520G9Jv3/F+UNyk+Seg76+k+STq+N+dp335y8Zlv2Ab3nRkNxeHfMzM0kOufHzw7Lff/65d+qLiT7tde+5U/5N+/qnP/QO9bqZeQEAAAAzLDlfYRK8DAAAAMCkaV4AAAAAk6Z5AQAAAEyamRcAAAAww7K3/CfBywAAAABMmuYFAAAAMGmaFwAAAMCkaV4AAAAAk2ZgJwAAAMxgYOcXqqqjk/xhkpOSnJfkKd192T6P+fokv7Ju05ckeWp3/2lVvSbJI5Ncsbbvu7v7rI0yvQwAAADArfG8JG/v7pOTvH3t/s109zu6+yHd/ZAkj05yTZK/WveQH79p/7zGRaJ5AQAAANw6pyR57drt1yb55jmP//Ykf9Hd19zWQM0LAAAA4NY4rrs/tXb74iTHzXn8U5O8fp9tL6yq91XVr1TV9nmBZl4AAADADHfWmRdVtTPJznWbdnX3rnX7/zrJPfZz6M+sv9PdXVW9Qc7xSR6c5C/Xbf6p7G16HJxkV5KfTPILG9WreQEAAABbzFqjYtcG+x87a19Vfbqqju/uT601Jz6zQdRTkvxJd9+47nPftGrj+qp6dZIfm1fvnbSHBAAAACzI6UlOW7t9WpI3b/DYp2WfU0bWGh6pqsreeRkfmBeoeQEAAADcGi9O8riq+miSx67dT1XtqKrfvulBVXVSknsn+dt9jv+Dqnp/kvcnOTbJL80L3PC0kap6Yne/de32XZO8LMlXZm9X5Ee6+9O37HkBAADAHc+St/y/QHdfkuQx+9m+O8kz190/L8m99vO4R9/azHkvw4vW3X5pkk8l+X+SnJnkFbMOqqqdVbW7qnZ/8srLb21NAAAAAP/Xrekh7ejun+3u87v7V5KcNOuB3b2ru3d09457Hnm321sjAAAAsIXNu9rIF1XVjyapJEdWVXX3TZdAsXgGAAAAWLh5zYtXJjli7fZrs3eQxmer6h5JzlpgXQAAADDcco2ugGRO86K7X1BVX5K9Azb+sbuvWtt+cVW97kAUCAAAAGxtG576UVXPyd7rtT4nyQeq6pR1u1+0/6MAAAAANs+800Z2JnlYd1+1dn3WN1XVSd398uydgwEAAACwUPOaF0vrThU5r6oelb0NjBOjeQEAAAAcAPOaF5+uqod091lJsrYC45uSvCrJgxddHAAAAIy07DqbkzDvZTg1ycXrN3T3nu4+NckjFlYVAAAAwJp5Vxu5cIN979r8cgAAAABuzgIYAAAAYNLmzbwAAACALcvMi2nwMgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADAct1egSiJUXAAAAwMQtfOXFhdm26IiZuvcMy15aGve8V1ZuGJJ7SMZ1JJcPucew7K//q08Oy773tsOG5F63fMiQ3CT57Mp1w7K3HXzUsOxDth89LPvMX/yqIbkP/eHXD8lNkh6WnFxyyVnDsg9aPnRY9sV7rhySu+fqi4bkJsn5733+sOwrl7cPy16qMb8vHDnwjdPPH3rCsOyjrzp/WPYDvuVFw7I/8ic/PST3pCf96JDcJFlZGvc9HA4EKy8AAACASTPzAgAAAGZY9pb/JHgZAAAAgEnTvAAAAAAmTfMCAAAAmDTNCwAAAGDSDOwEAACAGZYHXmqZf2PlBQAAADBpmhcAAADApGleAAAAAJNm5gUAAADMsOwt/0nwMgAAAACTpnkBAAAATJrmBQAAADBpZl4AAADADGZeTIOXAQAAAJi0W928qKpjFlEIAAAAwP5s2LyoqhdX1bFrt3dU1blJ/rGqzq+qRx6QCgEAAIAtbd7Mi2/s7uet3f7lJN/Z3WdW1QOSvC7Jjv0dVFU7k+xMkrsfe68ceeTRm1UvAAAAHDDLSzW6BDL/tJGDquqmBsdduvvMJOnujyTZPuug7t7V3Tu6e4fGBQAAAHB7zGte/EaSM6rq0UneWlUvr6pHVtULkpy18OoAAACALW/D00a6+9eq6v1Jvj/JA9Yef3KSP03ySwuvDgAAANjy5s28SJKLk+xK8o/dfdVNG6vqiUneuqjCAAAAAJI5zYuq+qEkP5jkQ0l+p6qe291vXtv9omheAAAAcCe2PG/YAgfEvJUXz0rysO6+qqpOSvKmqjqpu1+exMhVAAAAYOHmNS+WbjpVpLvPq6pHZW8D48RoXgAAAAAHwLwFMJ+uqofcdGetkfFNSY5N8uAF1gUAAACQZP7Ki1OT7Fm/obv3JDm1ql6xsKoAAABgApadczAJ8y6VeuEG+961+eUAAAAA3Jy5qQAAAMCkaV4AAAAAkzZv5gUAAABsWctLhl5MgZUXAAAAwKRpXgAAAACTpnkBAAAATJqZFwAAADDDsrf8J8HLAAAAAEzawldenPI/X7voiJkOXh4WnUuu6WHZ//JLLxmS+9bHXTQkN0m+9apfHZb9+T976rDs5Roz+fiI5W1DcpPk2rs+cFj2yw/93LDsa25cHZb9wB/+gyG5H/rV7xqSmyRZ2TMs+oE//qfDsu+3NO7rrE/+3iG5n/joK4bkJsnzjjp5WPYrP3/hsOzrVsf8+zrjMUcPyU2Sp5z80mHZr3v/M4dlP+4fbxyWfdKTfnRI7nlnvGxIbpL883PGfZ3BgWDlBQAAADBpmhcAAADApBnYCQAAADMsL405VZubs/ICAAAAmDTNCwAAAGDSNC8AAACASTPzAgAAAGZY9pb/JHgZAAAAgEnTvAAAAAAmTfMCAAAAmDQzLwAAAGCGparRJRArLwAAAICJ07wAAAAAJk3zAgAAAJg0My8AAABghmVv+U+ClwEAAACYNM0LAAAAYNI2bF5U1Xuq6mer6n4HqiAAAACA9eatvDgqyd2SvKOq/qmqfqSq7jnvk1bVzqraXVW73/cXf7wZdQIAAABb1LyBnZd1948l+bGq+o9JnpbkPVX1oSSv7+5d+ztobfuuJPkvf/EvvZkFAwAAwIGyvFSjSyC3YuZFd//v7v6BJPdK8pIkX7OwqgAAAADWzFt58ZF9N3T3SpK3rn0AAAAALNSGKy+6+6lV9SVV9ZiqOnz9vqp64mJLAwAAAJiz8qKqnpPk2Uk+lOR3quq53f3mtd0vitUXAAAA3Ikt3+JhCyzSvNNGdiZ5WHdfVVUnJXlTVZ3U3S9PYmoJAAAAsHDzmhdL3X1VknT3eVX1qOxtYJwYzQsAAADgAJi3AObTVfWQm+6sNTK+KcmxSR68wLoAAAAAksxfeXFqkj3rN3T3niSnVtUrFlYVAAAATMDykpMOpmDD5kV3X7jBvndtfjkAAAAAN2duKgAAADBpmhcAAADApM2beQEAAABblpkX02DlBQAAADBpmhcAAADApGleAAAAAJOmeQEAAABMWnX3QgO+csd3LjZgAyt7rh0Vne3bjx6Wfcll7x+Se+SNVwzJTZLLlg4Zln3U6nXDsg8a1H+8oVeH5CbJ5bU8LPuEpXH93rssjXveH77hmiG5/+7gQ4fkJsnx2w4bln3pnuuHZX/w+suGZW+7y72G5N539eohuUly74FfZx+49tJh2Z9bGfNz85CBPz8uz7hhf1+8vG1Y9mUDv59dvbR9SO4f3eeoIblJ8rBf+y/DsvOl33annmj5hn/94LC/aRfpqV/yoDvU62blBQAAADBpmhcAAADApGleAAAAAJN20OgCAAAAYKqWlu5QoyHutKy8AAAAACZN8wIAAACYNM0LAAAAYNLMvAAAAIAZls28mAQrLwAAAIBJ07wAAAAAJk3zAgAAAJg0My8AAABghmVv+U+ClwEAAACYNM0LAAAAYNI0LwAAAIBJ07wAAAAAJs3ATgAAAJhhealGl0DmrLyoqh1V9Y6q+v2qundVva2qrqiqM6vqKw5UkQAAAMDWNe+0kd9I8t+T/HmSdyd5RXffNcnz1vbtV1XtrKrdVbX7s5/92KYVCwAAAGw985oX27r7L7r79Um6u9+UvTfenuSQWQd1967u3tHdO+5+9/ttYrkAAADAVjNv5sV1VfX4JHdN0lX1zd39p1X1yCQriy8PAAAAxlky82IS5jUvvi97TxtZTfKEJN9fVa9JclGSZy22NAAAAIA5p41093uT/HCS/y/Jhd393O6+W3d/aZIjD0B9AAAAwBY372ojP5TkT5I8J8kHquqUdbtftMjCAAAAAJL5p408K8mO7r6qqk5K8qaqOqm7X57EiT8AAADcqS3Pu8wFB8S85sVSd1+VJN19XlU9KnsbGCdG8wIAAAA4AOb1kD5dVQ+56c5aI+Obkhyb5MELrAsAAAAgyfzmxalJLl6/obv3dPepSR6xsKoAAAAA1mx42kh3X7jBvndtfjkAAAAwHctLJiZMgdEjAAAAwKRpXgAAAACTpnkBAAAATJrmBQAAADBpmhcAAAAww/JS3Sk/bo+q+o6qOruqVqtqxwaPe2JVfbiqzqmq563bfp+q+se17X9YVQfPy9S8AAAAAG6NDyT51iR/N+sBVbWc5NeTfEOSByV5WlU9aG33S5L8SnffP8llSZ4xL1DzAgAAALjFuvtD3f3hOQ97eJJzuvvc7r4hyRuSnFJVleTRSd609rjXJvnmeZmaFwAAAMBmu1eSC9bdv3Bt2zFJLu/uPfts39BBm17ePs7c/Ye362SaqtrZ3bs2q56p58reWtlb8Tlv1eyt+Jxl+zqTfefM3orPeatmb8XnLHtM9tQ9+h73v30DIiaqqnYm2blu0671XwNV9ddJ7rGfQ3+mu9+86Pr2dUdYebFz/kPuVLmyt1b2VnzOWzV7Kz5n2VsnV/bWyt6Kz3mrZm/F5yybLaO7d3X3jnUfu/bZ/9ju/rL9fNzSxsVFSe697v4Ja9suSXK3qjpon+0buiM0LwAAAIA7ljOTnLx2ZZGDkzw1yend3UnekeTb1x53WpK5DRHNCwAAAOAWq6pvqaoLk3xNkj+vqr9c237PqjojSdZmWjw7yV8m+VCSN3b32Wuf4ieT/GhVnZO9MzB+Z17mwmdebIJR512NPN9L9tbJ3orPeatmb8XnLHvr5MreWtlb8Tlv1eyt+Jxlwy3Q3X+S5E/2s/2TSZ607v4ZSc7Yz+POzd6rkdxitXfFBgAAAMA0OW0EAAAAmLTJNi+q6olV9eGqOqeqnncAc19VVZ+pqg8cqMx12feuqndU1Qer6uyqeu4BzD6kqv6pqt67lv2CA5W9lr9cVf9SVW85wLnnVdX7q+qsqtp9gLPvVlVvqqp/raoPVdXXHKDcf7f2fG/6uLKqfvgAZf/I2tfXB6rq9VV1yIHIXct+7lru2Yt+vvv7PlJVR1fV26rqo2v/PeoAZn/H2vNeraodi8jdIPuX177G31dV/3975xpjV1WG4eezF9IOUG4WS1ttBUowREurpNFStEVCK2kBo8FgIqnGiKIWbwFrCIaYAIL6DxKpl0BBbqUUE3VABfwhFVs70NpaqRQ6tZ3i/UJCET5/rDV4HM5ZM2RmfWcr75PszDpnmj7n22fPe9ZZe+217zGzIwLdV2XvFjPrNbPjIrwtv/usmbmZHTPW3k5uM7vSzPa2/H0vK/0fY+nOz38yv9/bzOzaKLeZ3d5S824z2xLonmtmjwx+jpjZK5oCOwrvW8zs5/kz7D4zO3ysvdnTtm9SO9MK3up5VnBXz7OCOyLPiv3QmplWqLtqppVqrp1nhZqr51nBXT3PhBgV7t64DRgH7ALeCEwE+oA3BbkXAfOArV2oexowL7cPA3YG1m3Aobk9AdgILAis/TPArcD3g/f5buCY6Pc6u78LfCS3JwJHdOE1jAP2A28IcE0HngQm5cd3ABcF1XkKsBWYTFrr5wHghIq+l+UIcC1wWW5fBlwT6D4ZOAl4EHhrcN1nAeNz+5rgug9vaX8KuDHCm5+fSVqc6qlaGdOh5iuBz9V6j4dxvyv/bR2SH0+Ncg/5/fXAFYF19wJLc3sZ8GCQ91HgjNxeCVxVqea2fZPamVbwVs+zgrt6nhXcEXnWsR9aO9MKdVfNtIK3ep6V9nfLv6mSZ4W6q+eZNm2j2Zo68+I04Al3/527HwS+B6yIELv7w8CfIlxt3PvcfXNu/520Iuv0ILe7+z/ywwl5C1kQxcxmAO8BborwNQEzm0LqjK4BcPeD7v6XLryUJcAud38qyDcemGTpns6Tgd8HeU8GNrr7s55WPX4IOL+WrEOOrCANWJF/nhvldvft7v6bGr4RuHvzPgd4hHQf7yj331oe9lAh0wqfGV8HvlDDOQJ3dTq4Lwaudvfn8r85EOgGwMwMeD9wW6DbgcFZD1OokGsdvHOAh3P7fuC9Y+3N7k59k6qZ1skbkWcFd/U8K7gj8qzUD62aad3qAxe81fNsuJpr5lnBXT3PhBgNTR28mA7saXncT9CX+KZgZrOAU0kzIKKc4/LUtAPA/e4e5f4G6QPxxSBfKw70mtkmM/tooHc28AzwbUuXy9xkZj2B/kEuoFInfyjuvhe4Dnga2Af81d17I9ykWRenm9nRZjaZdDZhZpB7kGPdfV9u7weODfY3gZXADyKFZvYVM9sDXAhcEeRcAex1974IXxsuydPLvzXWU/mHYQ7p72yjmT1kZm8LdA9yOjDg7r8NdK4CvpqPs+uAy4O82/jPiZ33EZBpQ/omYZnWjT7RCNzV82yoOzLPWt3RmdZmn4dk2hBvaJ51OM5C8myIexXdyTMhRkRTBy9e1ZjZocDdwKohI+1VcfcX3H0u6UzCaWZ2Sm2nmZ0DHHD3TbVdHVjo7vOApcAnzGxRkHc8aQrwDe5+KvBP0rTbMMxsIrAcuDPIdySpoz0bOA7oMbMPRrjdfTtpim8v8ENgC/BChLvD63GCZjY1BTNbDfwLWBvpdffV7j4zey+p7cuDY18kaKCkDTcAxwNzSYOE1we6xwNHAQuAzwN35DOHkXyAoAHZFi4GLs3H2aWM4D71Y8RK4ONmtok07ftgTVmpb1Iz07rVJyq5I/KsnTsqz1rdpDrDMq1N3SGZ1sYblmeFY7x6nrVxdyvPhBgRTR282Mt/n0GYkZ/7v8fMJpBCZK27r+vGa8iXL/wUODtA9w5guZntJl0etNjMbgnwAi/NBhicDngPr/Bew6OgH+hvmd1yF2kwI5KlwGZ3HwjynQk86e7PuPvzwDrg7UFu3H2Nu89390XAn0nXd0YyYGbTAPLPKlPqm4iZXQScA1yYv+R0g7VUmlY/hONJA3R9OddmAJvN7HUBbtx9IA9Evwh8k7hMg5Rr6/JliL8gzaarslhpO/LlaOcDt0c5Mx8i5RmkweCQfe7uO9z9LHefT/qCs6uWq0PfpHqmdbNP1MkdkWcjqLtanrVxh2Vau7ojMq3D/g7Js8JxVj3POri7kmdCjJSmDl48CpxoZrPz2eELgA1dfk3VySO6a4Dt7v61YPdrLa+abWaTgHcDO2p73f1yd5/h7rNI7/NP3D3kbLyZ9ZjZYYNt0kJcIXeZcff9wB4zOyk/tQT4dYS7hegzlE8DC8xscj7Wl5CusQzBzKbmn68ndQhujXJnNpA6BeSf9wb7u4KZnU26LGy5uz8b7D6x5eEKYjLtcXef6u6zcq71kxZF21/bDS99iRzkPIIyLbOetMgdZjaHtBDxHwL9ZwI73L0/0AnpmvAzcnsxEHLJSkumvQb4EnBjJU+nvknVTOtyn6itOyLPCu7qedbOHZVphbqrZlrhOFtP5Twb5hivmmcFd1fyTIgR4w1YNbTdRromfSfpTMLqQO9tpGlpz5MC+sOB7oWkaZePkaa1bwGWBbnfDPwqu7dSaaX2YV7DOwm82wjpbjZ9edsWeZxl/1zgl3mfrweODHT3AH8EpgTX/GVSh2srcDN5Fe8g989IA0R9wJLKrpflCHA08GNSR+AB4KhA93m5/RwwAPwo0P0EaQ2jwUwb8xXyC+6787H2GHAfadG76t4hv99NvbuNtKv5ZuDxXPMGYFqgeyJwS97nm4HFUe78/HeAj9VwDlP3QmBTzpaNwPwg76dJ/aSdwNWAVaq5bd+kdqYVvNXzrOCunmcFd0SeDdsPrZVphbqrZlrBWz3PSvubynlWqLt6nmnTNprN3F9Vl10LIYQQQgghhBDif4ymXjYihBBCCCGEEEIIAWjwQgghhBBCCCGEEA1HgxdCCCGEEEIIIYRoNBq8EEIIIYQQQgghRKPR4IUQQgghhBBCCCEajQYvhBBCCCGEEEII0Wg0eCGEEEIIIYQQQohGo8ELIYQQQgghhBBCNJp/A3+mT1RRV4fxAAAAAElFTkSuQmCC\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -959,9 +980,6 @@
     }
    ],
    "source": [
-    "if max1 < 10:\n",
-    "    max1 = 10\n",
-    "\n",
     "idf1 = impute_df(split_df1, max_iter= int(max1), verbose=2)\n",
     "size = idf1.shape[1]\n",
     "corr = idf1.corr()\n",
@@ -971,7 +989,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -979,47 +997,51 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 5)\n",
-      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.08\n",
-      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.10\n",
-      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.11\n",
-      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.14\n",
-      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.15\n",
-      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.16\n",
-      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.17\n",
-      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.18\n",
-      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.21\n",
-      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.22\n",
+      "[IterativeImputer] Ending imputation round 1/8, elapsed time 0.01\n",
+      "[IterativeImputer] Change: 457858.9943114285, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 2/8, elapsed time 0.02\n",
+      "[IterativeImputer] Change: 123566.60351871609, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 3/8, elapsed time 0.03\n",
+      "[IterativeImputer] Change: 66082.79555085694, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 4/8, elapsed time 0.05\n",
+      "[IterativeImputer] Change: 31356.06832177031, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 5/8, elapsed time 0.06\n",
+      "[IterativeImputer] Change: 13275.540026738847, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 6/8, elapsed time 0.07\n",
+      "[IterativeImputer] Change: 5607.778352352506, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 7/8, elapsed time 0.08\n",
+      "[IterativeImputer] Change: 4637.325683098177, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 8/8, elapsed time 0.09\n",
+      "[IterativeImputer] Change: 4069.896702134858, scaled tolerance: 131.03159 \n",
       "[IterativeImputer] Completing matrix with shape (195, 5)\n",
-      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.02\n",
-      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  \" reached.\", ConvergenceWarning)\n"
+      "[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 2/8, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 3/8, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 4/8, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 5/8, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 6/8, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 7/8, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 8/8, elapsed time 0.01\n",
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dca54bd0>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 13
+     "execution_count": 18
     },
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1027,9 +1049,6 @@
     }
    ],
    "source": [
-    "if max2 < 10:\n",
-    "    max2 = 10\n",
-    "\n",
     "idf2 = impute_df(split_df2, max_iter= int(max2), verbose=2)\n",
     "size = idf2.shape[1]\n",
     "corr = idf2.corr()\n",
@@ -1039,7 +1058,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
@@ -1047,35 +1066,55 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 11)\n",
-      "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.09\n",
-      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.18\n",
-      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.20\n",
-      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.22\n",
-      "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.24\n",
-      "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.26\n",
-      "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.29\n",
-      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.37\n",
-      "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.39\n",
-      "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.41\n",
-      "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.43\n",
-      "[IterativeImputer] Ending imputation round 12/20, elapsed time 0.45\n",
-      "[IterativeImputer] Ending imputation round 13/20, elapsed time 0.47\n",
-      "[IterativeImputer] Ending imputation round 14/20, elapsed time 0.49\n",
-      "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.54\n",
-      "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.59\n",
-      "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.62\n",
-      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.64\n",
-      "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.66\n",
-      "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.68\n",
+      "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.02\n",
+      "[IterativeImputer] Change: 1.3057475071151101, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.04\n",
+      "[IterativeImputer] Change: 0.2431361335536576, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.06\n",
+      "[IterativeImputer] Change: 0.050910966788451084, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.08\n",
+      "[IterativeImputer] Change: 0.024727577272021295, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.10\n",
+      "[IterativeImputer] Change: 0.01669938231479373, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.12\n",
+      "[IterativeImputer] Change: 0.014436526598200827, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.14\n",
+      "[IterativeImputer] Change: 0.013328878116682485, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.16\n",
+      "[IterativeImputer] Change: 0.012628774076243077, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.17\n",
+      "[IterativeImputer] Change: 0.012053990511959045, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.19\n",
+      "[IterativeImputer] Change: 0.011528761105839724, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.21\n",
+      "[IterativeImputer] Change: 0.011028826842162887, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 12/20, elapsed time 0.23\n",
+      "[IterativeImputer] Change: 0.010551696384536902, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 13/20, elapsed time 0.25\n",
+      "[IterativeImputer] Change: 0.010132923628465185, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 14/20, elapsed time 0.26\n",
+      "[IterativeImputer] Change: 0.009943115736268826, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.28\n",
+      "[IterativeImputer] Change: 0.009758788813657215, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.30\n",
+      "[IterativeImputer] Change: 0.00957549042259187, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.31\n",
+      "[IterativeImputer] Change: 0.009397405580395923, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.34\n",
+      "[IterativeImputer] Change: 0.009222955401797739, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.36\n",
+      "[IterativeImputer] Change: 0.009052194265333768, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.38\n",
+      "[IterativeImputer] Change: 0.008884981830621363, scaled tolerance: 0.001036 \n",
       "[IterativeImputer] Completing matrix with shape (195, 11)\n",
       "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.00\n",
       "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.02\n",
       "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.02\n",
       "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.02\n",
@@ -1085,29 +1124,29 @@
       "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.03\n",
       "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.03\n",
       "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.04\n",
       "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.04\n",
       "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.04\n",
-      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  \" reached.\", ConvergenceWarning)\n"
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dca79190>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 14
+     "execution_count": 19
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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gRsbPpqdTAwAADE2oAQAAhmb8DAAAZrSeWrqEXUenBgAAGJpQAwAADM34GQAAzGi9e+kSdh2dGgAAYGhCDQAAMDTjZwAAMCNfvjk9nRoAAGBoQg0AADA042cAADAj42fT06kBAACGJtQAAABDE2oAAIChuaYGAABm5Jqa6enUAAAAQxNqAACAoRk/AwCAGa2nly5h19GpAQAAhibUAAAAQzN+BgAAM7L62fR0agAAgKEJNQAAwNCMnwEAwIzW2+pnU9OpAQAAhibUAAAAQ9t2/KyqLkzS3X1VVT0iyUVJ3t/dr9/x6gAAYJex+tn0tgw1VfVTSZ6S5LSqemOSxyZ5S5LnVdWju/tnZ6gRAADgmLYbP3t6km9M8rgkP5Tkad39M0m+Ncl3HutJVbW/qg5W1cG3//oVkxULAABwpO3Gzw5193qSO6rqT7v7U0nS3XdW1caxntTdB5IcSJKff8d7LO8AAADsmO1Czd1VdZ/uviPJ192zsarun+SYoQYAADi69fg3/6ltF2oe1913JUl3bw4xpye5dMeqAgAAOE5bhpp7As1Rtv9lkr/ckYoAAABOwLZLOgMAANMxfjY9X74JAAAMTagBAACGZvwMAABmtL50AbuQTg0AADA0oQYAABia8TMAAJjRelv9bGo6NQAAwNCEGgAAYGjGzwAAYEa+fHN6OjUAAMDQhBoAAGBoQg0AADA019QAAMCMXFMzPZ0aAABgaEINAAAwNONnAAAwo402fjY1nRoAAGBoQg0AADA042cAADAjq59NT6cGAAAYmlADAAAMzfgZAADMyPjZ9HRqAACAoQk1AADA0IyfAQDAjNZ9+ebkdGoAAIChCTUAAMDQjJ8BAMCMrH42PZ0aAABgaEINAAAwNKEGAAAY2o5fU7O+sfdmBtce+OClS5jdnX/8pqVLmN367Z9auoTZfcE3PX3pEmZ357vftnQJszrtrC9ZuoTZPfg+dy9dwuxOe8jDli5hdnX6mUuXMLu1+95/6RI4hg1LOk9OpwYAABiaUAMAAAzNks4AADAjSzpPT6cGAAAYmlADAAAMTagBAIAZradP6dvxqKqLquoDVXV9VT3vKPt/vKquq6r3VNWbqurLNu1br6qrV7crpzinrqkBAACOW1WtJfmFJE9KcmOSq6rqyu6+btNhf5zkgu6+o6r+1yT/V5LvXO27s7sfNWVNOjUAAMCJuDDJ9d19Q3ffneRVSS7efEB3v6W771g9/KMk5+5kQTo1AAAwo1P9yzeran+S/Zs2HejuA5sen5PkI5se35jksVu85LOT/LdNj8+sqoNJDiW5rLt//eQqFmoAAIBNVgHmwLYHHoeq+mdJLkjyTZs2f1l331RVX57kzVV1TXf/6cm8j/EzAADgRNyU5GGbHp+72vY5quqJSZ6f5Kndfdc927v7ptWfNyR5a5JHn2xBOjUAADCjXfDlm1clOb+qzsvhMHNJkmdtPqCqHp3kF5Nc1N23bNr+wCR3dPddVfXgJN+Yw4sInBShBgAAOG7dfaiqnpPkDUnWklze3ddW1QuSHOzuK5P830nul+S1VZUkH+7upyb56iS/WFUbOTw1dtkRq6Z9XoQaAADghHT365O8/ohtP7np/hOP8by3J3nk1PW4pgYAABiaTg0AAMxo/RRf0nlEOjUAAMDQhBoAAGBoxs8AAGBGG+Mv6XzK0akBAACGJtQAAABDM34GAAAzsvrZ9HRqAACAoQk1AADA0IyfAQDAjDaMn01OpwYAABiaUAMAAAzN+BkAAMxo3ZdvTk6nBgAAGJpQAwAADM34GQAAzGijN5YuYdfRqQEAAIYm1AAAAEMTagAAgKGd8DU1VfXL3f3dO1EMAADsdhuWdJ7clqGmqq48clOSb6mqByRJdz91h+oCAAA4LtuNn52b5FNJfi7Jv1/d/nrT/aOqqv1VdbCqDv7hr18xVa0AAAB/y3bjZxck+ZEkz0/yr7r76qq6s7vfttWTuvtAkgNJ8nN/+G79NQAAWFlvvx5PbctQ090bSV5UVa9d/fnx7Z4DAAAwp+MKKN19Y5LvqKp/nMPjaAAAAKeEE+q6dPdvJ/ntHaoFAAB2PaufTc/31AAAAEMTagAAgKG56B8AAGa0YfWzyenUAAAAQxNqAACAoRk/AwCAGW0sXcAupFMDAAAMTagBAACGJtQAAABDc00NAADMyJLO09OpAQAAhibUAAAAQzN+BgAAM9qI8bOp6dQAAABDE2oAAIChGT8DAIAZWf1sejo1AADA0IQaAABgaMbPAABgRlY/m55ODQAAMDShBgAAGJrxMwAAmJHxs+np1AAAAEMTagAAgKEJNQAAwNBcUwMAADPacEnN5HRqAACAoQk1AADA0IyfAQDAjCzpPD2dGgAAYGhCDQAAMDTjZwAAMCPjZ9Pb8VBz5ul7rxl03wuevHQJs7vzPW9buoT5ra8vXcHs7nz33vs53/trv2npEma1/qlbly5hdmc95K6lS5hdnX7m0iXMb/3Q0hXM7u4Pv2/pEmbnX+v3rr2XOAAAgF1FoAUAgBm16bPJ6dQAAABDE2oAAIChGT8DAIAZWf1sejo1AADA0IQaAABgaMbPAABgRobPpqdTAwAADE2oAQAAhibUAAAAQ3NNDQAAzMiSztPTqQEAAIYm1AAAAEMzfgYAADMyfDY9nRoAAGBoQg0AADA042cAADAj42fT06kBAACGJtQAAABDM34GAAAz8uWb09OpAQAAhibUAAAAQzN+BgAAMzJ8Nj2dGgAAYGhCDQAAMDShBgAAGJpragAAYEauqZmeTg0AADA0oQYAABia8TMAAJiR8bPp6dQAAABDE2oAAIChCTUAADCjPsVvx6OqLqqqD1TV9VX1vKPsv1dVvXq1/x1V9fBN+35itf0DVfWtx/mWWzqhUFNV/6CqfryqnjzFmwMAAGOpqrUkv5DkKUkekeSZVfWIIw57dpLbuvsrkrwoyQtXz31EkkuSfE2Si5K8ePV6J2XLUFNV79x0//uT/L9JviDJTx0tkQEAALvehUmu7+4buvvuJK9KcvERx1yc5OWr+1ckeUJV1Wr7q7r7ru7+syTXr17vpGzXqTl90/39SZ7U3T+d5MlJvutYT6qq/VV1sKoO/sGvXnGyNQIAADPZ/Lv86rb/iEPOSfKRTY9vXG076jHdfSjJJ5OcdZzPPWHbLem8r6oemMPhp7r7L1aF3V5Vh471pO4+kORAkrz44DVWrQMAgEFs/l1+FNuFmvsneVeSStJV9dDuvrmq7rfaBgAA7C03JXnYpsfnrrYd7Zgbq+q0HM4VnzjO556wLcfPuvvh3f3l3X3e6s+bV7s2kvyTk31zAADYe+oUv23rqiTnV9V5VXVGDl/4f+URx1yZ5NLV/acneXN392r7JavV0c5Lcn6Sd+YkbdepOaruviPJn53smwMAAGPp7kNV9Zwkb0iyluTy7r62ql6Q5GB3X5nkl5L8l6q6PsmtORx8sjruNUmuS3IoyQ919/rJ1vR5hRoAAGDv6u7XJ3n9Edt+ctP9Tyf5jmM892eT/OyU9Qg1AAAwK5emT+2EvnwTAADgVCPUAAAAQxNqAACAobmmBgAAZuWamqnp1AAAAEMTagAAgKEZPwMAgDmZPpucTg0AADA0oQYAABia8TMAAJiVvsLUnFEAAGBoQg0AADA042cAADCjsvzZ5HRqAACAoQk1AADA0IyfAQDAnMr42dR0agAAgKEJNQAAwNCEGgAAYGiuqQEAgBlZ0nl6OjUAAMDQhBoAAGBoxs8AAGBW+gpTc0YBAIChCTUAAMDQjJ8BAMCMqqx+NjWdGgAAYGhCDQAAMDTjZwAAMKfSV5iaMwoAAAxtxzs197/P2k6/xSln/eO3LF3C7E4/5/ylS5jd2lm3L13C7E4760uWLmF265+6dekSZrX2hQ9auoTZfebTe++C3X33vf/SJcyu1vbe7yN78f+b2buMnwEAwIzKsNTknFEAAGBoQg0AADA0oQYAABiaa2oAAGBGVXtvgZKdplMDAAAMTagBAACGZvwMAADmVPoKU3NGAQCAoQk1AADA0IyfAQDAjMr42eScUQAAYGhCDQAAMDTjZwAAMKPSV5icMwoAAAxNqAEAAIZm/AwAAGZk9bPpOaMAAMDQhBoAAGBoxs8AAGBGVWtLl7Dr6NQAAABDE2oAAIChCTUAAMDQXFMDAAAzsqTz9JxRAABgaEINAAAwNONnAAAwI+Nn03NGAQCAoQk1AADA0IyfAQDAjKrWli5h19GpAQAAhibUAAAAQzN+BgAAM7L62fScUQAAYGhbhpqqemxVfeHq/r2r6qer6jer6oVVdf95SgQAADi27cbPLk/ytav7P5/kjiQvTPKEJC9N8u07VxoAAOw+Vj+b3nbjZ/u6+9Dq/gXd/aPd/Qfd/dNJvvxYT6qq/VV1sKoOvvk1r5msWAAAgCNtF2reW1Xfu7r/7qq6IEmq6iuTfOZYT+ruA919QXdf8PhnPGOiUgEAAP627ULN9yX5pqr60ySPSPKHVXVDkv+82gcAALCoLa+p6e5PJvme1WIB562Ov7G7Pz5HcQAAsNu4pmZ6x/U9Nd39qSTv3uFaAAAATpjvqQEAAIZ2XJ0aAABgGvtKX2FqzigAADA0oQYAABia8TMAAJiR1c+mp1MDAAAMTagBAACGZvwMAABmZPxsejo1AADA0IQaAABgaMbPAABgRsbPpqdTAwAADE2oAQAAhmb8DAAAZlT7jJ9NTacGAAAYmlADAAAMTagBAACG5poaAACY0T5LOk9OpwYAABiaUAMAAAzN+BkAAMyodvn4WVU9KMmrkzw8yYeSPKO7bzvimEcl+Y9JvjDJepKf7e5Xr/a9LMk3Jfnk6vDv6e6rt3pPnRoAAGBKz0vypu4+P8mbVo+PdEeS7+7ur0lyUZL/UFUP2LT/X3X3o1a3q7d7Q6EGAACY0sVJXr66//IkTzvygO7+k+7+4Or+R5PckuSLPt83NH4GAAAzOtXHz6pqf5L9mzYd6O4DJ/ASZ3f3zav7H0ty9jbvd2GSM5L86abNP1tVP5lVp6e779rqNYQaAADgs1YBZssQU1W/l+SLj7Lr+Ue8VldVb/E6D03yX5Jc2t0bq80/kcNh6IxVHc9N8oKt6hFqAACAE9LdTzzWvqr6eFU9tLtvXoWWW45x3Bcm+e0kz+/uP9r02vd0ee6qqpcm+Zfb1SPUAADAjKp2/a/gVya5NMllqz9/48gDquqMJL+W5Je7+4oj9t0TiCqHr8d573ZvaKEAAABgSpcleVJVfTDJE1ePU1UXVNVLVsc8I8njknxPVV29uj1qte8VVXVNkmuSPDjJv9nuDXd9TAQAAObT3Z9I8oSjbD+Y5PtW938lya8c4/mPP9H3FGoAAGBG+07x1c9GZPwMAAAYmlADAAAMbcfHz178W3fv9Fucci585yuWLmF2H/3ovZcuYXZ/fffem9588H323n/PZz1ky+/62nU+8+lauoTZPeKFz126hNl9/BdfuHQJs/vgu+61dAmz+/DtZy5dwuyedfW2K/+yS+2938oAAGBBtc81NVMzfgYAAAxNqAEAAIZm/AwAAGZU5VfwqenUAAAAQxNqAACAoel9AQDAjKqsfjY1nRoAAGBoQg0AADA042cAADAjq59NT6cGAAAYmlADAAAMTe8LAABmtM/qZ5PTqQEAAIYm1AAAAEMTagAAgKG5pgYAAGZU+/wKPjWdGgAAYGhCDQAAMDS9LwAAmFGVX8GnplMDAAAMTagBAACGpvcFAAAzqlpbuoRdR6cGAAAYmlADAAAMzfgZAADMyOpn09OpAQAAhibUAAAAQ9P7AgCAGdU+v4JPTacGAAAYmlADAAAMTe8LAABmZPWz6enUAAAAQxNqAACAoQk1AADA0LYc6KuqH07ya939kZnqAQCA3c01NZPbrlPzM0neUVX/vap+sKq+6HhetKr2V9XBqjr4sXe87uSrBAAAOIbtQs0NSc7N4XDzdUmuq6rfqapLq+oLjvWk7j7Q3Rd09wVf/Nh/OmG5AAAAn2u73ld390aS303yu1V1epKnJHlmkn+X5Lg6NwAAwGG1z/jZ1LY7o7X5QXd/JsmVSa6sqvvsWFUAAADHabvxs+881o7uvmPiWgAAAE7Ylp2a7v6TuQoBAIC9oKx+NjnfUwMAAAxNqAEAAIam9wUAAHOy+tnkdGoAAIChCTUAAMDQ9L4AAGBOtbZ0BbuOTg0AADA0oQYAABiaUAMAAAzNNTUAADCjsqTz5HRqAACAoQk1AADA0PS+AABgTuVX8Knp1AAAAEMTagAAgKHpfQEAwIza6meT06kBAACGJtQAAABD0/sCAIA57VtbuoJdR6cGAAAYmlADAAAMzfgZAADMyfjZ5HRqAACAoQk1AADA0IyfAQDAjNr42eR0agAAgKEJNQAAwNCEGgAAYGiuqQEAgBm5pmZ6OjUAAMDQhBoAAGBoOz5+9oPfdsZOv8Up57yv/66lS5jdl97+yaVLmF1/+valS5jdaQ952NIlzK5OP3PpEma17773X7qE2X38F1+4dAmzO/sHnrt0CbP7oj34d/bX3/jBpUvgWIyfTU6nBgAAGJpQAwAADM3qZwAAMKPep68wNWcUAAAYmlADAAAMzfgZAADMyJdvTk+nBgAAGJpQAwAADM34GQAAzGhjTV9has4oAAAwNKEGAAAYmlADAAAMzTU1AAAwo96nrzA1ZxQAABiaUAMAAAzN+BkAAMxot4+fVdWDkrw6ycOTfCjJM7r7tqMct57kmtXDD3f3U1fbz0vyqiRnJXlXkn/e3Xdv9Z67+4wCAABze16SN3X3+UnetHp8NHd296NWt6du2v7CJC/q7q9IcluSZ2/3hkINAAAwpYuTvHx1/+VJnna8T6yqSvL4JFecyPONnwEAwIw2TvHxs6ran2T/pk0HuvvACbzE2d198+r+x5KcfYzjzqyqg0kOJbmsu389h0fO/qq7D62OuTHJOdu9oVADAAB81irAbBliqur3knzxUXY9/4jX6qrqY7zMl3X3TVX15UneXFXXJPnk51OzUAMAAJyQ7n7isfZV1cer6qHdfXNVPTTJLcd4jZtWf95QVW9N8ugkr0vygKo6bdWtOTfJTdvVc2r3vgAAYJfptX2n9G0CVya5dHX/0iS/ceQBVfXAqrrX6v6Dk3xjkuu6u5O8JcnTt3r+kYQaAABgSpcleVJVfTDJE1ePU1UXVNVLVsd8dZKDVfXuHA4xl3X3dat9z03y41V1fQ5fY/NL272h8TMAAGAy3f2JJE84yvaDSb5vdf/tSR55jOffkOTCE3lPoQYAAGbU+2rpEnYd42cAAMDQhBoAAGBoQg0AADA019QAAMCMNtZcUzM1nRoAAGBoQg0AADA042cAADAjSzpPT6cGAAAYmlADAAAMzfgZAADMyPjZ9LYMNVV1RpJLkny0u3+vqp6V5O8neV+SA939mRlqBAAAOKbtxs9emuQfJ/mRqvovSb4jyTuSfH2SlxzrSVW1v6oOVtXBN7/mNZMVCwAAcKTtxs8e2d3/U1WdluSmJF/S3etV9StJ3n2sJ3X3gSQHkuQV113Xk1ULAACD67WlK9h9tuvU7FuNoH1Bkvskuf9q+72SnL6ThQEAAByP7To1v5Tk/UnWkjw/yWur6oYk35DkVTtcGwAAwLa2DDXd/aKqevXq/ker6peTPDHJf+7ud85RIAAA7CZWP5vetks6d/dHN93/qyRX7GRBAAAAJ8KXbwIAAEPz5ZsAADAnbYXJOaUAAMDQhBoAAGBoQg0AADA019QAAMCc1pYuYPfRqQEAAIYm1AAAAEMzfgYAAHPSVpicUwoAAAxNqAEAAIZm/AwAAOakrTA5pxQAABiaUAMAAAzN+BkAAMyotBUm55QCAABDE2oAAIChGT8DAIAZ1b5euoRdR6cGAAAYmlADAAAMTagBAACG5poaAACYkSWdp+eUAgAAQxNqAACAoRk/AwCAGe1bW7qC3UenBgAAGJpQAwAADM34GQAAzGiftsLknFIAAGBoQg0AADA042cAADCj2tdLl7Dr6NQAAABD2/FOzd2HNnb6LU45ffenly5hdvvOvO/SJcxu7/0vO6nTz1y6hPmtH1q6glnV2t778oQPvuteS5cwuy/69O1LlzC7vfj/U2tfeNbSJcBsjJ8BAMCMrH42PacUAAAYmlADAAAMzfgZAADMyPjZ9JxSAABgaEINAAAwNKEGAAAYmmtqAABgRq6pmZ5TCgAADE2oAQAAhmb8DAAAZmT8bHpOKQAAMDShBgAAGJrxMwAAmJHxs+k5pQAAwNCEGgAAYGjGzwAAYEZr+3rpEnYdnRoAAGBoQg0AADA042cAADAjq59NzykFAACGJtQAAABDE2oAAIChuaYGAABm5Jqa6TmlAADA0IQaAABgaMbPAABgRmvaCpNzSgEAgKEJNQAAwNCMnwEAwIz21dIV7D46NQAAwNCEGgAAYGjGzwAAYEZWP5ueUwoAAAxt205NVX15km9P8rAk60n+JMl/7e5P7XBtAAAA29qyU1NVP5zkPyU5M8nXJ7lXDoebP6qqb97p4gAAYLfZt+/Uvo1ou7K/P8lTuvvfJHlikq/p7ucnuSjJi471pKraX1UHq+rgW6947XTVAgAAHOF4Fgo4LYfHzu6V5H5J0t0frqrTj/WE7j6Q5ECSvPQ97+0J6gQAADiq7ULNS5JcVVXvSPIPk7wwSarqi5LcusO1AQAAbGvLUNPdP19Vv5fkq5P8++5+/2r7XyR53Az1AQDArmJJ5+ltO37W3dcmuXaGWgAAAE6YnAgAAAzteBYKAAAAJrLbx8+q6kFJXp3k4Uk+lOQZ3X3bEcd8Sz53NeWvSnJJd/96Vb0syTcl+eRq3/d099VbvecuP6UAAMDMnpfkTd19fpI3rR5/ju5+S3c/qrsfleTxSe5I8rubDvlX9+zfLtAkQg0AADCti5O8fHX/5Umets3xT0/y37r7js/3DYUaAACY0dq+U/tWVfur6uCm2/4T/Ihnd/fNq/sfS3L2NsdfkuSVR2z72ap6T1W9qKrutd0buqYGAAD4rO4+kOTAVsesvvbli4+y6/lHvFZXVW/xOg9N8sgkb9i0+SdyOAydsarjuUlesFU9Qg0AAHBCuvuJx9pXVR+vqod2982r0HLLFi/1jCS/1t2f2fTa93R57qqqlyb5l9vVY/wMAABmtG/fqX2bwJVJLl3dvzTJb2xx7DNzxOjZKgilqiqHr8d573ZvKNQAAABTuizJk6rqg0meuHqcqrqgql5yz0FV9fAkD0vytiOe/4qquibJNUkenOTfbPeGxs8AAIDJdPcnkjzhKNsPJvm+TY8/lOScoxz3+BN9T6EGAABmtFZLV7D7GD8DAACGJtQAAABDM34GAAAzWtNWmJxTCgAADE2oAQAAhibUAAAAQ3NNDQAAzMg1NdNzSgEAgKEJNQAAwNCMnwEAwIxO21dLl7Dr6NQAAABDE2oAAIChGT8DAIAZWf1sek4pAAAwNKEGAAAYmvEzAACY0ZrFzyanUwMAAAxNqAEAAIZm/AwAAGZk9bPpOaUAAMDQhBoAAGBoOz5+dveh3um3OOXc9eH3L13C7Padca+lS5jdxqdvX7qE2a3d9/5LlzC7uz/8vqVLmNXp55y/dAmz+/DtZy5dwuy+/sYPLl3C7Na+8KylS5jdaQ952NIlwGxcUwMAADNyTc30nFIAAGBoQg0AADA042cAADCjtX21dAm7jk4NAAAwNKEGAAAYmvEzAACYkdXPpueUAgAAQxNqAACAoRk/AwCAGa1Z/GxyOjUAAMDQhBoAAGBoxs8AAGBGvnxzejo1AADA0IQaAABgaMbPAABgRr58c3pOKQAAMDShBgAAGJpQAwAADM01NQAAMCNLOk9PpwYAABiaUAMAAAzN+BkAAMzIks7Tc0oBAIChCTUAAMDQjJ8BAMCM9pXVz6amUwMAAAxNqAEAAIZm/AwAAGZk9bPpOaUAAMDQhBoAAGBoxs8AAGBGa/usfjY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      },
      "metadata": {
       "needs_background": "light"
@@ -1115,9 +1154,6 @@
     }
    ],
    "source": [
-    "if max3 < 10:\n",
-    "    max3 = 10\n",
-    "\n",
     "idf3 = impute_df(split_df3, max_iter= int(max3), verbose=2)\n",
     "size = idf3.shape[1]\n",
     "corr = idf3.corr()\n",
@@ -1127,7 +1163,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
@@ -1135,16 +1171,26 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 9)\n",
-      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.06\n",
-      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.08\n",
-      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.09\n",
-      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.11\n",
-      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.12\n",
-      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.13\n",
-      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.14\n",
-      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.15\n",
-      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.16\n",
-      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.18\n",
+      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.02\n",
+      "[IterativeImputer] Change: 24.70630011052294, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04\n",
+      "[IterativeImputer] Change: 3.081030825722686, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.05\n",
+      "[IterativeImputer] Change: 1.7974084139622217, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.07\n",
+      "[IterativeImputer] Change: 1.2013063098503434, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.08\n",
+      "[IterativeImputer] Change: 0.8709381898134296, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.09\n",
+      "[IterativeImputer] Change: 0.6848017337664789, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.10\n",
+      "[IterativeImputer] Change: 0.5789561706855952, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.11\n",
+      "[IterativeImputer] Change: 0.5398675991534301, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.12\n",
+      "[IterativeImputer] Change: 0.5228675076225393, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.13\n",
+      "[IterativeImputer] Change: 0.5054232450128762, scaled tolerance: 0.087747 \n",
       "[IterativeImputer] Completing matrix with shape (195, 9)\n",
       "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00\n",
       "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00\n",
@@ -1156,26 +1202,26 @@
       "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.01\n",
-      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  \" reached.\", ConvergenceWarning)\n"
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaca90>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 15
+     "execution_count": 20
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1183,9 +1229,6 @@
     }
    ],
    "source": [
-    "if max4 < 10:\n",
-    "    max4 = 10\n",
-    "\n",
     "idf4 = impute_df(split_df4, max_iter= int(max4), verbose=2)\n",
     "size = idf4.shape[1]\n",
     "corr = idf4.corr()\n",
@@ -1195,32 +1238,101 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[IterativeImputer] Completing matrix with shape (195, 4)\n[IterativeImputer] Ending imputation round 1/10, elapsed time 0.03\n[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 3/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 4/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 5/10, elapsed time 0.05\n[IterativeImputer] Ending imputation round 6/10, elapsed time 0.05\n[IterativeImputer] Ending imputation round 7/10, elapsed time 0.06\n[IterativeImputer] Ending imputation round 8/10, elapsed time 0.08\n[IterativeImputer] Early stopping criterion reached.\n[IterativeImputer] Completing matrix with shape (195, 4)\n[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 2/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 3/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 4/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 5/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 6/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 7/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 8/8, elapsed time 0.00\n"
+      "[IterativeImputer] Completing matrix with shape (195, 13)\n",
+      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.03\n",
+      "[IterativeImputer] Change: 87.8605447830152, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.05\n",
+      "[IterativeImputer] Change: 28.586268171421256, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.07\n",
+      "[IterativeImputer] Change: 11.593324359484521, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.10\n",
+      "[IterativeImputer] Change: 5.237507958945714, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.12\n",
+      "[IterativeImputer] Change: 3.9889516059898855, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.13\n",
+      "[IterativeImputer] Change: 4.3327704567826295, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.15\n",
+      "[IterativeImputer] Change: 4.743884302961482, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 8/22, elapsed time 0.16\n",
+      "[IterativeImputer] Change: 4.9041296773902205, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 9/22, elapsed time 0.18\n",
+      "[IterativeImputer] Change: 4.8867183949047215, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 10/22, elapsed time 0.20\n",
+      "[IterativeImputer] Change: 4.74618090912474, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 11/22, elapsed time 0.22\n",
+      "[IterativeImputer] Change: 4.597447396969357, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 12/22, elapsed time 0.24\n",
+      "[IterativeImputer] Change: 4.383379000147137, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 13/22, elapsed time 0.25\n",
+      "[IterativeImputer] Change: 4.120519036033551, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 14/22, elapsed time 0.27\n",
+      "[IterativeImputer] Change: 3.829399094168947, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 15/22, elapsed time 0.28\n",
+      "[IterativeImputer] Change: 3.5249997877409696, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 16/22, elapsed time 0.30\n",
+      "[IterativeImputer] Change: 3.218127903389302, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 17/22, elapsed time 0.32\n",
+      "[IterativeImputer] Change: 2.9164496052546856, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 18/22, elapsed time 0.34\n",
+      "[IterativeImputer] Change: 2.625268955987952, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 19/22, elapsed time 0.36\n",
+      "[IterativeImputer] Change: 2.3497527779462066, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 20/22, elapsed time 0.38\n",
+      "[IterativeImputer] Change: 2.0912457219816023, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 21/22, elapsed time 0.39\n",
+      "[IterativeImputer] Change: 1.8498070813863305, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Ending imputation round 22/22, elapsed time 0.41\n",
+      "[IterativeImputer] Change: 1.6257610843838977, scaled tolerance: 1.4337840000000002 \n",
+      "[IterativeImputer] Completing matrix with shape (195, 13)\n",
+      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 8/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 9/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 10/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 11/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 12/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 13/22, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 14/22, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 15/22, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 16/22, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 17/22, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 18/22, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 19/22, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 20/22, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 21/22, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 22/22, elapsed time 0.05\n",
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaa210>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 16
+     "execution_count": 21
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1228,9 +1340,6 @@
     }
    ],
    "source": [
-    "if max5 < 10:\n",
-    "    max5 = 10\n",
-    "\n",
     "idf5 = impute_df(split_df5, max_iter= int(max5), verbose=2)\n",
     "size = idf5.shape[1]\n",
     "corr = idf5.corr()\n",
@@ -1238,132 +1347,171 @@
     "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
    ]
   },
+  {
+   "source": [
+    "# Imputation of the whole dataset "
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[IterativeImputer] Completing matrix with shape (195, 9)\n",
-      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.12\n",
-      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.14\n",
-      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.15\n",
-      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.16\n",
-      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.17\n",
-      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.18\n",
-      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.20\n",
-      "[IterativeImputer] Early stopping criterion reached.\n",
-      "[IterativeImputer] Completing matrix with shape (195, 9)\n",
-      "[IterativeImputer] Ending imputation round 1/7, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/7, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 3/7, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 4/7, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 5/7, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 6/7, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 7/7, elapsed time 0.02\n"
+      "24.0\n"
      ]
-    },
-    {
-     "output_type": "execute_result",
-     "data": {
-      "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcad8550>"
-      ]
-     },
-     "metadata": {},
-     "execution_count": 17
-    },
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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\n"
-     },
-     "metadata": {
-      "needs_background": "light"
-     }
     }
    ],
    "source": [
-    "if max6 < 10:\n",
-    "    max6 = 10\n",
-    "\n",
-    "idf6 = impute_df(split_df6, max_iter= int(max6), verbose=2)\n",
-    "size = idf6.shape[1]\n",
-    "corr = idf6.corr()\n",
-    "plt.subplots(figsize=(20,20))\n",
-    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
+    "iter_number = (max_missing + min_missing) // 2\n",
+    "print(iter_number)"
    ]
   },
-  {
-   "source": [
-    "## Dataframe is merged and displayed below"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "(195, 34)\n(195, 45)\n(195, 54)\n(195, 58)\n(195, 67)\n"
+      "[IterativeImputer] Completing matrix with shape (195, 67)\n",
+      "[IterativeImputer] Ending imputation round 1/24, elapsed time 0.62\n",
+      "[IterativeImputer] Change: 373997.8709645349, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 2/24, elapsed time 1.24\n",
+      "[IterativeImputer] Change: 29511.1061871246, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 3/24, elapsed time 1.85\n",
+      "[IterativeImputer] Change: 17873.188347295738, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 4/24, elapsed time 2.47\n",
+      "[IterativeImputer] Change: 11459.888077535514, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 5/24, elapsed time 3.09\n",
+      "[IterativeImputer] Change: 5390.9739547168065, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 6/24, elapsed time 3.71\n",
+      "[IterativeImputer] Change: 3757.0867210105503, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 7/24, elapsed time 4.34\n",
+      "[IterativeImputer] Change: 3514.840674151647, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 8/24, elapsed time 4.96\n",
+      "[IterativeImputer] Change: 3272.008783191113, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 9/24, elapsed time 5.59\n",
+      "[IterativeImputer] Change: 3038.1248408404294, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 10/24, elapsed time 6.21\n",
+      "[IterativeImputer] Change: 2816.9578324964855, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 11/24, elapsed time 6.86\n",
+      "[IterativeImputer] Change: 2609.6887758823086, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 12/24, elapsed time 7.53\n",
+      "[IterativeImputer] Change: 2416.3188696420248, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 13/24, elapsed time 8.14\n",
+      "[IterativeImputer] Change: 2236.3250712345057, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 14/24, elapsed time 8.77\n",
+      "[IterativeImputer] Change: 2069.007986775061, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 15/24, elapsed time 9.40\n",
+      "[IterativeImputer] Change: 2002.417721664179, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 16/24, elapsed time 10.03\n",
+      "[IterativeImputer] Change: 1982.0451872189394, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 17/24, elapsed time 10.66\n",
+      "[IterativeImputer] Change: 1961.971235914504, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 18/24, elapsed time 11.30\n",
+      "[IterativeImputer] Change: 1942.2299581335687, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 19/24, elapsed time 11.93\n",
+      "[IterativeImputer] Change: 1922.8595087315427, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 20/24, elapsed time 12.56\n",
+      "[IterativeImputer] Change: 1903.8819537004383, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 21/24, elapsed time 13.19\n",
+      "[IterativeImputer] Change: 1885.3076371898812, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 22/24, elapsed time 13.83\n",
+      "[IterativeImputer] Change: 1867.1381917331032, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 23/24, elapsed time 14.46\n",
+      "[IterativeImputer] Change: 1849.3691382747977, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 24/24, elapsed time 15.09\n",
+      "[IterativeImputer] Change: 1831.9916662386954, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Completing matrix with shape (195, 67)\n",
+      "[IterativeImputer] Ending imputation round 1/24, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 2/24, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 3/24, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 4/24, elapsed time 0.05\n",
+      "[IterativeImputer] Ending imputation round 5/24, elapsed time 0.06\n",
+      "[IterativeImputer] Ending imputation round 6/24, elapsed time 0.07\n",
+      "[IterativeImputer] Ending imputation round 7/24, elapsed time 0.08\n",
+      "[IterativeImputer] Ending imputation round 8/24, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 9/24, elapsed time 0.10\n",
+      "[IterativeImputer] Ending imputation round 10/24, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 11/24, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 12/24, elapsed time 0.13\n",
+      "[IterativeImputer] Ending imputation round 13/24, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 14/24, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 15/24, elapsed time 0.17\n",
+      "[IterativeImputer] Ending imputation round 16/24, elapsed time 0.18\n",
+      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n",
+      "[IterativeImputer] Ending imputation round 17/24, elapsed time 0.19\n",
+      "[IterativeImputer] Ending imputation round 18/24, elapsed time 0.21\n",
+      "[IterativeImputer] Ending imputation round 19/24, elapsed time 0.22\n",
+      "[IterativeImputer] Ending imputation round 20/24, elapsed time 0.23\n",
+      "[IterativeImputer] Ending imputation round 21/24, elapsed time 0.24\n",
+      "[IterativeImputer] Ending imputation round 22/24, elapsed time 0.25\n",
+      "[IterativeImputer] Ending imputation round 23/24, elapsed time 0.26\n",
+      "[IterativeImputer] Ending imputation round 24/24, elapsed time 0.27\n"
      ]
-    },
+    }
+   ],
+   "source": [
+    "imputed_df = impute_df(df_inicator_values, max_iter=int(iter_number), verbose=2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
     {
      "output_type": "display_data",
      "data": {
-      "text/plain": "     Population with at least some secondary education (% ages 25 and older)  \\\nAFG                                             26.080                         \nAGO                                             30.232                         \nALB                                             93.174                         \nAND                                             72.327                         \nARG                                             57.158                         \n..                                                 ...                         \nWSM                                             74.942                         \nYEM                                             28.020                         \nZAF                                             75.478                         \nZMB                                             44.440                         \nZWE                                             64.935                         \n\n     Population with at least some secondary education, female (% ages 25 and older)  \\\nAFG                                             13.220                                 \nAGO                                             23.133                                 \nALB                                             93.700                                 \nAND                                             71.484                                 \nARG                                             59.161                                 \n..                                                 ...                                 \nWSM                                             79.127                                 \nYEM                                             19.920                                 \nZAF                                             74.977                                 \nZMB                                             38.488                                 \nZWE                                             59.792                                 \n\n     Population with at least some secondary education, male (% ages 25 and older)  \\\nAFG                                             36.920                               \nAGO                                             38.056                               \nALB                                             92.497                               \nAND                                             73.327                               \nARG                                             54.828                               \n..                                                 ...                               \nWSM                                             71.583                               \nYEM                                             36.918                               \nZAF                                             78.207                               \nZMB                                             54.068                               \nZWE                                             70.783                               \n\n     Share of seats in parliament (% held by women)  \\\nAFG                                          27.244   \nAGO                                          30.000   \nALB                                          29.508   \nAND                                          46.429   \nARG                                          39.877   \n..                                              ...   \nWSM                                          10.000   \nYEM                                           0.971   \nZAF                                          45.333   \nZMB                                          17.964   \nZWE                                          34.571   \n\n     Vulnerable employment (% of total employment)  Urban population (%)  \\\nAFG                                       79.72600                  25.8   \nAGO                                       65.99500                  66.2   \nALB                                       52.85200                  61.2   \nAND                                       15.42884                  88.0   \nARG                                       21.80500                  92.0   \n..                                             ...                   ...   \nWSM                                       29.98300                  18.1   \nYEM                                       45.62700                  37.3   \nZAF                                       10.29800                  66.9   \nZMB                                       78.13400                  44.1   \nZWE                                       64.73900                  32.2   \n\n     Labour force participation rate (% ages 15 and older), female  \\\nAFG                                          21.595000               \nAGO                                          76.136000               \nALB                                          46.712000               \nAND                                          54.351364               \nARG                                          50.721000               \n..                                                 ...               \nWSM                                          31.104000               \nYEM                                           5.834000               \nZAF                                          49.610000               \nZMB                                          70.370000               \nZWE                                          78.106000               \n\n     Labour force participation rate (% ages 15 and older), male  \\\nAFG                                          74.658000             \nAGO                                          78.913000             \nALB                                          64.568000             \nAND                                          72.232983             \nARG                                          72.730000             \n..                                                 ...             \nWSM                                          55.456000             \nYEM                                          70.183000             \nZAF                                          62.749000             \nZMB                                          79.076000             \nZWE                                          88.993000             \n\n     Remittances, inflows (% of GDP)  \\\nAFG                         4.542000   \nAGO                         0.002000   \nALB                         9.640000   \nAND                         1.703573   \nARG                         0.119000   \n..                               ...   \nWSM                        17.254000   \nYEM                         7.999177   \nZAF                         0.253000   \nZMB                         0.551000   \nZWE                         8.068000   \n\n     Foreign direct investment, net inflows (% of GDP)  ...  \\\nAFG                                           0.123000  ...   \nAGO                                          -4.331000  ...   \nALB                                           7.912000  ...   \nAND                                           3.286625  ...   \nARG                                           1.389000  ...   \n..                                                 ...  ...   \nWSM                                           3.114609  ...   \nYEM                                          -4.382862  ...   \nZAF                                           1.316000  ...   \nZMB                                           2.087000  ...   \nZWE                                           4.005312  ...   \n\n     Population under age 5 (millions)  \\\nAFG                           5.639000   \nAGO                           5.670000   \nALB                           0.169000   \nAND                          -7.122259   \nARG                           3.742000   \n..                                 ...   \nWSM                           0.027000   \nYEM                           4.099000   \nZAF                           5.786000   \nZMB                           2.902000   \nZWE                           2.138000   \n\n     Adolescent birth rate (births per 1,000 women ages 15-19)  \\\nAFG                                          68.957000           \nAGO                                         150.526000           \nALB                                          19.642000           \nAND                                          14.976928           \nARG                                          62.782000           \n..                                                 ...           \nWSM                                          23.886000           \nYEM                                          60.352000           \nZAF                                          67.908000           \nZMB                                         120.112000           \nZWE                                          86.135000           \n\n     Sex ratio at birth (male to female births)  \\\nAFG                                    1.060000   \nAGO                                    1.030000   \nALB                                    1.090000   \nAND                                    1.058547   \nARG                                    1.040000   \n..                                          ...   \nWSM                                    1.080000   \nYEM                                    1.050000   \nZAF                                    1.030000   \nZMB                                    1.030000   \nZWE                                    1.020000   \n\n     Young age (0-14) dependency ratio (per 100 people ages 15-64)  \\\nAFG                                          77.346000               \nAGO                                          91.097000               \nALB                                          25.439000               \nAND                                          25.017928               \nARG                                          38.334000               \n..                                                 ...               \nWSM                                          66.194000               \nYEM                                          67.773000               \nZAF                                          44.148000               \nZMB                                          83.229000               \nZWE                                          76.845000               \n\n     Old-age (65 and older) dependency ratio (per 100 people ages 15-64)  \\\nAFG                                           4.764000                     \nAGO                                           4.297000                     \nALB                                          20.764000                     \nAND                                          21.992987                     \nARG                                          17.523000                     \n..                                                 ...                     \nWSM                                           8.623000                     \nYEM                                           5.015000                     \nZAF                                           8.253000                     \nZMB                                           3.960000                     \nZWE                                           5.433000                     \n\n     HDI rank  Total unemployment rate (female to male ratio)  \\\nAFG     169.0                                        1.356000   \nAGO     148.0                                        1.016000   \nALB      69.0                                        0.903000   \nAND      36.0                                        1.788414   \nARG      46.0                                        1.222000   \n..        ...                                             ...   \nWSM     111.0                                        1.297000   \nYEM     179.0                                        2.088000   \nZAF     114.0                                        1.149000   \nZMB     146.0                                        1.147000   \nZWE     150.0                                        1.231000   \n\n     Youth unemployment rate (female to male ratio)  \\\nAFG                                        1.308000   \nAGO                                        0.906000   \nALB                                        0.799000   \nAND                                        1.412073   \nARG                                        1.291000   \n..                                              ...   \nWSM                                        1.492000   \nYEM                                        1.467000   \nZAF                                        1.161000   \nZMB                                        1.079000   \nZWE                                        1.269000   \n\n     Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \nAFG                        29.772732                        0.360280  \nAGO                        31.733000                        0.397000  \nALB                        10.893000                        0.708000  \nAND                        10.066536                        0.786988  \nARG                        13.238000                        0.729000  \n..                               ...                             ...  \nWSM                        21.104700                        0.551524  \nYEM                        30.867000                        0.321000  \nZAF                        31.163000                        0.468000  \nZMB                        30.592000                        0.401000  \nZWE                        22.525000                        0.441000  \n\n[195 rows x 67 columns]",
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Urban population (%)</th>\n      <th>Labour force participation rate (% ages 15 and older), female</th>\n      <th>Labour force participation rate (% ages 15 and older), male</th>\n      <th>Remittances, inflows (% of GDP)</th>\n      <th>Foreign direct investment, net inflows (% of GDP)</th>\n      <th>...</th>\n      <th>Population under age 5 (millions)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Sex ratio at birth (male to female births)</th>\n      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>\n      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>\n      <th>HDI rank</th>\n      <th>Total unemployment rate (female to male ratio)</th>\n      <th>Youth unemployment rate (female to male ratio)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>AFG</td>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>27.244</td>\n      <td>79.72600</td>\n      <td>25.8</td>\n      <td>21.595000</td>\n      <td>74.658000</td>\n      <td>4.542000</td>\n      <td>0.123000</td>\n      <td>...</td>\n      <td>5.639000</td>\n      <td>68.957000</td>\n      <td>1.060000</td>\n      <td>77.346000</td>\n      <td>4.764000</td>\n      <td>169.0</td>\n      <td>1.356000</td>\n      <td>1.308000</td>\n      <td>29.772732</td>\n      <td>0.360280</td>\n    </tr>\n    <tr>\n      <td>AGO</td>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>30.000</td>\n      <td>65.99500</td>\n      <td>66.2</td>\n      <td>76.136000</td>\n      <td>78.913000</td>\n      <td>0.002000</td>\n      <td>-4.331000</td>\n      <td>...</td>\n      <td>5.670000</td>\n      <td>150.526000</td>\n      <td>1.030000</td>\n      <td>91.097000</td>\n      <td>4.297000</td>\n      <td>148.0</td>\n      <td>1.016000</td>\n      <td>0.906000</td>\n      <td>31.733000</td>\n      <td>0.397000</td>\n    </tr>\n    <tr>\n      <td>ALB</td>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>29.508</td>\n      <td>52.85200</td>\n      <td>61.2</td>\n      <td>46.712000</td>\n      <td>64.568000</td>\n      <td>9.640000</td>\n      <td>7.912000</td>\n      <td>...</td>\n      <td>0.169000</td>\n      <td>19.642000</td>\n      <td>1.090000</td>\n      <td>25.439000</td>\n      <td>20.764000</td>\n      <td>69.0</td>\n      <td>0.903000</td>\n      <td>0.799000</td>\n      <td>10.893000</td>\n      <td>0.708000</td>\n    </tr>\n    <tr>\n      <td>AND</td>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>46.429</td>\n      <td>15.42884</td>\n      <td>88.0</td>\n      <td>54.351364</td>\n      <td>72.232983</td>\n      <td>1.703573</td>\n      <td>3.286625</td>\n      <td>...</td>\n      <td>-7.122259</td>\n      <td>14.976928</td>\n      <td>1.058547</td>\n      <td>25.017928</td>\n      <td>21.992987</td>\n      <td>36.0</td>\n      <td>1.788414</td>\n      <td>1.412073</td>\n      <td>10.066536</td>\n      <td>0.786988</td>\n    </tr>\n    <tr>\n      <td>ARG</td>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>39.877</td>\n      <td>21.80500</td>\n      <td>92.0</td>\n      <td>50.721000</td>\n      <td>72.730000</td>\n      <td>0.119000</td>\n      <td>1.389000</td>\n      <td>...</td>\n      <td>3.742000</td>\n      <td>62.782000</td>\n      <td>1.040000</td>\n      <td>38.334000</td>\n      <td>17.523000</td>\n      <td>46.0</td>\n      <td>1.222000</td>\n      <td>1.291000</td>\n      <td>13.238000</td>\n      <td>0.729000</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>WSM</td>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>10.000</td>\n      <td>29.98300</td>\n      <td>18.1</td>\n      <td>31.104000</td>\n      <td>55.456000</td>\n      <td>17.254000</td>\n      <td>3.114609</td>\n      <td>...</td>\n      <td>0.027000</td>\n      <td>23.886000</td>\n      <td>1.080000</td>\n      <td>66.194000</td>\n      <td>8.623000</td>\n      <td>111.0</td>\n      <td>1.297000</td>\n      <td>1.492000</td>\n      <td>21.104700</td>\n      <td>0.551524</td>\n    </tr>\n    <tr>\n      <td>YEM</td>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>0.971</td>\n      <td>45.62700</td>\n      <td>37.3</td>\n      <td>5.834000</td>\n      <td>70.183000</td>\n      <td>7.999177</td>\n      <td>-4.382862</td>\n      <td>...</td>\n      <td>4.099000</td>\n      <td>60.352000</td>\n      <td>1.050000</td>\n      <td>67.773000</td>\n      <td>5.015000</td>\n      <td>179.0</td>\n      <td>2.088000</td>\n      <td>1.467000</td>\n      <td>30.867000</td>\n      <td>0.321000</td>\n    </tr>\n    <tr>\n      <td>ZAF</td>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>45.333</td>\n      <td>10.29800</td>\n      <td>66.9</td>\n      <td>49.610000</td>\n      <td>62.749000</td>\n      <td>0.253000</td>\n      <td>1.316000</td>\n      <td>...</td>\n      <td>5.786000</td>\n      <td>67.908000</td>\n      <td>1.030000</td>\n      <td>44.148000</td>\n      <td>8.253000</td>\n      <td>114.0</td>\n      <td>1.149000</td>\n      <td>1.161000</td>\n      <td>31.163000</td>\n      <td>0.468000</td>\n    </tr>\n    <tr>\n      <td>ZMB</td>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>17.964</td>\n      <td>78.13400</td>\n      <td>44.1</td>\n      <td>70.370000</td>\n      <td>79.076000</td>\n      <td>0.551000</td>\n      <td>2.087000</td>\n      <td>...</td>\n      <td>2.902000</td>\n      <td>120.112000</td>\n      <td>1.030000</td>\n      <td>83.229000</td>\n      <td>3.960000</td>\n      <td>146.0</td>\n      <td>1.147000</td>\n      <td>1.079000</td>\n      <td>30.592000</td>\n      <td>0.401000</td>\n    </tr>\n    <tr>\n      <td>ZWE</td>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>34.571</td>\n      <td>64.73900</td>\n      <td>32.2</td>\n      <td>78.106000</td>\n      <td>88.993000</td>\n      <td>8.068000</td>\n      <td>4.005312</td>\n      <td>...</td>\n      <td>2.138000</td>\n      <td>86.135000</td>\n      <td>1.020000</td>\n      <td>76.845000</td>\n      <td>5.433000</td>\n      <td>150.0</td>\n      <td>1.231000</td>\n      <td>1.269000</td>\n      <td>22.525000</td>\n      <td>0.441000</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 67 columns</p>\n</div>"
+      "text/plain": "     Population with at least some secondary education (% ages 25 and older)  \\\nAFG                                             26.080                         \nAGO                                             30.232                         \nALB                                             93.174                         \nAND                                             72.327                         \nARG                                             57.158                         \n..                                                 ...                         \nWSM                                             74.942                         \nYEM                                             28.020                         \nZAF                                             75.478                         \nZMB                                             44.440                         \nZWE                                             64.935                         \n\n     Population with at least some secondary education, female (% ages 25 and older)  \\\nAFG                                             13.220                                 \nAGO                                             23.133                                 \nALB                                             93.700                                 \nAND                                             71.484                                 \nARG                                             59.161                                 \n..                                                 ...                                 \nWSM                                             79.127                                 \nYEM                                             19.920                                 \nZAF                                             74.977                                 \nZMB                                             38.488                                 \nZWE                                             59.792                                 \n\n     Population with at least some secondary education, male (% ages 25 and older)  \\\nAFG                                             36.920                               \nAGO                                             38.056                               \nALB                                             92.497                               \nAND                                             73.327                               \nARG                                             54.828                               \n..                                                 ...                               \nWSM                                             71.583                               \nYEM                                             36.918                               \nZAF                                             78.207                               \nZMB                                             54.068                               \nZWE                                             70.783                               \n\n     Mean years of schooling, female (years)  \\\nAFG                                  1.94800   \nAGO                                  4.02300   \nALB                                  9.70200   \nAND                                 10.43900   \nARG                                 11.12300   \n..                                       ...   \nWSM                                 11.16287   \nYEM                                  2.88000   \nZAF                                 10.03100   \nZMB                                  6.28300   \nZWE                                  8.06600   \n\n     Mean years of schooling, male (years)  \\\nAFG                               6.006000   \nAGO                               6.359000   \nALB                              10.614000   \nAND                              10.564000   \nARG                              10.729000   \n..                                     ...   \nWSM                              10.415249   \nYEM                               5.146000   \nZAF                              10.291000   \nZMB                               8.176000   \nZWE                               8.923000   \n\n     Share of seats in parliament (% held by women)  \\\nAFG                                          27.244   \nAGO                                          30.000   \nALB                                          29.508   \nAND                                          46.429   \nARG                                          39.877   \n..                                              ...   \nWSM                                          10.000   \nYEM                                           0.971   \nZAF                                          45.333   \nZMB                                          17.964   \nZWE                                          34.571   \n\n     Adolescent birth rate (births per 1,000 women ages 15-19)  \\\nAFG                                          68.957000           \nAGO                                         150.526000           \nALB                                          19.642000           \nAND                                          18.266334           \nARG                                          62.782000           \n..                                                 ...           \nWSM                                          23.886000           \nYEM                                          60.352000           \nZAF                                          67.908000           \nZMB                                         120.112000           \nZWE                                          86.135000           \n\n     Vulnerable employment (% of total employment)  \\\nAFG                                      79.726000   \nAGO                                      65.995000   \nALB                                      52.852000   \nAND                                       4.461035   \nARG                                      21.805000   \n..                                             ...   \nWSM                                      29.983000   \nYEM                                      45.627000   \nZAF                                      10.298000   \nZMB                                      78.134000   \nZWE                                      64.739000   \n\n     Total population (millions)  Urban population (%)  ...  \\\nAFG                       38.042                  25.8  ...   \nAGO                       31.825                  66.2  ...   \nALB                        2.881                  61.2  ...   \nAND                        0.077                  88.0  ...   \nARG                       44.781                  92.0  ...   \n..                           ...                   ...  ...   \nWSM                        0.197                  18.1  ...   \nYEM                       29.162                  37.3  ...   \nZAF                       58.558                  66.9  ...   \nZMB                       17.861                  44.1  ...   \nZWE                       14.645                  32.2  ...   \n\n     Gender Development Index (GDI)  \\\nAFG                        0.659000   \nAGO                        0.903000   \nALB                        0.967000   \nAND                        1.058332   \nARG                        0.993000   \n..                              ...   \nWSM                        0.949613   \nYEM                        0.488000   \nZAF                        0.986000   \nZMB                        0.958000   \nZWE                        0.931000   \n\n     Estimated gross national income per capita, female (2017 PPP $)  \\\nAFG                                         819.385000                 \nAGO                                        5205.049000                 \nALB                                       11004.455000                 \nAND                                       43647.171247                 \nARG                                       14872.167000                 \n..                                                 ...                 \nWSM                                        4054.375000                 \nYEM                                         186.041000                 \nZAF                                        9247.751000                 \nZMB                                        3379.549000                 \nZWE                                        2374.612000                 \n\n     Estimated gross national income per capita, male (2017 PPP $)  \\\nAFG                                         3565.86500               \nAGO                                         7022.23100               \nALB                                        16884.66700               \nAND                                        66636.70046               \nARG                                        27825.75700               \n..                                                 ...               \nWSM                                         8410.10900               \nYEM                                         2980.03500               \nZAF                                        15094.54600               \nZMB                                         3270.42200               \nZWE                                         2984.89600               \n\n     Human Development Index (HDI), female  \\\nAFG                               0.391000   \nAGO                               0.552000   \nALB                               0.780000   \nAND                               0.888833   \nARG                               0.835000   \n..                                     ...   \nWSM                               0.689133   \nYEM                               0.270000   \nZAF                               0.702000   \nZMB                               0.569000   \nZWE                               0.550000   \n\n     Human Development Index (HDI), male  Inequality-adjusted income index  \\\nAFG                             0.593000                          0.590646   \nAGO                             0.611000                          0.442000   \nALB                             0.807000                          0.648000   \nAND                             0.848604                          0.657202   \nARG                             0.840000                          0.606000   \n..                                   ...                               ...   \nWSM                             0.723468                          0.388513   \nYEM                             0.553000                          0.327000   \nZAF                             0.712000                          0.312000   \nZMB                             0.593000                          0.292000   \nZWE                             0.590000                          0.353000   \n\n     Overall loss in HDI due to inequality (%)  Inequality in income (%)  \\\nAFG                                  19.599171                -14.312061   \nAGO                                  31.670000                 28.900000   \nALB                                  10.943000                 13.179000   \nAND                                  17.410515                 36.120212   \nARG                                  13.728000                 25.159000   \n..                                         ...                       ...   \nWSM                                  18.988401                 40.384439   \nYEM                                  31.702000                 21.800000   \nZAF                                  33.992000                 56.996000   \nZMB                                  31.336000                 44.840000   \nZWE                                  22.767000                 28.769000   \n\n     Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \nAFG                        19.795336                        0.423465  \nAGO                        31.733000                        0.397000  \nALB                        10.893000                        0.708000  \nAND                        16.938070                        0.735618  \nARG                        13.238000                        0.729000  \n..                               ...                             ...  \nWSM                        18.427962                        0.575112  \nYEM                        30.867000                        0.321000  \nZAF                        31.163000                        0.468000  \nZMB                        30.592000                        0.401000  \nZWE                        22.525000                        0.441000  \n\n[195 rows x 67 columns]",
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>AFG</th>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.94800</td>\n      <td>6.006000</td>\n      <td>27.244</td>\n      <td>68.957000</td>\n      <td>79.726000</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>0.659000</td>\n      <td>819.385000</td>\n      <td>3565.86500</td>\n      <td>0.391000</td>\n      <td>0.593000</td>\n      <td>0.590646</td>\n      <td>19.599171</td>\n      <td>-14.312061</td>\n      <td>19.795336</td>\n      <td>0.423465</td>\n    </tr>\n    <tr>\n      <th>AGO</th>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.02300</td>\n      <td>6.359000</td>\n      <td>30.000</td>\n      <td>150.526000</td>\n      <td>65.995000</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>0.903000</td>\n      <td>5205.049000</td>\n      <td>7022.23100</td>\n      <td>0.552000</td>\n      <td>0.611000</td>\n      <td>0.442000</td>\n      <td>31.670000</td>\n      <td>28.900000</td>\n      <td>31.733000</td>\n      <td>0.397000</td>\n    </tr>\n    <tr>\n      <th>ALB</th>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.70200</td>\n      <td>10.614000</td>\n      <td>29.508</td>\n      <td>19.642000</td>\n      <td>52.852000</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>0.967000</td>\n      <td>11004.455000</td>\n      <td>16884.66700</td>\n      <td>0.780000</td>\n      <td>0.807000</td>\n      <td>0.648000</td>\n      <td>10.943000</td>\n      <td>13.179000</td>\n      <td>10.893000</td>\n      <td>0.708000</td>\n    </tr>\n    <tr>\n      <th>AND</th>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.43900</td>\n      <td>10.564000</td>\n      <td>46.429</td>\n      <td>18.266334</td>\n      <td>4.461035</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>1.058332</td>\n      <td>43647.171247</td>\n      <td>66636.70046</td>\n      <td>0.888833</td>\n      <td>0.848604</td>\n      <td>0.657202</td>\n      <td>17.410515</td>\n      <td>36.120212</td>\n      <td>16.938070</td>\n      <td>0.735618</td>\n    </tr>\n    <tr>\n      <th>ARG</th>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.12300</td>\n      <td>10.729000</td>\n      <td>39.877</td>\n      <td>62.782000</td>\n      <td>21.805000</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>0.993000</td>\n      <td>14872.167000</td>\n      <td>27825.75700</td>\n      <td>0.835000</td>\n      <td>0.840000</td>\n      <td>0.606000</td>\n      <td>13.728000</td>\n      <td>25.159000</td>\n      <td>13.238000</td>\n      <td>0.729000</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>WSM</th>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>11.16287</td>\n      <td>10.415249</td>\n      <td>10.000</td>\n      <td>23.886000</td>\n      <td>29.983000</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>0.949613</td>\n      <td>4054.375000</td>\n      <td>8410.10900</td>\n      <td>0.689133</td>\n      <td>0.723468</td>\n      <td>0.388513</td>\n      <td>18.988401</td>\n      <td>40.384439</td>\n      <td>18.427962</td>\n      <td>0.575112</td>\n    </tr>\n    <tr>\n      <th>YEM</th>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.88000</td>\n      <td>5.146000</td>\n      <td>0.971</td>\n      <td>60.352000</td>\n      <td>45.627000</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>2980.03500</td>\n      <td>0.270000</td>\n      <td>0.553000</td>\n      <td>0.327000</td>\n      <td>31.702000</td>\n      <td>21.800000</td>\n      <td>30.867000</td>\n      <td>0.321000</td>\n    </tr>\n    <tr>\n      <th>ZAF</th>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.03100</td>\n      <td>10.291000</td>\n      <td>45.333</td>\n      <td>67.908000</td>\n      <td>10.298000</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>9247.751000</td>\n      <td>15094.54600</td>\n      <td>0.702000</td>\n      <td>0.712000</td>\n      <td>0.312000</td>\n      <td>33.992000</td>\n      <td>56.996000</td>\n      <td>31.163000</td>\n      <td>0.468000</td>\n    </tr>\n    <tr>\n      <th>ZMB</th>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.28300</td>\n      <td>8.176000</td>\n      <td>17.964</td>\n      <td>120.112000</td>\n      <td>78.134000</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>0.958000</td>\n      <td>3379.549000</td>\n      <td>3270.42200</td>\n      <td>0.569000</td>\n      <td>0.593000</td>\n      <td>0.292000</td>\n      <td>31.336000</td>\n      <td>44.840000</td>\n      <td>30.592000</td>\n      <td>0.401000</td>\n    </tr>\n    <tr>\n      <th>ZWE</th>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.06600</td>\n      <td>8.923000</td>\n      <td>34.571</td>\n      <td>86.135000</td>\n      <td>64.739000</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>0.931000</td>\n      <td>2374.612000</td>\n      <td>2984.89600</td>\n      <td>0.550000</td>\n      <td>0.590000</td>\n      <td>0.353000</td>\n      <td>22.767000</td>\n      <td>28.769000</td>\n      <td>22.525000</td>\n      <td>0.441000</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 67 columns</p>\n</div>"
      },
      "metadata": {}
     }
    ],
    "source": [
-    "# 29 - 5 - 11 - 9 - 4 - 9\n",
-    "final_df = idf1.merge(idf2, left_index=True, right_index=True)\n",
-    "print(final_df.shape)\n",
-    "final_df = final_df.merge(idf3, left_index=True, right_index=True)\n",
-    "print(final_df.shape)\n",
-    "final_df = final_df.merge(idf4, left_index=True, right_index=True)\n",
-    "print(final_df.shape)\n",
-    "final_df = final_df.merge(idf5, left_index=True, right_index=True)\n",
-    "print(final_df.shape)\n",
-    "final_df = final_df.merge(idf6, left_index=True, right_index=True)\n",
-    "print(final_df.shape)\n",
-    "\n",
-    "display(final_df)"
+    "display(imputed_df)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#scatter_matrix(imputed_df, figsize=(size, size)) Takes a lot of time to work, visualization is not that great. But it can stay, just in case"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dd44db50>"
+       "<AxesSubplot:>"
       ]
      },
      "metadata": {},
-     "execution_count": 19
+     "execution_count": 26
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"283.722901\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 19 -->\r\n      <g transform=\"translate(277.360401 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"297.048274\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(290.685774 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"310.373647\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- 21 -->\r\n      <g transform=\"translate(304.011147 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"323.699021\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 22 -->\r\n      <g transform=\"translate(317.336521 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_24\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"337.024394\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_24\">\r\n      <!-- 23 -->\r\n      <g transform=\"translate(330.661894 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"350.349767\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- 24 -->\r\n      <g transform=\"translate(343.987267 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"363.67514\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 25 -->\r\n      <g transform=\"translate(357.31264 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"377.000513\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 26 -->\r\n      <g transform=\"translate(370.638013 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.325886\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 27 -->\r\n      <g transform=\"translate(383.963386 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.651259\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 28 -->\r\n      <g transform=\"translate(397.288759 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"416.976632\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 29 -->\r\n      <g transform=\"translate(410.614132 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"430.302006\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 30 -->\r\n      <g transform=\"translate(423.939506 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"443.627379\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 31 -->\r\n      <g transform=\"translate(437.264879 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"456.952752\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 32 -->\r\n      <g transform=\"translate(450.590252 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"470.278125\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 33 -->\r\n      <g transform=\"translate(463.915625 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"483.603498\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 34 -->\r\n      <g transform=\"translate(477.240998 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"496.928871\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 35 -->\r\n      <g transform=\"translate(490.566371 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"510.254244\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 36 -->\r\n      <g transform=\"translate(503.891744 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"523.579618\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 37 -->\r\n      <g transform=\"translate(517.217118 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"536.904991\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 38 -->\r\n      <g transform=\"translate(530.542491 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"550.230364\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 39 -->\r\n      <g transform=\"translate(543.867864 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"563.555737\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 40 -->\r\n      <g transform=\"translate(557.193237 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"576.88111\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 41 -->\r\n      <g transform=\"translate(570.51861 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"590.206483\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 42 -->\r\n      <g transform=\"translate(583.843983 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"603.531856\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 43 -->\r\n      <g transform=\"translate(597.169356 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"616.857229\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 44 -->\r\n      <g transform=\"translate(610.494729 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g 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id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"656.833349\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 47 -->\r\n      <g transform=\"translate(650.470849 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"670.158722\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 48 -->\r\n      <g transform=\"translate(663.796222 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g 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id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"763.436334\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- 55 -->\r\n      <g transform=\"translate(757.073834 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"776.761707\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- 56 -->\r\n      <g transform=\"translate(770.399207 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"790.08708\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- 57 -->\r\n      <g transform=\"translate(783.72458 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"803.412453\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- 58 -->\r\n      <g transform=\"translate(797.049953 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g id=\"line2d_60\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"816.737826\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_60\">\r\n      <!-- 59 -->\r\n      <g transform=\"translate(810.375326 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_61\">\r\n     <g id=\"line2d_61\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"830.0632\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_61\">\r\n      <!-- 60 -->\r\n      <g transform=\"translate(823.7007 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_62\">\r\n     <g id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"843.388573\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- 61 -->\r\n      <g transform=\"translate(837.026073 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_63\">\r\n     <g id=\"line2d_63\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.713946\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_63\">\r\n      <!-- 62 -->\r\n      <g transform=\"translate(850.351446 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_64\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"870.039319\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_64\">\r\n      <!-- 63 -->\r\n      <g transform=\"translate(863.676819 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_65\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"883.364692\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- 64 -->\r\n      <g transform=\"translate(877.002192 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_66\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"896.690065\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_66\">\r\n      <!-- 65 -->\r\n      <g transform=\"translate(890.327565 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_67\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"910.015438\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 66 -->\r\n      <g transform=\"translate(903.652938 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_68\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"me4dc7b3566\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"19.112652\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_68\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(14.798438 21.675933)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_69\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"35.339517\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_69\">\r\n      <!-- 1 -->\r\n      <g transform=\"translate(14.798438 37.902799)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"51.566383\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(14.798438 54.129664)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"67.793249\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_71\">\r\n      <!-- 3 -->\r\n      <g transform=\"translate(14.798438 70.35653)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"84.020114\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(14.798438 86.583396)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_73\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"100.24698\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(14.798438 102.810261)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_74\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"116.473846\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(14.798438 119.037127)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_75\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"132.700711\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_75\">\r\n      <!-- 7 -->\r\n      <g transform=\"translate(14.798438 135.263993)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_76\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"148.927577\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_76\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(14.798438 151.490858)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_77\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"165.154443\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_77\">\r\n      <!-- 9 -->\r\n      <g transform=\"translate(14.798438 167.717724)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_78\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"181.381308\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_78\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(14.798438 190.30709)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    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</g>\r\n    <g id=\"ytick_28\">\r\n     <g id=\"line2d_95\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"457.238025\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_95\">\r\n      <!-- 27 -->\r\n      <g transform=\"translate(14.798438 466.163806)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_29\">\r\n     <g id=\"line2d_96\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"473.46489\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_96\">\r\n      <!-- 28 -->\r\n      <g transform=\"translate(14.798438 482.390672)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_30\">\r\n     <g id=\"line2d_97\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"489.691756\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_97\">\r\n      <!-- 29 -->\r\n      <g transform=\"translate(14.798438 498.617537)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_31\">\r\n     <g id=\"line2d_98\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"505.918622\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_98\">\r\n      <!-- 30 -->\r\n      <g transform=\"translate(14.798438 514.844403)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_32\">\r\n     <g id=\"line2d_99\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"522.145487\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_99\">\r\n      <!-- 31 -->\r\n      <g transform=\"translate(14.798438 531.071269)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_33\">\r\n     <g id=\"line2d_100\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"538.372353\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_100\">\r\n      <!-- 32 -->\r\n      <g transform=\"translate(14.798438 547.298134)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_34\">\r\n     <g id=\"line2d_101\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"554.599219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_101\">\r\n      <!-- 33 -->\r\n      <g transform=\"translate(14.798438 563.525)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_35\">\r\n     <g id=\"line2d_102\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"570.826084\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_102\">\r\n      <!-- 34 -->\r\n      <g transform=\"translate(14.798438 579.751866)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_36\">\r\n     <g id=\"line2d_103\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"587.05295\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_103\">\r\n      <!-- 35 -->\r\n      <g transform=\"translate(14.798438 595.978731)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_37\">\r\n     <g id=\"line2d_104\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"603.279816\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_104\">\r\n      <!-- 36 -->\r\n      <g transform=\"translate(14.798438 612.205597)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_38\">\r\n     <g id=\"line2d_105\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"619.506681\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_105\">\r\n      <!-- 37 -->\r\n      <g transform=\"translate(14.798438 628.432463)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_39\">\r\n     <g id=\"line2d_106\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"635.733547\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_106\">\r\n      <!-- 38 -->\r\n      <g transform=\"translate(14.798438 644.659328)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n   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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1371,64 +1519,130 @@
     }
    ],
    "source": [
-    "size = final_df.shape[1]\n",
-    "corr = final_df.corr()\n",
+    "#sns.heatmap(corr, annot = True, vmin=-1, vmax=1, center= 0, fmt='.1g', cmap= 'coolwarm', linewidths=1, linecolor='black', square=True, yticklabels=False, xticklabels=False)\n",
+    "size = imputed_df.shape[1]\n",
+    "corr = imputed_df.corr()\n",
     "plt.subplots(figsize=(20,20))\n",
-    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
+    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size),cmap='mako')"
    ]
   },
   {
-   "source": [
-    "## PCA of the Final Dataset"
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "{0: 'Population with at least some secondary education (% ages 25 and older)', 1: 'Population with at least some secondary education, female (% ages 25 and older)', 2: 'Population with at least some secondary education, male (% ages 25 and older)', 3: 'Mean years of schooling, female (years)', 4: 'Mean years of schooling, male (years)', 5: 'Share of seats in parliament (% held by women)', 6: 'Adolescent birth rate (births per 1,000 women ages 15-19)', 7: 'Vulnerable employment (% of total employment)', 8: 'Total population (millions)', 9: 'Urban population (%)', 10: 'Labour force participation rate (% ages 15 and older), female', 11: 'Labour force participation rate (% ages 15 and older), male', 12: 'Sex ratio at birth (male to female births)', 13: 'Remittances, inflows (% of GDP)', 14: 'Foreign direct investment, net inflows (% of GDP)', 15: 'Population ages 15?64 (millions)', 16: 'Infants lacking immunization, measles (% of one-year-olds)', 17: 'Infants lacking immunization, DTP (% of one-year-olds)', 18: 'Gross fixed capital formation (% of GDP)', 19: 'Gender Inequality Index (GII)', 20: 'Life expectancy at birth (years)', 21: 'Expected years of schooling (years)', 22: 'Inequality-adjusted education index', 23: 'Inequality-adjusted life expectancy index', 24: 'Inequality in education (%)', 25: 'Inequality in life expectancy (%)', 26: 'Mean years of schooling (years)', 27: 'Life expectancy index', 28: 'Income index', 29: 'Education index', 30: 'Unemployment, youth (% ages 15?24)', 31: 'Private capital flows (% of GDP)', 32: 'Life expectancy at birth, female (years)', 33: 'Life expectancy at birth, male (years)', 34: 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 35: 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 36: 'Expected years of schooling, female (years)', 37: 'Expected years of schooling, male (years)', 38: 'Population ages 65 and older (millions)', 39: 'Population under age 5 (millions)', 40: 'Exports and imports (% of GDP)', 41: 'Human Development Index (HDI)', 42: 'Unemployment, total (% of labour force)', 43: 'HDI rank', 44: 'Youth not in school or employment (% ages 15-24)', 45: 'Labour force participation rate (% ages 15 and older)', 46: 'Employment to population ratio (% ages 15 and older)', 47: 'Employment in agriculture (% of total employment)', 48: 'Employment in services (% of total employment)', 49: 'Working poor at PPP$3.20 a day (% of total employment)', 50: 'Total unemployment rate (female to male ratio)', 51: 'Youth unemployment rate (female to male ratio)', 52: 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 53: 'Gross capital formation (% of GDP)', 54: 'Gross domestic product (GDP), total (2017 PPP $ billions)', 55: 'GDP per capita (2017 PPP $)', 56: 'Gross national income (GNI) per capita (constant 2017 PPP$)', 57: 'Gender Development Index (GDI)', 58: 'Estimated gross national income per capita, female (2017 PPP $)', 59: 'Estimated gross national income per capita, male (2017 PPP $)', 60: 'Human Development Index (HDI), female', 61: 'Human Development Index (HDI), male', 62: 'Inequality-adjusted income index', 63: 'Overall loss in HDI due to inequality (%)', 64: 'Inequality in income (%)', 65: 'Coefficient of human inequality', 66: 'Inequality-adjusted HDI (IHDI)'}\n"
+     ]
+    }
    ],
-   "cell_type": "markdown",
-   "metadata": {}
+   "source": [
+    "map_columns = {}\n",
+    "count = 0\n",
+    "for col in imputed_df.columns:\n",
+    "    map_columns[count] = col\n",
+    "    count += 1\n",
+    "\n",
+    "print(map_columns)\n",
+    "\n",
+    "#Makes it easier to check the correlations"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 28,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[[26.08       13.22       36.92       ...  1.308      29.77273216\n   0.36028022]\n [30.232      23.133      38.056      ...  0.906      31.733\n   0.397     ]\n [93.174      93.7        92.497      ...  0.799      10.893\n   0.708     ]\n ...\n [75.478      74.977      78.207      ...  1.161      31.163\n   0.468     ]\n [44.44       38.488      54.068      ...  1.079      30.592\n   0.401     ]\n [64.935      59.792      70.783      ...  1.269      22.525\n   0.441     ]]\n(195, 67)\n(195, 67)\n"
+      "[[ 26.08        13.22        36.92       ... -14.31206116  19.79533568\n    0.42346498]\n [ 30.232       23.133       38.056      ...  28.9         31.733\n    0.397     ]\n [ 93.174       93.7         92.497      ...  13.179       10.893\n    0.708     ]\n ...\n [ 75.478       74.977       78.207      ...  56.996       31.163\n    0.468     ]\n [ 44.44        38.488       54.068      ...  44.84        30.592\n    0.401     ]\n [ 64.935       59.792       70.783      ...  28.769       22.525\n    0.441     ]]\n"
      ]
     }
    ],
    "source": [
-    "x = final_df.loc[:, final_df.columns].values\n",
+    "x = imputed_df.loc[:, imputed_df.columns].values\n",
     "print(x)\n",
-    "x = StandardScaler().fit_transform(x)\n",
-    "\n",
-    "print(final_df.shape)\n",
+    "x = StandardScaler().fit_transform(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "(195, 67)\n(195, 67)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(imputed_df.shape)\n",
     "print(x.shape)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "array([[-1.213211  , -1.49949287, -0.95026927, ..., -3.68962647,\n         0.08912291, -0.98754125],\n       [-1.06825946, -1.17214393, -0.90913571, ...,  0.45316976,\n         1.47092771, -1.13989063],\n       [ 1.12912485,  1.15813273,  1.06212486, ..., -1.05402286,\n        -0.94133748,  0.65042431],\n       ...,\n       [ 0.51133525,  0.53985833,  0.54469657, ...,  3.14676964,\n         1.40494925, -0.73116921],\n       [-0.57224033, -0.66508825, -0.32935532, ...,  1.98135819,\n         1.33885503, -1.11686407],\n       [ 0.14326588,  0.03841642,  0.27588008, ...,  0.44061062,\n         0.40508616, -0.88659848]])"
+     },
+     "metadata": {}
+    }
+   ],
+   "source": [
+    "display(x)"
+   ]
+  },
+  {
+   "source": [
+    "### We want to check if the mean of the normalized dataset is 0 and std is 1\n",
+    "### It looks like it"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "(-1.713134035701734e-17, 1.0)"
+       "(-6.274693313304368e-17, 1.0)"
       ]
      },
      "metadata": {},
-     "execution_count": 21
+     "execution_count": 31
     }
    ],
    "source": [
     "np.mean(x), np.std(x)"
    ]
   },
+  {
+   "source": [
+    "### To show the normalized data"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [
     {
@@ -1436,167 +1650,167 @@
      "data": {
       "text/plain": [
        "   Population with at least some secondary education (% ages 25 and older)  \\\n",
-       "0                                          -1.242745                         \n",
-       "1                                          -1.094493                         \n",
-       "2                                           1.152920                         \n",
-       "3                                           0.408555                         \n",
-       "4                                          -0.133071                         \n",
+       "0                                          -1.213211                         \n",
+       "1                                          -1.068259                         \n",
+       "2                                           1.129125                         \n",
+       "3                                           0.401330                         \n",
+       "4                                          -0.128239                         \n",
        "\n",
        "   Population with at least some secondary education, female (% ages 25 and older)  \\\n",
-       "0                                          -1.537407                                 \n",
-       "1                                          -1.202607                                 \n",
-       "2                                           1.180706                                 \n",
-       "3                                           0.430388                                 \n",
-       "4                                           0.014194                                 \n",
+       "0                                          -1.499493                                 \n",
+       "1                                          -1.172144                                 \n",
+       "2                                           1.158133                                 \n",
+       "3                                           0.424512                                 \n",
+       "4                                           0.017579                                 \n",
        "\n",
        "   Population with at least some secondary education, male (% ages 25 and older)  \\\n",
-       "0                                          -0.972184                               \n",
-       "1                                          -0.930083                               \n",
-       "2                                           1.087538                               \n",
-       "3                                           0.377085                               \n",
-       "4                                          -0.308501                               \n",
+       "0                                          -0.950269                               \n",
+       "1                                          -0.909136                               \n",
+       "2                                           1.062125                               \n",
+       "3                                           0.367996                               \n",
+       "4                                          -0.301836                               \n",
        "\n",
-       "   Share of seats in parliament (% held by women)  \\\n",
-       "0                                        0.366696   \n",
-       "1                                        0.601335   \n",
-       "2                                        0.559447   \n",
-       "3                                        2.000054   \n",
-       "4                                        1.442235   \n",
+       "   Mean years of schooling, female (years)  \\\n",
+       "0                                -1.941779   \n",
+       "1                                -1.318987   \n",
+       "2                                 0.385514   \n",
+       "3                                 0.606718   \n",
+       "4                                 0.812015   \n",
        "\n",
-       "   Vulnerable employment (% of total employment)  Urban population (%)  \\\n",
-       "0                                       1.554740             -1.443911   \n",
-       "1                                       1.044887              0.299618   \n",
-       "2                                       0.556868              0.083835   \n",
-       "3                                      -0.832710              1.240433   \n",
-       "4                                      -0.595953              1.413060   \n",
+       "   Mean years of schooling, male (years)  \\\n",
+       "0                              -1.112677   \n",
+       "1                              -0.984083   \n",
+       "2                               0.565966   \n",
+       "3                               0.547752   \n",
+       "4                               0.607859   \n",
        "\n",
-       "   Labour force participation rate (% ages 15 and older), female  \\\n",
-       "0                                          -2.035680               \n",
-       "1                                           1.612659               \n",
-       "2                                          -0.355562               \n",
-       "3                                           0.155448               \n",
-       "4                                          -0.087393               \n",
-       "\n",
-       "   Labour force participation rate (% ages 15 and older), male  \\\n",
-       "0                                           0.233312             \n",
-       "1                                           0.733974             \n",
-       "2                                          -0.953924             \n",
-       "3                                          -0.052027             \n",
-       "4                                           0.006454             \n",
-       "\n",
-       "   Remittances, inflows (% of GDP)  \\\n",
-       "0                        -0.027719   \n",
-       "1                        -0.796618   \n",
-       "2                         0.835683   \n",
-       "3                        -0.508438   \n",
-       "4                        -0.776802   \n",
+       "   Share of seats in parliament (% held by women)  \\\n",
+       "0                                        0.361897   \n",
+       "1                                        0.596509   \n",
+       "2                                        0.554626   \n",
+       "3                                        1.995072   \n",
+       "4                                        1.437315   \n",
        "\n",
-       "   Foreign direct investment, net inflows (% of GDP)  ...  \\\n",
-       "0                                          -0.441756  ...   \n",
-       "1                                          -0.915527  ...   \n",
-       "2                                           0.386758  ...   \n",
-       "3                                          -0.105242  ...   \n",
-       "4                                          -0.307092  ...   \n",
+       "   Adolescent birth rate (births per 1,000 women ages 15-19)  \\\n",
+       "0                                           0.532975           \n",
+       "1                                           2.562666           \n",
+       "2                                          -0.694136           \n",
+       "3                                          -0.728367           \n",
+       "4                                           0.379322           \n",
        "\n",
-       "   Population under age 5 (millions)  \\\n",
-       "0                           0.225085   \n",
-       "1                           0.227833   \n",
-       "2                          -0.259851   \n",
-       "3                          -0.906248   \n",
-       "4                           0.056909   \n",
+       "   Vulnerable employment (% of total employment)  Total population (millions)  \\\n",
+       "0                                       1.556274                    -0.009236   \n",
+       "1                                       1.051012                    -0.051786   \n",
+       "2                                       0.567386                    -0.249884   \n",
+       "3                                      -1.213266                    -0.269075   \n",
+       "4                                      -0.575057                     0.036887   \n",
        "\n",
-       "   Adolescent birth rate (births per 1,000 women ages 15-19)  \\\n",
-       "0                                           0.534851           \n",
-       "1                                           2.593772           \n",
-       "2                                          -0.709932           \n",
-       "3                                          -0.827685           \n",
-       "4                                           0.378985           \n",
+       "   Urban population (%)  ...  Gender Development Index (GDI)  \\\n",
+       "0             -1.443911  ...                       -3.764694   \n",
+       "1              0.299618  ...                       -0.482479   \n",
+       "2              0.083835  ...                        0.378430   \n",
+       "3              1.240433  ...                        1.606995   \n",
+       "4              1.413060  ...                        0.728174   \n",
        "\n",
-       "   Sex ratio at birth (male to female births)  \\\n",
-       "0                                    0.462524   \n",
-       "1                                   -1.216161   \n",
-       "2                                    2.141209   \n",
-       "3                                    0.381230   \n",
-       "4                                   -0.656599   \n",
+       "   Estimated gross national income per capita, female (2017 PPP $)  \\\n",
+       "0                                          -0.880471                 \n",
+       "1                                          -0.605187                 \n",
+       "2                                          -0.241164                 \n",
+       "3                                           1.807789                 \n",
+       "4                                           0.001609                 \n",
        "\n",
-       "   Young age (0-14) dependency ratio (per 100 people ages 15-64)  \\\n",
-       "0                                           1.513894               \n",
-       "1                                           2.161911               \n",
-       "2                                          -0.932226               \n",
-       "3                                          -0.952069               \n",
-       "4                                          -0.324548               \n",
+       "   Estimated gross national income per capita, male (2017 PPP $)  \\\n",
+       "0                                          -0.858135               \n",
+       "1                                          -0.720907               \n",
+       "2                                          -0.329338               \n",
+       "3                                           1.645966               \n",
+       "4                                           0.105056               \n",
        "\n",
-       "   Old-age (65 and older) dependency ratio (per 100 people ages 15-64)  \\\n",
-       "0                                          -0.950705                     \n",
-       "1                                          -0.999777                     \n",
-       "2                                           0.730564                     \n",
-       "3                                           0.859705                     \n",
-       "4                                           0.390002                     \n",
+       "   Human Development Index (HDI), female  Human Development Index (HDI), male  \\\n",
+       "0                              -1.898855                            -1.037358   \n",
+       "1                              -0.901924                            -0.907477   \n",
+       "2                               0.509877                             0.506782   \n",
+       "3                               1.183786                             0.806977   \n",
+       "4                               0.850444                             0.744897   \n",
        "\n",
-       "   HDI rank  Total unemployment rate (female to male ratio)  \\\n",
-       "0  1.364735                                       -0.115960   \n",
-       "1  0.976870                                       -0.308338   \n",
-       "2 -0.482239                                       -0.372276   \n",
-       "3 -1.091741                                        0.128707   \n",
-       "4 -0.907043                                       -0.191780   \n",
+       "   Inequality-adjusted income index  \\\n",
+       "0                          0.259496   \n",
+       "1                         -0.644363   \n",
+       "2                          0.608240   \n",
+       "3                          0.664195   \n",
+       "4                          0.352855   \n",
        "\n",
-       "   Youth unemployment rate (female to male ratio)  \\\n",
-       "0                                       -0.049773   \n",
-       "1                                       -0.485075   \n",
-       "2                                       -0.600939   \n",
-       "3                                        0.062921   \n",
-       "4                                       -0.068182   \n",
+       "   Overall loss in HDI due to inequality (%)  Inequality in income (%)  \\\n",
+       "0                                   0.022060                 -3.689626   \n",
+       "1                                   1.394523                  0.453170   \n",
+       "2                                  -0.962154                 -1.054023   \n",
+       "3                                  -0.226792                  1.145381   \n",
+       "4                                  -0.645497                  0.094515   \n",
        "\n",
        "   Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \n",
-       "0                         1.192044                       -1.315801  \n",
-       "1                         1.408239                       -1.110134  \n",
-       "2                        -0.890168                        0.631779  \n",
-       "3                        -0.981317                        1.074191  \n",
-       "4                        -0.631542                        0.749400  \n",
+       "0                         0.089123                       -0.987541  \n",
+       "1                         1.470928                       -1.139891  \n",
+       "2                        -0.941337                        0.650424  \n",
+       "3                        -0.241610                        0.809411  \n",
+       "4                        -0.669900                        0.771314  \n",
        "\n",
        "[5 rows x 67 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Urban population (%)</th>\n      <th>Labour force participation rate (% ages 15 and older), female</th>\n      <th>Labour force participation rate (% ages 15 and older), male</th>\n      <th>Remittances, inflows (% of GDP)</th>\n      <th>Foreign direct investment, net inflows (% of GDP)</th>\n      <th>...</th>\n      <th>Population under age 5 (millions)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Sex ratio at birth (male to female births)</th>\n      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>\n      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>\n      <th>HDI rank</th>\n      <th>Total unemployment rate (female to male ratio)</th>\n      <th>Youth unemployment rate (female to male ratio)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>-1.242745</td>\n      <td>-1.537407</td>\n      <td>-0.972184</td>\n      <td>0.366696</td>\n      <td>1.554740</td>\n      <td>-1.443911</td>\n      <td>-2.035680</td>\n      <td>0.233312</td>\n      <td>-0.027719</td>\n      <td>-0.441756</td>\n      <td>...</td>\n      <td>0.225085</td>\n      <td>0.534851</td>\n      <td>0.462524</td>\n      <td>1.513894</td>\n      <td>-0.950705</td>\n      <td>1.364735</td>\n      <td>-0.115960</td>\n      <td>-0.049773</td>\n      <td>1.192044</td>\n      <td>-1.315801</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>-1.094493</td>\n      <td>-1.202607</td>\n      <td>-0.930083</td>\n      <td>0.601335</td>\n      <td>1.044887</td>\n      <td>0.299618</td>\n      <td>1.612659</td>\n      <td>0.733974</td>\n      <td>-0.796618</td>\n      <td>-0.915527</td>\n      <td>...</td>\n      <td>0.227833</td>\n      <td>2.593772</td>\n      <td>-1.216161</td>\n      <td>2.161911</td>\n      <td>-0.999777</td>\n      <td>0.976870</td>\n      <td>-0.308338</td>\n      <td>-0.485075</td>\n      <td>1.408239</td>\n      <td>-1.110134</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>1.152920</td>\n      <td>1.180706</td>\n      <td>1.087538</td>\n      <td>0.559447</td>\n      <td>0.556868</td>\n      <td>0.083835</td>\n      <td>-0.355562</td>\n      <td>-0.953924</td>\n      <td>0.835683</td>\n      <td>0.386758</td>\n      <td>...</td>\n      <td>-0.259851</td>\n      <td>-0.709932</td>\n      <td>2.141209</td>\n      <td>-0.932226</td>\n      <td>0.730564</td>\n      <td>-0.482239</td>\n      <td>-0.372276</td>\n      <td>-0.600939</td>\n      <td>-0.890168</td>\n      <td>0.631779</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>0.408555</td>\n      <td>0.430388</td>\n      <td>0.377085</td>\n      <td>2.000054</td>\n      <td>-0.832710</td>\n      <td>1.240433</td>\n      <td>0.155448</td>\n      <td>-0.052027</td>\n      <td>-0.508438</td>\n      <td>-0.105242</td>\n      <td>...</td>\n      <td>-0.906248</td>\n      <td>-0.827685</td>\n      <td>0.381230</td>\n      <td>-0.952069</td>\n      <td>0.859705</td>\n      <td>-1.091741</td>\n      <td>0.128707</td>\n      <td>0.062921</td>\n      <td>-0.981317</td>\n      <td>1.074191</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>-0.133071</td>\n      <td>0.014194</td>\n      <td>-0.308501</td>\n      <td>1.442235</td>\n      <td>-0.595953</td>\n      <td>1.413060</td>\n      <td>-0.087393</td>\n      <td>0.006454</td>\n      <td>-0.776802</td>\n      <td>-0.307092</td>\n      <td>...</td>\n      <td>0.056909</td>\n      <td>0.378985</td>\n      <td>-0.656599</td>\n      <td>-0.324548</td>\n      <td>0.390002</td>\n      <td>-0.907043</td>\n      <td>-0.191780</td>\n      <td>-0.068182</td>\n      <td>-0.631542</td>\n      <td>0.749400</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 67 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>-1.213211</td>\n      <td>-1.499493</td>\n      <td>-0.950269</td>\n      <td>-1.941779</td>\n      <td>-1.112677</td>\n      <td>0.361897</td>\n      <td>0.532975</td>\n      <td>1.556274</td>\n      <td>-0.009236</td>\n      <td>-1.443911</td>\n      <td>...</td>\n      <td>-3.764694</td>\n      <td>-0.880471</td>\n      <td>-0.858135</td>\n      <td>-1.898855</td>\n      <td>-1.037358</td>\n      <td>0.259496</td>\n      <td>0.022060</td>\n      <td>-3.689626</td>\n      <td>0.089123</td>\n      <td>-0.987541</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>-1.068259</td>\n      <td>-1.172144</td>\n      <td>-0.909136</td>\n      <td>-1.318987</td>\n      <td>-0.984083</td>\n      <td>0.596509</td>\n      <td>2.562666</td>\n      <td>1.051012</td>\n      <td>-0.051786</td>\n      <td>0.299618</td>\n      <td>...</td>\n      <td>-0.482479</td>\n      <td>-0.605187</td>\n      <td>-0.720907</td>\n      <td>-0.901924</td>\n      <td>-0.907477</td>\n      <td>-0.644363</td>\n      <td>1.394523</td>\n      <td>0.453170</td>\n      <td>1.470928</td>\n      <td>-1.139891</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1.129125</td>\n      <td>1.158133</td>\n      <td>1.062125</td>\n      <td>0.385514</td>\n      <td>0.565966</td>\n      <td>0.554626</td>\n      <td>-0.694136</td>\n      <td>0.567386</td>\n      <td>-0.249884</td>\n      <td>0.083835</td>\n      <td>...</td>\n      <td>0.378430</td>\n      <td>-0.241164</td>\n      <td>-0.329338</td>\n      <td>0.509877</td>\n      <td>0.506782</td>\n      <td>0.608240</td>\n      <td>-0.962154</td>\n      <td>-1.054023</td>\n      <td>-0.941337</td>\n      <td>0.650424</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.401330</td>\n      <td>0.424512</td>\n      <td>0.367996</td>\n      <td>0.606718</td>\n      <td>0.547752</td>\n      <td>1.995072</td>\n      <td>-0.728367</td>\n      <td>-1.213266</td>\n      <td>-0.269075</td>\n      <td>1.240433</td>\n      <td>...</td>\n      <td>1.606995</td>\n      <td>1.807789</td>\n      <td>1.645966</td>\n      <td>1.183786</td>\n      <td>0.806977</td>\n      <td>0.664195</td>\n      <td>-0.226792</td>\n      <td>1.145381</td>\n      <td>-0.241610</td>\n      <td>0.809411</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-0.128239</td>\n      <td>0.017579</td>\n      <td>-0.301836</td>\n      <td>0.812015</td>\n      <td>0.607859</td>\n      <td>1.437315</td>\n      <td>0.379322</td>\n      <td>-0.575057</td>\n      <td>0.036887</td>\n      <td>1.413060</td>\n      <td>...</td>\n      <td>0.728174</td>\n      <td>0.001609</td>\n      <td>0.105056</td>\n      <td>0.850444</td>\n      <td>0.744897</td>\n      <td>0.352855</td>\n      <td>-0.645497</td>\n      <td>0.094515</td>\n      <td>-0.669900</td>\n      <td>0.771314</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 67 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 22
+     "execution_count": 32
     }
    ],
    "source": [
-    "feat_cols = final_df.columns.values.tolist()\n",
+    "feat_cols = imputed_df.columns.values.tolist()\n",
     "#print(feat_cols)\n",
-    "normalized_final_df = pd.DataFrame(x, columns=feat_cols)\n",
-    "normalized_final_df.head()"
+    "normalized_imputed_df = pd.DataFrame(x, columns=feat_cols)\n",
+    "normalized_imputed_df.head()"
    ]
   },
+  {
+   "source": [
+    "### Now we start with the PCA Part"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "['PC1', 'PC2', 'PC3']\n['49.73', '7.93', '7.18']\n"
+      "['PC1', 'PC2', 'PC3']\n['49.70', '7.85', '7.20']\n"
      ]
     }
    ],
    "source": [
     "num_components = 3\n",
-    "pca_final = PCA(n_components=num_components)\n",
-    "pComponents_final = pca_final.fit_transform(x)\n",
+    "pca_imputed = PCA(n_components=num_components)\n",
+    "pComponents_imputed = pca_imputed.fit_transform(x)\n",
     "component_col = ['PC'+str(i+1) for i in range(num_components)]\n",
     "print(component_col)\n",
     "\n",
-    "percentage_list = [element * 100 for element in pca_final.explained_variance_ratio_]\n",
+    "percentage_list = [element * 100 for element in pca_imputed.explained_variance_ratio_]\n",
     "percentage_list = ['%.2f' % elem for elem in percentage_list]\n",
     "print(percentage_list)"
    ]
   },
+  {
+   "source": [
+    "### PC stands for principal components"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [
     {
@@ -1611,61 +1825,61 @@
      "data": {
       "text/plain": [
        "        PC1       PC2       PC3\n",
-       "0  8.660925  3.855080 -0.080563\n",
-       "1  7.369314 -2.616149  0.028787\n",
-       "2 -3.287324  2.085875 -0.449373\n",
-       "3 -5.811149 -0.738707 -0.166838\n",
-       "4 -3.917583  0.676241 -0.271113"
+       "0  7.815705  3.771093 -0.133255\n",
+       "1  7.339138 -2.606812  0.272919\n",
+       "2 -3.214204  2.176000 -0.611012\n",
+       "3 -5.807156 -1.477608 -0.284501\n",
+       "4 -3.974595  0.524419 -0.239346"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PC1</th>\n      <th>PC2</th>\n      <th>PC3</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>8.660925</td>\n      <td>3.855080</td>\n      <td>-0.080563</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>7.369314</td>\n      <td>-2.616149</td>\n      <td>0.028787</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>-3.287324</td>\n      <td>2.085875</td>\n      <td>-0.449373</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>-5.811149</td>\n      <td>-0.738707</td>\n      <td>-0.166838</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>-3.917583</td>\n      <td>0.676241</td>\n      <td>-0.271113</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PC1</th>\n      <th>PC2</th>\n      <th>PC3</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7.815705</td>\n      <td>3.771093</td>\n      <td>-0.133255</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7.339138</td>\n      <td>-2.606812</td>\n      <td>0.272919</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>-3.214204</td>\n      <td>2.176000</td>\n      <td>-0.611012</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>-5.807156</td>\n      <td>-1.477608</td>\n      <td>-0.284501</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-3.974595</td>\n      <td>0.524419</td>\n      <td>-0.239346</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 24
+     "execution_count": 34
     }
    ],
    "source": [
-    "pc_final_df = pd.DataFrame(data = pComponents_final, columns = component_col)\n",
-    "print(pc_final_df.shape)\n",
-    "pc_final_df.head()"
+    "pc_imputed_df = pd.DataFrame(data = pComponents_imputed, columns = component_col)\n",
+    "print(pc_imputed_df.shape)\n",
+    "pc_imputed_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 35,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Explained variation percentage per principal component: ['49.73', '7.93', '7.18']\nTotal percentage of the explained data by 3 components is: 64.84\nPercentage of the information that is lost for using 3 components is: 35.16\n"
+      "Explained variation percentage per principal component: ['49.70', '7.85', '7.20']\nTotal percentage of the explained data by 3 components is: 64.75\nPercentage of the information that is lost for using 3 components is: 35.25\n"
      ]
     }
    ],
    "source": [
     "print('Explained variation percentage per principal component: {}'.format(percentage_list))\n",
-    "total_explained_percentage = (sum(pca_final.explained_variance_ratio_)*100)\n",
-    "print('Total percentage of the explained data by',pca_final.n_components,'components is: %.2f' %total_explained_percentage)\n",
-    "print('Percentage of the information that is lost for using',pca_final.n_components,'components is: %.2f' %(100-total_explained_percentage))"
+    "total_explained_percentage = (sum(pca_imputed.explained_variance_ratio_)*100)\n",
+    "print('Total percentage of the explained data by',pca_imputed.n_components,'components is: %.2f' %total_explained_percentage)\n",
+    "print('Percentage of the information that is lost for using',pca_imputed.n_components,'components is: %.2f' %(100-total_explained_percentage))"
    ]
   },
   {
    "source": [
-    "## 3 Main Principle Component is presented"
+    "### Outliers are a big problem as it can be seen from the graph"
    ],
    "cell_type": "markdown",
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 36,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "{'0': 'PC1 49.73%', '1': 'PC2 7.93%', '2': 'PC3 7.18%'}\n"
+      "{'0': 'PC1 49.70%', '1': 'PC2 7.85%', '2': 'PC3 7.20%'}\n"
      ]
     },
     {
@@ -1677,7 +1891,7 @@
        },
        "data": [
         {
-         "hovertemplate": "PC1 49.73%=%{x}<br>PC2 7.93%=%{y}<br>PC3 7.18%=%{z}<extra></extra>",
+         "hovertemplate": "PC1 49.70%=%{x}<br>PC2 7.85%=%{y}<br>PC3 7.20%=%{z}<extra></extra>",
          "legendgroup": "",
          "marker": {
           "color": "#636efa",
@@ -1689,595 +1903,595 @@
          "showlegend": false,
          "type": "scatter3d",
          "x": [
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          ]
         }
        ],
@@ -2298,17 +2512,17 @@
          },
          "xaxis": {
           "title": {
-           "text": "PC1 49.73%"
+           "text": "PC1 49.70%"
           }
          },
          "yaxis": {
           "title": {
-           "text": "PC2 7.93%"
+           "text": "PC2 7.85%"
           }
          },
          "zaxis": {
           "title": {
-           "text": "PC3 7.18%"
+           "text": "PC3 7.20%"
           }
          }
         },
@@ -3119,7 +3333,7 @@
          }
         },
         "title": {
-         "text": "Total Explained Variance: 64.84%"
+         "text": "Total Explained Variance: 64.75%"
         }
        }
       }
@@ -3135,7 +3349,7 @@
     "print(l_dict)\n",
     "\n",
     "fig = px.scatter_3d(\n",
-    "    pComponents_final, x=0, y=1, z=2,\n",
+    "    pComponents_imputed, x=0, y=1, z=2,\n",
     "    title=f'Total Explained Variance: {total_explained_percentage:.2f}%',\n",
     "    labels=l_dict\n",
     ")\n",
@@ -3144,26 +3358,26 @@
    ]
   },
   {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [],
    "source": [
-    "## Conversion of the Dataset to CSV"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
+    "imputed_df.to_csv(\"../data/unlabeled/preprocessed/hdro_preprocessed.csv\")"
+   ]
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "final_df.to_csv(\"../data/unlabeled/preprocessed/hdro_preprocessed.csv\")"
-   ]
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "name": "python374jvsc74a57bd0dca0ade3e726a953b501b15e8e990130d2b7799f14cfd9f4271676035ebe5511",
-   "display_name": "Python 3.7.4 64-bit ('base': conda)"
+   "name": "python394jvsc74a57bd01e002e48d41ce7b93ab532133c559bfbfa167161e2109b258903f10473d9f54b",
+   "display_name": "Python 3.9.4 64-bit ('wsenv': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -3175,7 +3389,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.4"
+   "version": "3.9.4"
   }
  },
  "nbformat": 4,

From ba63fb29d8c7cac26746fd16a60d72fd8ebfc487 Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Tue, 18 May 2021 14:46:21 +0200
Subject: [PATCH 2/6] Working documentation

---
 generate_documentation.py | 12 +++++++-----
 requirements.txt          |  3 ++-
 2 files changed, 9 insertions(+), 6 deletions(-)

diff --git a/generate_documentation.py b/generate_documentation.py
index e7e5fdf..1d6a142 100644
--- a/generate_documentation.py
+++ b/generate_documentation.py
@@ -7,13 +7,15 @@
 pdoc.link_inheritance(context)
 
 def recursive_htmls(mod):
-    yield mod.name, mod.html()
+    yield mod.name, mod.html(), bool(mod.submodules())
     for submod in mod.submodules():
         yield from recursive_htmls(submod)
 
-for module_name, html in recursive_htmls(modules):
-    fname = f"documentation/{'/'.join(module_name.split('.'))}/index.html"
+for module_name, html, has_subm in recursive_htmls(modules):
+    if has_subm:
+        fname = f"documentation/{'/'.join(module_name.split('.'))}/index.html"
+    else:
+        fname = f"documentation/{'/'.join(module_name.split('.'))}.html"
     os.makedirs(os.path.dirname(fname), exist_ok=True)
     with open(fname,"w", encoding="utf-8") as f:
-        f.writelines(html)
-
+        f.writelines(html)
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 2f892a7..bc7050b 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -17,4 +17,5 @@ folium
 ipyleaflet
 voila==0.1.24
 haversine
-country-converter
\ No newline at end of file
+country-converter
+pdoc3
\ No newline at end of file

From dae6c147f7204d4e216c60a8af569c0378c74e4c Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Tue, 18 May 2021 15:31:38 +0200
Subject: [PATCH 3/6] Html upload and ignore file

---
 .docignore                                    |   4 +
 .../classification/classifier.html            | 165 ++++
 .../classification/feature_selection.html     | 159 ++++
 .../WaterSecurity/classification/index.html   |  81 ++
 .../classification/model_handler.html         | 861 ++++++++++++++++++
 documentation/WaterSecurity/index.html        |  75 ++
 .../labeled_preprocessing/imputation.html     | 418 +++++++++
 .../labeled_preprocessing/index.html          |  65 ++
 .../unlabeled_preprocessing/helpers.html      | 211 +++++
 .../unlabeled_preprocessing/index.html        |  65 ++
 documentation/WaterSecurity/utils/geo.html    | 470 ++++++++++
 documentation/WaterSecurity/utils/index.html  |  70 ++
 documentation/WaterSecurity/utils/nlp.html    | 287 ++++++
 generate_documentation.py                     |   8 +-
 14 files changed, 2937 insertions(+), 2 deletions(-)
 create mode 100644 .docignore
 create mode 100644 documentation/WaterSecurity/classification/classifier.html
 create mode 100644 documentation/WaterSecurity/classification/feature_selection.html
 create mode 100644 documentation/WaterSecurity/classification/index.html
 create mode 100644 documentation/WaterSecurity/classification/model_handler.html
 create mode 100644 documentation/WaterSecurity/index.html
 create mode 100644 documentation/WaterSecurity/labeled_preprocessing/imputation.html
 create mode 100644 documentation/WaterSecurity/labeled_preprocessing/index.html
 create mode 100644 documentation/WaterSecurity/unlabeled_preprocessing/helpers.html
 create mode 100644 documentation/WaterSecurity/unlabeled_preprocessing/index.html
 create mode 100644 documentation/WaterSecurity/utils/geo.html
 create mode 100644 documentation/WaterSecurity/utils/index.html
 create mode 100644 documentation/WaterSecurity/utils/nlp.html

diff --git a/.docignore b/.docignore
new file mode 100644
index 0000000..7afe47c
--- /dev/null
+++ b/.docignore
@@ -0,0 +1,4 @@
+WaterSecurity.data
+WaterSecurity.documentation
+WaterSecurity.run
+WaterSecurity.generate_documentation
\ No newline at end of file
diff --git a/documentation/WaterSecurity/classification/classifier.html b/documentation/WaterSecurity/classification/classifier.html
new file mode 100644
index 0000000..39e2cea
--- /dev/null
+++ b/documentation/WaterSecurity/classification/classifier.html
@@ -0,0 +1,165 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.classification.classifier API documentation</title>
+<meta name="description" content="" />
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/sanitize.min.css" integrity="sha256-PK9q560IAAa6WVRRh76LtCaI8pjTJ2z11v0miyNNjrs=" crossorigin>
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
+<style>:root{--highlight-color:#fe9}.flex{display:flex !important}body{line-height:1.5em}#content{padding:20px}#sidebar{padding:30px;overflow:hidden}#sidebar > *:last-child{margin-bottom:2cm}.http-server-breadcrumbs{font-size:130%;margin:0 0 15px 0}#footer{font-size:.75em;padding:5px 30px;border-top:1px solid #ddd;text-align:right}#footer p{margin:0 0 0 1em;display:inline-block}#footer p:last-child{margin-right:30px}h1,h2,h3,h4,h5{font-weight:300}h1{font-size:2.5em;line-height:1.1em}h2{font-size:1.75em;margin:1em 0 .50em 0}h3{font-size:1.4em;margin:25px 0 10px 0}h4{margin:0;font-size:105%}h1:target,h2:target,h3:target,h4:target,h5:target,h6:target{background:var(--highlight-color);padding:.2em 0}a{color:#058;text-decoration:none;transition:color .3s ease-in-out}a:hover{color:#e82}.title code{font-weight:bold}h2[id^="header-"]{margin-top:2em}.ident{color:#900}pre code{background:#f8f8f8;font-size:.8em;line-height:1.4em}code{background:#f2f2f1;padding:1px 4px;overflow-wrap:break-word}h1 code{background:transparent}pre{background:#f8f8f8;border:0;border-top:1px solid #ccc;border-bottom:1px solid #ccc;margin:1em 0;padding:1ex}#http-server-module-list{display:flex;flex-flow:column}#http-server-module-list div{display:flex}#http-server-module-list dt{min-width:10%}#http-server-module-list p{margin-top:0}.toc ul,#index{list-style-type:none;margin:0;padding:0}#index code{background:transparent}#index h3{border-bottom:1px solid #ddd}#index ul{padding:0}#index h4{margin-top:.6em;font-weight:bold}@media (min-width:200ex){#index .two-column{column-count:2}}@media (min-width:300ex){#index .two-column{column-count:3}}dl{margin-bottom:2em}dl dl:last-child{margin-bottom:4em}dd{margin:0 0 1em 3em}#header-classes + dl > dd{margin-bottom:3em}dd dd{margin-left:2em}dd p{margin:10px 0}.name{background:#eee;font-weight:bold;font-size:.85em;padding:5px 10px;display:inline-block;min-width:40%}.name:hover{background:#e0e0e0}dt:target .name{background:var(--highlight-color)}.name > span:first-child{white-space:nowrap}.name.class > span:nth-child(2){margin-left:.4em}.inherited{color:#999;border-left:5px solid #eee;padding-left:1em}.inheritance em{font-style:normal;font-weight:bold}.desc h2{font-weight:400;font-size:1.25em}.desc h3{font-size:1em}.desc dt code{background:inherit}.source summary,.git-link-div{color:#666;text-align:right;font-weight:400;font-size:.8em;text-transform:uppercase}.source summary > *{white-space:nowrap;cursor:pointer}.git-link{color:inherit;margin-left:1em}.source pre{max-height:500px;overflow:auto;margin:0}.source pre code{font-size:12px;overflow:visible}.hlist{list-style:none}.hlist li{display:inline}.hlist li:after{content:',\2002'}.hlist li:last-child:after{content:none}.hlist .hlist{display:inline;padding-left:1em}img{max-width:100%}td{padding:0 .5em}.admonition{padding:.1em .5em;margin-bottom:1em}.admonition-title{font-weight:bold}.admonition.note,.admonition.info,.admonition.important{background:#aef}.admonition.todo,.admonition.versionadded,.admonition.tip,.admonition.hint{background:#dfd}.admonition.warning,.admonition.versionchanged,.admonition.deprecated{background:#fd4}.admonition.error,.admonition.danger,.admonition.caution{background:lightpink}</style>
+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.classification.classifier</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from sklearn.base import BaseEstimator, RegressorMixin
+import numpy as np
+
+
+class Classifier(BaseEstimator, RegressorMixin):
+    # @TODO implement
+    def fit(self, x_data, y_data):
+        &#34;&#34;&#34;
+        x_data: the nxm features
+        y_data: the n labels, with values 0,1,2 or 3
+        &#34;&#34;&#34;
+        return self
+
+    def predict(self, x_data):
+        &#34;&#34;&#34;
+        x_data: the nxm features
+        Returns n predictions, which have values 0 to 3, they can be floats
+        &#34;&#34;&#34;
+        return np.zeros(x_data.shape[0])</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.classification.classifier.Classifier"><code class="flex name class">
+<span>class <span class="ident">Classifier</span></span>
+</code></dt>
+<dd>
+<div class="desc"><p>Base class for all estimators in scikit-learn.</p>
+<h2 id="notes">Notes</h2>
+<p>All estimators should specify all the parameters that can be set
+at the class level in their <code>__init__</code> as explicit keyword
+arguments (no <code>*args</code> or <code>**kwargs</code>).</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class Classifier(BaseEstimator, RegressorMixin):
+    # @TODO implement
+    def fit(self, x_data, y_data):
+        &#34;&#34;&#34;
+        x_data: the nxm features
+        y_data: the n labels, with values 0,1,2 or 3
+        &#34;&#34;&#34;
+        return self
+
+    def predict(self, x_data):
+        &#34;&#34;&#34;
+        x_data: the nxm features
+        Returns n predictions, which have values 0 to 3, they can be floats
+        &#34;&#34;&#34;
+        return np.zeros(x_data.shape[0])</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>sklearn.base.BaseEstimator</li>
+<li>sklearn.base.RegressorMixin</li>
+</ul>
+<h3>Methods</h3>
+<dl>
+<dt id="WaterSecurity.classification.classifier.Classifier.fit"><code class="name flex">
+<span>def <span class="ident">fit</span></span>(<span>self, x_data, y_data)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>x_data: the nxm features
+y_data: the n labels, with values 0,1,2 or 3</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fit(self, x_data, y_data):
+    &#34;&#34;&#34;
+    x_data: the nxm features
+    y_data: the n labels, with values 0,1,2 or 3
+    &#34;&#34;&#34;
+    return self</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.classifier.Classifier.predict"><code class="name flex">
+<span>def <span class="ident">predict</span></span>(<span>self, x_data)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>x_data: the nxm features
+Returns n predictions, which have values 0 to 3, they can be floats</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def predict(self, x_data):
+    &#34;&#34;&#34;
+    x_data: the nxm features
+    Returns n predictions, which have values 0 to 3, they can be floats
+    &#34;&#34;&#34;
+    return np.zeros(x_data.shape[0])</code></pre>
+</details>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.classification" href="index.html">WaterSecurity.classification</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.classification.classifier.Classifier" href="#WaterSecurity.classification.classifier.Classifier">Classifier</a></code></h4>
+<ul class="">
+<li><code><a title="WaterSecurity.classification.classifier.Classifier.fit" href="#WaterSecurity.classification.classifier.Classifier.fit">fit</a></code></li>
+<li><code><a title="WaterSecurity.classification.classifier.Classifier.predict" href="#WaterSecurity.classification.classifier.Classifier.predict">predict</a></code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
\ No newline at end of file
diff --git a/documentation/WaterSecurity/classification/feature_selection.html b/documentation/WaterSecurity/classification/feature_selection.html
new file mode 100644
index 0000000..01369dd
--- /dev/null
+++ b/documentation/WaterSecurity/classification/feature_selection.html
@@ -0,0 +1,159 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.classification.feature_selection API documentation</title>
+<meta name="description" content="" />
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/sanitize.min.css" integrity="sha256-PK9q560IAAa6WVRRh76LtCaI8pjTJ2z11v0miyNNjrs=" crossorigin>
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
+<style>:root{--highlight-color:#fe9}.flex{display:flex !important}body{line-height:1.5em}#content{padding:20px}#sidebar{padding:30px;overflow:hidden}#sidebar > *:last-child{margin-bottom:2cm}.http-server-breadcrumbs{font-size:130%;margin:0 0 15px 0}#footer{font-size:.75em;padding:5px 30px;border-top:1px solid #ddd;text-align:right}#footer p{margin:0 0 0 1em;display:inline-block}#footer p:last-child{margin-right:30px}h1,h2,h3,h4,h5{font-weight:300}h1{font-size:2.5em;line-height:1.1em}h2{font-size:1.75em;margin:1em 0 .50em 0}h3{font-size:1.4em;margin:25px 0 10px 0}h4{margin:0;font-size:105%}h1:target,h2:target,h3:target,h4:target,h5:target,h6:target{background:var(--highlight-color);padding:.2em 0}a{color:#058;text-decoration:none;transition:color .3s ease-in-out}a:hover{color:#e82}.title code{font-weight:bold}h2[id^="header-"]{margin-top:2em}.ident{color:#900}pre code{background:#f8f8f8;font-size:.8em;line-height:1.4em}code{background:#f2f2f1;padding:1px 4px;overflow-wrap:break-word}h1 code{background:transparent}pre{background:#f8f8f8;border:0;border-top:1px solid #ccc;border-bottom:1px solid #ccc;margin:1em 0;padding:1ex}#http-server-module-list{display:flex;flex-flow:column}#http-server-module-list div{display:flex}#http-server-module-list dt{min-width:10%}#http-server-module-list p{margin-top:0}.toc ul,#index{list-style-type:none;margin:0;padding:0}#index code{background:transparent}#index h3{border-bottom:1px solid #ddd}#index ul{padding:0}#index h4{margin-top:.6em;font-weight:bold}@media (min-width:200ex){#index .two-column{column-count:2}}@media (min-width:300ex){#index .two-column{column-count:3}}dl{margin-bottom:2em}dl dl:last-child{margin-bottom:4em}dd{margin:0 0 1em 3em}#header-classes + dl > dd{margin-bottom:3em}dd dd{margin-left:2em}dd p{margin:10px 0}.name{background:#eee;font-weight:bold;font-size:.85em;padding:5px 10px;display:inline-block;min-width:40%}.name:hover{background:#e0e0e0}dt:target .name{background:var(--highlight-color)}.name > span:first-child{white-space:nowrap}.name.class > span:nth-child(2){margin-left:.4em}.inherited{color:#999;border-left:5px solid #eee;padding-left:1em}.inheritance em{font-style:normal;font-weight:bold}.desc h2{font-weight:400;font-size:1.25em}.desc h3{font-size:1em}.desc dt code{background:inherit}.source summary,.git-link-div{color:#666;text-align:right;font-weight:400;font-size:.8em;text-transform:uppercase}.source summary > *{white-space:nowrap;cursor:pointer}.git-link{color:inherit;margin-left:1em}.source pre{max-height:500px;overflow:auto;margin:0}.source pre code{font-size:12px;overflow:visible}.hlist{list-style:none}.hlist li{display:inline}.hlist li:after{content:',\2002'}.hlist li:last-child:after{content:none}.hlist .hlist{display:inline;padding-left:1em}img{max-width:100%}td{padding:0 .5em}.admonition{padding:.1em .5em;margin-bottom:1em}.admonition-title{font-weight:bold}.admonition.note,.admonition.info,.admonition.important{background:#aef}.admonition.todo,.admonition.versionadded,.admonition.tip,.admonition.hint{background:#dfd}.admonition.warning,.admonition.versionchanged,.admonition.deprecated{background:#fd4}.admonition.error,.admonition.danger,.admonition.caution{background:lightpink}</style>
+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.classification.feature_selection</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from sklearn import base
+from sklearn.base import BaseEstimator, TransformerMixin
+
+
+class FeatureSelectionAndGeneration(BaseEstimator, TransformerMixin):
+    # @TODO implement
+
+    def fit(self, x_data, y_data):
+        &#34;&#34;&#34;
+        Fits to nxm features x_data and n predictions y_data
+        &#34;&#34;&#34;
+        return self
+
+    def transform(self, x_data):
+        &#34;&#34;&#34;
+        Transforms x_data from nxm to kxm
+        &#34;&#34;&#34;
+        return x_data</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration"><code class="flex name class">
+<span>class <span class="ident">FeatureSelectionAndGeneration</span></span>
+</code></dt>
+<dd>
+<div class="desc"><p>Base class for all estimators in scikit-learn.</p>
+<h2 id="notes">Notes</h2>
+<p>All estimators should specify all the parameters that can be set
+at the class level in their <code>__init__</code> as explicit keyword
+arguments (no <code>*args</code> or <code>**kwargs</code>).</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class FeatureSelectionAndGeneration(BaseEstimator, TransformerMixin):
+    # @TODO implement
+
+    def fit(self, x_data, y_data):
+        &#34;&#34;&#34;
+        Fits to nxm features x_data and n predictions y_data
+        &#34;&#34;&#34;
+        return self
+
+    def transform(self, x_data):
+        &#34;&#34;&#34;
+        Transforms x_data from nxm to kxm
+        &#34;&#34;&#34;
+        return x_data</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>sklearn.base.BaseEstimator</li>
+<li>sklearn.base.TransformerMixin</li>
+</ul>
+<h3>Methods</h3>
+<dl>
+<dt id="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.fit"><code class="name flex">
+<span>def <span class="ident">fit</span></span>(<span>self, x_data, y_data)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Fits to nxm features x_data and n predictions y_data</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fit(self, x_data, y_data):
+    &#34;&#34;&#34;
+    Fits to nxm features x_data and n predictions y_data
+    &#34;&#34;&#34;
+    return self</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.transform"><code class="name flex">
+<span>def <span class="ident">transform</span></span>(<span>self, x_data)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Transforms x_data from nxm to kxm</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def transform(self, x_data):
+    &#34;&#34;&#34;
+    Transforms x_data from nxm to kxm
+    &#34;&#34;&#34;
+    return x_data</code></pre>
+</details>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.classification" href="index.html">WaterSecurity.classification</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration" href="#WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration">FeatureSelectionAndGeneration</a></code></h4>
+<ul class="">
+<li><code><a title="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.fit" href="#WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.fit">fit</a></code></li>
+<li><code><a title="WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.transform" href="#WaterSecurity.classification.feature_selection.FeatureSelectionAndGeneration.transform">transform</a></code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
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diff --git a/documentation/WaterSecurity/classification/index.html b/documentation/WaterSecurity/classification/index.html
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+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.classification</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">RANDOM_SEED = 42</code></pre>
+</details>
+</section>
+<section>
+<h2 class="section-title" id="header-submodules">Sub-modules</h2>
+<dl>
+<dt><code class="name"><a title="WaterSecurity.classification.classifier" href="classifier.html">WaterSecurity.classification.classifier</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.classification.feature_selection" href="feature_selection.html">WaterSecurity.classification.feature_selection</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.classification.model_handler" href="model_handler.html">WaterSecurity.classification.model_handler</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity" href="../index.html">WaterSecurity</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-submodules">Sub-modules</a></h3>
+<ul>
+<li><code><a title="WaterSecurity.classification.classifier" href="classifier.html">WaterSecurity.classification.classifier</a></code></li>
+<li><code><a title="WaterSecurity.classification.feature_selection" href="feature_selection.html">WaterSecurity.classification.feature_selection</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler" href="model_handler.html">WaterSecurity.classification.model_handler</a></code></li>
+</ul>
+</li>
+</ul>
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+<head>
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+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
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+<meta name="description" content="" />
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+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.classification.model_handler</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from sklearn.base import BaseEstimator
+from data.labeled.preprocessed import LABELED_CITIES
+import os
+import pickle
+import pandas as pd
+import numpy as np
+import importlib
+from data.model import MODEL_PATH
+from sklearn.pipeline import Pipeline
+from classification.classifier import Classifier
+from classification.feature_selection import FeatureSelectionAndGeneration
+from sklearn.exceptions import NotFittedError
+from sklearn.model_selection import train_test_split
+from sklearn.metrics import confusion_matrix, classification_report
+from classification import RANDOM_SEED
+from data.model.metrics import VALIDATION_METRICS_PATH, TRAINING_METRICS_PATH
+from data.model.predictions import PREDICTION_MASK_PATH, FILLED_DATASET_PATH
+from utils.geo import is_close, get_place
+
+
+class TrainingRequired(NotFittedError):
+    def __init__(self, obj):
+        super().__init__(f&#34;{obj} could not be loaded. Training model is required&#34;)
+
+
+class InvalidCoordinates(BaseException):
+    pass
+
+
+class ModelHandler:
+    &#34;&#34;&#34;
+    Trains and Tests the model, while also computing metrics.
+    During training the model is first fitted, then produces predictions for any unlabled points inside the dataset
+    &#34;&#34;&#34;
+
+    def __init__(self):
+        self._model = None
+        self._dataset = None
+        self._valid_metrics = None
+        self._train_metrics = None
+        self._filled_dataset = None
+        self.train_mask = None
+        self.feat_names = None
+        self.lab_names = None
+        # The id columns to remain in the filled dataset
+        self.id_columns = [&#34;city&#34;, &#34;country&#34;, &#34;latitude&#34;, &#34;longitude&#34;]
+
+    @property
+    def model(self) -&gt; Pipeline:
+        &#34;&#34;&#34;
+        If model is not defined, try to loaded from disk
+        &#34;&#34;&#34;
+        if self._model is None:
+            try:
+                from data.model import MODEL
+
+                self._model = MODEL
+            except ImportError:
+                raise TrainingRequired(&#34;Model&#34;)
+        return self._model
+
+    @model.setter
+    def model(self, model: Pipeline):
+        self._model = model
+
+    def save_model(self) -&gt; None:
+        &#34;&#34;&#34;
+        Saves model to memory
+        &#34;&#34;&#34;
+        with open(os.path.join(MODEL_PATH), &#34;wb&#34;) as out:
+            pickle.dump(self.model, out)
+        import data.model
+
+        importlib.reload(data.model)
+
+    @property
+    def dataset(self) -&gt; pd.DataFrame:
+        &#34;&#34;&#34;
+        The dataset for the training step.
+        When it is loaded the first time, several variables are defined:
+            - lab_names: the labels names/columns of the dataset
+            - unique_labs: the unique labels values
+            - feat_names: the features names/columns of the dataset
+            - train_mask: the mask that refers to the cities that are labeled at least for one risk
+        &#34;&#34;&#34;
+        if self._dataset is None:
+            from data.labeled.preprocessed import LABELED_CITIES, RISKS_MAPPING
+            from data.dataset import DATASET as dataset
+
+            self.lab_names = sorted(RISKS_MAPPING.keys())
+            self.unique_labs = np.unique(dataset[self.lab_names].T.stack().values)
+            self.feat_names = [
+                x
+                for x in dataset.columns
+                if x not in self.lab_names and x not in LABELED_CITIES.columns
+            ]
+            self.train_mask = dataset[self.lab_names].apply(
+                lambda x: all(pd.isnull(x)), axis=1
+            )
+            self._dataset = dataset
+        return self._dataset
+
+    @property
+    def filled_dataset(self) -&gt; pd.DataFrame:
+        &#34;&#34;&#34;
+        The dataset that has filled labels, which were produced from the predictions
+        &#34;&#34;&#34;
+        if self._filled_dataset is None:
+            try:
+                self._filled_dataset = pd.read_csv(FILLED_DATASET_PATH)
+            except IOError:
+                raise TrainingRequired(&#34;Filled Dataset&#34;)
+        return self._filled_dataset
+
+    @filled_dataset.setter
+    def filled_dataset(self, dataset: pd.DataFrame):
+        self._filled_dataset = dataset
+
+    def compute_metrics(self, y_true, y_pred):
+        &#34;&#34;&#34;
+        Compute metrics for regression labels of size nx1
+        &#34;&#34;&#34;
+        metrics = {}
+        # Interpolate predictions to labels, eg convert 0.2 to 0, 0.7 to 1 etc.
+        y_pred_interp = self.unique_labs[
+            np.abs(np.reshape(self.unique_labs, (-1, 1)) - y_pred).argmin(axis=0)
+        ]
+        metrics[&#34;confusion_matrix&#34;] = confusion_matrix(y_true, y_pred_interp)
+        metrics[&#34;classification_report&#34;] = classification_report(y_true, y_pred)
+        return metrics
+
+    @property
+    def is_fitted(self) -&gt; bool:
+        &#34;&#34;&#34;
+        Tries to load model from memory/disk, if it fails, returns False, else returns True
+        &#34;&#34;&#34;
+        try:
+            self.model
+        except TrainingRequired:
+            return False
+        return True
+
+    def train(self) -&gt; None:
+        &#34;&#34;&#34;
+        - Trains 7 different models, one per each different water security risk.
+        - Applies feature selection and generation per different model.
+        - Keeps 0.3 validation size, computes classification metrics, saves them, then fits each model to the whole available dataset for each risk.
+        - Creates the filled dataset and saves it to disk
+        - Creates the prediction mask (what labels from the filled dataset were predicted) and saves it to memory
+        &#34;&#34;&#34;
+        dataset = self.dataset
+        labeled = dataset[self.train_mask]
+        labeled[self.lab_names]
+
+        model = {}
+        train_metrics = {}
+        valid_metrics = {}
+        filled_dataset = dataset[self.lab_names + self.id_columns].copy()
+        for label in self.lab_names:
+            train_mask = ~pd.isnull(dataset[label])
+            labeled = dataset.loc[train_mask, :]
+            train_set, valid_set = train_test_split(
+                labeled, test_size=0.3, random_state=RANDOM_SEED
+            )
+
+            model[label] = Pipeline(
+                [
+                    (&#34;FeatureSelection&#34;, FeatureSelectionAndGeneration()),
+                    (&#34;Classification&#34;, Classifier()),
+                ]
+            )
+            model[label].fit(train_set[self.feat_names], train_set[label])
+            train_preds = model[label].predict(train_set[self.feat_names])
+            valid_preds = model[label].predict(valid_set[self.feat_names])
+            train_metrics[label] = self.compute_metrics(train_set[label], train_preds)
+            valid_metrics[label] = self.compute_metrics(valid_set[label], valid_preds)
+            model[label].fit(labeled[self.feat_names], labeled[label])
+
+            filled_dataset.loc[~train_mask, label] = model[label].predict(
+                dataset.loc[~train_mask, self.feat_names]
+            )
+        self.model = model
+        self.save_model()
+        with open(VALIDATION_METRICS_PATH, &#34;wb&#34;) as out:
+            pickle.dump(valid_metrics, out)
+        with open(TRAINING_METRICS_PATH, &#34;wb&#34;) as out:
+            pickle.dump(train_metrics, out)
+        self.filled_dataset = filled_dataset
+        self.filled_dataset.to_csv(FILLED_DATASET_PATH, index=False)
+        pd.isnull(dataset[self.lab_names]).to_csv(PREDICTION_MASK_PATH, index=False)
+        import data.model.metrics
+
+        importlib.reload(data.model.metrics)
+        import data.model.predictions
+
+        importlib.reload(data.model.predictions)
+
+    def test(self, latitude, longitude):
+        &#34;&#34;&#34;
+        Given a specific latitude and longitude value, either returns saved predictions from the filled dataset, if the point is close to the
+        ones that have already been predicted, or uses a REST API to load the country to which the latitude and longitude refer, uses the country data
+        to create the feature vector and computes the prediction using the trained models.
+        Returns the series of the found labels, which also contain city and country, and the series of booleans which shows which predictions were predicted and which where not.
+        &#34;&#34;&#34;
+        try:
+            from data.model.predictions import FILLED_DATASET, PREDICTION_MASK
+        except ImportError:
+            raise TrainingRequired(&#34;Filled Dataset&#34;)
+        check_existing = FILLED_DATASET.apply(
+            lambda x: is_close((latitude, longitude), (x[&#34;latitude&#34;], x[&#34;longitude&#34;])),
+            axis=1,
+        )
+        if np.any(check_existing):
+            labs = list(sorted(self.model.keys()))
+            return (
+                FILLED_DATASET.loc[check_existing, labs + [&#34;city&#34;, &#34;country&#34;]].iloc[0],
+                PREDICTION_MASK.loc[check_existing, labs].iloc[0],
+            )
+        try:
+            place = get_place(latitude, longitude)
+        except AttributeError:
+            raise InvalidCoordinates
+        from data.unlabeled import COUNTRIES_DATASET
+
+        feats = COUNTRIES_DATASET.loc[place[&#34;code&#34;]]
+        preds = {}
+        mask = {}
+        for label in self.model:
+            preds[label] = self.model[label].predict(feats)[0]
+            mask[label] = True
+        preds[&#34;city&#34;] = place[&#34;city&#34;]
+        preds[&#34;country&#34;] = place[&#34;country&#34;]
+        return pd.Series(preds), pd.Series(mask)</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.classification.model_handler.InvalidCoordinates"><code class="flex name class">
+<span>class <span class="ident">InvalidCoordinates</span></span>
+<span>(</span><span>*args, **kwargs)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Common base class for all exceptions</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class InvalidCoordinates(BaseException):
+    pass</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>builtins.BaseException</li>
+</ul>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler"><code class="flex name class">
+<span>class <span class="ident">ModelHandler</span></span>
+</code></dt>
+<dd>
+<div class="desc"><p>Trains and Tests the model, while also computing metrics.
+During training the model is first fitted, then produces predictions for any unlabled points inside the dataset</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class ModelHandler:
+    &#34;&#34;&#34;
+    Trains and Tests the model, while also computing metrics.
+    During training the model is first fitted, then produces predictions for any unlabled points inside the dataset
+    &#34;&#34;&#34;
+
+    def __init__(self):
+        self._model = None
+        self._dataset = None
+        self._valid_metrics = None
+        self._train_metrics = None
+        self._filled_dataset = None
+        self.train_mask = None
+        self.feat_names = None
+        self.lab_names = None
+        # The id columns to remain in the filled dataset
+        self.id_columns = [&#34;city&#34;, &#34;country&#34;, &#34;latitude&#34;, &#34;longitude&#34;]
+
+    @property
+    def model(self) -&gt; Pipeline:
+        &#34;&#34;&#34;
+        If model is not defined, try to loaded from disk
+        &#34;&#34;&#34;
+        if self._model is None:
+            try:
+                from data.model import MODEL
+
+                self._model = MODEL
+            except ImportError:
+                raise TrainingRequired(&#34;Model&#34;)
+        return self._model
+
+    @model.setter
+    def model(self, model: Pipeline):
+        self._model = model
+
+    def save_model(self) -&gt; None:
+        &#34;&#34;&#34;
+        Saves model to memory
+        &#34;&#34;&#34;
+        with open(os.path.join(MODEL_PATH), &#34;wb&#34;) as out:
+            pickle.dump(self.model, out)
+        import data.model
+
+        importlib.reload(data.model)
+
+    @property
+    def dataset(self) -&gt; pd.DataFrame:
+        &#34;&#34;&#34;
+        The dataset for the training step.
+        When it is loaded the first time, several variables are defined:
+            - lab_names: the labels names/columns of the dataset
+            - unique_labs: the unique labels values
+            - feat_names: the features names/columns of the dataset
+            - train_mask: the mask that refers to the cities that are labeled at least for one risk
+        &#34;&#34;&#34;
+        if self._dataset is None:
+            from data.labeled.preprocessed import LABELED_CITIES, RISKS_MAPPING
+            from data.dataset import DATASET as dataset
+
+            self.lab_names = sorted(RISKS_MAPPING.keys())
+            self.unique_labs = np.unique(dataset[self.lab_names].T.stack().values)
+            self.feat_names = [
+                x
+                for x in dataset.columns
+                if x not in self.lab_names and x not in LABELED_CITIES.columns
+            ]
+            self.train_mask = dataset[self.lab_names].apply(
+                lambda x: all(pd.isnull(x)), axis=1
+            )
+            self._dataset = dataset
+        return self._dataset
+
+    @property
+    def filled_dataset(self) -&gt; pd.DataFrame:
+        &#34;&#34;&#34;
+        The dataset that has filled labels, which were produced from the predictions
+        &#34;&#34;&#34;
+        if self._filled_dataset is None:
+            try:
+                self._filled_dataset = pd.read_csv(FILLED_DATASET_PATH)
+            except IOError:
+                raise TrainingRequired(&#34;Filled Dataset&#34;)
+        return self._filled_dataset
+
+    @filled_dataset.setter
+    def filled_dataset(self, dataset: pd.DataFrame):
+        self._filled_dataset = dataset
+
+    def compute_metrics(self, y_true, y_pred):
+        &#34;&#34;&#34;
+        Compute metrics for regression labels of size nx1
+        &#34;&#34;&#34;
+        metrics = {}
+        # Interpolate predictions to labels, eg convert 0.2 to 0, 0.7 to 1 etc.
+        y_pred_interp = self.unique_labs[
+            np.abs(np.reshape(self.unique_labs, (-1, 1)) - y_pred).argmin(axis=0)
+        ]
+        metrics[&#34;confusion_matrix&#34;] = confusion_matrix(y_true, y_pred_interp)
+        metrics[&#34;classification_report&#34;] = classification_report(y_true, y_pred)
+        return metrics
+
+    @property
+    def is_fitted(self) -&gt; bool:
+        &#34;&#34;&#34;
+        Tries to load model from memory/disk, if it fails, returns False, else returns True
+        &#34;&#34;&#34;
+        try:
+            self.model
+        except TrainingRequired:
+            return False
+        return True
+
+    def train(self) -&gt; None:
+        &#34;&#34;&#34;
+        - Trains 7 different models, one per each different water security risk.
+        - Applies feature selection and generation per different model.
+        - Keeps 0.3 validation size, computes classification metrics, saves them, then fits each model to the whole available dataset for each risk.
+        - Creates the filled dataset and saves it to disk
+        - Creates the prediction mask (what labels from the filled dataset were predicted) and saves it to memory
+        &#34;&#34;&#34;
+        dataset = self.dataset
+        labeled = dataset[self.train_mask]
+        labeled[self.lab_names]
+
+        model = {}
+        train_metrics = {}
+        valid_metrics = {}
+        filled_dataset = dataset[self.lab_names + self.id_columns].copy()
+        for label in self.lab_names:
+            train_mask = ~pd.isnull(dataset[label])
+            labeled = dataset.loc[train_mask, :]
+            train_set, valid_set = train_test_split(
+                labeled, test_size=0.3, random_state=RANDOM_SEED
+            )
+
+            model[label] = Pipeline(
+                [
+                    (&#34;FeatureSelection&#34;, FeatureSelectionAndGeneration()),
+                    (&#34;Classification&#34;, Classifier()),
+                ]
+            )
+            model[label].fit(train_set[self.feat_names], train_set[label])
+            train_preds = model[label].predict(train_set[self.feat_names])
+            valid_preds = model[label].predict(valid_set[self.feat_names])
+            train_metrics[label] = self.compute_metrics(train_set[label], train_preds)
+            valid_metrics[label] = self.compute_metrics(valid_set[label], valid_preds)
+            model[label].fit(labeled[self.feat_names], labeled[label])
+
+            filled_dataset.loc[~train_mask, label] = model[label].predict(
+                dataset.loc[~train_mask, self.feat_names]
+            )
+        self.model = model
+        self.save_model()
+        with open(VALIDATION_METRICS_PATH, &#34;wb&#34;) as out:
+            pickle.dump(valid_metrics, out)
+        with open(TRAINING_METRICS_PATH, &#34;wb&#34;) as out:
+            pickle.dump(train_metrics, out)
+        self.filled_dataset = filled_dataset
+        self.filled_dataset.to_csv(FILLED_DATASET_PATH, index=False)
+        pd.isnull(dataset[self.lab_names]).to_csv(PREDICTION_MASK_PATH, index=False)
+        import data.model.metrics
+
+        importlib.reload(data.model.metrics)
+        import data.model.predictions
+
+        importlib.reload(data.model.predictions)
+
+    def test(self, latitude, longitude):
+        &#34;&#34;&#34;
+        Given a specific latitude and longitude value, either returns saved predictions from the filled dataset, if the point is close to the
+        ones that have already been predicted, or uses a REST API to load the country to which the latitude and longitude refer, uses the country data
+        to create the feature vector and computes the prediction using the trained models.
+        Returns the series of the found labels, which also contain city and country, and the series of booleans which shows which predictions were predicted and which where not.
+        &#34;&#34;&#34;
+        try:
+            from data.model.predictions import FILLED_DATASET, PREDICTION_MASK
+        except ImportError:
+            raise TrainingRequired(&#34;Filled Dataset&#34;)
+        check_existing = FILLED_DATASET.apply(
+            lambda x: is_close((latitude, longitude), (x[&#34;latitude&#34;], x[&#34;longitude&#34;])),
+            axis=1,
+        )
+        if np.any(check_existing):
+            labs = list(sorted(self.model.keys()))
+            return (
+                FILLED_DATASET.loc[check_existing, labs + [&#34;city&#34;, &#34;country&#34;]].iloc[0],
+                PREDICTION_MASK.loc[check_existing, labs].iloc[0],
+            )
+        try:
+            place = get_place(latitude, longitude)
+        except AttributeError:
+            raise InvalidCoordinates
+        from data.unlabeled import COUNTRIES_DATASET
+
+        feats = COUNTRIES_DATASET.loc[place[&#34;code&#34;]]
+        preds = {}
+        mask = {}
+        for label in self.model:
+            preds[label] = self.model[label].predict(feats)[0]
+            mask[label] = True
+        preds[&#34;city&#34;] = place[&#34;city&#34;]
+        preds[&#34;country&#34;] = place[&#34;country&#34;]
+        return pd.Series(preds), pd.Series(mask)</code></pre>
+</details>
+<h3>Instance variables</h3>
+<dl>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.dataset"><code class="name">var <span class="ident">dataset</span> : pandas.core.frame.DataFrame</code></dt>
+<dd>
+<div class="desc"><p>The dataset for the training step.
+When it is loaded the first time, several variables are defined:
+- lab_names: the labels names/columns of the dataset
+- unique_labs: the unique labels values
+- feat_names: the features names/columns of the dataset
+- train_mask: the mask that refers to the cities that are labeled at least for one risk</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">@property
+def dataset(self) -&gt; pd.DataFrame:
+    &#34;&#34;&#34;
+    The dataset for the training step.
+    When it is loaded the first time, several variables are defined:
+        - lab_names: the labels names/columns of the dataset
+        - unique_labs: the unique labels values
+        - feat_names: the features names/columns of the dataset
+        - train_mask: the mask that refers to the cities that are labeled at least for one risk
+    &#34;&#34;&#34;
+    if self._dataset is None:
+        from data.labeled.preprocessed import LABELED_CITIES, RISKS_MAPPING
+        from data.dataset import DATASET as dataset
+
+        self.lab_names = sorted(RISKS_MAPPING.keys())
+        self.unique_labs = np.unique(dataset[self.lab_names].T.stack().values)
+        self.feat_names = [
+            x
+            for x in dataset.columns
+            if x not in self.lab_names and x not in LABELED_CITIES.columns
+        ]
+        self.train_mask = dataset[self.lab_names].apply(
+            lambda x: all(pd.isnull(x)), axis=1
+        )
+        self._dataset = dataset
+    return self._dataset</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.filled_dataset"><code class="name">var <span class="ident">filled_dataset</span> : pandas.core.frame.DataFrame</code></dt>
+<dd>
+<div class="desc"><p>The dataset that has filled labels, which were produced from the predictions</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">@property
+def filled_dataset(self) -&gt; pd.DataFrame:
+    &#34;&#34;&#34;
+    The dataset that has filled labels, which were produced from the predictions
+    &#34;&#34;&#34;
+    if self._filled_dataset is None:
+        try:
+            self._filled_dataset = pd.read_csv(FILLED_DATASET_PATH)
+        except IOError:
+            raise TrainingRequired(&#34;Filled Dataset&#34;)
+    return self._filled_dataset</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.is_fitted"><code class="name">var <span class="ident">is_fitted</span> : bool</code></dt>
+<dd>
+<div class="desc"><p>Tries to load model from memory/disk, if it fails, returns False, else returns True</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">@property
+def is_fitted(self) -&gt; bool:
+    &#34;&#34;&#34;
+    Tries to load model from memory/disk, if it fails, returns False, else returns True
+    &#34;&#34;&#34;
+    try:
+        self.model
+    except TrainingRequired:
+        return False
+    return True</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.model"><code class="name">var <span class="ident">model</span> : sklearn.pipeline.Pipeline</code></dt>
+<dd>
+<div class="desc"><p>If model is not defined, try to loaded from disk</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">@property
+def model(self) -&gt; Pipeline:
+    &#34;&#34;&#34;
+    If model is not defined, try to loaded from disk
+    &#34;&#34;&#34;
+    if self._model is None:
+        try:
+            from data.model import MODEL
+
+            self._model = MODEL
+        except ImportError:
+            raise TrainingRequired(&#34;Model&#34;)
+    return self._model</code></pre>
+</details>
+</dd>
+</dl>
+<h3>Methods</h3>
+<dl>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.compute_metrics"><code class="name flex">
+<span>def <span class="ident">compute_metrics</span></span>(<span>self, y_true, y_pred)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Compute metrics for regression labels of size nx1</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def compute_metrics(self, y_true, y_pred):
+    &#34;&#34;&#34;
+    Compute metrics for regression labels of size nx1
+    &#34;&#34;&#34;
+    metrics = {}
+    # Interpolate predictions to labels, eg convert 0.2 to 0, 0.7 to 1 etc.
+    y_pred_interp = self.unique_labs[
+        np.abs(np.reshape(self.unique_labs, (-1, 1)) - y_pred).argmin(axis=0)
+    ]
+    metrics[&#34;confusion_matrix&#34;] = confusion_matrix(y_true, y_pred_interp)
+    metrics[&#34;classification_report&#34;] = classification_report(y_true, y_pred)
+    return metrics</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.save_model"><code class="name flex">
+<span>def <span class="ident">save_model</span></span>(<span>self) ‑> NoneType</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Saves model to memory</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def save_model(self) -&gt; None:
+    &#34;&#34;&#34;
+    Saves model to memory
+    &#34;&#34;&#34;
+    with open(os.path.join(MODEL_PATH), &#34;wb&#34;) as out:
+        pickle.dump(self.model, out)
+    import data.model
+
+    importlib.reload(data.model)</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.test"><code class="name flex">
+<span>def <span class="ident">test</span></span>(<span>self, latitude, longitude)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Given a specific latitude and longitude value, either returns saved predictions from the filled dataset, if the point is close to the
+ones that have already been predicted, or uses a REST API to load the country to which the latitude and longitude refer, uses the country data
+to create the feature vector and computes the prediction using the trained models.
+Returns the series of the found labels, which also contain city and country, and the series of booleans which shows which predictions were predicted and which where not.</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def test(self, latitude, longitude):
+    &#34;&#34;&#34;
+    Given a specific latitude and longitude value, either returns saved predictions from the filled dataset, if the point is close to the
+    ones that have already been predicted, or uses a REST API to load the country to which the latitude and longitude refer, uses the country data
+    to create the feature vector and computes the prediction using the trained models.
+    Returns the series of the found labels, which also contain city and country, and the series of booleans which shows which predictions were predicted and which where not.
+    &#34;&#34;&#34;
+    try:
+        from data.model.predictions import FILLED_DATASET, PREDICTION_MASK
+    except ImportError:
+        raise TrainingRequired(&#34;Filled Dataset&#34;)
+    check_existing = FILLED_DATASET.apply(
+        lambda x: is_close((latitude, longitude), (x[&#34;latitude&#34;], x[&#34;longitude&#34;])),
+        axis=1,
+    )
+    if np.any(check_existing):
+        labs = list(sorted(self.model.keys()))
+        return (
+            FILLED_DATASET.loc[check_existing, labs + [&#34;city&#34;, &#34;country&#34;]].iloc[0],
+            PREDICTION_MASK.loc[check_existing, labs].iloc[0],
+        )
+    try:
+        place = get_place(latitude, longitude)
+    except AttributeError:
+        raise InvalidCoordinates
+    from data.unlabeled import COUNTRIES_DATASET
+
+    feats = COUNTRIES_DATASET.loc[place[&#34;code&#34;]]
+    preds = {}
+    mask = {}
+    for label in self.model:
+        preds[label] = self.model[label].predict(feats)[0]
+        mask[label] = True
+    preds[&#34;city&#34;] = place[&#34;city&#34;]
+    preds[&#34;country&#34;] = place[&#34;country&#34;]
+    return pd.Series(preds), pd.Series(mask)</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.ModelHandler.train"><code class="name flex">
+<span>def <span class="ident">train</span></span>(<span>self) ‑> NoneType</span>
+</code></dt>
+<dd>
+<div class="desc"><ul>
+<li>Trains 7 different models, one per each different water security risk.</li>
+<li>Applies feature selection and generation per different model.</li>
+<li>Keeps 0.3 validation size, computes classification metrics, saves them, then fits each model to the whole available dataset for each risk.</li>
+<li>Creates the filled dataset and saves it to disk</li>
+<li>Creates the prediction mask (what labels from the filled dataset were predicted) and saves it to memory</li>
+</ul></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def train(self) -&gt; None:
+    &#34;&#34;&#34;
+    - Trains 7 different models, one per each different water security risk.
+    - Applies feature selection and generation per different model.
+    - Keeps 0.3 validation size, computes classification metrics, saves them, then fits each model to the whole available dataset for each risk.
+    - Creates the filled dataset and saves it to disk
+    - Creates the prediction mask (what labels from the filled dataset were predicted) and saves it to memory
+    &#34;&#34;&#34;
+    dataset = self.dataset
+    labeled = dataset[self.train_mask]
+    labeled[self.lab_names]
+
+    model = {}
+    train_metrics = {}
+    valid_metrics = {}
+    filled_dataset = dataset[self.lab_names + self.id_columns].copy()
+    for label in self.lab_names:
+        train_mask = ~pd.isnull(dataset[label])
+        labeled = dataset.loc[train_mask, :]
+        train_set, valid_set = train_test_split(
+            labeled, test_size=0.3, random_state=RANDOM_SEED
+        )
+
+        model[label] = Pipeline(
+            [
+                (&#34;FeatureSelection&#34;, FeatureSelectionAndGeneration()),
+                (&#34;Classification&#34;, Classifier()),
+            ]
+        )
+        model[label].fit(train_set[self.feat_names], train_set[label])
+        train_preds = model[label].predict(train_set[self.feat_names])
+        valid_preds = model[label].predict(valid_set[self.feat_names])
+        train_metrics[label] = self.compute_metrics(train_set[label], train_preds)
+        valid_metrics[label] = self.compute_metrics(valid_set[label], valid_preds)
+        model[label].fit(labeled[self.feat_names], labeled[label])
+
+        filled_dataset.loc[~train_mask, label] = model[label].predict(
+            dataset.loc[~train_mask, self.feat_names]
+        )
+    self.model = model
+    self.save_model()
+    with open(VALIDATION_METRICS_PATH, &#34;wb&#34;) as out:
+        pickle.dump(valid_metrics, out)
+    with open(TRAINING_METRICS_PATH, &#34;wb&#34;) as out:
+        pickle.dump(train_metrics, out)
+    self.filled_dataset = filled_dataset
+    self.filled_dataset.to_csv(FILLED_DATASET_PATH, index=False)
+    pd.isnull(dataset[self.lab_names]).to_csv(PREDICTION_MASK_PATH, index=False)
+    import data.model.metrics
+
+    importlib.reload(data.model.metrics)
+    import data.model.predictions
+
+    importlib.reload(data.model.predictions)</code></pre>
+</details>
+</dd>
+</dl>
+</dd>
+<dt id="WaterSecurity.classification.model_handler.TrainingRequired"><code class="flex name class">
+<span>class <span class="ident">TrainingRequired</span></span>
+<span>(</span><span>obj)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Exception class to raise if estimator is used before fitting.</p>
+<p>This class inherits from both ValueError and AttributeError to help with
+exception handling and backward compatibility.</p>
+<h2 id="examples">Examples</h2>
+<pre><code class="language-python-repl">&gt;&gt;&gt; from sklearn.svm import LinearSVC
+&gt;&gt;&gt; from sklearn.exceptions import NotFittedError
+&gt;&gt;&gt; try:
+...     LinearSVC().predict([[1, 2], [2, 3], [3, 4]])
+... except NotFittedError as e:
+...     print(repr(e))
+NotFittedError(&quot;This LinearSVC instance is not fitted yet. Call 'fit' with
+appropriate arguments before using this estimator.&quot;...)
+</code></pre>
+<div class="admonition versionchanged">
+<p class="admonition-title">Changed in version:&ensp;0.18</p>
+<p>Moved from sklearn.utils.validation.</p>
+</div></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class TrainingRequired(NotFittedError):
+    def __init__(self, obj):
+        super().__init__(f&#34;{obj} could not be loaded. Training model is required&#34;)</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>sklearn.exceptions.NotFittedError</li>
+<li>builtins.ValueError</li>
+<li>builtins.AttributeError</li>
+<li>builtins.Exception</li>
+<li>builtins.BaseException</li>
+</ul>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.classification" href="index.html">WaterSecurity.classification</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.classification.model_handler.InvalidCoordinates" href="#WaterSecurity.classification.model_handler.InvalidCoordinates">InvalidCoordinates</a></code></h4>
+</li>
+<li>
+<h4><code><a title="WaterSecurity.classification.model_handler.ModelHandler" href="#WaterSecurity.classification.model_handler.ModelHandler">ModelHandler</a></code></h4>
+<ul class="two-column">
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.compute_metrics" href="#WaterSecurity.classification.model_handler.ModelHandler.compute_metrics">compute_metrics</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.dataset" href="#WaterSecurity.classification.model_handler.ModelHandler.dataset">dataset</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.filled_dataset" href="#WaterSecurity.classification.model_handler.ModelHandler.filled_dataset">filled_dataset</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.is_fitted" href="#WaterSecurity.classification.model_handler.ModelHandler.is_fitted">is_fitted</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.model" href="#WaterSecurity.classification.model_handler.ModelHandler.model">model</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.save_model" href="#WaterSecurity.classification.model_handler.ModelHandler.save_model">save_model</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.test" href="#WaterSecurity.classification.model_handler.ModelHandler.test">test</a></code></li>
+<li><code><a title="WaterSecurity.classification.model_handler.ModelHandler.train" href="#WaterSecurity.classification.model_handler.ModelHandler.train">train</a></code></li>
+</ul>
+</li>
+<li>
+<h4><code><a title="WaterSecurity.classification.model_handler.TrainingRequired" href="#WaterSecurity.classification.model_handler.TrainingRequired">TrainingRequired</a></code></h4>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
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diff --git a/documentation/WaterSecurity/index.html b/documentation/WaterSecurity/index.html
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+<title>WaterSecurity API documentation</title>
+<meta name="description" content="" />
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+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Package <code>WaterSecurity</code></h1>
+</header>
+<section id="section-intro">
+</section>
+<section>
+<h2 class="section-title" id="header-submodules">Sub-modules</h2>
+<dl>
+<dt><code class="name"><a title="WaterSecurity.classification" href="classification/index.html">WaterSecurity.classification</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.labeled_preprocessing" href="labeled_preprocessing/index.html">WaterSecurity.labeled_preprocessing</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.unlabeled_preprocessing" href="unlabeled_preprocessing/index.html">WaterSecurity.unlabeled_preprocessing</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.utils" href="utils/index.html">WaterSecurity.utils</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3><a href="#header-submodules">Sub-modules</a></h3>
+<ul>
+<li><code><a title="WaterSecurity.classification" href="classification/index.html">WaterSecurity.classification</a></code></li>
+<li><code><a title="WaterSecurity.labeled_preprocessing" href="labeled_preprocessing/index.html">WaterSecurity.labeled_preprocessing</a></code></li>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing" href="unlabeled_preprocessing/index.html">WaterSecurity.unlabeled_preprocessing</a></code></li>
+<li><code><a title="WaterSecurity.utils" href="utils/index.html">WaterSecurity.utils</a></code></li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
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diff --git a/documentation/WaterSecurity/labeled_preprocessing/imputation.html b/documentation/WaterSecurity/labeled_preprocessing/imputation.html
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+<!doctype html>
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+<head>
+<meta charset="utf-8">
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+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.labeled_preprocessing.imputation API documentation</title>
+<meta name="description" content="" />
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+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.labeled_preprocessing.imputation</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from sklearn.experimental import enable_iterative_imputer
+from sklearn.impute import IterativeImputer
+from sklearn.neighbors import KNeighborsRegressor
+from sklearn.ensemble import RandomForestClassifier
+from sklearn.pipeline import make_pipeline
+from sklearn.feature_selection import SelectKBest, f_classif
+import numpy as np
+
+
+class LabeledDatasetImputer:
+    &#34;&#34;&#34;
+    Imputes missing data on y. Assumes also missing data on X. Uses two different types of imputation, as it assumes that y is Categorical
+    k_features_per_label: the number of features to keep from X for the imputation, defaults to 0 (no features selection)
+    verbose: verbosity of the iterative imputers, defaults to 0
+    seed: the random seed, defaults to 42
+    labels_est: the estimator object to be used during labels imputation
+    feats_est: the estimator object to be used during features estimation
+    &#34;&#34;&#34;
+
+    def __init__(
+        self,
+        k_features_per_label=0,
+        verbose=0,
+        seed=42,
+        labels_est=None,
+        feats_est=None,
+    ):
+        self.x_imputer = None
+        self.y_imputer = None
+        self.verbose = verbose
+        self.selection_mask = None
+        self.seed = seed
+        self.k_features_per_label = k_features_per_label
+        self.labels_est = labels_est
+        self.feats_est = feats_est
+
+    def create_selection_mask(self, X, y):
+        if not self.k_features_per_label:
+            return np.zeros(X.shape[1]) == 0
+        selection_mask = None
+        for cnt in range(y.shape[1]):
+            labeled = ~np.isnan(y[:, cnt])
+            _y = y[labeled, cnt]
+            _x = X[labeled, :]
+
+            selector = SelectKBest(f_classif, k=self.k_features_per_label).fit(
+                np.nan_to_num(_x), _y
+            )
+            if selection_mask is None:
+                selection_mask = selector.get_support()
+            else:
+                selection_mask = (selection_mask + selector.get_support()) &gt; 0
+        return selection_mask
+
+    def fit_transform(self, X, y, ret_imputed_x=False):
+        &#34;&#34;&#34;
+        X: nxp matrix
+        y: nxv matrix
+        Both matrices are allowed to have missing values
+        if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+        &#34;&#34;&#34;
+        print(&#34;Applying feature selection..&#34;)
+        self.selection_mask = self.create_selection_mask(X, y)
+        if self.feats_est is None:
+            self.feats_est = KNeighborsRegressor(n_neighbors=5)
+
+        print(f&#34;Creating imputed X using {self.feats_est.__class__.__name__}..&#34;)
+        self.x_imputer = IterativeImputer(
+            estimator=self.feats_est,
+            initial_strategy=&#34;most_frequent&#34;,
+            verbose=self.verbose,
+            n_nearest_features=200,
+            random_state=self.seed,
+            skip_complete=True,
+        )
+        imputed_x = self.x_imputer.fit_transform(X[:, self.selection_mask])
+        if self.labels_est is None:
+            self.labels_est = make_pipeline(
+                SelectKBest(
+                    f_classif, k=min(int(0.1 * X.shape[0]), imputed_x.shape[1])
+                ),
+                RandomForestClassifier(n_estimators=50, random_state=self.seed),
+            )
+        print(f&#34;Creating imputed Y using {self.labels_est.__class__.__name__}..&#34;)
+        self.y_imputer = IterativeImputer(
+            estimator=self.labels_est,
+            initial_strategy=&#34;most_frequent&#34;,
+            max_iter=10,
+            random_state=self.seed,
+            skip_complete=True,
+            verbose=self.verbose,
+        )
+        imputed_y = self.y_imputer.fit_transform(np.hstack([y, imputed_x]))[
+            :, : y.shape[1]
+        ]
+        if ret_imputed_x:
+            return imputed_x, imputed_y
+        return imputed_y
+
+    def transform(self, X, y, ret_imputed_x=False):
+        &#34;&#34;&#34;
+        X: nxp matrix
+        y: nxv matrix
+        Both matrices are allowed to have missing values
+        if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+        &#34;&#34;&#34;
+        imputed_x = self.x_imputer.transform(X[:, self.selection_mask])
+        ret = self.y_imputer.transform(np.hstack([y, imputed_x]))[:, : y.shape[1]]
+        if ret_imputed_x:
+            return imputed_x, ret
+        return ret</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer"><code class="flex name class">
+<span>class <span class="ident">LabeledDatasetImputer</span></span>
+<span>(</span><span>k_features_per_label=0, verbose=0, seed=42, labels_est=None, feats_est=None)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Imputes missing data on y. Assumes also missing data on X. Uses two different types of imputation, as it assumes that y is Categorical
+k_features_per_label: the number of features to keep from X for the imputation, defaults to 0 (no features selection)
+verbose: verbosity of the iterative imputers, defaults to 0
+seed: the random seed, defaults to 42
+labels_est: the estimator object to be used during labels imputation
+feats_est: the estimator object to be used during features estimation</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class LabeledDatasetImputer:
+    &#34;&#34;&#34;
+    Imputes missing data on y. Assumes also missing data on X. Uses two different types of imputation, as it assumes that y is Categorical
+    k_features_per_label: the number of features to keep from X for the imputation, defaults to 0 (no features selection)
+    verbose: verbosity of the iterative imputers, defaults to 0
+    seed: the random seed, defaults to 42
+    labels_est: the estimator object to be used during labels imputation
+    feats_est: the estimator object to be used during features estimation
+    &#34;&#34;&#34;
+
+    def __init__(
+        self,
+        k_features_per_label=0,
+        verbose=0,
+        seed=42,
+        labels_est=None,
+        feats_est=None,
+    ):
+        self.x_imputer = None
+        self.y_imputer = None
+        self.verbose = verbose
+        self.selection_mask = None
+        self.seed = seed
+        self.k_features_per_label = k_features_per_label
+        self.labels_est = labels_est
+        self.feats_est = feats_est
+
+    def create_selection_mask(self, X, y):
+        if not self.k_features_per_label:
+            return np.zeros(X.shape[1]) == 0
+        selection_mask = None
+        for cnt in range(y.shape[1]):
+            labeled = ~np.isnan(y[:, cnt])
+            _y = y[labeled, cnt]
+            _x = X[labeled, :]
+
+            selector = SelectKBest(f_classif, k=self.k_features_per_label).fit(
+                np.nan_to_num(_x), _y
+            )
+            if selection_mask is None:
+                selection_mask = selector.get_support()
+            else:
+                selection_mask = (selection_mask + selector.get_support()) &gt; 0
+        return selection_mask
+
+    def fit_transform(self, X, y, ret_imputed_x=False):
+        &#34;&#34;&#34;
+        X: nxp matrix
+        y: nxv matrix
+        Both matrices are allowed to have missing values
+        if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+        &#34;&#34;&#34;
+        print(&#34;Applying feature selection..&#34;)
+        self.selection_mask = self.create_selection_mask(X, y)
+        if self.feats_est is None:
+            self.feats_est = KNeighborsRegressor(n_neighbors=5)
+
+        print(f&#34;Creating imputed X using {self.feats_est.__class__.__name__}..&#34;)
+        self.x_imputer = IterativeImputer(
+            estimator=self.feats_est,
+            initial_strategy=&#34;most_frequent&#34;,
+            verbose=self.verbose,
+            n_nearest_features=200,
+            random_state=self.seed,
+            skip_complete=True,
+        )
+        imputed_x = self.x_imputer.fit_transform(X[:, self.selection_mask])
+        if self.labels_est is None:
+            self.labels_est = make_pipeline(
+                SelectKBest(
+                    f_classif, k=min(int(0.1 * X.shape[0]), imputed_x.shape[1])
+                ),
+                RandomForestClassifier(n_estimators=50, random_state=self.seed),
+            )
+        print(f&#34;Creating imputed Y using {self.labels_est.__class__.__name__}..&#34;)
+        self.y_imputer = IterativeImputer(
+            estimator=self.labels_est,
+            initial_strategy=&#34;most_frequent&#34;,
+            max_iter=10,
+            random_state=self.seed,
+            skip_complete=True,
+            verbose=self.verbose,
+        )
+        imputed_y = self.y_imputer.fit_transform(np.hstack([y, imputed_x]))[
+            :, : y.shape[1]
+        ]
+        if ret_imputed_x:
+            return imputed_x, imputed_y
+        return imputed_y
+
+    def transform(self, X, y, ret_imputed_x=False):
+        &#34;&#34;&#34;
+        X: nxp matrix
+        y: nxv matrix
+        Both matrices are allowed to have missing values
+        if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+        &#34;&#34;&#34;
+        imputed_x = self.x_imputer.transform(X[:, self.selection_mask])
+        ret = self.y_imputer.transform(np.hstack([y, imputed_x]))[:, : y.shape[1]]
+        if ret_imputed_x:
+            return imputed_x, ret
+        return ret</code></pre>
+</details>
+<h3>Methods</h3>
+<dl>
+<dt id="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.create_selection_mask"><code class="name flex">
+<span>def <span class="ident">create_selection_mask</span></span>(<span>self, X, y)</span>
+</code></dt>
+<dd>
+<div class="desc"></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def create_selection_mask(self, X, y):
+    if not self.k_features_per_label:
+        return np.zeros(X.shape[1]) == 0
+    selection_mask = None
+    for cnt in range(y.shape[1]):
+        labeled = ~np.isnan(y[:, cnt])
+        _y = y[labeled, cnt]
+        _x = X[labeled, :]
+
+        selector = SelectKBest(f_classif, k=self.k_features_per_label).fit(
+            np.nan_to_num(_x), _y
+        )
+        if selection_mask is None:
+            selection_mask = selector.get_support()
+        else:
+            selection_mask = (selection_mask + selector.get_support()) &gt; 0
+    return selection_mask</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.fit_transform"><code class="name flex">
+<span>def <span class="ident">fit_transform</span></span>(<span>self, X, y, ret_imputed_x=False)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>X: nxp matrix
+y: nxv matrix
+Both matrices are allowed to have missing values
+if <code>ret_imputed_x</code>, return (imputed_x,imputed_y), otherwise return imputed_y</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fit_transform(self, X, y, ret_imputed_x=False):
+    &#34;&#34;&#34;
+    X: nxp matrix
+    y: nxv matrix
+    Both matrices are allowed to have missing values
+    if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+    &#34;&#34;&#34;
+    print(&#34;Applying feature selection..&#34;)
+    self.selection_mask = self.create_selection_mask(X, y)
+    if self.feats_est is None:
+        self.feats_est = KNeighborsRegressor(n_neighbors=5)
+
+    print(f&#34;Creating imputed X using {self.feats_est.__class__.__name__}..&#34;)
+    self.x_imputer = IterativeImputer(
+        estimator=self.feats_est,
+        initial_strategy=&#34;most_frequent&#34;,
+        verbose=self.verbose,
+        n_nearest_features=200,
+        random_state=self.seed,
+        skip_complete=True,
+    )
+    imputed_x = self.x_imputer.fit_transform(X[:, self.selection_mask])
+    if self.labels_est is None:
+        self.labels_est = make_pipeline(
+            SelectKBest(
+                f_classif, k=min(int(0.1 * X.shape[0]), imputed_x.shape[1])
+            ),
+            RandomForestClassifier(n_estimators=50, random_state=self.seed),
+        )
+    print(f&#34;Creating imputed Y using {self.labels_est.__class__.__name__}..&#34;)
+    self.y_imputer = IterativeImputer(
+        estimator=self.labels_est,
+        initial_strategy=&#34;most_frequent&#34;,
+        max_iter=10,
+        random_state=self.seed,
+        skip_complete=True,
+        verbose=self.verbose,
+    )
+    imputed_y = self.y_imputer.fit_transform(np.hstack([y, imputed_x]))[
+        :, : y.shape[1]
+    ]
+    if ret_imputed_x:
+        return imputed_x, imputed_y
+    return imputed_y</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.transform"><code class="name flex">
+<span>def <span class="ident">transform</span></span>(<span>self, X, y, ret_imputed_x=False)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>X: nxp matrix
+y: nxv matrix
+Both matrices are allowed to have missing values
+if <code>ret_imputed_x</code>, return (imputed_x,imputed_y), otherwise return imputed_y</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def transform(self, X, y, ret_imputed_x=False):
+    &#34;&#34;&#34;
+    X: nxp matrix
+    y: nxv matrix
+    Both matrices are allowed to have missing values
+    if `ret_imputed_x`, return (imputed_x,imputed_y), otherwise return imputed_y
+    &#34;&#34;&#34;
+    imputed_x = self.x_imputer.transform(X[:, self.selection_mask])
+    ret = self.y_imputer.transform(np.hstack([y, imputed_x]))[:, : y.shape[1]]
+    if ret_imputed_x:
+        return imputed_x, ret
+    return ret</code></pre>
+</details>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.labeled_preprocessing" href="index.html">WaterSecurity.labeled_preprocessing</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer" href="#WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer">LabeledDatasetImputer</a></code></h4>
+<ul class="">
+<li><code><a title="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.create_selection_mask" href="#WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.create_selection_mask">create_selection_mask</a></code></li>
+<li><code><a title="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.fit_transform" href="#WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.fit_transform">fit_transform</a></code></li>
+<li><code><a title="WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.transform" href="#WaterSecurity.labeled_preprocessing.imputation.LabeledDatasetImputer.transform">transform</a></code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
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diff --git a/documentation/WaterSecurity/labeled_preprocessing/index.html b/documentation/WaterSecurity/labeled_preprocessing/index.html
new file mode 100644
index 0000000..b903ad0
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+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
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+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.labeled_preprocessing</code></h1>
+</header>
+<section id="section-intro">
+</section>
+<section>
+<h2 class="section-title" id="header-submodules">Sub-modules</h2>
+<dl>
+<dt><code class="name"><a title="WaterSecurity.labeled_preprocessing.imputation" href="imputation.html">WaterSecurity.labeled_preprocessing.imputation</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity" href="../index.html">WaterSecurity</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-submodules">Sub-modules</a></h3>
+<ul>
+<li><code><a title="WaterSecurity.labeled_preprocessing.imputation" href="imputation.html">WaterSecurity.labeled_preprocessing.imputation</a></code></li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
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diff --git a/documentation/WaterSecurity/unlabeled_preprocessing/helpers.html b/documentation/WaterSecurity/unlabeled_preprocessing/helpers.html
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+<!doctype html>
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+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.unlabeled_preprocessing.helpers API documentation</title>
+<meta name="description" content="" />
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+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
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+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.unlabeled_preprocessing.helpers</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from sklearn.experimental import enable_iterative_imputer
+from sklearn.impute import IterativeImputer
+import pandas as pd
+
+def dropColumnHalf(df):
+    &#34;&#34;&#34;
+    Removes columns where the number of missig values is 50% or more
+    &#34;&#34;&#34;
+    df.dropna(thresh=len(df.index)/2, axis=1, inplace=True)
+
+def fill_missing_with_column(df, into, fro):
+    &#34;&#34;&#34;
+    Merges one column into the other filling null values of the into colun and removing the fro column
+    &#34;&#34;&#34;
+    df[into] = df[into].combine_first(df[fro])
+    df.drop([fro], axis=1, inplace = True)
+
+    
+def impute_df(df,verbose=0, **kwargs):
+    &#34;&#34;&#34;
+    Imputes a df and returns a dataframe with the original and imputed values
+    &#34;&#34;&#34;
+    imp = IterativeImputer(verbose=verbose, **kwargs)
+    imp.fit_transform(df)
+    imputed_df = imp.transform(df)
+    return pd.DataFrame(imputed_df, columns=df.columns,index=df.index)
+
+def print_missing_percentages(df):
+    &#34;&#34;&#34;
+    Max, min and mean number of missing values for the columns
+    &#34;&#34;&#34;
+    percent_missing = df.isnull().sum() * 100 / len(df)
+    max_missing = percent_missing.max()
+    min_missing = percent_missing.min()
+    mean_missing = percent_missing.mean()
+    print(&#34;Max, min and mean number of missing values for the columns&#34;)
+    print(&#34;Max:&#34;, max_missing,&#39;%&#39;)
+    print(&#34;Min:&#34;, min_missing,&#39;%&#39;)
+    print(&#34;Mean:&#34;, mean_missing,&#39;%&#39;)
+    return min_missing, max_missing
+
+
+def find_all_integer_columns(df):
+    &#34;&#34;&#34;
+    Returns an array of all colums that contain only integers or null values
+    &#34;&#34;&#34;
+    integer_columns = df.applymap(lambda x: int(x)==x if pd.notnull(x) else x).prod().values.astype(bool)
+    return df.columns[integer_columns].values</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-functions">Functions</h2>
+<dl>
+<dt id="WaterSecurity.unlabeled_preprocessing.helpers.dropColumnHalf"><code class="name flex">
+<span>def <span class="ident">dropColumnHalf</span></span>(<span>df)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Removes columns where the number of missig values is 50% or more</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def dropColumnHalf(df):
+    &#34;&#34;&#34;
+    Removes columns where the number of missig values is 50% or more
+    &#34;&#34;&#34;
+    df.dropna(thresh=len(df.index)/2, axis=1, inplace=True)</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.unlabeled_preprocessing.helpers.fill_missing_with_column"><code class="name flex">
+<span>def <span class="ident">fill_missing_with_column</span></span>(<span>df, into, fro)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Merges one column into the other filling null values of the into colun and removing the fro column</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fill_missing_with_column(df, into, fro):
+    &#34;&#34;&#34;
+    Merges one column into the other filling null values of the into colun and removing the fro column
+    &#34;&#34;&#34;
+    df[into] = df[into].combine_first(df[fro])
+    df.drop([fro], axis=1, inplace = True)</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.unlabeled_preprocessing.helpers.find_all_integer_columns"><code class="name flex">
+<span>def <span class="ident">find_all_integer_columns</span></span>(<span>df)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Returns an array of all colums that contain only integers or null values</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def find_all_integer_columns(df):
+    &#34;&#34;&#34;
+    Returns an array of all colums that contain only integers or null values
+    &#34;&#34;&#34;
+    integer_columns = df.applymap(lambda x: int(x)==x if pd.notnull(x) else x).prod().values.astype(bool)
+    return df.columns[integer_columns].values</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.unlabeled_preprocessing.helpers.impute_df"><code class="name flex">
+<span>def <span class="ident">impute_df</span></span>(<span>df, verbose=0, **kwargs)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Imputes a df and returns a dataframe with the original and imputed values</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def impute_df(df,verbose=0, **kwargs):
+    &#34;&#34;&#34;
+    Imputes a df and returns a dataframe with the original and imputed values
+    &#34;&#34;&#34;
+    imp = IterativeImputer(verbose=verbose, **kwargs)
+    imp.fit_transform(df)
+    imputed_df = imp.transform(df)
+    return pd.DataFrame(imputed_df, columns=df.columns,index=df.index)</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.unlabeled_preprocessing.helpers.print_missing_percentages"><code class="name flex">
+<span>def <span class="ident">print_missing_percentages</span></span>(<span>df)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Max, min and mean number of missing values for the columns</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def print_missing_percentages(df):
+    &#34;&#34;&#34;
+    Max, min and mean number of missing values for the columns
+    &#34;&#34;&#34;
+    percent_missing = df.isnull().sum() * 100 / len(df)
+    max_missing = percent_missing.max()
+    min_missing = percent_missing.min()
+    mean_missing = percent_missing.mean()
+    print(&#34;Max, min and mean number of missing values for the columns&#34;)
+    print(&#34;Max:&#34;, max_missing,&#39;%&#39;)
+    print(&#34;Min:&#34;, min_missing,&#39;%&#39;)
+    print(&#34;Mean:&#34;, mean_missing,&#39;%&#39;)
+    return min_missing, max_missing</code></pre>
+</details>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing" href="index.html">WaterSecurity.unlabeled_preprocessing</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-functions">Functions</a></h3>
+<ul class="">
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers.dropColumnHalf" href="#WaterSecurity.unlabeled_preprocessing.helpers.dropColumnHalf">dropColumnHalf</a></code></li>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers.fill_missing_with_column" href="#WaterSecurity.unlabeled_preprocessing.helpers.fill_missing_with_column">fill_missing_with_column</a></code></li>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers.find_all_integer_columns" href="#WaterSecurity.unlabeled_preprocessing.helpers.find_all_integer_columns">find_all_integer_columns</a></code></li>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers.impute_df" href="#WaterSecurity.unlabeled_preprocessing.helpers.impute_df">impute_df</a></code></li>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers.print_missing_percentages" href="#WaterSecurity.unlabeled_preprocessing.helpers.print_missing_percentages">print_missing_percentages</a></code></li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
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diff --git a/documentation/WaterSecurity/unlabeled_preprocessing/index.html b/documentation/WaterSecurity/unlabeled_preprocessing/index.html
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+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.unlabeled_preprocessing API documentation</title>
+<meta name="description" content="" />
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+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
+<style>:root{--highlight-color:#fe9}.flex{display:flex !important}body{line-height:1.5em}#content{padding:20px}#sidebar{padding:30px;overflow:hidden}#sidebar > *:last-child{margin-bottom:2cm}.http-server-breadcrumbs{font-size:130%;margin:0 0 15px 0}#footer{font-size:.75em;padding:5px 30px;border-top:1px solid #ddd;text-align:right}#footer p{margin:0 0 0 1em;display:inline-block}#footer p:last-child{margin-right:30px}h1,h2,h3,h4,h5{font-weight:300}h1{font-size:2.5em;line-height:1.1em}h2{font-size:1.75em;margin:1em 0 .50em 0}h3{font-size:1.4em;margin:25px 0 10px 0}h4{margin:0;font-size:105%}h1:target,h2:target,h3:target,h4:target,h5:target,h6:target{background:var(--highlight-color);padding:.2em 0}a{color:#058;text-decoration:none;transition:color .3s ease-in-out}a:hover{color:#e82}.title code{font-weight:bold}h2[id^="header-"]{margin-top:2em}.ident{color:#900}pre code{background:#f8f8f8;font-size:.8em;line-height:1.4em}code{background:#f2f2f1;padding:1px 4px;overflow-wrap:break-word}h1 code{background:transparent}pre{background:#f8f8f8;border:0;border-top:1px solid #ccc;border-bottom:1px solid #ccc;margin:1em 0;padding:1ex}#http-server-module-list{display:flex;flex-flow:column}#http-server-module-list div{display:flex}#http-server-module-list dt{min-width:10%}#http-server-module-list p{margin-top:0}.toc ul,#index{list-style-type:none;margin:0;padding:0}#index code{background:transparent}#index h3{border-bottom:1px solid #ddd}#index ul{padding:0}#index h4{margin-top:.6em;font-weight:bold}@media (min-width:200ex){#index .two-column{column-count:2}}@media (min-width:300ex){#index .two-column{column-count:3}}dl{margin-bottom:2em}dl dl:last-child{margin-bottom:4em}dd{margin:0 0 1em 3em}#header-classes + dl > dd{margin-bottom:3em}dd dd{margin-left:2em}dd p{margin:10px 0}.name{background:#eee;font-weight:bold;font-size:.85em;padding:5px 10px;display:inline-block;min-width:40%}.name:hover{background:#e0e0e0}dt:target .name{background:var(--highlight-color)}.name > span:first-child{white-space:nowrap}.name.class > span:nth-child(2){margin-left:.4em}.inherited{color:#999;border-left:5px solid #eee;padding-left:1em}.inheritance em{font-style:normal;font-weight:bold}.desc h2{font-weight:400;font-size:1.25em}.desc h3{font-size:1em}.desc dt code{background:inherit}.source summary,.git-link-div{color:#666;text-align:right;font-weight:400;font-size:.8em;text-transform:uppercase}.source summary > *{white-space:nowrap;cursor:pointer}.git-link{color:inherit;margin-left:1em}.source pre{max-height:500px;overflow:auto;margin:0}.source pre code{font-size:12px;overflow:visible}.hlist{list-style:none}.hlist li{display:inline}.hlist li:after{content:',\2002'}.hlist li:last-child:after{content:none}.hlist .hlist{display:inline;padding-left:1em}img{max-width:100%}td{padding:0 .5em}.admonition{padding:.1em .5em;margin-bottom:1em}.admonition-title{font-weight:bold}.admonition.note,.admonition.info,.admonition.important{background:#aef}.admonition.todo,.admonition.versionadded,.admonition.tip,.admonition.hint{background:#dfd}.admonition.warning,.admonition.versionchanged,.admonition.deprecated{background:#fd4}.admonition.error,.admonition.danger,.admonition.caution{background:lightpink}</style>
+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.unlabeled_preprocessing</code></h1>
+</header>
+<section id="section-intro">
+</section>
+<section>
+<h2 class="section-title" id="header-submodules">Sub-modules</h2>
+<dl>
+<dt><code class="name"><a title="WaterSecurity.unlabeled_preprocessing.helpers" href="helpers.html">WaterSecurity.unlabeled_preprocessing.helpers</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity" href="../index.html">WaterSecurity</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-submodules">Sub-modules</a></h3>
+<ul>
+<li><code><a title="WaterSecurity.unlabeled_preprocessing.helpers" href="helpers.html">WaterSecurity.unlabeled_preprocessing.helpers</a></code></li>
+</ul>
+</li>
+</ul>
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+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
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diff --git a/documentation/WaterSecurity/utils/geo.html b/documentation/WaterSecurity/utils/geo.html
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+<!doctype html>
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+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.utils.geo</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">from math import sqrt
+import requests
+
+import xml.etree.ElementTree as ET
+from typing import TypedDict
+import haversine as hs
+
+TWO_TO_THREE_LETTER_CODE = {
+    &#34;AF&#34;: &#34;AFG&#34;,
+    &#34;AX&#34;: &#34;ALA&#34;,
+    &#34;AL&#34;: &#34;ALB&#34;,
+    &#34;DZ&#34;: &#34;DZA&#34;,
+    &#34;AS&#34;: &#34;ASM&#34;,
+    &#34;AD&#34;: &#34;AND&#34;,
+    &#34;AO&#34;: &#34;AGO&#34;,
+    &#34;AI&#34;: &#34;AIA&#34;,
+    &#34;AQ&#34;: &#34;ATA&#34;,
+    &#34;AG&#34;: &#34;ATG&#34;,
+    &#34;AR&#34;: &#34;ARG&#34;,
+    &#34;AM&#34;: &#34;ARM&#34;,
+    &#34;AW&#34;: &#34;ABW&#34;,
+    &#34;AU&#34;: &#34;AUS&#34;,
+    &#34;AT&#34;: &#34;AUT&#34;,
+    &#34;AZ&#34;: &#34;AZE&#34;,
+    &#34;BS&#34;: &#34;BHS&#34;,
+    &#34;BH&#34;: &#34;BHR&#34;,
+    &#34;BD&#34;: &#34;BGD&#34;,
+    &#34;BB&#34;: &#34;BRB&#34;,
+    &#34;BY&#34;: &#34;BLR&#34;,
+    &#34;BE&#34;: &#34;BEL&#34;,
+    &#34;BZ&#34;: &#34;BLZ&#34;,
+    &#34;BJ&#34;: &#34;BEN&#34;,
+    &#34;BM&#34;: &#34;BMU&#34;,
+    &#34;BT&#34;: &#34;BTN&#34;,
+    &#34;BO&#34;: &#34;BOL&#34;,
+    &#34;BA&#34;: &#34;BIH&#34;,
+    &#34;BW&#34;: &#34;BWA&#34;,
+    &#34;BV&#34;: &#34;BVT&#34;,
+    &#34;BR&#34;: &#34;BRA&#34;,
+    &#34;IO&#34;: &#34;IOT&#34;,
+    &#34;BN&#34;: &#34;BRN&#34;,
+    &#34;BG&#34;: &#34;BGR&#34;,
+    &#34;BF&#34;: &#34;BFA&#34;,
+    &#34;BI&#34;: &#34;BDI&#34;,
+    &#34;KH&#34;: &#34;KHM&#34;,
+    &#34;CM&#34;: &#34;CMR&#34;,
+    &#34;CA&#34;: &#34;CAN&#34;,
+    &#34;CV&#34;: &#34;CPV&#34;,
+    &#34;KY&#34;: &#34;CYM&#34;,
+    &#34;CF&#34;: &#34;CAF&#34;,
+    &#34;TD&#34;: &#34;TCD&#34;,
+    &#34;CL&#34;: &#34;CHL&#34;,
+    &#34;CN&#34;: &#34;CHN&#34;,
+    &#34;CX&#34;: &#34;CXR&#34;,
+    &#34;CC&#34;: &#34;CCK&#34;,
+    &#34;CO&#34;: &#34;COL&#34;,
+    &#34;KM&#34;: &#34;COM&#34;,
+    &#34;CG&#34;: &#34;COG&#34;,
+    &#34;CD&#34;: &#34;COD&#34;,
+    &#34;CK&#34;: &#34;COK&#34;,
+    &#34;CR&#34;: &#34;CRI&#34;,
+    &#34;CI&#34;: &#34;CIV&#34;,
+    &#34;HR&#34;: &#34;HRV&#34;,
+    &#34;CU&#34;: &#34;CUB&#34;,
+    &#34;CY&#34;: &#34;CYP&#34;,
+    &#34;CZ&#34;: &#34;CZE&#34;,
+    &#34;DK&#34;: &#34;DNK&#34;,
+    &#34;DJ&#34;: &#34;DJI&#34;,
+    &#34;DM&#34;: &#34;DMA&#34;,
+    &#34;DO&#34;: &#34;DOM&#34;,
+    &#34;EC&#34;: &#34;ECU&#34;,
+    &#34;EG&#34;: &#34;EGY&#34;,
+    &#34;SV&#34;: &#34;SLV&#34;,
+    &#34;GQ&#34;: &#34;GNQ&#34;,
+    &#34;ER&#34;: &#34;ERI&#34;,
+    &#34;EE&#34;: &#34;EST&#34;,
+    &#34;ET&#34;: &#34;ETH&#34;,
+    &#34;FK&#34;: &#34;FLK&#34;,
+    &#34;FO&#34;: &#34;FRO&#34;,
+    &#34;FJ&#34;: &#34;FJI&#34;,
+    &#34;FI&#34;: &#34;FIN&#34;,
+    &#34;FR&#34;: &#34;FRA&#34;,
+    &#34;GF&#34;: &#34;GUF&#34;,
+    &#34;PF&#34;: &#34;PYF&#34;,
+    &#34;TF&#34;: &#34;ATF&#34;,
+    &#34;GA&#34;: &#34;GAB&#34;,
+    &#34;GM&#34;: &#34;GMB&#34;,
+    &#34;GE&#34;: &#34;GEO&#34;,
+    &#34;DE&#34;: &#34;DEU&#34;,
+    &#34;GH&#34;: &#34;GHA&#34;,
+    &#34;GI&#34;: &#34;GIB&#34;,
+    &#34;GR&#34;: &#34;GRC&#34;,
+    &#34;GL&#34;: &#34;GRL&#34;,
+    &#34;GD&#34;: &#34;GRD&#34;,
+    &#34;GP&#34;: &#34;GLP&#34;,
+    &#34;GU&#34;: &#34;GUM&#34;,
+    &#34;GT&#34;: &#34;GTM&#34;,
+    &#34;GG&#34;: &#34;GGY&#34;,
+    &#34;GN&#34;: &#34;GIN&#34;,
+    &#34;GW&#34;: &#34;GNB&#34;,
+    &#34;GY&#34;: &#34;GUY&#34;,
+    &#34;HT&#34;: &#34;HTI&#34;,
+    &#34;HM&#34;: &#34;HMD&#34;,
+    &#34;VA&#34;: &#34;VAT&#34;,
+    &#34;HN&#34;: &#34;HND&#34;,
+    &#34;HK&#34;: &#34;HKG&#34;,
+    &#34;HU&#34;: &#34;HUN&#34;,
+    &#34;IS&#34;: &#34;ISL&#34;,
+    &#34;IN&#34;: &#34;IND&#34;,
+    &#34;ID&#34;: &#34;IDN&#34;,
+    &#34;IR&#34;: &#34;IRN&#34;,
+    &#34;IQ&#34;: &#34;IRQ&#34;,
+    &#34;IE&#34;: &#34;IRL&#34;,
+    &#34;IM&#34;: &#34;IMN&#34;,
+    &#34;IL&#34;: &#34;ISR&#34;,
+    &#34;IT&#34;: &#34;ITA&#34;,
+    &#34;JM&#34;: &#34;JAM&#34;,
+    &#34;JP&#34;: &#34;JPN&#34;,
+    &#34;JE&#34;: &#34;JEY&#34;,
+    &#34;JO&#34;: &#34;JOR&#34;,
+    &#34;KZ&#34;: &#34;KAZ&#34;,
+    &#34;KE&#34;: &#34;KEN&#34;,
+    &#34;KI&#34;: &#34;KIR&#34;,
+    &#34;KP&#34;: &#34;PRK&#34;,
+    &#34;KR&#34;: &#34;KOR&#34;,
+    &#34;KW&#34;: &#34;KWT&#34;,
+    &#34;KG&#34;: &#34;KGZ&#34;,
+    &#34;LA&#34;: &#34;LAO&#34;,
+    &#34;LV&#34;: &#34;LVA&#34;,
+    &#34;LB&#34;: &#34;LBN&#34;,
+    &#34;LS&#34;: &#34;LSO&#34;,
+    &#34;LR&#34;: &#34;LBR&#34;,
+    &#34;LY&#34;: &#34;LBY&#34;,
+    &#34;LI&#34;: &#34;LIE&#34;,
+    &#34;LT&#34;: &#34;LTU&#34;,
+    &#34;LU&#34;: &#34;LUX&#34;,
+    &#34;MO&#34;: &#34;MAC&#34;,
+    &#34;MK&#34;: &#34;MKD&#34;,
+    &#34;MG&#34;: &#34;MDG&#34;,
+    &#34;MW&#34;: &#34;MWI&#34;,
+    &#34;MY&#34;: &#34;MYS&#34;,
+    &#34;MV&#34;: &#34;MDV&#34;,
+    &#34;ML&#34;: &#34;MLI&#34;,
+    &#34;MT&#34;: &#34;MLT&#34;,
+    &#34;MH&#34;: &#34;MHL&#34;,
+    &#34;MQ&#34;: &#34;MTQ&#34;,
+    &#34;MR&#34;: &#34;MRT&#34;,
+    &#34;MU&#34;: &#34;MUS&#34;,
+    &#34;YT&#34;: &#34;MYT&#34;,
+    &#34;MX&#34;: &#34;MEX&#34;,
+    &#34;FM&#34;: &#34;FSM&#34;,
+    &#34;MD&#34;: &#34;MDA&#34;,
+    &#34;MC&#34;: &#34;MCO&#34;,
+    &#34;MN&#34;: &#34;MNG&#34;,
+    &#34;ME&#34;: &#34;MNE&#34;,
+    &#34;MS&#34;: &#34;MSR&#34;,
+    &#34;MA&#34;: &#34;MAR&#34;,
+    &#34;MZ&#34;: &#34;MOZ&#34;,
+    &#34;MM&#34;: &#34;MMR&#34;,
+    &#34;NA&#34;: &#34;NAM&#34;,
+    &#34;NR&#34;: &#34;NRU&#34;,
+    &#34;NP&#34;: &#34;NPL&#34;,
+    &#34;NL&#34;: &#34;NLD&#34;,
+    &#34;AN&#34;: &#34;ANT&#34;,
+    &#34;NC&#34;: &#34;NCL&#34;,
+    &#34;NZ&#34;: &#34;NZL&#34;,
+    &#34;NI&#34;: &#34;NIC&#34;,
+    &#34;NE&#34;: &#34;NER&#34;,
+    &#34;NG&#34;: &#34;NGA&#34;,
+    &#34;NU&#34;: &#34;NIU&#34;,
+    &#34;NF&#34;: &#34;NFK&#34;,
+    &#34;MP&#34;: &#34;MNP&#34;,
+    &#34;NO&#34;: &#34;NOR&#34;,
+    &#34;OM&#34;: &#34;OMN&#34;,
+    &#34;PK&#34;: &#34;PAK&#34;,
+    &#34;PW&#34;: &#34;PLW&#34;,
+    &#34;PS&#34;: &#34;PSE&#34;,
+    &#34;PA&#34;: &#34;PAN&#34;,
+    &#34;PG&#34;: &#34;PNG&#34;,
+    &#34;PY&#34;: &#34;PRY&#34;,
+    &#34;PE&#34;: &#34;PER&#34;,
+    &#34;PH&#34;: &#34;PHL&#34;,
+    &#34;PN&#34;: &#34;PCN&#34;,
+    &#34;PL&#34;: &#34;POL&#34;,
+    &#34;PT&#34;: &#34;PRT&#34;,
+    &#34;PR&#34;: &#34;PRI&#34;,
+    &#34;QA&#34;: &#34;QAT&#34;,
+    &#34;RE&#34;: &#34;REU&#34;,
+    &#34;RO&#34;: &#34;ROU&#34;,
+    &#34;RU&#34;: &#34;RUS&#34;,
+    &#34;RW&#34;: &#34;RWA&#34;,
+    &#34;BL&#34;: &#34;BLM&#34;,
+    &#34;SH&#34;: &#34;SHN&#34;,
+    &#34;KN&#34;: &#34;KNA&#34;,
+    &#34;LC&#34;: &#34;LCA&#34;,
+    &#34;MF&#34;: &#34;MAF&#34;,
+    &#34;PM&#34;: &#34;SPM&#34;,
+    &#34;VC&#34;: &#34;VCT&#34;,
+    &#34;WS&#34;: &#34;WSM&#34;,
+    &#34;SM&#34;: &#34;SMR&#34;,
+    &#34;ST&#34;: &#34;STP&#34;,
+    &#34;SA&#34;: &#34;SAU&#34;,
+    &#34;SN&#34;: &#34;SEN&#34;,
+    &#34;RS&#34;: &#34;SRB&#34;,
+    &#34;SC&#34;: &#34;SYC&#34;,
+    &#34;SL&#34;: &#34;SLE&#34;,
+    &#34;SG&#34;: &#34;SGP&#34;,
+    &#34;SK&#34;: &#34;SVK&#34;,
+    &#34;SI&#34;: &#34;SVN&#34;,
+    &#34;SB&#34;: &#34;SLB&#34;,
+    &#34;SO&#34;: &#34;SOM&#34;,
+    &#34;ZA&#34;: &#34;ZAF&#34;,
+    &#34;GS&#34;: &#34;SGS&#34;,
+    &#34;ES&#34;: &#34;ESP&#34;,
+    &#34;LK&#34;: &#34;LKA&#34;,
+    &#34;SD&#34;: &#34;SDN&#34;,
+    &#34;SR&#34;: &#34;SUR&#34;,
+    &#34;SJ&#34;: &#34;SJM&#34;,
+    &#34;SZ&#34;: &#34;SWZ&#34;,
+    &#34;SE&#34;: &#34;SWE&#34;,
+    &#34;CH&#34;: &#34;CHE&#34;,
+    &#34;SY&#34;: &#34;SYR&#34;,
+    &#34;TW&#34;: &#34;TWN&#34;,
+    &#34;TJ&#34;: &#34;TJK&#34;,
+    &#34;TZ&#34;: &#34;TZA&#34;,
+    &#34;TH&#34;: &#34;THA&#34;,
+    &#34;TL&#34;: &#34;TLS&#34;,
+    &#34;TG&#34;: &#34;TGO&#34;,
+    &#34;TK&#34;: &#34;TKL&#34;,
+    &#34;TO&#34;: &#34;TON&#34;,
+    &#34;TT&#34;: &#34;TTO&#34;,
+    &#34;TN&#34;: &#34;TUN&#34;,
+    &#34;TR&#34;: &#34;TUR&#34;,
+    &#34;TM&#34;: &#34;TKM&#34;,
+    &#34;TC&#34;: &#34;TCA&#34;,
+    &#34;TV&#34;: &#34;TUV&#34;,
+    &#34;UG&#34;: &#34;UGA&#34;,
+    &#34;UA&#34;: &#34;UKR&#34;,
+    &#34;AE&#34;: &#34;ARE&#34;,
+    &#34;GB&#34;: &#34;GBR&#34;,
+    &#34;US&#34;: &#34;USA&#34;,
+    &#34;UM&#34;: &#34;UMI&#34;,
+    &#34;UY&#34;: &#34;URY&#34;,
+    &#34;UZ&#34;: &#34;UZB&#34;,
+    &#34;VU&#34;: &#34;VUT&#34;,
+    &#34;VE&#34;: &#34;VEN&#34;,
+    &#34;VN&#34;: &#34;VNM&#34;,
+    &#34;VG&#34;: &#34;VGB&#34;,
+    &#34;VI&#34;: &#34;VIR&#34;,
+    &#34;WF&#34;: &#34;WLF&#34;,
+    &#34;EH&#34;: &#34;ESH&#34;,
+    &#34;YE&#34;: &#34;YEM&#34;,
+    &#34;ZM&#34;: &#34;ZMB&#34;,
+    &#34;ZW&#34;: &#34;ZWE&#34;,
+}
+
+
+class PlaceInfo(TypedDict):
+    city: str
+    country: str
+    code: str
+
+
+def get_place(latitude: float, longitude: float) -&gt; PlaceInfo:
+    &#34;&#34;&#34;
+    Returns city, country and country 3-letter code, given latitude and longitude
+    Raises if the supplied coordinates cannot be matched to a specific country (eg if those refer to sea area)
+    &#34;&#34;&#34;
+    req = requests.get(
+        f&#34;http://api.geonames.org/findNearbyPlaceName?lat={latitude}&amp;lng={longitude}&amp;cities=cities15000&amp;username=vaslem&#34;
+    )
+    tree = ET.fromstring(req.text)
+    geoname = tree.find(&#34;geoname&#34;)
+    try:
+        city = geoname.find(&#34;toponymName&#34;).text
+        country = geoname.find(&#34;countryName&#34;).text
+        code = geoname.find(&#34;countryCode&#34;).text
+        return {
+            &#34;city&#34;: city,
+            &#34;country&#34;: country,
+            &#34;code&#34;: TWO_TO_THREE_LETTER_CODE[code],
+        }
+    except AttributeError:
+        raise
+
+
+def is_close(loc1, loc2, thres: float = 3) -&gt; bool:
+    &#34;&#34;&#34;
+    Accepts 2 points defined by 2 coordinates (iterables of size 2) and based on a distance threshold (in km),
+    returns whether those points are close or not to each other
+    &#34;&#34;&#34;
+    return hs.haversine(loc1, loc2) &lt; thres</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-functions">Functions</h2>
+<dl>
+<dt id="WaterSecurity.utils.geo.get_place"><code class="name flex">
+<span>def <span class="ident">get_place</span></span>(<span>latitude: float, longitude: float) ‑> <a title="WaterSecurity.utils.geo.PlaceInfo" href="#WaterSecurity.utils.geo.PlaceInfo">PlaceInfo</a></span>
+</code></dt>
+<dd>
+<div class="desc"><p>Returns city, country and country 3-letter code, given latitude and longitude
+Raises if the supplied coordinates cannot be matched to a specific country (eg if those refer to sea area)</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def get_place(latitude: float, longitude: float) -&gt; PlaceInfo:
+    &#34;&#34;&#34;
+    Returns city, country and country 3-letter code, given latitude and longitude
+    Raises if the supplied coordinates cannot be matched to a specific country (eg if those refer to sea area)
+    &#34;&#34;&#34;
+    req = requests.get(
+        f&#34;http://api.geonames.org/findNearbyPlaceName?lat={latitude}&amp;lng={longitude}&amp;cities=cities15000&amp;username=vaslem&#34;
+    )
+    tree = ET.fromstring(req.text)
+    geoname = tree.find(&#34;geoname&#34;)
+    try:
+        city = geoname.find(&#34;toponymName&#34;).text
+        country = geoname.find(&#34;countryName&#34;).text
+        code = geoname.find(&#34;countryCode&#34;).text
+        return {
+            &#34;city&#34;: city,
+            &#34;country&#34;: country,
+            &#34;code&#34;: TWO_TO_THREE_LETTER_CODE[code],
+        }
+    except AttributeError:
+        raise</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.utils.geo.is_close"><code class="name flex">
+<span>def <span class="ident">is_close</span></span>(<span>loc1, loc2, thres: float = 3) ‑> bool</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Accepts 2 points defined by 2 coordinates (iterables of size 2) and based on a distance threshold (in km),
+returns whether those points are close or not to each other</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def is_close(loc1, loc2, thres: float = 3) -&gt; bool:
+    &#34;&#34;&#34;
+    Accepts 2 points defined by 2 coordinates (iterables of size 2) and based on a distance threshold (in km),
+    returns whether those points are close or not to each other
+    &#34;&#34;&#34;
+    return hs.haversine(loc1, loc2) &lt; thres</code></pre>
+</details>
+</dd>
+</dl>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.utils.geo.PlaceInfo"><code class="flex name class">
+<span>class <span class="ident">PlaceInfo</span></span>
+<span>(</span><span>*args, **kwargs)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>dict() -&gt; new empty dictionary
+dict(mapping) -&gt; new dictionary initialized from a mapping object's
+(key, value) pairs
+dict(iterable) -&gt; new dictionary initialized as if via:
+d = {}
+for k, v in iterable:
+d[k] = v
+dict(**kwargs) -&gt; new dictionary initialized with the name=value pairs
+in the keyword argument list.
+For example:
+dict(one=1, two=2)</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class PlaceInfo(TypedDict):
+    city: str
+    country: str
+    code: str</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>builtins.dict</li>
+</ul>
+<h3>Class variables</h3>
+<dl>
+<dt id="WaterSecurity.utils.geo.PlaceInfo.city"><code class="name">var <span class="ident">city</span> : str</code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt id="WaterSecurity.utils.geo.PlaceInfo.code"><code class="name">var <span class="ident">code</span> : str</code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt id="WaterSecurity.utils.geo.PlaceInfo.country"><code class="name">var <span class="ident">country</span> : str</code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.utils" href="index.html">WaterSecurity.utils</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-functions">Functions</a></h3>
+<ul class="">
+<li><code><a title="WaterSecurity.utils.geo.get_place" href="#WaterSecurity.utils.geo.get_place">get_place</a></code></li>
+<li><code><a title="WaterSecurity.utils.geo.is_close" href="#WaterSecurity.utils.geo.is_close">is_close</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.utils.geo.PlaceInfo" href="#WaterSecurity.utils.geo.PlaceInfo">PlaceInfo</a></code></h4>
+<ul class="">
+<li><code><a title="WaterSecurity.utils.geo.PlaceInfo.city" href="#WaterSecurity.utils.geo.PlaceInfo.city">city</a></code></li>
+<li><code><a title="WaterSecurity.utils.geo.PlaceInfo.code" href="#WaterSecurity.utils.geo.PlaceInfo.code">code</a></code></li>
+<li><code><a title="WaterSecurity.utils.geo.PlaceInfo.country" href="#WaterSecurity.utils.geo.PlaceInfo.country">country</a></code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
\ No newline at end of file
diff --git a/documentation/WaterSecurity/utils/index.html b/documentation/WaterSecurity/utils/index.html
new file mode 100644
index 0000000..fa88845
--- /dev/null
+++ b/documentation/WaterSecurity/utils/index.html
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+<!doctype html>
+<html lang="en">
+<head>
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+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.utils API documentation</title>
+<meta name="description" content="" />
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/sanitize.min.css" integrity="sha256-PK9q560IAAa6WVRRh76LtCaI8pjTJ2z11v0miyNNjrs=" crossorigin>
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
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+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.utils</code></h1>
+</header>
+<section id="section-intro">
+</section>
+<section>
+<h2 class="section-title" id="header-submodules">Sub-modules</h2>
+<dl>
+<dt><code class="name"><a title="WaterSecurity.utils.geo" href="geo.html">WaterSecurity.utils.geo</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+<dt><code class="name"><a title="WaterSecurity.utils.nlp" href="nlp.html">WaterSecurity.utils.nlp</a></code></dt>
+<dd>
+<div class="desc"></div>
+</dd>
+</dl>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity" href="../index.html">WaterSecurity</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-submodules">Sub-modules</a></h3>
+<ul>
+<li><code><a title="WaterSecurity.utils.geo" href="geo.html">WaterSecurity.utils.geo</a></code></li>
+<li><code><a title="WaterSecurity.utils.nlp" href="nlp.html">WaterSecurity.utils.nlp</a></code></li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
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diff --git a/documentation/WaterSecurity/utils/nlp.html b/documentation/WaterSecurity/utils/nlp.html
new file mode 100644
index 0000000..61358c8
--- /dev/null
+++ b/documentation/WaterSecurity/utils/nlp.html
@@ -0,0 +1,287 @@
+<!doctype html>
+<html lang="en">
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
+<meta name="generator" content="pdoc 0.9.2" />
+<title>WaterSecurity.utils.nlp API documentation</title>
+<meta name="description" content="" />
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/sanitize.min.css" integrity="sha256-PK9q560IAAa6WVRRh76LtCaI8pjTJ2z11v0miyNNjrs=" crossorigin>
+<link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
+<link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
+<style>:root{--highlight-color:#fe9}.flex{display:flex !important}body{line-height:1.5em}#content{padding:20px}#sidebar{padding:30px;overflow:hidden}#sidebar > *:last-child{margin-bottom:2cm}.http-server-breadcrumbs{font-size:130%;margin:0 0 15px 0}#footer{font-size:.75em;padding:5px 30px;border-top:1px solid #ddd;text-align:right}#footer p{margin:0 0 0 1em;display:inline-block}#footer p:last-child{margin-right:30px}h1,h2,h3,h4,h5{font-weight:300}h1{font-size:2.5em;line-height:1.1em}h2{font-size:1.75em;margin:1em 0 .50em 0}h3{font-size:1.4em;margin:25px 0 10px 0}h4{margin:0;font-size:105%}h1:target,h2:target,h3:target,h4:target,h5:target,h6:target{background:var(--highlight-color);padding:.2em 0}a{color:#058;text-decoration:none;transition:color .3s ease-in-out}a:hover{color:#e82}.title code{font-weight:bold}h2[id^="header-"]{margin-top:2em}.ident{color:#900}pre code{background:#f8f8f8;font-size:.8em;line-height:1.4em}code{background:#f2f2f1;padding:1px 4px;overflow-wrap:break-word}h1 code{background:transparent}pre{background:#f8f8f8;border:0;border-top:1px solid #ccc;border-bottom:1px solid #ccc;margin:1em 0;padding:1ex}#http-server-module-list{display:flex;flex-flow:column}#http-server-module-list div{display:flex}#http-server-module-list dt{min-width:10%}#http-server-module-list p{margin-top:0}.toc ul,#index{list-style-type:none;margin:0;padding:0}#index code{background:transparent}#index h3{border-bottom:1px solid #ddd}#index ul{padding:0}#index h4{margin-top:.6em;font-weight:bold}@media (min-width:200ex){#index .two-column{column-count:2}}@media (min-width:300ex){#index .two-column{column-count:3}}dl{margin-bottom:2em}dl dl:last-child{margin-bottom:4em}dd{margin:0 0 1em 3em}#header-classes + dl > dd{margin-bottom:3em}dd dd{margin-left:2em}dd p{margin:10px 0}.name{background:#eee;font-weight:bold;font-size:.85em;padding:5px 10px;display:inline-block;min-width:40%}.name:hover{background:#e0e0e0}dt:target .name{background:var(--highlight-color)}.name > span:first-child{white-space:nowrap}.name.class > span:nth-child(2){margin-left:.4em}.inherited{color:#999;border-left:5px solid #eee;padding-left:1em}.inheritance em{font-style:normal;font-weight:bold}.desc h2{font-weight:400;font-size:1.25em}.desc h3{font-size:1em}.desc dt code{background:inherit}.source summary,.git-link-div{color:#666;text-align:right;font-weight:400;font-size:.8em;text-transform:uppercase}.source summary > *{white-space:nowrap;cursor:pointer}.git-link{color:inherit;margin-left:1em}.source pre{max-height:500px;overflow:auto;margin:0}.source pre code{font-size:12px;overflow:visible}.hlist{list-style:none}.hlist li{display:inline}.hlist li:after{content:',\2002'}.hlist li:last-child:after{content:none}.hlist .hlist{display:inline;padding-left:1em}img{max-width:100%}td{padding:0 .5em}.admonition{padding:.1em .5em;margin-bottom:1em}.admonition-title{font-weight:bold}.admonition.note,.admonition.info,.admonition.important{background:#aef}.admonition.todo,.admonition.versionadded,.admonition.tip,.admonition.hint{background:#dfd}.admonition.warning,.admonition.versionchanged,.admonition.deprecated{background:#fd4}.admonition.error,.admonition.danger,.admonition.caution{background:lightpink}</style>
+<style media="screen and (min-width: 700px)">@media screen and (min-width:700px){#sidebar{width:30%;height:100vh;overflow:auto;position:sticky;top:0}#content{width:70%;max-width:100ch;padding:3em 4em;border-left:1px solid #ddd}pre code{font-size:1em}.item .name{font-size:1em}main{display:flex;flex-direction:row-reverse;justify-content:flex-end}.toc ul ul,#index ul{padding-left:1.5em}.toc > ul > li{margin-top:.5em}}</style>
+<style media="print">@media print{#sidebar h1{page-break-before:always}.source{display:none}}@media print{*{background:transparent !important;color:#000 !important;box-shadow:none !important;text-shadow:none !important}a[href]:after{content:" (" attr(href) ")";font-size:90%}a[href][title]:after{content:none}abbr[title]:after{content:" (" attr(title) ")"}.ir a:after,a[href^="javascript:"]:after,a[href^="#"]:after{content:""}pre,blockquote{border:1px solid #999;page-break-inside:avoid}thead{display:table-header-group}tr,img{page-break-inside:avoid}img{max-width:100% !important}@page{margin:0.5cm}p,h2,h3{orphans:3;widows:3}h1,h2,h3,h4,h5,h6{page-break-after:avoid}}</style>
+<script defer src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/highlight.min.js" integrity="sha256-Uv3H6lx7dJmRfRvH8TH6kJD1TSK1aFcwgx+mdg3epi8=" crossorigin></script>
+<script>window.addEventListener('DOMContentLoaded', () => hljs.initHighlighting())</script>
+</head>
+<body>
+<main>
+<article id="content">
+<header>
+<h1 class="title">Module <code>WaterSecurity.utils.nlp</code></h1>
+</header>
+<section id="section-intro">
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">import numpy as np
+import spacy
+
+try:
+    nlp = spacy.load(&#34;en_core_web_md&#34;)
+except:
+    spacy.cli.download(&#34;en_core_web_md&#34;)
+    nlp = spacy.load(&#34;en_core_web_md&#34;)
+
+from sklearn.base import BaseEstimator, TransformerMixin
+
+
+class SimilarityAnalysis(BaseEstimator, TransformerMixin):
+    &#34;&#34;&#34;
+    Creates similarity matrix to the provided pandas series. Can be fitted to a specific data.
+    The computed non empty spacy vectors will then be used as reference to compare with another
+    dataset.
+    &#34;&#34;&#34;
+
+    def __init__(self):
+        self.similarity_vectors = None
+
+    def fit(self, description):
+        &#34;&#34;&#34;
+        Creates an sxs matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        self.similarity_vectors = [x for x in ret if x]
+        return self
+
+    def transform(self, description):
+        &#34;&#34;&#34;
+        Produces a nxs matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        ret = np.vstack(
+            ret.apply(
+                lambda x: [
+                    (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+                ]
+            )
+        )
+        return ret
+
+    def fit_transform(self, description):
+        &#34;&#34;&#34;
+        Produces a nxn matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        self.similarity_vectors = [x for x in ret if x]
+        ret = ret.apply(
+            lambda x: [
+                (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+            ]
+        )
+        ret = np.vstack(ret)
+        return ret
+
+
+def create_sim_vector(description):
+    return SimilarityAnalysis().fit_transform(description)</code></pre>
+</details>
+</section>
+<section>
+</section>
+<section>
+</section>
+<section>
+<h2 class="section-title" id="header-functions">Functions</h2>
+<dl>
+<dt id="WaterSecurity.utils.nlp.create_sim_vector"><code class="name flex">
+<span>def <span class="ident">create_sim_vector</span></span>(<span>description)</span>
+</code></dt>
+<dd>
+<div class="desc"></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def create_sim_vector(description):
+    return SimilarityAnalysis().fit_transform(description)</code></pre>
+</details>
+</dd>
+</dl>
+</section>
+<section>
+<h2 class="section-title" id="header-classes">Classes</h2>
+<dl>
+<dt id="WaterSecurity.utils.nlp.SimilarityAnalysis"><code class="flex name class">
+<span>class <span class="ident">SimilarityAnalysis</span></span>
+</code></dt>
+<dd>
+<div class="desc"><p>Creates similarity matrix to the provided pandas series. Can be fitted to a specific data.
+The computed non empty spacy vectors will then be used as reference to compare with another
+dataset.</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">class SimilarityAnalysis(BaseEstimator, TransformerMixin):
+    &#34;&#34;&#34;
+    Creates similarity matrix to the provided pandas series. Can be fitted to a specific data.
+    The computed non empty spacy vectors will then be used as reference to compare with another
+    dataset.
+    &#34;&#34;&#34;
+
+    def __init__(self):
+        self.similarity_vectors = None
+
+    def fit(self, description):
+        &#34;&#34;&#34;
+        Creates an sxs matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        self.similarity_vectors = [x for x in ret if x]
+        return self
+
+    def transform(self, description):
+        &#34;&#34;&#34;
+        Produces a nxs matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        ret = np.vstack(
+            ret.apply(
+                lambda x: [
+                    (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+                ]
+            )
+        )
+        return ret
+
+    def fit_transform(self, description):
+        &#34;&#34;&#34;
+        Produces a nxn matrix
+        &#34;&#34;&#34;
+        ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+        self.similarity_vectors = [x for x in ret if x]
+        ret = ret.apply(
+            lambda x: [
+                (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+            ]
+        )
+        ret = np.vstack(ret)
+        return ret</code></pre>
+</details>
+<h3>Ancestors</h3>
+<ul class="hlist">
+<li>sklearn.base.BaseEstimator</li>
+<li>sklearn.base.TransformerMixin</li>
+</ul>
+<h3>Methods</h3>
+<dl>
+<dt id="WaterSecurity.utils.nlp.SimilarityAnalysis.fit"><code class="name flex">
+<span>def <span class="ident">fit</span></span>(<span>self, description)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Creates an sxs matrix</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fit(self, description):
+    &#34;&#34;&#34;
+    Creates an sxs matrix
+    &#34;&#34;&#34;
+    ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+    self.similarity_vectors = [x for x in ret if x]
+    return self</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.utils.nlp.SimilarityAnalysis.fit_transform"><code class="name flex">
+<span>def <span class="ident">fit_transform</span></span>(<span>self, description)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Produces a nxn matrix</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def fit_transform(self, description):
+    &#34;&#34;&#34;
+    Produces a nxn matrix
+    &#34;&#34;&#34;
+    ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+    self.similarity_vectors = [x for x in ret if x]
+    ret = ret.apply(
+        lambda x: [
+            (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+        ]
+    )
+    ret = np.vstack(ret)
+    return ret</code></pre>
+</details>
+</dd>
+<dt id="WaterSecurity.utils.nlp.SimilarityAnalysis.transform"><code class="name flex">
+<span>def <span class="ident">transform</span></span>(<span>self, description)</span>
+</code></dt>
+<dd>
+<div class="desc"><p>Produces a nxs matrix</p></div>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">def transform(self, description):
+    &#34;&#34;&#34;
+    Produces a nxs matrix
+    &#34;&#34;&#34;
+    ret = description.apply(lambda x: nlp(&#34;.&#34;.join(x)))
+    ret = np.vstack(
+        ret.apply(
+            lambda x: [
+                (x.similarity(y) if x else np.nan) for y in self.similarity_vectors
+            ]
+        )
+    )
+    return ret</code></pre>
+</details>
+</dd>
+</dl>
+</dd>
+</dl>
+</section>
+</article>
+<nav id="sidebar">
+<h1>Index</h1>
+<div class="toc">
+<ul></ul>
+</div>
+<ul id="index">
+<li><h3>Super-module</h3>
+<ul>
+<li><code><a title="WaterSecurity.utils" href="index.html">WaterSecurity.utils</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-functions">Functions</a></h3>
+<ul class="">
+<li><code><a title="WaterSecurity.utils.nlp.create_sim_vector" href="#WaterSecurity.utils.nlp.create_sim_vector">create_sim_vector</a></code></li>
+</ul>
+</li>
+<li><h3><a href="#header-classes">Classes</a></h3>
+<ul>
+<li>
+<h4><code><a title="WaterSecurity.utils.nlp.SimilarityAnalysis" href="#WaterSecurity.utils.nlp.SimilarityAnalysis">SimilarityAnalysis</a></code></h4>
+<ul class="">
+<li><code><a title="WaterSecurity.utils.nlp.SimilarityAnalysis.fit" href="#WaterSecurity.utils.nlp.SimilarityAnalysis.fit">fit</a></code></li>
+<li><code><a title="WaterSecurity.utils.nlp.SimilarityAnalysis.fit_transform" href="#WaterSecurity.utils.nlp.SimilarityAnalysis.fit_transform">fit_transform</a></code></li>
+<li><code><a title="WaterSecurity.utils.nlp.SimilarityAnalysis.transform" href="#WaterSecurity.utils.nlp.SimilarityAnalysis.transform">transform</a></code></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</nav>
+</main>
+<footer id="footer">
+<p>Generated by <a href="https://pdoc3.github.io/pdoc"><cite>pdoc</cite> 0.9.2</a>.</p>
+</footer>
+</body>
+</html>
\ No newline at end of file
diff --git a/generate_documentation.py b/generate_documentation.py
index 1d6a142..b242e07 100644
--- a/generate_documentation.py
+++ b/generate_documentation.py
@@ -2,7 +2,10 @@
 import os
 context = pdoc.Context()
 
-modules = pdoc.Module(".", context=context, skip_errors=True)
+with open(".docignore","r") as rf:
+    ignore_strings = rf.read().splitlines()
+
+modules = pdoc.Module(".", context=context, skip_errors=True, docfilter=lambda x: x.name not in ignore_strings)
         
 pdoc.link_inheritance(context)
 
@@ -18,4 +21,5 @@ def recursive_htmls(mod):
         fname = f"documentation/{'/'.join(module_name.split('.'))}.html"
     os.makedirs(os.path.dirname(fname), exist_ok=True)
     with open(fname,"w", encoding="utf-8") as f:
-        f.writelines(html)
\ No newline at end of file
+        f.writelines(html)
+

From c04a6d7b8b20345c49ad095f97a9d58df930d28c Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Wed, 19 May 2021 19:45:27 +0200
Subject: [PATCH 4/6] Remove changes to prep_hdro

---
 unlabeled_preprocessing/prep_hdro_v2.ipynb | 2358 +++++++++-----------
 1 file changed, 1072 insertions(+), 1286 deletions(-)

diff --git a/unlabeled_preprocessing/prep_hdro_v2.ipynb b/unlabeled_preprocessing/prep_hdro_v2.ipynb
index 6cf9b35..820f22f 100644
--- a/unlabeled_preprocessing/prep_hdro_v2.ipynb
+++ b/unlabeled_preprocessing/prep_hdro_v2.ipynb
@@ -7,9 +7,16 @@
    "outputs": [
     {
      "output_type": "stream",
-     "name": "stderr",
+     "name": "stdout",
      "text": [
-      "..\\data\\unlabeled\\raw\\__init__.py:41: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)\n..\\data\\unlabeled\\raw\\__init__.py:42: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)\n..\\data\\unlabeled\\raw\\__init__.py:43: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)\n"
+      "Something went wrong loading the Economic Fitness Dataset [Errno 2] File b'../data/unlabeled/raw/Economic_Fitness_CSV\\\\Country.csv' does not exist: b'../data/unlabeled/raw/Economic_Fitness_CSV\\\\Country.csv'\n",
+      "Something went wrong loading the Education Dataset [Errno 2] File b'../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv' does not exist: b'../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv'\n",
+      "../data/unlabeled/raw/__init__.py:41: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)\n",
+      "../data/unlabeled/raw/__init__.py:42: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)\n",
+      "../data/unlabeled/raw/__init__.py:43: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support skipfooter; you can avoid this warning by specifying engine='python'.\n",
+      "  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)\n"
      ]
     }
    ],
@@ -31,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 2,
    "metadata": {
     "tags": []
    },
@@ -51,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 3,
    "metadata": {
     "tags": []
    },
@@ -309,10 +316,10 @@
        "\n",
        "[195 rows x 98 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>\n      <th>Percentage of primary schools with access to the internet</th>\n      <th>Percentage of secondary schools with access to the internet</th>\n      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>\n      <th>Primary school teachers trained to teach (%)</th>\n      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>AFG</th>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.948</td>\n      <td>6.006</td>\n      <td>27.244</td>\n      <td>68.957</td>\n      <td>79.726</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>AGO</th>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.023</td>\n      <td>6.359</td>\n      <td>30.000</td>\n      <td>150.526</td>\n      <td>65.995</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ALB</th>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.702</td>\n      <td>10.614</td>\n      <td>29.508</td>\n      <td>19.642</td>\n      <td>52.852</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>AND</th>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.439</td>\n      <td>10.564</td>\n      <td>46.429</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ARG</th>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.123</td>\n      <td>10.729</td>\n      <td>39.877</td>\n      <td>62.782</td>\n      <td>21.805</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>WSM</th>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10.000</td>\n      <td>23.886</td>\n      <td>29.983</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>YEM</th>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.880</td>\n      <td>5.146</td>\n      <td>0.971</td>\n      <td>60.352</td>\n      <td>45.627</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZAF</th>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.031</td>\n      <td>10.291</td>\n      <td>45.333</td>\n      <td>67.908</td>\n      <td>10.298</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZMB</th>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.283</td>\n      <td>8.176</td>\n      <td>17.964</td>\n      <td>120.112</td>\n      <td>78.134</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>ZWE</th>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.066</td>\n      <td>8.923</td>\n      <td>34.571</td>\n      <td>86.135</td>\n      <td>64.739</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 98 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>\n      <th>Percentage of primary schools with access to the internet</th>\n      <th>Percentage of secondary schools with access to the internet</th>\n      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>\n      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>\n      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>\n      <th>Primary school teachers trained to teach (%)</th>\n      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>AFG</td>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.948</td>\n      <td>6.006</td>\n      <td>27.244</td>\n      <td>68.957</td>\n      <td>79.726</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>AGO</td>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.023</td>\n      <td>6.359</td>\n      <td>30.000</td>\n      <td>150.526</td>\n      <td>65.995</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ALB</td>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.702</td>\n      <td>10.614</td>\n      <td>29.508</td>\n      <td>19.642</td>\n      <td>52.852</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>AND</td>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.439</td>\n      <td>10.564</td>\n      <td>46.429</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ARG</td>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.123</td>\n      <td>10.729</td>\n      <td>39.877</td>\n      <td>62.782</td>\n      <td>21.805</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>WSM</td>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>10.000</td>\n      <td>23.886</td>\n      <td>29.983</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>YEM</td>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.880</td>\n      <td>5.146</td>\n      <td>0.971</td>\n      <td>60.352</td>\n      <td>45.627</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZAF</td>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.031</td>\n      <td>10.291</td>\n      <td>45.333</td>\n      <td>67.908</td>\n      <td>10.298</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZMB</td>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.283</td>\n      <td>8.176</td>\n      <td>17.964</td>\n      <td>120.112</td>\n      <td>78.134</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <td>ZWE</td>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.066</td>\n      <td>8.923</td>\n      <td>34.571</td>\n      <td>86.135</td>\n      <td>64.739</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 98 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 6
+     "execution_count": 3
     }
    ],
    "source": [
@@ -331,7 +338,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -349,7 +356,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 7
+     "execution_count": 4
     }
    ],
    "source": [
@@ -365,7 +372,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -381,14 +388,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Max, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 10.616150019135095 %\n"
+      "Max, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 10.616150019135096 %\n"
      ]
     }
    ],
@@ -398,7 +405,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -567,10 +574,10 @@
        "\n",
        "[8 rows x 67 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>175.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>174.000000</td>\n      <td>174.000000</td>\n      <td>193.000000</td>\n      <td>185.000000</td>\n      <td>180.000000</td>\n      <td>195.000000</td>\n      <td>195.000000</td>\n      <td>...</td>\n      <td>167.000000</td>\n      <td>178.000000</td>\n      <td>178.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>152.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>61.068074</td>\n      <td>61.736012</td>\n      <td>65.823587</td>\n      <td>8.480017</td>\n      <td>9.133402</td>\n      <td>22.981295</td>\n      <td>48.309346</td>\n      <td>38.258011</td>\n      <td>39.391426</td>\n      <td>59.257436</td>\n      <td>...</td>\n      <td>0.938994</td>\n      <td>14440.998511</td>\n      <td>24458.331354</td>\n      <td>0.702683</td>\n      <td>0.742186</td>\n      <td>0.545064</td>\n      <td>19.389145</td>\n      <td>23.401385</td>\n      <td>19.002599</td>\n      <td>0.595250</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>29.610798</td>\n      <td>29.284050</td>\n      <td>26.395358</td>\n      <td>3.421332</td>\n      <td>2.802984</td>\n      <td>11.828784</td>\n      <td>40.528834</td>\n      <td>27.774415</td>\n      <td>146.485855</td>\n      <td>23.231038</td>\n      <td>...</td>\n      <td>0.074559</td>\n      <td>15359.935986</td>\n      <td>23943.482628</td>\n      <td>0.165867</td>\n      <td>0.143194</td>\n      <td>0.172789</td>\n      <td>9.948718</td>\n      <td>9.744004</td>\n      <td>9.777324</td>\n      <td>0.190002</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.000000</td>\n      <td>1.738000</td>\n      <td>9.000000</td>\n      <td>1.070000</td>\n      <td>2.256000</td>\n      <td>0.100000</td>\n      <td>0.283000</td>\n      <td>0.144000</td>\n      <td>0.011000</td>\n      <td>13.200000</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>640.105000</td>\n      <td>0.270000</td>\n      <td>0.432000</td>\n      <td>0.176000</td>\n      <td>4.444000</td>\n      <td>8.500000</td>\n      <td>4.424000</td>\n      <td>0.232000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>37.296500</td>\n      <td>36.925000</td>\n      <td>45.356500</td>\n      <td>5.850000</td>\n      <td>6.733750</td>\n      <td>14.765000</td>\n      <td>13.177000</td>\n      <td>12.538250</td>\n      <td>2.081000</td>\n      <td>41.200000</td>\n      <td>...</td>\n      <td>0.908500</td>\n      <td>2925.614250</td>\n      <td>6275.933750</td>\n      <td>0.577000</td>\n      <td>0.621500</td>\n      <td>0.404750</td>\n      <td>10.792250</td>\n      <td>16.603000</td>\n      <td>10.594000</td>\n      <td>0.431500</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>64.828000</td>\n      <td>68.067000</td>\n      <td>70.682000</td>\n      <td>9.111000</td>\n      <td>9.252500</td>\n      <td>21.094000</td>\n      <td>40.536000</td>\n      <td>32.533500</td>\n      <td>8.772000</td>\n      <td>60.000000</td>\n      <td>...</td>\n      <td>0.965000</td>\n      <td>8399.442500</td>\n      <td>16951.357000</td>\n      <td>0.730000</td>\n      <td>0.760000</td>\n      <td>0.527500</td>\n      <td>17.934500</td>\n      <td>21.779500</td>\n      <td>17.526000</td>\n      <td>0.604000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>89.145000</td>\n      <td>87.990500</td>\n      <td>90.916500</td>\n      <td>11.230500</td>\n      <td>11.551000</td>\n      <td>30.000000</td>\n      <td>70.504000</td>\n      <td>63.345500</td>\n      <td>28.562500</td>\n      <td>78.000000</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>22583.779500</td>\n      <td>35488.476000</td>\n      <td>0.831500</td>\n      <td>0.848500</td>\n      <td>0.691750</td>\n      <td>27.615250</td>\n      <td>28.625000</td>\n      <td>27.012500</td>\n      <td>0.767250</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>13.882000</td>\n      <td>14.431000</td>\n      <td>55.660000</td>\n      <td>186.538000</td>\n      <td>94.581000</td>\n      <td>1433.784000</td>\n      <td>100.000000</td>\n      <td>...</td>\n      <td>1.036000</td>\n      <td>71387.276000</td>\n      <td>107833.029000</td>\n      <td>0.949000</td>\n      <td>0.965000</td>\n      <td>0.858000</td>\n      <td>45.307000</td>\n      <td>56.996000</td>\n      <td>44.167000</td>\n      <td>0.899000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 67 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>count</td>\n      <td>175.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>174.000000</td>\n      <td>174.000000</td>\n      <td>193.000000</td>\n      <td>185.000000</td>\n      <td>180.000000</td>\n      <td>195.000000</td>\n      <td>195.000000</td>\n      <td>...</td>\n      <td>167.000000</td>\n      <td>178.000000</td>\n      <td>178.000000</td>\n      <td>167.000000</td>\n      <td>167.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>156.000000</td>\n      <td>152.000000</td>\n      <td>152.000000</td>\n    </tr>\n    <tr>\n      <td>mean</td>\n      <td>61.068074</td>\n      <td>61.736012</td>\n      <td>65.823587</td>\n      <td>8.480017</td>\n      <td>9.133402</td>\n      <td>22.981295</td>\n      <td>48.309346</td>\n      <td>38.258011</td>\n      <td>39.391426</td>\n      <td>59.257436</td>\n      <td>...</td>\n      <td>0.938994</td>\n      <td>14440.998511</td>\n      <td>24458.331354</td>\n      <td>0.702683</td>\n      <td>0.742186</td>\n      <td>0.545064</td>\n      <td>19.389145</td>\n      <td>23.401385</td>\n      <td>19.002599</td>\n      <td>0.595250</td>\n    </tr>\n    <tr>\n      <td>std</td>\n      <td>29.610798</td>\n      <td>29.284050</td>\n      <td>26.395358</td>\n      <td>3.421332</td>\n      <td>2.802984</td>\n      <td>11.828784</td>\n      <td>40.528834</td>\n      <td>27.774415</td>\n      <td>146.485855</td>\n      <td>23.231038</td>\n      <td>...</td>\n      <td>0.074559</td>\n      <td>15359.935986</td>\n      <td>23943.482628</td>\n      <td>0.165867</td>\n      <td>0.143194</td>\n      <td>0.172789</td>\n      <td>9.948718</td>\n      <td>9.744004</td>\n      <td>9.777324</td>\n      <td>0.190002</td>\n    </tr>\n    <tr>\n      <td>min</td>\n      <td>0.000000</td>\n      <td>1.738000</td>\n      <td>9.000000</td>\n      <td>1.070000</td>\n      <td>2.256000</td>\n      <td>0.100000</td>\n      <td>0.283000</td>\n      <td>0.144000</td>\n      <td>0.011000</td>\n      <td>13.200000</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>640.105000</td>\n      <td>0.270000</td>\n      <td>0.432000</td>\n      <td>0.176000</td>\n      <td>4.444000</td>\n      <td>8.500000</td>\n      <td>4.424000</td>\n      <td>0.232000</td>\n    </tr>\n    <tr>\n      <td>25%</td>\n      <td>37.296500</td>\n      <td>36.925000</td>\n      <td>45.356500</td>\n      <td>5.850000</td>\n      <td>6.733750</td>\n      <td>14.765000</td>\n      <td>13.177000</td>\n      <td>12.538250</td>\n      <td>2.081000</td>\n      <td>41.200000</td>\n      <td>...</td>\n      <td>0.908500</td>\n      <td>2925.614250</td>\n      <td>6275.933750</td>\n      <td>0.577000</td>\n      <td>0.621500</td>\n      <td>0.404750</td>\n      <td>10.792250</td>\n      <td>16.603000</td>\n      <td>10.594000</td>\n      <td>0.431500</td>\n    </tr>\n    <tr>\n      <td>50%</td>\n      <td>64.828000</td>\n      <td>68.067000</td>\n      <td>70.682000</td>\n      <td>9.111000</td>\n      <td>9.252500</td>\n      <td>21.094000</td>\n      <td>40.536000</td>\n      <td>32.533500</td>\n      <td>8.772000</td>\n      <td>60.000000</td>\n      <td>...</td>\n      <td>0.965000</td>\n      <td>8399.442500</td>\n      <td>16951.357000</td>\n      <td>0.730000</td>\n      <td>0.760000</td>\n      <td>0.527500</td>\n      <td>17.934500</td>\n      <td>21.779500</td>\n      <td>17.526000</td>\n      <td>0.604000</td>\n    </tr>\n    <tr>\n      <td>75%</td>\n      <td>89.145000</td>\n      <td>87.990500</td>\n      <td>90.916500</td>\n      <td>11.230500</td>\n      <td>11.551000</td>\n      <td>30.000000</td>\n      <td>70.504000</td>\n      <td>63.345500</td>\n      <td>28.562500</td>\n      <td>78.000000</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>22583.779500</td>\n      <td>35488.476000</td>\n      <td>0.831500</td>\n      <td>0.848500</td>\n      <td>0.691750</td>\n      <td>27.615250</td>\n      <td>28.625000</td>\n      <td>27.012500</td>\n      <td>0.767250</td>\n    </tr>\n    <tr>\n      <td>max</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>100.000000</td>\n      <td>13.882000</td>\n      <td>14.431000</td>\n      <td>55.660000</td>\n      <td>186.538000</td>\n      <td>94.581000</td>\n      <td>1433.784000</td>\n      <td>100.000000</td>\n      <td>...</td>\n      <td>1.036000</td>\n      <td>71387.276000</td>\n      <td>107833.029000</td>\n      <td>0.949000</td>\n      <td>0.965000</td>\n      <td>0.858000</td>\n      <td>45.307000</td>\n      <td>56.996000</td>\n      <td>44.167000</td>\n      <td>0.899000</td>\n    </tr>\n  </tbody>\n</table>\n<p>8 rows × 67 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 10
+     "execution_count": 7
     }
    ],
    "source": [
@@ -589,7 +596,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -659,13 +666,22 @@
       ]
      },
      "metadata": {},
-     "execution_count": 12
+     "execution_count": 8
     }
    ],
    "source": [
+    "# Column values are shown\n",
+    "\n",
     "df_inicator_values.columns.values"
    ]
   },
+  {
+   "source": [
+    "## Initial Correlation Matrix"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
    "execution_count": 13,
@@ -700,16 +716,23 @@
     "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size),cmap='mako')"
    ]
   },
+  {
+   "source": [
+    "## Division of the columns"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "['Population with at least some secondary education (% ages 25 and older)', 'Population with at least some secondary education, female (% ages 25 and older)', 'Population with at least some secondary education, male (% ages 25 and older)', 'Share of seats in parliament (% held by women)', 'Vulnerable employment (% of total employment)', 'Urban population (%)', 'Labour force participation rate (% ages 15 and older), female', 'Labour force participation rate (% ages 15 and older), male', 'Remittances, inflows (% of GDP)', 'Foreign direct investment, net inflows (% of GDP)', 'Infants lacking immunization, measles (% of one-year-olds)', 'Infants lacking immunization, DTP (% of one-year-olds)', 'Gross fixed capital formation (% of GDP)', 'Inequality in education (%)', 'Inequality in life expectancy (%)', 'Unemployment, youth (% ages 15?24)', 'Private capital flows (% of GDP)', 'Exports and imports (% of GDP)', 'Unemployment, total (% of labour force)', 'Youth not in school or employment (% ages 15-24)', 'Labour force participation rate (% ages 15 and older)', 'Employment to population ratio (% ages 15 and older)', 'Employment in agriculture (% of total employment)', 'Employment in services (% of total employment)', 'Working poor at PPP$3.20 a day (% of total employment)', 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 'Gross capital formation (% of GDP)', 'Overall loss in HDI due to inequality (%)', 'Inequality in income (%)'] \n 29\n['Gross domestic product (GDP), total (2017 PPP $ billions)', 'GDP per capita (2017 PPP $)', 'Gross national income (GNI) per capita (constant 2017 PPP$)', 'Estimated gross national income per capita, female (2017 PPP $)', 'Estimated gross national income per capita, male (2017 PPP $)'] \n 5\n['Gender Inequality Index (GII)', 'Inequality-adjusted education index', 'Inequality-adjusted life expectancy index', 'Life expectancy index', 'Income index', 'Education index', 'Human Development Index (HDI)', 'Gender Development Index (GDI)', 'Human Development Index (HDI), female', 'Human Development Index (HDI), male', 'Inequality-adjusted income index'] \n 11\n['Mean years of schooling, female (years)', 'Mean years of schooling, male (years)', 'Life expectancy at birth (years)', 'Expected years of schooling (years)', 'Mean years of schooling (years)', 'Life expectancy at birth, female (years)', 'Life expectancy at birth, male (years)', 'Expected years of schooling, female (years)', 'Expected years of schooling, male (years)'] \n 9\n['Adolescent birth rate (births per 1,000 women ages 15-19)', 'Total population (millions)', 'Sex ratio at birth (male to female births)', 'Population ages 15?64 (millions)', 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 'Population ages 65 and older (millions)', 'Population under age 5 (millions)', 'HDI rank', 'Total unemployment rate (female to male ratio)', 'Youth unemployment rate (female to male ratio)', 'Coefficient of human inequality', 'Inequality-adjusted HDI (IHDI)'] \n 13\n67\n"
+      "['Population with at least some secondary education (% ages 25 and older)', 'Population with at least some secondary education, female (% ages 25 and older)', 'Population with at least some secondary education, male (% ages 25 and older)', 'Share of seats in parliament (% held by women)', 'Vulnerable employment (% of total employment)', 'Urban population (%)', 'Labour force participation rate (% ages 15 and older), female', 'Labour force participation rate (% ages 15 and older), male', 'Remittances, inflows (% of GDP)', 'Foreign direct investment, net inflows (% of GDP)', 'Infants lacking immunization, measles (% of one-year-olds)', 'Infants lacking immunization, DTP (% of one-year-olds)', 'Gross fixed capital formation (% of GDP)', 'Inequality in education (%)', 'Inequality in life expectancy (%)', 'Unemployment, youth (% ages 15?24)', 'Private capital flows (% of GDP)', 'Exports and imports (% of GDP)', 'Unemployment, total (% of labour force)', 'Youth not in school or employment (% ages 15-24)', 'Labour force participation rate (% ages 15 and older)', 'Employment to population ratio (% ages 15 and older)', 'Employment in agriculture (% of total employment)', 'Employment in services (% of total employment)', 'Working poor at PPP$3.20 a day (% of total employment)', 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 'Gross capital formation (% of GDP)', 'Overall loss in HDI due to inequality (%)', 'Inequality in income (%)'] \n 29\n['Gross domestic product (GDP), total (2017 PPP $ billions)', 'GDP per capita (2017 PPP $)', 'Gross national income (GNI) per capita (constant 2017 PPP$)', 'Estimated gross national income per capita, female (2017 PPP $)', 'Estimated gross national income per capita, male (2017 PPP $)'] \n 5\n['Gender Inequality Index (GII)', 'Inequality-adjusted education index', 'Inequality-adjusted life expectancy index', 'Life expectancy index', 'Income index', 'Education index', 'Human Development Index (HDI)', 'Gender Development Index (GDI)', 'Human Development Index (HDI), female', 'Human Development Index (HDI), male', 'Inequality-adjusted income index'] \n 11\n['Mean years of schooling, female (years)', 'Mean years of schooling, male (years)', 'Life expectancy at birth (years)', 'Expected years of schooling (years)', 'Mean years of schooling (years)', 'Life expectancy at birth, female (years)', 'Life expectancy at birth, male (years)', 'Expected years of schooling, female (years)', 'Expected years of schooling, male (years)'] \n 9\n['Total population (millions)', 'Population ages 15?64 (millions)', 'Population ages 65 and older (millions)', 'Population under age 5 (millions)'] \n 4\n['Adolescent birth rate (births per 1,000 women ages 15-19)', 'Sex ratio at birth (male to female births)', 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 'HDI rank', 'Total unemployment rate (female to male ratio)', 'Youth unemployment rate (female to male ratio)', 'Coefficient of human inequality', 'Inequality-adjusted HDI (IHDI)'] \n 9\n"
      ]
     }
    ],
@@ -718,6 +741,7 @@
     "money_columns = []\n",
     "index_columns = []\n",
     "year_columns = []\n",
+    "millions_columns = []\n",
     "rest = []\n",
     "\n",
     "for column in df_inicator_values.columns.values:\n",
@@ -729,6 +753,8 @@
     "        year_columns.append(column)\n",
     "    elif 'index' in column.lower():\n",
     "        index_columns.append(column)\n",
+    "    elif 'millions' in column.lower():\n",
+    "        millions_columns.append(column)\n",
     "    else:\n",
     "        rest.append(column)\n",
     "\n",
@@ -736,9 +762,8 @@
     "print(money_columns,'\\n',len(money_columns))\n",
     "print(index_columns,'\\n',len(index_columns))\n",
     "print(year_columns,'\\n',len(year_columns))\n",
-    "print(rest,'\\n',len(rest))\n",
-    "\n",
-    "print(len(percentage_columns)+len(money_columns)+len(index_columns)+len(year_columns)+len(rest))"
+    "print(millions_columns,'\\n',len(millions_columns))\n",
+    "print(rest,'\\n',len(rest))"
    ]
   },
   {
@@ -750,7 +775,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -758,19 +783,20 @@
     "split_df2 = df_inicator_values[money_columns]\n",
     "split_df3 = df_inicator_values[index_columns]\n",
     "split_df4 = df_inicator_values[year_columns]\n",
-    "split_df5 = df_inicator_values[rest]"
+    "split_df5 = df_inicator_values[millions_columns]\n",
+    "split_df6 = df_inicator_values[rest]"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "- Dataframe 1 -\nMax, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 14.624226348364278 %\n- Dataframe 2 -\nMax, min and mean number of missing values for the columns\nMax: 8.717948717948717 %\nMin: 2.051282051282051 %\nMean: 6.153846153846153 %\n- Dataframe 3 -\nMax, min and mean number of missing values for the columns\nMax: 20.0 %\nMin: 2.051282051282051 %\nMean: 9.790209790209792 %\n- Dataframe 4 -\nMax, min and mean number of missing values for the columns\nMax: 10.76923076923077 %\nMin: 1.0256410256410255 %\nMean: 5.584045584045584 %\n- Dataframe 5 -\nMax, min and mean number of missing values for the columns\nMax: 22.05128205128205 %\nMin: 0.0 %\nMean: 7.57396449704142 %\n"
+      "- Dataframe 1 -\nMax, min and mean number of missing values for the columns\nMax: 49.743589743589745 %\nMin: 0.0 %\nMean: 14.624226348364274 %\n- Dataframe 2 -\nMax, min and mean number of missing values for the columns\nMax: 8.717948717948717 %\nMin: 2.051282051282051 %\nMean: 6.153846153846153 %\n- Dataframe 3 -\nMax, min and mean number of missing values for the columns\nMax: 20.0 %\nMin: 2.051282051282051 %\nMean: 9.790209790209792 %\n- Dataframe 4 -\nMax, min and mean number of missing values for the columns\nMax: 10.76923076923077 %\nMin: 1.0256410256410255 %\nMean: 5.584045584045585 %\n- Dataframe 5 -\nMax, min and mean number of missing values for the columns\nMax: 5.128205128205129 %\nMin: 0.0 %\nMean: 3.8461538461538467 %\n- Dataframe 6 -\nMax, min and mean number of missing values for the columns\nMax: 22.05128205128205 %\nMin: 3.076923076923077 %\nMean: 9.230769230769232 %\n"
      ]
     }
    ],
@@ -784,7 +810,9 @@
     "print('- Dataframe 4 -')\n",
     "min4, max4 = print_missing_percentages(split_df4)\n",
     "print('- Dataframe 5 -')\n",
-    "min5, max5 = print_missing_percentages(split_df5)"
+    "min5, max5 = print_missing_percentages(split_df5)\n",
+    "print('- Dataframe 6 -')\n",
+    "min6, max6 = print_missing_percentages(split_df6)"
    ]
   },
   {
@@ -797,7 +825,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -805,174 +833,125 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 29)\n",
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-      "[IterativeImputer] Change: 228.09157262466636, scaled tolerance: 0.381517 \n",
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-      "[IterativeImputer] Change: 24.095208515105927, scaled tolerance: 0.381517 \n",
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-      "[IterativeImputer] Change: 2.1506562406006946, scaled tolerance: 0.381517 \n",
-      "[IterativeImputer] Ending imputation round 47/49, elapsed time 2.56\n",
-      "[IterativeImputer] Change: 1.93535948311116, scaled tolerance: 0.381517 \n",
-      "[IterativeImputer] Ending imputation round 48/49, elapsed time 2.61\n",
-      "[IterativeImputer] Change: 1.7485725296176398, scaled tolerance: 0.381517 \n",
-      "[IterativeImputer] Ending imputation round 49/49, elapsed time 2.66\n",
-      "[IterativeImputer] Change: 1.5846246034457572, scaled tolerance: 0.381517 \n",
+      "[IterativeImputer] Ending imputation round 1/49, elapsed time 0.22\n",
+      "[IterativeImputer] Ending imputation round 2/49, elapsed time 0.30\n",
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+      "[IterativeImputer] Ending imputation round 19/49, elapsed time 1.69\n",
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+      "[IterativeImputer] Ending imputation round 25/49, elapsed time 2.06\n",
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+      "[IterativeImputer] Ending imputation round 27/49, elapsed time 2.26\n",
+      "[IterativeImputer] Ending imputation round 28/49, elapsed time 2.35\n",
+      "[IterativeImputer] Ending imputation round 29/49, elapsed time 2.43\n",
+      "[IterativeImputer] Ending imputation round 30/49, elapsed time 2.50\n",
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+      "[IterativeImputer] Ending imputation round 32/49, elapsed time 2.63\n",
+      "[IterativeImputer] Ending imputation round 33/49, elapsed time 2.71\n",
+      "[IterativeImputer] Ending imputation round 34/49, elapsed time 2.77\n",
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+      "[IterativeImputer] Ending imputation round 36/49, elapsed time 2.97\n",
+      "[IterativeImputer] Ending imputation round 37/49, elapsed time 3.09\n",
+      "[IterativeImputer] Ending imputation round 38/49, elapsed time 3.16\n",
+      "[IterativeImputer] Ending imputation round 39/49, elapsed time 3.22\n",
+      "[IterativeImputer] Ending imputation round 40/49, elapsed time 3.27\n",
+      "[IterativeImputer] Ending imputation round 41/49, elapsed time 3.32\n",
+      "[IterativeImputer] Ending imputation round 42/49, elapsed time 3.37\n",
+      "[IterativeImputer] Ending imputation round 43/49, elapsed time 3.44\n",
+      "[IterativeImputer] Ending imputation round 44/49, elapsed time 3.51\n",
+      "[IterativeImputer] Ending imputation round 45/49, elapsed time 3.61\n",
+      "[IterativeImputer] Ending imputation round 46/49, elapsed time 3.68\n",
+      "[IterativeImputer] Ending imputation round 47/49, elapsed time 3.75\n",
+      "[IterativeImputer] Ending imputation round 48/49, elapsed time 3.80\n",
+      "[IterativeImputer] Ending imputation round 49/49, elapsed time 3.86\n",
       "[IterativeImputer] Completing matrix with shape (195, 29)\n",
       "[IterativeImputer] Ending imputation round 1/49, elapsed time 0.00\n",
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+      "[IterativeImputer] Ending imputation round 4/49, elapsed time 0.01\n",
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+      "[IterativeImputer] Ending imputation round 7/49, elapsed time 0.02\n",
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+      "[IterativeImputer] Ending imputation round 9/49, elapsed time 0.03\n",
+      "[IterativeImputer] Ending imputation round 10/49, elapsed time 0.03\n",
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+      "[IterativeImputer] Ending imputation round 12/49, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 13/49, elapsed time 0.04\n",
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+      "[IterativeImputer] Ending imputation round 15/49, elapsed time 0.05\n",
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+      "[IterativeImputer] Ending imputation round 18/49, elapsed time 0.06\n",
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-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n",
-      "[IterativeImputer] Ending imputation round 32/49, elapsed time 0.13\n",
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+      "[IterativeImputer] Ending imputation round 20/49, elapsed time 0.07\n",
+      "[IterativeImputer] Ending imputation round 21/49, elapsed time 0.07\n",
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+      "[IterativeImputer] Ending imputation round 24/49, elapsed time 0.08\n",
+      "[IterativeImputer] Ending imputation round 25/49, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 26/49, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 27/49, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 28/49, elapsed time 0.10\n",
+      "[IterativeImputer] Ending imputation round 29/49, elapsed time 0.10\n",
+      "[IterativeImputer] Ending imputation round 30/49, elapsed time 0.10\n",
+      "[IterativeImputer] Ending imputation round 31/49, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 32/49, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 33/49, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 34/49, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 35/49, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 36/49, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 37/49, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 38/49, elapsed time 0.13\n",
+      "[IterativeImputer] Ending imputation round 39/49, elapsed time 0.13\n",
+      "[IterativeImputer] Ending imputation round 40/49, elapsed time 0.13\n",
+      "[IterativeImputer] Ending imputation round 41/49, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 42/49, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 43/49, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 44/49, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 45/49, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 46/49, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 47/49, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 48/49, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 49/49, elapsed time 0.16\n",
+      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  \" reached.\", ConvergenceWarning)\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dc9daa10>"
       ]
      },
      "metadata": {},
-     "execution_count": 17
+     "execution_count": 12
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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y=\"104.723357\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(14.798438 107.286638)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"142.213012\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 3 -->\r\n      <g transform=\"translate(14.798438 144.776293)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"179.702667\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(14.798438 182.265948)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"217.192322\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(14.798438 219.755603)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"254.681977\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(14.798438 257.245259)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"292.171633\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 7 -->\r\n      <g transform=\"translate(14.798438 294.734914)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"329.661288\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(14.798438 332.224569)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"367.150943\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 9 -->\r\n      <g transform=\"translate(14.798438 369.714224)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"404.640598\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(14.798438 413.566379)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"442.130253\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 11 -->\r\n      <g transform=\"translate(14.798438 451.056034)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"479.619908\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 12 -->\r\n      <g transform=\"translate(14.798438 488.54569)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"517.109564\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 13 -->\r\n      <g transform=\"translate(14.798438 526.035345)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#mee08ce2b67\" y=\"554.599219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 14 -->\r\n      <g transform=\"translate(14.798438 563.525)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -980,6 +959,9 @@
     }
    ],
    "source": [
+    "if max1 < 10:\n",
+    "    max1 = 10\n",
+    "\n",
     "idf1 = impute_df(split_df1, max_iter= int(max1), verbose=2)\n",
     "size = idf1.shape[1]\n",
     "corr = idf1.corr()\n",
@@ -989,7 +971,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -997,51 +979,47 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 5)\n",
-      "[IterativeImputer] Ending imputation round 1/8, elapsed time 0.01\n",
-      "[IterativeImputer] Change: 457858.9943114285, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 2/8, elapsed time 0.02\n",
-      "[IterativeImputer] Change: 123566.60351871609, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 3/8, elapsed time 0.03\n",
-      "[IterativeImputer] Change: 66082.79555085694, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 4/8, elapsed time 0.05\n",
-      "[IterativeImputer] Change: 31356.06832177031, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 5/8, elapsed time 0.06\n",
-      "[IterativeImputer] Change: 13275.540026738847, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 6/8, elapsed time 0.07\n",
-      "[IterativeImputer] Change: 5607.778352352506, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 7/8, elapsed time 0.08\n",
-      "[IterativeImputer] Change: 4637.325683098177, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 8/8, elapsed time 0.09\n",
-      "[IterativeImputer] Change: 4069.896702134858, scaled tolerance: 131.03159 \n",
+      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.08\n",
+      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.10\n",
+      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.17\n",
+      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.18\n",
+      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.21\n",
+      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.22\n",
       "[IterativeImputer] Completing matrix with shape (195, 5)\n",
-      "[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/8, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 3/8, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 4/8, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 5/8, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 6/8, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 7/8, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 8/8, elapsed time 0.01\n",
-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
+      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.02\n",
+      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.02\n",
+      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  \" reached.\", ConvergenceWarning)\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dca54bd0>"
       ]
      },
      "metadata": {},
-     "execution_count": 18
+     "execution_count": 13
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1049,6 +1027,9 @@
     }
    ],
    "source": [
+    "if max2 < 10:\n",
+    "    max2 = 10\n",
+    "\n",
     "idf2 = impute_df(split_df2, max_iter= int(max2), verbose=2)\n",
     "size = idf2.shape[1]\n",
     "corr = idf2.corr()\n",
@@ -1058,7 +1039,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -1066,55 +1047,35 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 11)\n",
-      "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.02\n",
-      "[IterativeImputer] Change: 1.3057475071151101, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.04\n",
-      "[IterativeImputer] Change: 0.2431361335536576, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.06\n",
-      "[IterativeImputer] Change: 0.050910966788451084, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.08\n",
-      "[IterativeImputer] Change: 0.024727577272021295, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.10\n",
-      "[IterativeImputer] Change: 0.01669938231479373, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.12\n",
-      "[IterativeImputer] Change: 0.014436526598200827, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.14\n",
-      "[IterativeImputer] Change: 0.013328878116682485, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.16\n",
-      "[IterativeImputer] Change: 0.012628774076243077, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.17\n",
-      "[IterativeImputer] Change: 0.012053990511959045, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.19\n",
-      "[IterativeImputer] Change: 0.011528761105839724, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.21\n",
-      "[IterativeImputer] Change: 0.011028826842162887, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 12/20, elapsed time 0.23\n",
-      "[IterativeImputer] Change: 0.010551696384536902, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 13/20, elapsed time 0.25\n",
-      "[IterativeImputer] Change: 0.010132923628465185, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 14/20, elapsed time 0.26\n",
-      "[IterativeImputer] Change: 0.009943115736268826, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.28\n",
-      "[IterativeImputer] Change: 0.009758788813657215, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.30\n",
-      "[IterativeImputer] Change: 0.00957549042259187, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.31\n",
-      "[IterativeImputer] Change: 0.009397405580395923, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.34\n",
-      "[IterativeImputer] Change: 0.009222955401797739, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.36\n",
-      "[IterativeImputer] Change: 0.009052194265333768, scaled tolerance: 0.001036 \n",
-      "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.38\n",
-      "[IterativeImputer] Change: 0.008884981830621363, scaled tolerance: 0.001036 \n",
+      "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.18\n",
+      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.20\n",
+      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.22\n",
+      "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.24\n",
+      "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.26\n",
+      "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.29\n",
+      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.37\n",
+      "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.39\n",
+      "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.41\n",
+      "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.43\n",
+      "[IterativeImputer] Ending imputation round 12/20, elapsed time 0.45\n",
+      "[IterativeImputer] Ending imputation round 13/20, elapsed time 0.47\n",
+      "[IterativeImputer] Ending imputation round 14/20, elapsed time 0.49\n",
+      "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.54\n",
+      "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.59\n",
+      "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.62\n",
+      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.64\n",
+      "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.66\n",
+      "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.68\n",
       "[IterativeImputer] Completing matrix with shape (195, 11)\n",
       "[IterativeImputer] Ending imputation round 1/20, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 2/20, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 3/20, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 4/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 5/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 6/20, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 7/20, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 8/20, elapsed time 0.02\n",
       "[IterativeImputer] Ending imputation round 9/20, elapsed time 0.02\n",
       "[IterativeImputer] Ending imputation round 10/20, elapsed time 0.02\n",
       "[IterativeImputer] Ending imputation round 11/20, elapsed time 0.02\n",
@@ -1124,29 +1085,29 @@
       "[IterativeImputer] Ending imputation round 15/20, elapsed time 0.03\n",
       "[IterativeImputer] Ending imputation round 16/20, elapsed time 0.03\n",
       "[IterativeImputer] Ending imputation round 17/20, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.04\n",
+      "[IterativeImputer] Ending imputation round 18/20, elapsed time 0.03\n",
       "[IterativeImputer] Ending imputation round 19/20, elapsed time 0.04\n",
       "[IterativeImputer] Ending imputation round 20/20, elapsed time 0.04\n",
-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
+      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  \" reached.\", ConvergenceWarning)\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dca79190>"
       ]
      },
      "metadata": {},
-     "execution_count": 19
+     "execution_count": 14
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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gRsbPpqdTAwAADE2oAQAAhmb8DAAAZrSeWrqEXUenBgAAGJpQAwAADM34GQAAzGi9e+kSdh2dGgAAYGhCDQAAMDTjZwAAMCNfvjk9nRoAAGBoQg0AADA042cAADAj42fT06kBAACGJtQAAABDE2oAAIChuaYGAABm5Jqa6enUAAAAQxNqAACAoRk/AwCAGa2nly5h19GpAQAAhibUAAAAQzN+BgAAM7L62fR0agAAgKEJNQAAwNCMnwEAwIzW2+pnU9OpAQAAhibUAAAAQ9t2/KyqLkzS3X1VVT0iyUVJ3t/dr9/x6gAAYJex+tn0tgw1VfVTSZ6S5LSqemOSxyZ5S5LnVdWju/tnZ6gRAADgmLYbP3t6km9M8rgkP5Tkad39M0m+Ncl3HutJVbW/qg5W1cG3//oVkxULAABwpO3Gzw5193qSO6rqT7v7U0nS3XdW1caxntTdB5IcSJKff8d7LO8AAADsmO1Czd1VdZ/uviPJ192zsarun+SYoQYAADi69fg3/6ltF2oe1913JUl3bw4xpye5dMeqAgAAOE5bhpp7As1Rtv9lkr/ckYoAAABOwLZLOgMAANMxfjY9X74JAAAMTagBAACGZvwMAABmtL50AbuQTg0AADA0oQYAABia8TMAAJjRelv9bGo6NQAAwNCEGgAAYGjGzwAAYEa+fHN6OjUAAMDQhBoAAGBoQg0AADA019QAAMCMXFMzPZ0aAABgaEINAAAwNONnAAAwo402fjY1nRoAAGBoQg0AADA042cAADAjq59NT6cGAAAYmlADAAAMzfgZAADMyPjZ9HRqAACAoQk1AADA0IyfAQDAjNZ9+ebkdGoAAIChCTUAAMDQjJ8BAMCMrH42PZ0aAABgaEINAAAwNKEGAAAY2o5fU7O+sfdmBtce+OClS5jdnX/8pqVLmN367Z9auoTZfcE3PX3pEmZ357vftnQJszrtrC9ZuoTZPfg+dy9dwuxOe8jDli5hdnX6mUuXMLu1+95/6RI4hg1LOk9OpwYAABiaUAMAAAzNks4AADAjSzpPT6cGAAAYmlADAAAMTagBAIAZradP6dvxqKqLquoDVXV9VT3vKPt/vKquq6r3VNWbqurLNu1br6qrV7crpzinrqkBAACOW1WtJfmFJE9KcmOSq6rqyu6+btNhf5zkgu6+o6r+1yT/V5LvXO27s7sfNWVNOjUAAMCJuDDJ9d19Q3ffneRVSS7efEB3v6W771g9/KMk5+5kQTo1AAAwo1P9yzeran+S/Zs2HejuA5sen5PkI5se35jksVu85LOT/LdNj8+sqoNJDiW5rLt//eQqFmoAAIBNVgHmwLYHHoeq+mdJLkjyTZs2f1l331RVX57kzVV1TXf/6cm8j/EzAADgRNyU5GGbHp+72vY5quqJSZ6f5Kndfdc927v7ptWfNyR5a5JHn2xBOjUAADCjXfDlm1clOb+qzsvhMHNJkmdtPqCqHp3kF5Nc1N23bNr+wCR3dPddVfXgJN+Yw4sInBShBgAAOG7dfaiqnpPkDUnWklze3ddW1QuSHOzuK5P830nul+S1VZUkH+7upyb56iS/WFUbOTw1dtkRq6Z9XoQaAADghHT365O8/ohtP7np/hOP8by3J3nk1PW4pgYAABiaTg0AAMxo/RRf0nlEOjUAAMDQhBoAAGBoxs8AAGBGG+Mv6XzK0akBAACGJtQAAABDM34GAAAzsvrZ9HRqAACAoQk1AADA0IyfAQDAjDaMn01OpwYAABiaUAMAAAzN+BkAAMxo3ZdvTk6nBgAAGJpQAwAADM34GQAAzGijN5YuYdfRqQEAAIYm1AAAAEMTagAAgKGd8DU1VfXL3f3dO1EMAADsdhuWdJ7clqGmqq48clOSb6mqByRJdz91h+oCAAA4LtuNn52b5FNJfi7Jv1/d/nrT/aOqqv1VdbCqDv7hr18xVa0AAAB/y3bjZxck+ZEkz0/yr7r76qq6s7vfttWTuvtAkgNJ8nN/+G79NQAAWFlvvx5PbctQ090bSV5UVa9d/fnx7Z4DAAAwp+MKKN19Y5LvqKp/nMPjaAAAAKeEE+q6dPdvJ/ntHaoFAAB2PaufTc/31AAAAEMTagAAgKG56B8AAGa0YfWzyenUAAAAQxNqAACAoRk/AwCAGW0sXcAupFMDAAAMTagBAACGJtQAAABDc00NAADMyJLO09OpAQAAhibUAAAAQzN+BgAAM9qI8bOp6dQAAABDE2oAAIChGT8DAIAZWf1sejo1AADA0IQaAABgaMbPAABgRlY/m55ODQAAMDShBgAAGJrxMwAAmJHxs+np1AAAAEMTagAAgKEJNQAAwNBcUwMAADPacEnN5HRqAACAoQk1AADA0IyfAQDAjCzpPD2dGgAAYGhCDQAAMDTjZwAAMCPjZ9Pb8VBz5ul7rxl03wuevHQJs7vzPW9buoT5ra8vXcHs7nz33vs53/trv2npEma1/qlbly5hdmc95K6lS5hdnX7m0iXMb/3Q0hXM7u4Pv2/pEmbnX+v3rr2XOAAAgF1FoAUAgBm16bPJ6dQAAABDE2oAAIChGT8DAIAZWf1sejo1AADA0IQaAABgaMbPAABgRobPpqdTAwAADE2oAQAAhibUAAAAQ3NNDQAAzMiSztPTqQEAAIYm1AAAAEMzfgYAADMyfDY9nRoAAGBoQg0AADA042cAADAj42fT06kBAACGJtQAAABDM34GAAAz8uWb09OpAQAAhibUAAAAQzN+BgAAMzJ8Nj2dGgAAYGhCDQAAMDShBgAAGJpragAAYEauqZmeTg0AADA0oQYAABia8TMAAJiR8bPp6dQAAABDE2oAAIChCTUAADCjPsVvx6OqLqqqD1TV9VX1vKPsv1dVvXq1/x1V9fBN+35itf0DVfWtx/mWWzqhUFNV/6CqfryqnjzFmwMAAGOpqrUkv5DkKUkekeSZVfWIIw57dpLbuvsrkrwoyQtXz31EkkuSfE2Si5K8ePV6J2XLUFNV79x0//uT/L9JviDJTx0tkQEAALvehUmu7+4buvvuJK9KcvERx1yc5OWr+1ckeUJV1Wr7q7r7ru7+syTXr17vpGzXqTl90/39SZ7U3T+d5MlJvutYT6qq/VV1sKoO/sGvXnGyNQIAADPZ/Lv86rb/iEPOSfKRTY9vXG076jHdfSjJJ5OcdZzPPWHbLem8r6oemMPhp7r7L1aF3V5Vh471pO4+kORAkrz44DVWrQMAgEFs/l1+FNuFmvsneVeSStJV9dDuvrmq7rfaBgAA7C03JXnYpsfnrrYd7Zgbq+q0HM4VnzjO556wLcfPuvvh3f3l3X3e6s+bV7s2kvyTk31zAADYe+oUv23rqiTnV9V5VXVGDl/4f+URx1yZ5NLV/acneXN392r7JavV0c5Lcn6Sd+YkbdepOaruviPJn53smwMAAGPp7kNV9Zwkb0iyluTy7r62ql6Q5GB3X5nkl5L8l6q6PsmtORx8sjruNUmuS3IoyQ919/rJ1vR5hRoAAGDv6u7XJ3n9Edt+ctP9Tyf5jmM892eT/OyU9Qg1AAAwK5emT+2EvnwTAADgVCPUAAAAQxNqAACAobmmBgAAZuWamqnp1AAAAEMTagAAgKEZPwMAgDmZPpucTg0AADA0oQYAABia8TMAAJiVvsLUnFEAAGBoQg0AADA042cAADCjsvzZ5HRqAACAoQk1AADA0IyfAQDAnMr42dR0agAAgKEJNQAAwNCEGgAAYGiuqQEAgBlZ0nl6OjUAAMDQhBoAAGBoxs8AAGBW+gpTc0YBAIChCTUAAMDQjJ8BAMCMqqx+NjWdGgAAYGhCDQAAMDTjZwAAMKfSV5iaMwoAAAxtxzs197/P2k6/xSln/eO3LF3C7E4/5/ylS5jd2lm3L13C7E4760uWLmF265+6dekSZrX2hQ9auoTZfebTe++C3X33vf/SJcyu1vbe7yN78f+b2buMnwEAwIzKsNTknFEAAGBoQg0AADA0oQYAABiaa2oAAGBGVXtvgZKdplMDAAAMTagBAACGZvwMAADmVPoKU3NGAQCAoQk1AADA0IyfAQDAjMr42eScUQAAYGhCDQAAMDTjZwAAMKPSV5icMwoAAAxNqAEAAIZm/AwAAGZk9bPpOaMAAMDQhBoAAGBoxs8AAGBGVWtLl7Dr6NQAAABDE2oAAIChCTUAAMDQXFMDAAAzsqTz9JxRAABgaEINAAAwNONnAAAwI+Nn03NGAQCAoQk1AADA0IyfAQDAjKrWli5h19GpAQAAhibUAAAAQzN+BgAAM7L62fScUQAAYGhbhpqqemxVfeHq/r2r6qer6jer6oVVdf95SgQAADi27cbPLk/ytav7P5/kjiQvTPKEJC9N8u07VxoAAOw+Vj+b3nbjZ/u6+9Dq/gXd/aPd/Qfd/dNJvvxYT6qq/VV1sKoOvvk1r5msWAAAgCNtF2reW1Xfu7r/7qq6IEmq6iuTfOZYT+ruA919QXdf8PhnPGOiUgEAAP627ULN9yX5pqr60ySPSPKHVXVDkv+82gcAALCoLa+p6e5PJvme1WIB562Ov7G7Pz5HcQAAsNu4pmZ6x/U9Nd39qSTv3uFaAAAATpjvqQEAAIZ2XJ0aAABgGvtKX2FqzigAADA0oQYAABia8TMAAJiR1c+mp1MDAAAMTagBAACGZvwMAABmZPxsejo1AADA0IQaAABgaMbPAABgRsbPpqdTAwAADE2oAQAAhmb8DAAAZlT7jJ9NTacGAAAYmlADAAAMTagBAACG5poaAACY0T5LOk9OpwYAABiaUAMAAAzN+BkAAMyodvn4WVU9KMmrkzw8yYeSPKO7bzvimEcl+Y9JvjDJepKf7e5Xr/a9LMk3Jfnk6vDv6e6rt3pPnRoAAGBKz0vypu4+P8mbVo+PdEeS7+7ur0lyUZL/UFUP2LT/X3X3o1a3q7d7Q6EGAACY0sVJXr66//IkTzvygO7+k+7+4Or+R5PckuSLPt83NH4GAAAzOtXHz6pqf5L9mzYd6O4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AwEB2FVtGxwUAAJie4AIAAEzPqBgAAAy0FbuKLaHjAgAATE9wAQAApmdUDAAABjIqtoyOCwAAMD3BBQAAmJ5RMQAAGMgFKJfRcQEAAKYnuAAAANMTXAAAgOlZ4wIAAANtte2Ql9BxAQAApie4AAAA0zMqBgAAA23FqNgSOi4AAMD0BBcAAGB6RsUAAGAgo2LL6LgAAADTE1wAAIDpGRUDAICBtl2AchEdFwAAYHqCCwAAMD2jYgAAMJBdxZYRXPbB5ic9eO0Shrr7Da9eu4Thtu++a+0ShrviCV+ydgnD3f36o/fP9kUP+pS1SxjuIVd+eO0Shrv4oY9au4TxNo/WR55LL7187RLggjMqBgAATE9wAQAApne0+qYAALAya1yW0XEBAACmJ7gAAADTMyoGAAADbbVRsSV0XAAAgOkJLgAAwPSMigEAwEB2FVtGxwUAAJie4AIAAEzPqBgAAAy0bVexRXRcAACA6QkuAADA9IyKAQDAQHYVW0bHBQAAmJ7gAgAATM+oGAAADGRUbBkdFwAAYHqCCwAAMD3BBQAAmJ41LgAAMNB2W+OyhI4LAAAwPcEFAACYnlExAAAYyHbIy+i4AAAA0xNcAACA6RkVAwCAgbbsKraIjgsAADA9wQUAAJieUTEAABho265ii+i4AAAA0xNcAACA6RkVAwCAgewqtoyOCwAAMD3BBQAAmJ7gAgAATM8aFwAAGGjbGpdFdFwAAIDp3efgUlU/sh+FAAAA7Oaso2JVdcvpdyX5m1X1iUnS3V+6X4UBAMBhtBWjYkvs1XG5OsmdSb4vyffufP3lKbfPqKqOVdWJqjrxm//u5gtVKwAAcETtFVyuTfI7SZ6b5APd/WtJ7u7uV3f3q3d7UXcf7+5ru/vaJzzjyy9ctQAAwJF01lGx7t5O8vyqevnOn+/d6zUAAMDutnt77RIOpHMKId19e5KvqKq/k5OjYwAAAMPcp+5Jd//7JP9+n2oBAAA4I2NfAAAw0LZdxRZxAUoAAGB6ggsAADA9o2IAADDQVhsVW0LHBQAAmJ7gAgAATE9wAQAApmeNCwAADGQ75GV0XAAAgOkJLgAAwPSMigEAwEDbtkNeRMcFAACYnuACAABMz6gYAAAMtL12AQeUjgsAADA9wQUAAJieUTEAABjIrmLL6LgAAADTE1wAAIDpGRUDAICBtmNUbAkdFwAAYHqCCwAAMD2jYgAAMJBdxZbRcQEAAKYnuAAAANMTXAAAgOlZ4wIAAAPZDnkZHRcAAGB6ggsAADA9o2IAADCQUbFldFwAAIDpCS4AAMD0jIoBAMBA2ybFFtFxAQAApie4AAAA09v3UbFLL679PsR0Lr/26WuXMNTdb3j12iUM1x/+0NolDHf364/e7/myz3ny2iUMt3Xn+9cuYbgrH3Lv2iWMt3kEJ8W3jtbv+Z533LZ2Cas4KP9k21VsGR0XAABgeoILAAAwvYPSUQMAgEPBqNgyOi4AAMD0BBcAAGB6ggsAADA9a1wAAGCgtsRlER0XAABgeoILAAAwPaNiAAAwkO2Ql9FxAQAApie4AAAA0zMqBgAAAxkUW0bHBQAAmJ7gAgAATM+oGAAADGRXsWV0XAAAgOkJLgAAwPSMigEAwEAGxZbRcQEAAKYnuAAAANMzKgYAAAMZFVtGxwUAAJie4AIAAExPcAEAAKZnjQsAAAy0bZXLIjouAADA9AQXAABgekbFAABgIINiy+i4AAAA0xNcAACA6RkVAwCAgYyKLaPjAgAATE9wAQAApmdUDAAABjIqtoyOCwAAMD3BBQAAmJ7gAgAAA/XkX+eiqq6rqj+oqrdW1Y1nePwTquondx7/7ap65Dn+6F3dp+BSVf99Vf3Dqnr6+R4YAAA4eKpqM8n3J/miJI9O8uyqevRpT/vaJH/e3Z+W5PlJnne+xz1rcKmq155y++uT/Osk90/yHWdKVgAAwKH3uCRv7e63dfc9SV6a5PrTnnN9kpt2bt+c5ClVVedz0L06LhefcvtYkqd193cmeXqSv7fbi6rqWFWdqKoT/+Gnbz6f+gAAgIFO/Sy/83XstKc8PMk7T/n+9p37zvic7r43yQeSPOh86tprO+SNqvqknAw41d1/unPwu6rq3t1e1N3HkxxPkh/83d+34xsAABwQp36W38WZOienf+Y/l+fcJ3sFlyuT/M7OgbuqHtrd76mqK3YpBgAAONxuT/KIU76/Osm7dnnO7VV1UU7mivefz0HPGly6+5G7PLSd5MvO58AAAMCB9Lok11TVo5L8SZJnJfnK055zS5IbkrwmyZcn+ZXu3teOyxl194eS/KfzOTAAABxNB3twqbvvrarnJHllks0kL+ruW6vqu5Kc6O5bkvxwkh+tqrfmZKflWed73EXBBQAAOLq6+xVJXnHafd9+yu0PJ/mKC3lMF6AEAACmp+MCAABDHexRsbXouAAAANMTXAAAgOkZFQMAgKGMii2h4wIAAExPcAEAAKZnVAwAAEYyKbaIjgsAADA9wQUAAJie4AIAAEzPGhcAABhK72AJZw0AAJie4AIAAEzPqBgAAAxU9kNeRMcFAACYnuACAABMz6gYAACMVEbFltBxAQAApie4AAAA0zMqBgAAA9lVbBkdFwAAYHqCCwAAMD2jYgAAMJTewRLOGgAAMD3BBQAAmJ5RMQAAGKhcgHIRHRcAAGB6ggsAADA9wQUAAJieNS4AADBS6R0s4awBAADTE1wAAIDpGRUDAICBSu9gkX0PLldcurnfh5jO1nvvWLuEoS5++DVrlzDc5oPuWruE4S560KesXcJwW3e+f+0Shtt8wAPXLmG4j37k6F1PYePyK9cuYbjaPFqfR47i/5s5/MQ9AABgekbFAABgoKqj1+m9EHRcAACA6QkuAADA9IyKAQDASC5AuYizBgAATE9wAQAApmdUDAAABiqjYos4awAAwPQEFwAAYHqCCwAAMD1rXAAAYKDSO1jEWQMAAKYnuAAAANMzKgYAAAPZDnkZZw0AAJie4AIAAEzPqBgAAAxUtbl2CQeSjgsAADA9wQUAAJieUTEAABjIrmLLOGsAAMD0BBcAAGB6RsUAAGAgo2LLOGsAAMD0BBcAAGB6RsUAAGAgF6BcRscFAACYnuACAABMT3ABAACmZ40LAAAMZDvkZZw1AABgeoILAAAwPaNiAAAwkO2Ql9FxAQAApie4AAAA0zMqBgAAAxkVW0bHBQAAmJ7gAgAATO+so2JV9d8lua2776yqy5LcmOQxSd6U5J939wcG1AgAAIfGhgtQLrLXWXtRkg/t3H5BkiuTPG/nvhfvY10AAAD/2V7BZaO77925fW13f1t3/0Z3f2eSv7bbi6rqWFWdqKoTv/Kyl12wYgEAgKNpr13F3lhVX9PdL07y+qq6trtPVNWnJ/nobi/q7uNJjifJj7/pTX3hygUAgIPNrmLL7NVx+bokT66qP0ry6CSvqaq3JfmhnccAAAD23Vk7LjuL77+6qu6fk6NhFyW5vbvfO6I4AACA5BwvQNndf5nk9ftcCwAAwBmdU3ABAAAuDGtclrGJNAAAMD3BBQAAmJ5RMQAAGMio2DI6LgAAwPQEFwAAYHpGxQAAYKDaMCq2hI4LAAAwPcEFAACYnlExAAAYaMOuYovouAAAANMTXAAAgOkZFQMAgIFcgHIZHRcAAGB6ggsAADA9wQUAAJieNS4AADCQNS7L6LgAAADTE1wAAIDpGRUDAICBqnwEX0LHBQAAmJ7gAgAATE+fCgAABtqwq9giOi4AAMD0BBcAAGB6RsUAAGCg2jAqtoSOCwAAMD3BBQAAmJ5RMQAAGMgFKJfRcQEAAKYnuAAAANPTpwIAgIHKBSgX0XEBAACmJ7gAAADTE1wAAIDp7fsal+OvvGe/DzGdJ574sbVLGOo977x07RKG++BHjt7ysIdc+eG1Sxjuyofcu3YJw330I7V2CcNd8503rl3CcO+76fvWLmG4t7127QrG+pM7L1u7hFV82e/+47VLOCe2Q15GxwUAAJie4AIAAExPnwoAAAbasB3yIjouAADA9AQXAABgekbFAABgoNrwEXwJHRcAAGB6ggsAADA9fSoAABjIBSiX0XEBAACmJ7gAAADT06cCAICBygUoF9FxAQAApie4AAAA0xNcAACA6VnjAgAAA9kOeRkdFwAAYHqCCwAAMD19KgAAGKg2fARfQscFAACYnuACAABMT58KAAAGsqvYMjouAADA9AQXAABgevpUAAAwklGxRXRcAACA6QkuAADA9PSpAABgIBegXEbHBQAAmJ7gAgAATE+fCgAABnIBymV0XAAAgOkJLgAAwPQEFwAAYHoG7AAAYCTbIS+i4wIAAExPcAEAAKanTwUAACPV5toV7KuqemCSn0zyyCRvT/I/dfef7/LcByS5LcnPdPdzzvZzz9pxqapvqapHLCkYAAA4km5M8qruvibJq3a+3813J3n1ufzQvUbFvjvJb1fVf6iqb6yqh5xTqQAAwFF1fZKbdm7flOQZZ3pSVT02yVVJfvFcfuheweVtSa7OyQDz2CRvqqpfqKobqur+u72oqo5V1YmqOvHu1/zUudQBAABHQm1cNPfXKZ/ld76O3ce3eFV3vztJdv785L9yDqo2knxvkv/1XH/oXmtcuru3czIF/WJVXZzki5I8O8m/THLGDkx3H09yPEme/Pzf63MtBgAAWNepn+V3U1W/nOShZ3joued4mG9M8orufmdVndML9gouH/dTuvujSW5JcktVXXaORQEAAIdIdz91t8eq6r1V9bDufndVPSzJHWd42ucn+R+q6huTXJHkkqr6YHfvuh5mr+DyzLMUe/cerwUAAE5Xh35j31uS3JDke3b+/NnTn9Ddf+9jt6vqq5Nce7bQkuyxxqW7/3BJpQAAwJH1PUmeVlVvSfK0ne9TVddW1QuX/tBDH/cAAIBxuvvPkjzlDPefSPJ1Z7j/JUlestfPFVwAAGCg3vARfIm9tkMGAABYneACAABMT3ABAACmZ8AOAABG2thcu4IDSccFAACYnuACAABMz6gYAACMZFRsER0XAABgeoILAAAwPaNiAAAwUBsVW0THBQAAmJ7gAgAATM+oGAAADGRUbBkdFwAAYHqCCwAAMD2jYgAAMJJRsUV0XAAAgOkJLgAAwPQEFwAAYHrWuAAAwEC9oXewhLMGAABMT3ABAACmZ1QMAAAGatshL6LjAgAATE9wAQAApmdUDAAABtre1DtYwlkDAACmJ7gAAADTMyoGAAADuQDlMs4aAAAwPcEFAACYnlExAAAYyKjYMs4aAAAwvX3vuBz7wkv2+xDTufqxN6xdwlBXJ9m+6861yxhq+64PrF3CcBc/9FFrlzDe5tFrSm9cfuXaJQz3vpu+b+0ShnvwDf9w7RKGe+Az71q7hKGuTfLR29+ydhlwQR29/ytzwR210AIAsxNa5rZtVGwRZw0AAJie4AIAAExPcAEAAKZnjQsAAAzUm3oHSzhrAADA9AQXAABgekbFAABgoN6otUs4kHRcAACA6QkuAADA9IyKAQDAQNubRsWW0HEBAACmJ7gAAADTMyoGAAAD2VVsGR0XAABgeoILAAAwPaNiAAAwkFGxZXRcAACA6QkuAADA9AQXAABgeta4AADAQL25dgUHk44LAAAwPcEFAACYnlExAAAYyHbIy+i4AAAA0xNcAACA6RkVAwCAkbQOFnHaAACA6QkuAADA9IyKAQDASC5AuYiOCwAAMD3BBQAAmJ5RMQAAGEnrYBGnDQAAmJ7gAgAATM+oGAAAjKR1sIjTBgAATE9wAQAApie4AAAA0zvrGpequiTJs5K8q7t/uaq+MskTktyW5Hh3f3RAjQAAcGiU1sEiey3Of/HOc+5XVTckuSLJTyd5SpLHJblhf8sDAADYe1Tss7v7mUm+LMnTk3x5d/9okq9J8nm7vaiqjlXViao68Ssve9mFqxYAADiS9uq4bOyMi12e5H5Jrkzy/iSfkOTi3V7U3ceTHE+SH3/Tm/rClAoAAAdfbfh4vMReweWHk7w5yWaS5yZ5eVW9Lcnjk7x0n2sDAABIskdw6e7nV9VP7tx+V1X9SJKnJvmh7n7tiAIBAAD26riku991yu2/SHLzvlYEAACHmF3FlnHaAIa8cyoAAA2kSURBVACA6QkuAADA9PYcFQMAAC6cjc21KziYdFwAAIDpCS4AAMD0jIoBAMBAG1oHizhtAADA9AQXAABgeoILAAAwPWtcAABgoNrotUs4kHRcAACA6QkuAADA9IyKAQDAQLZDXsZpAwAApie4AAAA0zMqBgAAAxkVW8ZpAwAApie4AAAA0zMqBgAAAxkVW8ZpAwAApie4AAAA0zMqBgAAAxkVW8ZpAwAApie4AAAA0xNcAACA6VnjAgAAA1njsozTBgAATE9wAQAApmdUDAAABtrc6LVLOJB0XAAAgOkJLgAAwPSMigEAwEB2FVvGaQMAAKYnuAAAANMzKgYAAAMZFVtm34PL1vbR2+6t775r7RKGqos/Ye0Shtu4/Mq1Sxhv8wj+PcfWvWtXMFxtbq5dwnBve+3aFYz3wGcerf9PJcnGpZevXcJQmw940NolwAUn7wEAANM7gn+FCgAA69nUOljEaQMAAKYnuAAAANMzKgYAAANt1NoVHEw6LgAAwPQEFwAAYHqCCwAAMD1rXAAAYCDbIS/jtAEAANMTXAAAgOkZFQMAgIE2tA4WcdoAAIDpCS4AAMD0jIoBAMBAdhVbxmkDAACmJ7gAAADTMyoGAAADGRVbxmkDAACmJ7gAAADTMyoGAAADGRVbxmkDAACmJ7gAAADTE1wAAIDpWeMCAAADbWgdLOK0AQAA0xNcAACA6RkVAwCAgTZr7QoOJh0XAABgeoILAAAwPaNiAAAw0KbWwSJOGwAAMD3BBQAAmJ5RMQAAGMio2DJOGwAAMD3BBQAAmJ5RMQAAGOiiDVegXELHBQAAuGCq6oFV9UtV9ZadPz9pl+f9i6q6tapuq6p/VVVnTXR7Bpeq+q+r6h9X1Quq6nur6n+pqiuXvhEAAOBQuzHJq7r7miSv2vn+41TVE5I8Mcl/k+Szkvy3SZ58th961uBSVd+S5P9JcunOD7ssySOSvKaqvuA+vwUAADjiNjfm/roArk9y087tm5I84wzP6ZzMGJck+YQkFyd579l+6F6lfX2S67r7/0zy1CSP7u7nJrkuyfN3e1FVHauqE1V14ldf/vI9DgEAAMzi1M/yO1/H7uOPuKq7350kO39+8ulP6O7XJPnVJO/e+Xpld992th96LovzL0qylZNJ6P47B3pHVV282wu6+3iS40nyI2+8tc/hGAAAwARO/Sy/m6r65SQPPcNDzz2XY1TVpyX5zCRX79z1S1X1pO7+9d1es1dweWGS11XVbyV5UpLn7RzoIUnefy5FAQAAh0t3P3W3x6rqvVX1sO5+d1U9LMkdZ3jalyX5re7+4M5r/t8kj0+ya3A566hYd78gybOT/GKSZ3T3i3fu/9PuftJebwgAAPh4mzX31wVwS5Ibdm7fkORnz/CcdyR5clVdtDPJ9eQkZx0V23P5TXff2t03d/eb72PBAADA0fM9SZ5WVW9J8rSd71NV11bVC3eec3OSP0ry+0len+T13f1zZ/uhLkAJAABcMN39Z0mecob7TyT5up3bW0m+4b78XMEFAAAGukBbDh85ThsAADA9wQUAAJieUTEAABjIqNgyThsAADA9wQUAAJieUTEAABhoc+PCXOXxqNFxAQAApie4AAAA0zMqBgAAA9lVbBmnDQAAmJ7gAgAATE9wAQAApmeNCwAADLRpN+RFdFwAAIDpCS4AAMD0jIoBAMBAmxtmxZbQcQEAAKYnuAAAANMzKgYAAANtah0s4rQBAADTE1wAAIDpGRUDAICB7Cq2jI4LAAAwPcEFAACYnlExAAAYyK5iyzhtAADA9AQXAABgeoILAAAwPWtcAABgoI2yHfISOi4AAMD0BBcAAGB6RsUAAGAg2yEv47QBAADTE1wAAIDp7fuo2N33bO/3IabzkXe8ee0Shtq47PK1Sxhu++671i5huEsvPXq/53vecdvaJQx38cOvWbuE4f7kzsvWLmG4z7n9LWuXMNzmAx60dglDXfTJj1i7BM5ic8OuYkvouAAAANMTXAAAgOnZVQwAAAayq9gyThsAADA9wQUAAJieUTEAABjIrmLL6LgAAADTE1wAAIDpGRUDAICBjIoto+MCAABMT3ABAACmJ7gAAADTs8YFAAAG2tQ6WMRpAwAApie4AAAA0zMqBgAAA23YDnkRHRcAAGB6ggsAADA9o2IAADDQplGxRXRcAACA6QkuAADA9IyKAQDAQC5AuYzTBgAATE9wAQAApmdUDAAABrKr2DI6LgAAwPQEFwAAYHqCCwAAMD1rXAAAYKANa1wW0XEBAACmJ7gAAADTMyoGAAADbWodLOK0AQAA0xNcAACA6RkVAwCAgTbtKraIjgsAADA9wQUAAJieUTEAABjIqNgyOi4AAMD0BBcAAGB61d27P1h1ZZJ/luQZSR6yc/cdSX42yfd091/s8rpjSY7tfHu8u49fsIrvg6o6ttax13LU3vNRe7+J93xUeM9Hg/d8+B2195sczffMGHsFl1cm+ZUkN3X3e3bue2iSG5I8tbufNqTKharqRHdfu3YdIx2193zU3m/iPR8V3vPR4D0ffkft/SZH8z0zxl6jYo/s7ud9LLQkSXe/p7ufl+RT97c0AACAk/YKLn9cVf+kqq762B1VdVVV/dMk79zf0gAAAE7aK7g8M8mDkry6qt5fVe9P8mtJHpjkK/a5tgvhKM5XHrX3fNTeb+I9HxXe89HgPR9+R+39JkfzPTPAWde4nPWFVV/T3S++wPUAAAD8FecTXN7R3da5AAAA++6isz1YVW/Y7aEkV+3yGAAAwAW11xqXq5J8VZIvOcPXn+1vactV1XVV9QdV9daqunHtevZbVb2oqu6oqjeuXcsoVfWIqvrVqrqtqm6tqm9du6b9VlWXVtVrq+r1O+/5O9euaYSq2qyq/1hVP792LaNU1dur6ver6veq6sTa9ey3qvrEqrq5qt688+/0569d036qqr++87v92NedVfVta9e136rqH+z8t+uNVfUTVXXp2jXtt6r61p33e+th/R2f6TNIVT2wqn6pqt6y8+cnrVkjh8deweXnk1zR3X982tfbc3KR/nSqajPJ9yf5oiSPTvLsqnr0ulXtu5ckuW7tIga7N8k/6u7PTPL4JN90BH7PH0nyt7r7c5J8bpLrqurxK9c0wrcmuW3tIlbwN7v7c4/ItRBekOQXuvszknxODvnvu7v/YOd3+7lJHpvkQ0l+ZuWy9lVVPTzJtyS5trs/K8lmkmetW9X+qqrPSvL1SR6Xk/9cf3FVXbNuVfviJfmrn0FuTPKq7r4myat2vofzdtbg0t1f292/sctjX7k/JZ23xyV5a3e/rbvvSfLSJNevXNO+6u5fT/L+tesYqbvf3d2/u3P7L3Pyg87D161qf/VJH9z59uKdr2WL1A6Iqro6yd9J8sK1a2F/VNUDkjwpyQ8nSXff091/sW5VQz0lyR919x+vXcgAFyW5rKouSnK/JO9auZ799plJfqu7P9Td9yZ5dZIvW7mmC26XzyDXJ7lp5/ZNSZ4xtCgOrb06LgfRw/Px15i5PYf8A+1RV1WPTPJ5SX573Ur2387Y1O8luSPJL3X3YX/P/3eSf5Jke+1CBuskv1hVv1NVx9YuZp/9tSR/muTFOyOBL6yqy9cuaqBnJfmJtYvYb939J0n+ZZJ3JHl3kg909y+uW9W+e2OSJ1XVg6rqfkn+dpJHrFzTKFd197uTk3/RmOSTV66HQ+IwBpc6w32H+m+lj7KquiLJTyX5tu6+c+169lt3b+2Ml1yd5HE7owiHUlV9cZI7uvt31q5lBU/s7sfk5MjrN1XVk9YuaB9dlOQxSf5Nd39ekrtyRMZKquqSJF+a5OVr17LfdtY4XJ/kUUk+JcnlVfX3161qf3X3bUmel+SXkvxCktfn5JgzsNBhDC635+P/RuPqHP529JFUVRfnZGj58e7+6bXrGWlnlObXcrjXNj0xyZdW1dtzcuTzb1XVj61b0hjd/a6dP+/IybUPj1u3on11e5LbT+ke3pyTQeYo+KIkv9vd7127kAGemuQ/dfefdvdHk/x0kiesXNO+6+4f7u7HdPeTcnKc6i1r1zTIe6vqYUmy8+cdK9fDIXEYg8vrklxTVY/a+dusZyW5ZeWauMCqqnJyJv627v6+tesZoaoeUlWfuHP7spz8IPDmdavaP939z7r76u5+ZE7+e/wr3X2o/4Y2Sarq8qq6/8duJ3l6To6cHErd/Z4k76yqv75z11OSvGnFkkZ6do7AmNiOdyR5fFXdb+e/30/JId+EIUmq6pN3/vzUJH83R+f3fUuSG3Zu35DkZ1eshUPkrNdxOYi6+96qek6SV+bkriUv6u5bVy5rX1XVTyT5giQPrqrbk3xHd//wulXtuycm+Z+T/P7Omo8k+d+6+xUr1rTfHpbkpp2d8zaSvKy7j8wWwUfIVUl+5uRnu1yU5N929y+sW9K+++bk/2/fjo0IDKIojN5Xg5qUoAAjEGhEDXKJoRAJHWhBAYIVEAqxO/+cU8EN99vZzf592XRLsuy85+fefx7mSda9t/xDa+1cVcckl7yeS12T7Pqu+otTVc2SPJJsWmv33oO+7dMZJMk2yaGqVnlF66LfQqakWvP9AwAAGNsUn4oBAAATI1wAAIDhCRcAAGB4wgUAABiecAEAAIYnXAAAgOEJFwAAYHhPCkWEMFchH0YAAAAASUVORK5CYII=\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1154,6 +1115,9 @@
     }
    ],
    "source": [
+    "if max3 < 10:\n",
+    "    max3 = 10\n",
+    "\n",
     "idf3 = impute_df(split_df3, max_iter= int(max3), verbose=2)\n",
     "size = idf3.shape[1]\n",
     "corr = idf3.corr()\n",
@@ -1163,7 +1127,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -1171,26 +1135,16 @@
      "name": "stdout",
      "text": [
       "[IterativeImputer] Completing matrix with shape (195, 9)\n",
-      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.02\n",
-      "[IterativeImputer] Change: 24.70630011052294, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04\n",
-      "[IterativeImputer] Change: 3.081030825722686, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.05\n",
-      "[IterativeImputer] Change: 1.7974084139622217, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.07\n",
-      "[IterativeImputer] Change: 1.2013063098503434, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.08\n",
-      "[IterativeImputer] Change: 0.8709381898134296, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.09\n",
-      "[IterativeImputer] Change: 0.6848017337664789, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.10\n",
-      "[IterativeImputer] Change: 0.5789561706855952, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.11\n",
-      "[IterativeImputer] Change: 0.5398675991534301, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.12\n",
-      "[IterativeImputer] Change: 0.5228675076225393, scaled tolerance: 0.087747 \n",
-      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.13\n",
-      "[IterativeImputer] Change: 0.5054232450128762, scaled tolerance: 0.087747 \n",
+      "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.06\n",
+      "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.08\n",
+      "[IterativeImputer] Ending imputation round 3/10, elapsed time 0.09\n",
+      "[IterativeImputer] Ending imputation round 4/10, elapsed time 0.11\n",
+      "[IterativeImputer] Ending imputation round 5/10, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 6/10, elapsed time 0.13\n",
+      "[IterativeImputer] Ending imputation round 7/10, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.18\n",
       "[IterativeImputer] Completing matrix with shape (195, 9)\n",
       "[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00\n",
       "[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00\n",
@@ -1202,26 +1156,26 @@
       "[IterativeImputer] Ending imputation round 8/10, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 9/10, elapsed time 0.01\n",
       "[IterativeImputer] Ending imputation round 10/10, elapsed time 0.01\n",
-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
+      "/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
+      "  \" reached.\", ConvergenceWarning)\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaca90>"
       ]
      },
      "metadata": {},
-     "execution_count": 20
+     "execution_count": 15
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1229,6 +1183,9 @@
     }
    ],
    "source": [
+    "if max4 < 10:\n",
+    "    max4 = 10\n",
+    "\n",
     "idf4 = impute_df(split_df4, max_iter= int(max4), verbose=2)\n",
     "size = idf4.shape[1]\n",
     "corr = idf4.corr()\n",
@@ -1238,101 +1195,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[IterativeImputer] Completing matrix with shape (195, 13)\n",
-      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.03\n",
-      "[IterativeImputer] Change: 87.8605447830152, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.05\n",
-      "[IterativeImputer] Change: 28.586268171421256, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.07\n",
-      "[IterativeImputer] Change: 11.593324359484521, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.10\n",
-      "[IterativeImputer] Change: 5.237507958945714, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.12\n",
-      "[IterativeImputer] Change: 3.9889516059898855, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.13\n",
-      "[IterativeImputer] Change: 4.3327704567826295, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.15\n",
-      "[IterativeImputer] Change: 4.743884302961482, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 8/22, elapsed time 0.16\n",
-      "[IterativeImputer] Change: 4.9041296773902205, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 9/22, elapsed time 0.18\n",
-      "[IterativeImputer] Change: 4.8867183949047215, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 10/22, elapsed time 0.20\n",
-      "[IterativeImputer] Change: 4.74618090912474, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 11/22, elapsed time 0.22\n",
-      "[IterativeImputer] Change: 4.597447396969357, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 12/22, elapsed time 0.24\n",
-      "[IterativeImputer] Change: 4.383379000147137, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 13/22, elapsed time 0.25\n",
-      "[IterativeImputer] Change: 4.120519036033551, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 14/22, elapsed time 0.27\n",
-      "[IterativeImputer] Change: 3.829399094168947, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 15/22, elapsed time 0.28\n",
-      "[IterativeImputer] Change: 3.5249997877409696, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 16/22, elapsed time 0.30\n",
-      "[IterativeImputer] Change: 3.218127903389302, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 17/22, elapsed time 0.32\n",
-      "[IterativeImputer] Change: 2.9164496052546856, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 18/22, elapsed time 0.34\n",
-      "[IterativeImputer] Change: 2.625268955987952, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 19/22, elapsed time 0.36\n",
-      "[IterativeImputer] Change: 2.3497527779462066, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 20/22, elapsed time 0.38\n",
-      "[IterativeImputer] Change: 2.0912457219816023, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 21/22, elapsed time 0.39\n",
-      "[IterativeImputer] Change: 1.8498070813863305, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Ending imputation round 22/22, elapsed time 0.41\n",
-      "[IterativeImputer] Change: 1.6257610843838977, scaled tolerance: 1.4337840000000002 \n",
-      "[IterativeImputer] Completing matrix with shape (195, 13)\n",
-      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.00\n",
-      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 8/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 9/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 10/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 11/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 12/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 13/22, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 14/22, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 15/22, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 16/22, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 17/22, elapsed time 0.04\n",
-      "[IterativeImputer] Ending imputation round 18/22, elapsed time 0.04\n",
-      "[IterativeImputer] Ending imputation round 19/22, elapsed time 0.04\n",
-      "[IterativeImputer] Ending imputation round 20/22, elapsed time 0.04\n",
-      "[IterativeImputer] Ending imputation round 21/22, elapsed time 0.04\n",
-      "[IterativeImputer] Ending imputation round 22/22, elapsed time 0.05\n",
-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n"
+      "[IterativeImputer] Completing matrix with shape (195, 4)\n[IterativeImputer] Ending imputation round 1/10, elapsed time 0.03\n[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 3/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 4/10, elapsed time 0.04\n[IterativeImputer] Ending imputation round 5/10, elapsed time 0.05\n[IterativeImputer] Ending imputation round 6/10, elapsed time 0.05\n[IterativeImputer] Ending imputation round 7/10, elapsed time 0.06\n[IterativeImputer] Ending imputation round 8/10, elapsed time 0.08\n[IterativeImputer] Early stopping criterion reached.\n[IterativeImputer] Completing matrix with shape (195, 4)\n[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 2/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 3/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 4/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 5/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 6/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 7/8, elapsed time 0.00\n[IterativeImputer] Ending imputation round 8/8, elapsed time 0.00\n"
      ]
     },
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaa210>"
       ]
      },
      "metadata": {},
-     "execution_count": 21
+     "execution_count": 16
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1080x1080 with 2 Axes>",
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      },
      "metadata": {
       "needs_background": "light"
@@ -1340,6 +1228,9 @@
     }
    ],
    "source": [
+    "if max5 < 10:\n",
+    "    max5 = 10\n",
+    "\n",
     "idf5 = impute_df(split_df5, max_iter= int(max5), verbose=2)\n",
     "size = idf5.shape[1]\n",
     "corr = idf5.corr()\n",
@@ -1347,171 +1238,132 @@
     "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
    ]
   },
-  {
-   "source": [
-    "# Imputation of the whole dataset "
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "24.0\n"
+      "[IterativeImputer] Completing matrix with shape (195, 9)\n",
+      "[IterativeImputer] Ending imputation round 1/22, elapsed time 0.12\n",
+      "[IterativeImputer] Ending imputation round 2/22, elapsed time 0.14\n",
+      "[IterativeImputer] Ending imputation round 3/22, elapsed time 0.15\n",
+      "[IterativeImputer] Ending imputation round 4/22, elapsed time 0.16\n",
+      "[IterativeImputer] Ending imputation round 5/22, elapsed time 0.17\n",
+      "[IterativeImputer] Ending imputation round 6/22, elapsed time 0.18\n",
+      "[IterativeImputer] Ending imputation round 7/22, elapsed time 0.20\n",
+      "[IterativeImputer] Early stopping criterion reached.\n",
+      "[IterativeImputer] Completing matrix with shape (195, 9)\n",
+      "[IterativeImputer] Ending imputation round 1/7, elapsed time 0.00\n",
+      "[IterativeImputer] Ending imputation round 2/7, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 3/7, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 4/7, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 5/7, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 6/7, elapsed time 0.01\n",
+      "[IterativeImputer] Ending imputation round 7/7, elapsed time 0.02\n"
      ]
+    },
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dcad8550>"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 17
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
     }
    ],
    "source": [
-    "iter_number = (max_missing + min_missing) // 2\n",
-    "print(iter_number)"
+    "if max6 < 10:\n",
+    "    max6 = 10\n",
+    "\n",
+    "idf6 = impute_df(split_df6, max_iter= int(max6), verbose=2)\n",
+    "size = idf6.shape[1]\n",
+    "corr = idf6.corr()\n",
+    "plt.subplots(figsize=(20,20))\n",
+    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
    ]
   },
+  {
+   "source": [
+    "## Dataframe is merged and displayed below"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "[IterativeImputer] Completing matrix with shape (195, 67)\n",
-      "[IterativeImputer] Ending imputation round 1/24, elapsed time 0.62\n",
-      "[IterativeImputer] Change: 373997.8709645349, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 2/24, elapsed time 1.24\n",
-      "[IterativeImputer] Change: 29511.1061871246, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 3/24, elapsed time 1.85\n",
-      "[IterativeImputer] Change: 17873.188347295738, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 4/24, elapsed time 2.47\n",
-      "[IterativeImputer] Change: 11459.888077535514, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 5/24, elapsed time 3.09\n",
-      "[IterativeImputer] Change: 5390.9739547168065, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 6/24, elapsed time 3.71\n",
-      "[IterativeImputer] Change: 3757.0867210105503, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 7/24, elapsed time 4.34\n",
-      "[IterativeImputer] Change: 3514.840674151647, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 8/24, elapsed time 4.96\n",
-      "[IterativeImputer] Change: 3272.008783191113, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 9/24, elapsed time 5.59\n",
-      "[IterativeImputer] Change: 3038.1248408404294, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 10/24, elapsed time 6.21\n",
-      "[IterativeImputer] Change: 2816.9578324964855, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 11/24, elapsed time 6.86\n",
-      "[IterativeImputer] Change: 2609.6887758823086, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 12/24, elapsed time 7.53\n",
-      "[IterativeImputer] Change: 2416.3188696420248, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 13/24, elapsed time 8.14\n",
-      "[IterativeImputer] Change: 2236.3250712345057, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 14/24, elapsed time 8.77\n",
-      "[IterativeImputer] Change: 2069.007986775061, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 15/24, elapsed time 9.40\n",
-      "[IterativeImputer] Change: 2002.417721664179, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 16/24, elapsed time 10.03\n",
-      "[IterativeImputer] Change: 1982.0451872189394, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 17/24, elapsed time 10.66\n",
-      "[IterativeImputer] Change: 1961.971235914504, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 18/24, elapsed time 11.30\n",
-      "[IterativeImputer] Change: 1942.2299581335687, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 19/24, elapsed time 11.93\n",
-      "[IterativeImputer] Change: 1922.8595087315427, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 20/24, elapsed time 12.56\n",
-      "[IterativeImputer] Change: 1903.8819537004383, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 21/24, elapsed time 13.19\n",
-      "[IterativeImputer] Change: 1885.3076371898812, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 22/24, elapsed time 13.83\n",
-      "[IterativeImputer] Change: 1867.1381917331032, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 23/24, elapsed time 14.46\n",
-      "[IterativeImputer] Change: 1849.3691382747977, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Ending imputation round 24/24, elapsed time 15.09\n",
-      "[IterativeImputer] Change: 1831.9916662386954, scaled tolerance: 131.03159 \n",
-      "[IterativeImputer] Completing matrix with shape (195, 67)\n",
-      "[IterativeImputer] Ending imputation round 1/24, elapsed time 0.01\n",
-      "[IterativeImputer] Ending imputation round 2/24, elapsed time 0.02\n",
-      "[IterativeImputer] Ending imputation round 3/24, elapsed time 0.03\n",
-      "[IterativeImputer] Ending imputation round 4/24, elapsed time 0.05\n",
-      "[IterativeImputer] Ending imputation round 5/24, elapsed time 0.06\n",
-      "[IterativeImputer] Ending imputation round 6/24, elapsed time 0.07\n",
-      "[IterativeImputer] Ending imputation round 7/24, elapsed time 0.08\n",
-      "[IterativeImputer] Ending imputation round 8/24, elapsed time 0.09\n",
-      "[IterativeImputer] Ending imputation round 9/24, elapsed time 0.10\n",
-      "[IterativeImputer] Ending imputation round 10/24, elapsed time 0.11\n",
-      "[IterativeImputer] Ending imputation round 11/24, elapsed time 0.12\n",
-      "[IterativeImputer] Ending imputation round 12/24, elapsed time 0.13\n",
-      "[IterativeImputer] Ending imputation round 13/24, elapsed time 0.14\n",
-      "[IterativeImputer] Ending imputation round 14/24, elapsed time 0.16\n",
-      "[IterativeImputer] Ending imputation round 15/24, elapsed time 0.17\n",
-      "[IterativeImputer] Ending imputation round 16/24, elapsed time 0.18\n",
-      "C:\\Users\\joach\\.conda\\envs\\wsenv\\lib\\site-packages\\sklearn\\impute\\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.\n",
-      "  warnings.warn(\"[IterativeImputer] Early stopping criterion not\"\n",
-      "[IterativeImputer] Ending imputation round 17/24, elapsed time 0.19\n",
-      "[IterativeImputer] Ending imputation round 18/24, elapsed time 0.21\n",
-      "[IterativeImputer] Ending imputation round 19/24, elapsed time 0.22\n",
-      "[IterativeImputer] Ending imputation round 20/24, elapsed time 0.23\n",
-      "[IterativeImputer] Ending imputation round 21/24, elapsed time 0.24\n",
-      "[IterativeImputer] Ending imputation round 22/24, elapsed time 0.25\n",
-      "[IterativeImputer] Ending imputation round 23/24, elapsed time 0.26\n",
-      "[IterativeImputer] Ending imputation round 24/24, elapsed time 0.27\n"
+      "(195, 34)\n(195, 45)\n(195, 54)\n(195, 58)\n(195, 67)\n"
      ]
-    }
-   ],
-   "source": [
-    "imputed_df = impute_df(df_inicator_values, max_iter=int(iter_number), verbose=2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "metadata": {},
-   "outputs": [
+    },
     {
      "output_type": "display_data",
      "data": {
-      "text/plain": "     Population with at least some secondary education (% ages 25 and older)  \\\nAFG                                             26.080                         \nAGO                                             30.232                         \nALB                                             93.174                         \nAND                                             72.327                         \nARG                                             57.158                         \n..                                                 ...                         \nWSM                                             74.942                         \nYEM                                             28.020                         \nZAF                                             75.478                         \nZMB                                             44.440                         \nZWE                                             64.935                         \n\n     Population with at least some secondary education, female (% ages 25 and older)  \\\nAFG                                             13.220                                 \nAGO                                             23.133                                 \nALB                                             93.700                                 \nAND                                             71.484                                 \nARG                                             59.161                                 \n..                                                 ...                                 \nWSM                                             79.127                                 \nYEM                                             19.920                                 \nZAF                                             74.977                                 \nZMB                                             38.488                                 \nZWE                                             59.792                                 \n\n     Population with at least some secondary education, male (% ages 25 and older)  \\\nAFG                                             36.920                               \nAGO                                             38.056                               \nALB                                             92.497                               \nAND                                             73.327                               \nARG                                             54.828                               \n..                                                 ...                               \nWSM                                             71.583                               \nYEM                                             36.918                               \nZAF                                             78.207                               \nZMB                                             54.068                               \nZWE                                             70.783                               \n\n     Mean years of schooling, female (years)  \\\nAFG                                  1.94800   \nAGO                                  4.02300   \nALB                                  9.70200   \nAND                                 10.43900   \nARG                                 11.12300   \n..                                       ...   \nWSM                                 11.16287   \nYEM                                  2.88000   \nZAF                                 10.03100   \nZMB                                  6.28300   \nZWE                                  8.06600   \n\n     Mean years of schooling, male (years)  \\\nAFG                               6.006000   \nAGO                               6.359000   \nALB                              10.614000   \nAND                              10.564000   \nARG                              10.729000   \n..                                     ...   \nWSM                              10.415249   \nYEM                               5.146000   \nZAF                              10.291000   \nZMB                               8.176000   \nZWE                               8.923000   \n\n     Share of seats in parliament (% held by women)  \\\nAFG                                          27.244   \nAGO                                          30.000   \nALB                                          29.508   \nAND                                          46.429   \nARG                                          39.877   \n..                                              ...   \nWSM                                          10.000   \nYEM                                           0.971   \nZAF                                          45.333   \nZMB                                          17.964   \nZWE                                          34.571   \n\n     Adolescent birth rate (births per 1,000 women ages 15-19)  \\\nAFG                                          68.957000           \nAGO                                         150.526000           \nALB                                          19.642000           \nAND                                          18.266334           \nARG                                          62.782000           \n..                                                 ...           \nWSM                                          23.886000           \nYEM                                          60.352000           \nZAF                                          67.908000           \nZMB                                         120.112000           \nZWE                                          86.135000           \n\n     Vulnerable employment (% of total employment)  \\\nAFG                                      79.726000   \nAGO                                      65.995000   \nALB                                      52.852000   \nAND                                       4.461035   \nARG                                      21.805000   \n..                                             ...   \nWSM                                      29.983000   \nYEM                                      45.627000   \nZAF                                      10.298000   \nZMB                                      78.134000   \nZWE                                      64.739000   \n\n     Total population (millions)  Urban population (%)  ...  \\\nAFG                       38.042                  25.8  ...   \nAGO                       31.825                  66.2  ...   \nALB                        2.881                  61.2  ...   \nAND                        0.077                  88.0  ...   \nARG                       44.781                  92.0  ...   \n..                           ...                   ...  ...   \nWSM                        0.197                  18.1  ...   \nYEM                       29.162                  37.3  ...   \nZAF                       58.558                  66.9  ...   \nZMB                       17.861                  44.1  ...   \nZWE                       14.645                  32.2  ...   \n\n     Gender Development Index (GDI)  \\\nAFG                        0.659000   \nAGO                        0.903000   \nALB                        0.967000   \nAND                        1.058332   \nARG                        0.993000   \n..                              ...   \nWSM                        0.949613   \nYEM                        0.488000   \nZAF                        0.986000   \nZMB                        0.958000   \nZWE                        0.931000   \n\n     Estimated gross national income per capita, female (2017 PPP $)  \\\nAFG                                         819.385000                 \nAGO                                        5205.049000                 \nALB                                       11004.455000                 \nAND                                       43647.171247                 \nARG                                       14872.167000                 \n..                                                 ...                 \nWSM                                        4054.375000                 \nYEM                                         186.041000                 \nZAF                                        9247.751000                 \nZMB                                        3379.549000                 \nZWE                                        2374.612000                 \n\n     Estimated gross national income per capita, male (2017 PPP $)  \\\nAFG                                         3565.86500               \nAGO                                         7022.23100               \nALB                                        16884.66700               \nAND                                        66636.70046               \nARG                                        27825.75700               \n..                                                 ...               \nWSM                                         8410.10900               \nYEM                                         2980.03500               \nZAF                                        15094.54600               \nZMB                                         3270.42200               \nZWE                                         2984.89600               \n\n     Human Development Index (HDI), female  \\\nAFG                               0.391000   \nAGO                               0.552000   \nALB                               0.780000   \nAND                               0.888833   \nARG                               0.835000   \n..                                     ...   \nWSM                               0.689133   \nYEM                               0.270000   \nZAF                               0.702000   \nZMB                               0.569000   \nZWE                               0.550000   \n\n     Human Development Index (HDI), male  Inequality-adjusted income index  \\\nAFG                             0.593000                          0.590646   \nAGO                             0.611000                          0.442000   \nALB                             0.807000                          0.648000   \nAND                             0.848604                          0.657202   \nARG                             0.840000                          0.606000   \n..                                   ...                               ...   \nWSM                             0.723468                          0.388513   \nYEM                             0.553000                          0.327000   \nZAF                             0.712000                          0.312000   \nZMB                             0.593000                          0.292000   \nZWE                             0.590000                          0.353000   \n\n     Overall loss in HDI due to inequality (%)  Inequality in income (%)  \\\nAFG                                  19.599171                -14.312061   \nAGO                                  31.670000                 28.900000   \nALB                                  10.943000                 13.179000   \nAND                                  17.410515                 36.120212   \nARG                                  13.728000                 25.159000   \n..                                         ...                       ...   \nWSM                                  18.988401                 40.384439   \nYEM                                  31.702000                 21.800000   \nZAF                                  33.992000                 56.996000   \nZMB                                  31.336000                 44.840000   \nZWE                                  22.767000                 28.769000   \n\n     Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \nAFG                        19.795336                        0.423465  \nAGO                        31.733000                        0.397000  \nALB                        10.893000                        0.708000  \nAND                        16.938070                        0.735618  \nARG                        13.238000                        0.729000  \n..                               ...                             ...  \nWSM                        18.427962                        0.575112  \nYEM                        30.867000                        0.321000  \nZAF                        31.163000                        0.468000  \nZMB                        30.592000                        0.401000  \nZWE                        22.525000                        0.441000  \n\n[195 rows x 67 columns]",
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>AFG</th>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>1.94800</td>\n      <td>6.006000</td>\n      <td>27.244</td>\n      <td>68.957000</td>\n      <td>79.726000</td>\n      <td>38.042</td>\n      <td>25.8</td>\n      <td>...</td>\n      <td>0.659000</td>\n      <td>819.385000</td>\n      <td>3565.86500</td>\n      <td>0.391000</td>\n      <td>0.593000</td>\n      <td>0.590646</td>\n      <td>19.599171</td>\n      <td>-14.312061</td>\n      <td>19.795336</td>\n      <td>0.423465</td>\n    </tr>\n    <tr>\n      <th>AGO</th>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>4.02300</td>\n      <td>6.359000</td>\n      <td>30.000</td>\n      <td>150.526000</td>\n      <td>65.995000</td>\n      <td>31.825</td>\n      <td>66.2</td>\n      <td>...</td>\n      <td>0.903000</td>\n      <td>5205.049000</td>\n      <td>7022.23100</td>\n      <td>0.552000</td>\n      <td>0.611000</td>\n      <td>0.442000</td>\n      <td>31.670000</td>\n      <td>28.900000</td>\n      <td>31.733000</td>\n      <td>0.397000</td>\n    </tr>\n    <tr>\n      <th>ALB</th>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>9.70200</td>\n      <td>10.614000</td>\n      <td>29.508</td>\n      <td>19.642000</td>\n      <td>52.852000</td>\n      <td>2.881</td>\n      <td>61.2</td>\n      <td>...</td>\n      <td>0.967000</td>\n      <td>11004.455000</td>\n      <td>16884.66700</td>\n      <td>0.780000</td>\n      <td>0.807000</td>\n      <td>0.648000</td>\n      <td>10.943000</td>\n      <td>13.179000</td>\n      <td>10.893000</td>\n      <td>0.708000</td>\n    </tr>\n    <tr>\n      <th>AND</th>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>10.43900</td>\n      <td>10.564000</td>\n      <td>46.429</td>\n      <td>18.266334</td>\n      <td>4.461035</td>\n      <td>0.077</td>\n      <td>88.0</td>\n      <td>...</td>\n      <td>1.058332</td>\n      <td>43647.171247</td>\n      <td>66636.70046</td>\n      <td>0.888833</td>\n      <td>0.848604</td>\n      <td>0.657202</td>\n      <td>17.410515</td>\n      <td>36.120212</td>\n      <td>16.938070</td>\n      <td>0.735618</td>\n    </tr>\n    <tr>\n      <th>ARG</th>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>11.12300</td>\n      <td>10.729000</td>\n      <td>39.877</td>\n      <td>62.782000</td>\n      <td>21.805000</td>\n      <td>44.781</td>\n      <td>92.0</td>\n      <td>...</td>\n      <td>0.993000</td>\n      <td>14872.167000</td>\n      <td>27825.75700</td>\n      <td>0.835000</td>\n      <td>0.840000</td>\n      <td>0.606000</td>\n      <td>13.728000</td>\n      <td>25.159000</td>\n      <td>13.238000</td>\n      <td>0.729000</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>WSM</th>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>11.16287</td>\n      <td>10.415249</td>\n      <td>10.000</td>\n      <td>23.886000</td>\n      <td>29.983000</td>\n      <td>0.197</td>\n      <td>18.1</td>\n      <td>...</td>\n      <td>0.949613</td>\n      <td>4054.375000</td>\n      <td>8410.10900</td>\n      <td>0.689133</td>\n      <td>0.723468</td>\n      <td>0.388513</td>\n      <td>18.988401</td>\n      <td>40.384439</td>\n      <td>18.427962</td>\n      <td>0.575112</td>\n    </tr>\n    <tr>\n      <th>YEM</th>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>2.88000</td>\n      <td>5.146000</td>\n      <td>0.971</td>\n      <td>60.352000</td>\n      <td>45.627000</td>\n      <td>29.162</td>\n      <td>37.3</td>\n      <td>...</td>\n      <td>0.488000</td>\n      <td>186.041000</td>\n      <td>2980.03500</td>\n      <td>0.270000</td>\n      <td>0.553000</td>\n      <td>0.327000</td>\n      <td>31.702000</td>\n      <td>21.800000</td>\n      <td>30.867000</td>\n      <td>0.321000</td>\n    </tr>\n    <tr>\n      <th>ZAF</th>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>10.03100</td>\n      <td>10.291000</td>\n      <td>45.333</td>\n      <td>67.908000</td>\n      <td>10.298000</td>\n      <td>58.558</td>\n      <td>66.9</td>\n      <td>...</td>\n      <td>0.986000</td>\n      <td>9247.751000</td>\n      <td>15094.54600</td>\n      <td>0.702000</td>\n      <td>0.712000</td>\n      <td>0.312000</td>\n      <td>33.992000</td>\n      <td>56.996000</td>\n      <td>31.163000</td>\n      <td>0.468000</td>\n    </tr>\n    <tr>\n      <th>ZMB</th>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>6.28300</td>\n      <td>8.176000</td>\n      <td>17.964</td>\n      <td>120.112000</td>\n      <td>78.134000</td>\n      <td>17.861</td>\n      <td>44.1</td>\n      <td>...</td>\n      <td>0.958000</td>\n      <td>3379.549000</td>\n      <td>3270.42200</td>\n      <td>0.569000</td>\n      <td>0.593000</td>\n      <td>0.292000</td>\n      <td>31.336000</td>\n      <td>44.840000</td>\n      <td>30.592000</td>\n      <td>0.401000</td>\n    </tr>\n    <tr>\n      <th>ZWE</th>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>8.06600</td>\n      <td>8.923000</td>\n      <td>34.571</td>\n      <td>86.135000</td>\n      <td>64.739000</td>\n      <td>14.645</td>\n      <td>32.2</td>\n      <td>...</td>\n      <td>0.931000</td>\n      <td>2374.612000</td>\n      <td>2984.89600</td>\n      <td>0.550000</td>\n      <td>0.590000</td>\n      <td>0.353000</td>\n      <td>22.767000</td>\n      <td>28.769000</td>\n      <td>22.525000</td>\n      <td>0.441000</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 67 columns</p>\n</div>"
+      "text/plain": "     Population with at least some secondary education (% ages 25 and older)  \\\nAFG                                             26.080                         \nAGO                                             30.232                         \nALB                                             93.174                         \nAND                                             72.327                         \nARG                                             57.158                         \n..                                                 ...                         \nWSM                                             74.942                         \nYEM                                             28.020                         \nZAF                                             75.478                         \nZMB                                             44.440                         \nZWE                                             64.935                         \n\n     Population with at least some secondary education, female (% ages 25 and older)  \\\nAFG                                             13.220                                 \nAGO                                             23.133                                 \nALB                                             93.700                                 \nAND                                             71.484                                 \nARG                                             59.161                                 \n..                                                 ...                                 \nWSM                                             79.127                                 \nYEM                                             19.920                                 \nZAF                                             74.977                                 \nZMB                                             38.488                                 \nZWE                                             59.792                                 \n\n     Population with at least some secondary education, male (% ages 25 and older)  \\\nAFG                                             36.920                               \nAGO                                             38.056                               \nALB                                             92.497                               \nAND                                             73.327                               \nARG                                             54.828                               \n..                                                 ...                               \nWSM                                             71.583                               \nYEM                                             36.918                               \nZAF                                             78.207                               \nZMB                                             54.068                               \nZWE                                             70.783                               \n\n     Share of seats in parliament (% held by women)  \\\nAFG                                          27.244   \nAGO                                          30.000   \nALB                                          29.508   \nAND                                          46.429   \nARG                                          39.877   \n..                                              ...   \nWSM                                          10.000   \nYEM                                           0.971   \nZAF                                          45.333   \nZMB                                          17.964   \nZWE                                          34.571   \n\n     Vulnerable employment (% of total employment)  Urban population (%)  \\\nAFG                                       79.72600                  25.8   \nAGO                                       65.99500                  66.2   \nALB                                       52.85200                  61.2   \nAND                                       15.42884                  88.0   \nARG                                       21.80500                  92.0   \n..                                             ...                   ...   \nWSM                                       29.98300                  18.1   \nYEM                                       45.62700                  37.3   \nZAF                                       10.29800                  66.9   \nZMB                                       78.13400                  44.1   \nZWE                                       64.73900                  32.2   \n\n     Labour force participation rate (% ages 15 and older), female  \\\nAFG                                          21.595000               \nAGO                                          76.136000               \nALB                                          46.712000               \nAND                                          54.351364               \nARG                                          50.721000               \n..                                                 ...               \nWSM                                          31.104000               \nYEM                                           5.834000               \nZAF                                          49.610000               \nZMB                                          70.370000               \nZWE                                          78.106000               \n\n     Labour force participation rate (% ages 15 and older), male  \\\nAFG                                          74.658000             \nAGO                                          78.913000             \nALB                                          64.568000             \nAND                                          72.232983             \nARG                                          72.730000             \n..                                                 ...             \nWSM                                          55.456000             \nYEM                                          70.183000             \nZAF                                          62.749000             \nZMB                                          79.076000             \nZWE                                          88.993000             \n\n     Remittances, inflows (% of GDP)  \\\nAFG                         4.542000   \nAGO                         0.002000   \nALB                         9.640000   \nAND                         1.703573   \nARG                         0.119000   \n..                               ...   \nWSM                        17.254000   \nYEM                         7.999177   \nZAF                         0.253000   \nZMB                         0.551000   \nZWE                         8.068000   \n\n     Foreign direct investment, net inflows (% of GDP)  ...  \\\nAFG                                           0.123000  ...   \nAGO                                          -4.331000  ...   \nALB                                           7.912000  ...   \nAND                                           3.286625  ...   \nARG                                           1.389000  ...   \n..                                                 ...  ...   \nWSM                                           3.114609  ...   \nYEM                                          -4.382862  ...   \nZAF                                           1.316000  ...   \nZMB                                           2.087000  ...   \nZWE                                           4.005312  ...   \n\n     Population under age 5 (millions)  \\\nAFG                           5.639000   \nAGO                           5.670000   \nALB                           0.169000   \nAND                          -7.122259   \nARG                           3.742000   \n..                                 ...   \nWSM                           0.027000   \nYEM                           4.099000   \nZAF                           5.786000   \nZMB                           2.902000   \nZWE                           2.138000   \n\n     Adolescent birth rate (births per 1,000 women ages 15-19)  \\\nAFG                                          68.957000           \nAGO                                         150.526000           \nALB                                          19.642000           \nAND                                          14.976928           \nARG                                          62.782000           \n..                                                 ...           \nWSM                                          23.886000           \nYEM                                          60.352000           \nZAF                                          67.908000           \nZMB                                         120.112000           \nZWE                                          86.135000           \n\n     Sex ratio at birth (male to female births)  \\\nAFG                                    1.060000   \nAGO                                    1.030000   \nALB                                    1.090000   \nAND                                    1.058547   \nARG                                    1.040000   \n..                                          ...   \nWSM                                    1.080000   \nYEM                                    1.050000   \nZAF                                    1.030000   \nZMB                                    1.030000   \nZWE                                    1.020000   \n\n     Young age (0-14) dependency ratio (per 100 people ages 15-64)  \\\nAFG                                          77.346000               \nAGO                                          91.097000               \nALB                                          25.439000               \nAND                                          25.017928               \nARG                                          38.334000               \n..                                                 ...               \nWSM                                          66.194000               \nYEM                                          67.773000               \nZAF                                          44.148000               \nZMB                                          83.229000               \nZWE                                          76.845000               \n\n     Old-age (65 and older) dependency ratio (per 100 people ages 15-64)  \\\nAFG                                           4.764000                     \nAGO                                           4.297000                     \nALB                                          20.764000                     \nAND                                          21.992987                     \nARG                                          17.523000                     \n..                                                 ...                     \nWSM                                           8.623000                     \nYEM                                           5.015000                     \nZAF                                           8.253000                     \nZMB                                           3.960000                     \nZWE                                           5.433000                     \n\n     HDI rank  Total unemployment rate (female to male ratio)  \\\nAFG     169.0                                        1.356000   \nAGO     148.0                                        1.016000   \nALB      69.0                                        0.903000   \nAND      36.0                                        1.788414   \nARG      46.0                                        1.222000   \n..        ...                                             ...   \nWSM     111.0                                        1.297000   \nYEM     179.0                                        2.088000   \nZAF     114.0                                        1.149000   \nZMB     146.0                                        1.147000   \nZWE     150.0                                        1.231000   \n\n     Youth unemployment rate (female to male ratio)  \\\nAFG                                        1.308000   \nAGO                                        0.906000   \nALB                                        0.799000   \nAND                                        1.412073   \nARG                                        1.291000   \n..                                              ...   \nWSM                                        1.492000   \nYEM                                        1.467000   \nZAF                                        1.161000   \nZMB                                        1.079000   \nZWE                                        1.269000   \n\n     Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \nAFG                        29.772732                        0.360280  \nAGO                        31.733000                        0.397000  \nALB                        10.893000                        0.708000  \nAND                        10.066536                        0.786988  \nARG                        13.238000                        0.729000  \n..                               ...                             ...  \nWSM                        21.104700                        0.551524  \nYEM                        30.867000                        0.321000  \nZAF                        31.163000                        0.468000  \nZMB                        30.592000                        0.401000  \nZWE                        22.525000                        0.441000  \n\n[195 rows x 67 columns]",
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Urban population (%)</th>\n      <th>Labour force participation rate (% ages 15 and older), female</th>\n      <th>Labour force participation rate (% ages 15 and older), male</th>\n      <th>Remittances, inflows (% of GDP)</th>\n      <th>Foreign direct investment, net inflows (% of GDP)</th>\n      <th>...</th>\n      <th>Population under age 5 (millions)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Sex ratio at birth (male to female births)</th>\n      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>\n      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>\n      <th>HDI rank</th>\n      <th>Total unemployment rate (female to male ratio)</th>\n      <th>Youth unemployment rate (female to male ratio)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>AFG</td>\n      <td>26.080</td>\n      <td>13.220</td>\n      <td>36.920</td>\n      <td>27.244</td>\n      <td>79.72600</td>\n      <td>25.8</td>\n      <td>21.595000</td>\n      <td>74.658000</td>\n      <td>4.542000</td>\n      <td>0.123000</td>\n      <td>...</td>\n      <td>5.639000</td>\n      <td>68.957000</td>\n      <td>1.060000</td>\n      <td>77.346000</td>\n      <td>4.764000</td>\n      <td>169.0</td>\n      <td>1.356000</td>\n      <td>1.308000</td>\n      <td>29.772732</td>\n      <td>0.360280</td>\n    </tr>\n    <tr>\n      <td>AGO</td>\n      <td>30.232</td>\n      <td>23.133</td>\n      <td>38.056</td>\n      <td>30.000</td>\n      <td>65.99500</td>\n      <td>66.2</td>\n      <td>76.136000</td>\n      <td>78.913000</td>\n      <td>0.002000</td>\n      <td>-4.331000</td>\n      <td>...</td>\n      <td>5.670000</td>\n      <td>150.526000</td>\n      <td>1.030000</td>\n      <td>91.097000</td>\n      <td>4.297000</td>\n      <td>148.0</td>\n      <td>1.016000</td>\n      <td>0.906000</td>\n      <td>31.733000</td>\n      <td>0.397000</td>\n    </tr>\n    <tr>\n      <td>ALB</td>\n      <td>93.174</td>\n      <td>93.700</td>\n      <td>92.497</td>\n      <td>29.508</td>\n      <td>52.85200</td>\n      <td>61.2</td>\n      <td>46.712000</td>\n      <td>64.568000</td>\n      <td>9.640000</td>\n      <td>7.912000</td>\n      <td>...</td>\n      <td>0.169000</td>\n      <td>19.642000</td>\n      <td>1.090000</td>\n      <td>25.439000</td>\n      <td>20.764000</td>\n      <td>69.0</td>\n      <td>0.903000</td>\n      <td>0.799000</td>\n      <td>10.893000</td>\n      <td>0.708000</td>\n    </tr>\n    <tr>\n      <td>AND</td>\n      <td>72.327</td>\n      <td>71.484</td>\n      <td>73.327</td>\n      <td>46.429</td>\n      <td>15.42884</td>\n      <td>88.0</td>\n      <td>54.351364</td>\n      <td>72.232983</td>\n      <td>1.703573</td>\n      <td>3.286625</td>\n      <td>...</td>\n      <td>-7.122259</td>\n      <td>14.976928</td>\n      <td>1.058547</td>\n      <td>25.017928</td>\n      <td>21.992987</td>\n      <td>36.0</td>\n      <td>1.788414</td>\n      <td>1.412073</td>\n      <td>10.066536</td>\n      <td>0.786988</td>\n    </tr>\n    <tr>\n      <td>ARG</td>\n      <td>57.158</td>\n      <td>59.161</td>\n      <td>54.828</td>\n      <td>39.877</td>\n      <td>21.80500</td>\n      <td>92.0</td>\n      <td>50.721000</td>\n      <td>72.730000</td>\n      <td>0.119000</td>\n      <td>1.389000</td>\n      <td>...</td>\n      <td>3.742000</td>\n      <td>62.782000</td>\n      <td>1.040000</td>\n      <td>38.334000</td>\n      <td>17.523000</td>\n      <td>46.0</td>\n      <td>1.222000</td>\n      <td>1.291000</td>\n      <td>13.238000</td>\n      <td>0.729000</td>\n    </tr>\n    <tr>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <td>WSM</td>\n      <td>74.942</td>\n      <td>79.127</td>\n      <td>71.583</td>\n      <td>10.000</td>\n      <td>29.98300</td>\n      <td>18.1</td>\n      <td>31.104000</td>\n      <td>55.456000</td>\n      <td>17.254000</td>\n      <td>3.114609</td>\n      <td>...</td>\n      <td>0.027000</td>\n      <td>23.886000</td>\n      <td>1.080000</td>\n      <td>66.194000</td>\n      <td>8.623000</td>\n      <td>111.0</td>\n      <td>1.297000</td>\n      <td>1.492000</td>\n      <td>21.104700</td>\n      <td>0.551524</td>\n    </tr>\n    <tr>\n      <td>YEM</td>\n      <td>28.020</td>\n      <td>19.920</td>\n      <td>36.918</td>\n      <td>0.971</td>\n      <td>45.62700</td>\n      <td>37.3</td>\n      <td>5.834000</td>\n      <td>70.183000</td>\n      <td>7.999177</td>\n      <td>-4.382862</td>\n      <td>...</td>\n      <td>4.099000</td>\n      <td>60.352000</td>\n      <td>1.050000</td>\n      <td>67.773000</td>\n      <td>5.015000</td>\n      <td>179.0</td>\n      <td>2.088000</td>\n      <td>1.467000</td>\n      <td>30.867000</td>\n      <td>0.321000</td>\n    </tr>\n    <tr>\n      <td>ZAF</td>\n      <td>75.478</td>\n      <td>74.977</td>\n      <td>78.207</td>\n      <td>45.333</td>\n      <td>10.29800</td>\n      <td>66.9</td>\n      <td>49.610000</td>\n      <td>62.749000</td>\n      <td>0.253000</td>\n      <td>1.316000</td>\n      <td>...</td>\n      <td>5.786000</td>\n      <td>67.908000</td>\n      <td>1.030000</td>\n      <td>44.148000</td>\n      <td>8.253000</td>\n      <td>114.0</td>\n      <td>1.149000</td>\n      <td>1.161000</td>\n      <td>31.163000</td>\n      <td>0.468000</td>\n    </tr>\n    <tr>\n      <td>ZMB</td>\n      <td>44.440</td>\n      <td>38.488</td>\n      <td>54.068</td>\n      <td>17.964</td>\n      <td>78.13400</td>\n      <td>44.1</td>\n      <td>70.370000</td>\n      <td>79.076000</td>\n      <td>0.551000</td>\n      <td>2.087000</td>\n      <td>...</td>\n      <td>2.902000</td>\n      <td>120.112000</td>\n      <td>1.030000</td>\n      <td>83.229000</td>\n      <td>3.960000</td>\n      <td>146.0</td>\n      <td>1.147000</td>\n      <td>1.079000</td>\n      <td>30.592000</td>\n      <td>0.401000</td>\n    </tr>\n    <tr>\n      <td>ZWE</td>\n      <td>64.935</td>\n      <td>59.792</td>\n      <td>70.783</td>\n      <td>34.571</td>\n      <td>64.73900</td>\n      <td>32.2</td>\n      <td>78.106000</td>\n      <td>88.993000</td>\n      <td>8.068000</td>\n      <td>4.005312</td>\n      <td>...</td>\n      <td>2.138000</td>\n      <td>86.135000</td>\n      <td>1.020000</td>\n      <td>76.845000</td>\n      <td>5.433000</td>\n      <td>150.0</td>\n      <td>1.231000</td>\n      <td>1.269000</td>\n      <td>22.525000</td>\n      <td>0.441000</td>\n    </tr>\n  </tbody>\n</table>\n<p>195 rows × 67 columns</p>\n</div>"
      },
      "metadata": {}
     }
    ],
    "source": [
-    "display(imputed_df)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#scatter_matrix(imputed_df, figsize=(size, size)) Takes a lot of time to work, visualization is not that great. But it can stay, just in case"
+    "# 29 - 5 - 11 - 9 - 4 - 9\n",
+    "final_df = idf1.merge(idf2, left_index=True, right_index=True)\n",
+    "print(final_df.shape)\n",
+    "final_df = final_df.merge(idf3, left_index=True, right_index=True)\n",
+    "print(final_df.shape)\n",
+    "final_df = final_df.merge(idf4, left_index=True, right_index=True)\n",
+    "print(final_df.shape)\n",
+    "final_df = final_df.merge(idf5, left_index=True, right_index=True)\n",
+    "print(final_df.shape)\n",
+    "final_df = final_df.merge(idf6, left_index=True, right_index=True)\n",
+    "print(final_df.shape)\n",
+    "\n",
+    "display(final_df)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<AxesSubplot:>"
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f96dd44db50>"
       ]
      },
      "metadata": {},
-     "execution_count": 26
+     "execution_count": 19
     },
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 1440x1440 with 2 Axes>",
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id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"390.325886\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 27 -->\r\n      <g transform=\"translate(383.963386 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"403.651259\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 28 -->\r\n      <g transform=\"translate(397.288759 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"416.976632\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 29 -->\r\n      <g transform=\"translate(410.614132 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"430.302006\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 30 -->\r\n      <g transform=\"translate(423.939506 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"443.627379\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 31 -->\r\n      <g transform=\"translate(437.264879 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"456.952752\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 32 -->\r\n      <g transform=\"translate(450.590252 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"470.278125\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- 33 -->\r\n      <g transform=\"translate(463.915625 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"483.603498\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 34 -->\r\n      <g transform=\"translate(477.240998 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_36\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"496.928871\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_36\">\r\n      <!-- 35 -->\r\n      <g transform=\"translate(490.566371 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_37\">\r\n     <g id=\"line2d_37\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"510.254244\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 36 -->\r\n      <g transform=\"translate(503.891744 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_38\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"523.579618\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 37 -->\r\n      <g transform=\"translate(517.217118 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_39\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"536.904991\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 38 -->\r\n      <g transform=\"translate(530.542491 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_40\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"550.230364\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 39 -->\r\n      <g transform=\"translate(543.867864 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_41\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"563.555737\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 40 -->\r\n      <g transform=\"translate(557.193237 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_42\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"576.88111\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 41 -->\r\n      <g transform=\"translate(570.51861 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_43\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"590.206483\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 42 -->\r\n      <g transform=\"translate(583.843983 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_44\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"603.531856\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 43 -->\r\n      <g transform=\"translate(597.169356 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_45\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"616.857229\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 44 -->\r\n      <g transform=\"translate(610.494729 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_46\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"630.182603\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 45 -->\r\n      <g transform=\"translate(623.820103 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_47\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"643.507976\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- 46 -->\r\n      <g transform=\"translate(637.145476 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_48\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"656.833349\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_48\">\r\n      <!-- 47 -->\r\n      <g transform=\"translate(650.470849 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_49\">\r\n     <g id=\"line2d_49\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"670.158722\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_49\">\r\n      <!-- 48 -->\r\n      <g transform=\"translate(663.796222 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_50\">\r\n     <g id=\"line2d_50\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"683.484095\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_50\">\r\n      <!-- 49 -->\r\n      <g transform=\"translate(677.121595 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_51\">\r\n     <g id=\"line2d_51\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"696.809468\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_51\">\r\n      <!-- 50 -->\r\n      <g transform=\"translate(690.446968 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_52\">\r\n     <g id=\"line2d_52\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"710.134841\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_52\">\r\n      <!-- 51 -->\r\n      <g transform=\"translate(703.772341 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_53\">\r\n     <g id=\"line2d_53\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"723.460215\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_53\">\r\n      <!-- 52 -->\r\n      <g transform=\"translate(717.097715 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_54\">\r\n     <g id=\"line2d_54\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"736.785588\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_54\">\r\n      <!-- 53 -->\r\n      <g transform=\"translate(730.423088 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_55\">\r\n     <g id=\"line2d_55\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"750.110961\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_55\">\r\n      <!-- 54 -->\r\n      <g transform=\"translate(743.748461 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_56\">\r\n     <g id=\"line2d_56\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"763.436334\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_56\">\r\n      <!-- 55 -->\r\n      <g transform=\"translate(757.073834 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_57\">\r\n     <g id=\"line2d_57\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"776.761707\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_57\">\r\n      <!-- 56 -->\r\n      <g transform=\"translate(770.399207 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_58\">\r\n     <g id=\"line2d_58\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"790.08708\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_58\">\r\n      <!-- 57 -->\r\n      <g transform=\"translate(783.72458 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_59\">\r\n     <g id=\"line2d_59\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"803.412453\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_59\">\r\n      <!-- 58 -->\r\n      <g transform=\"translate(797.049953 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_60\">\r\n     <g 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id=\"line2d_62\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"843.388573\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_62\">\r\n      <!-- 61 -->\r\n      <g transform=\"translate(837.026073 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_63\">\r\n     <g id=\"line2d_63\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"856.713946\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_63\">\r\n      <!-- 62 -->\r\n      <g transform=\"translate(850.351446 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_64\">\r\n     <g id=\"line2d_64\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"870.039319\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_64\">\r\n      <!-- 63 -->\r\n      <g transform=\"translate(863.676819 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_65\">\r\n     <g id=\"line2d_65\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"883.364692\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_65\">\r\n      <!-- 64 -->\r\n      <g transform=\"translate(877.002192 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_66\">\r\n     <g id=\"line2d_66\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"896.690065\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_66\">\r\n      <!-- 65 -->\r\n      <g transform=\"translate(890.327565 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_67\">\r\n     <g id=\"line2d_67\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"910.015438\" xlink:href=\"#mfd34d1bfa5\" y=\"1098.199219\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_67\">\r\n      <!-- 66 -->\r\n      <g transform=\"translate(903.652938 1112.797656)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    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</g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_70\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"51.566383\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_70\">\r\n      <!-- 2 -->\r\n      <g transform=\"translate(14.798438 54.129664)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_71\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"67.793249\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_71\">\r\n      <!-- 3 -->\r\n      <g transform=\"translate(14.798438 70.35653)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_72\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"84.020114\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_72\">\r\n      <!-- 4 -->\r\n      <g transform=\"translate(14.798438 86.583396)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_73\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"100.24698\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_73\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(14.798438 102.810261)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_74\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"116.473846\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_74\">\r\n      <!-- 6 -->\r\n      <g transform=\"translate(14.798438 119.037127)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_75\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"132.700711\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_75\">\r\n      <!-- 7 -->\r\n      <g transform=\"translate(14.798438 135.263993)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_9\">\r\n     <g id=\"line2d_76\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"148.927577\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_76\">\r\n      <!-- 8 -->\r\n      <g transform=\"translate(14.798438 151.490858)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_10\">\r\n     <g id=\"line2d_77\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"165.154443\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_77\">\r\n      <!-- 9 -->\r\n      <g transform=\"translate(14.798438 167.717724)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_11\">\r\n     <g id=\"line2d_78\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"181.381308\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_78\">\r\n      <!-- 10 -->\r\n      <g transform=\"translate(14.798438 190.30709)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_12\">\r\n     <g id=\"line2d_79\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"197.608174\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_79\">\r\n      <!-- 11 -->\r\n      <g transform=\"translate(14.798438 206.533955)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_13\">\r\n     <g id=\"line2d_80\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"213.83504\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_80\">\r\n      <!-- 12 -->\r\n      <g transform=\"translate(14.798438 222.760821)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_14\">\r\n     <g id=\"line2d_81\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"230.061905\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_81\">\r\n      <!-- 13 -->\r\n      <g transform=\"translate(14.798438 238.987687)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-33\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_15\">\r\n     <g id=\"line2d_82\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"246.288771\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_82\">\r\n      <!-- 14 -->\r\n      <g transform=\"translate(14.798438 255.214552)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-34\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_16\">\r\n     <g id=\"line2d_83\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"262.515637\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_83\">\r\n      <!-- 15 -->\r\n      <g transform=\"translate(14.798438 271.441418)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_17\">\r\n     <g id=\"line2d_84\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"278.742502\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_84\">\r\n      <!-- 16 -->\r\n      <g transform=\"translate(14.798438 287.668284)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_18\">\r\n     <g id=\"line2d_85\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"294.969368\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_85\">\r\n      <!-- 17 -->\r\n      <g transform=\"translate(14.798438 303.895149)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-37\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_19\">\r\n     <g id=\"line2d_86\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"311.196234\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_86\">\r\n      <!-- 18 -->\r\n      <g transform=\"translate(14.798438 320.122015)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-38\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_20\">\r\n     <g id=\"line2d_87\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"327.423099\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_87\">\r\n      <!-- 19 -->\r\n      <g transform=\"translate(14.798438 336.348881)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-31\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_21\">\r\n     <g id=\"line2d_88\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"343.649965\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_88\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(14.798438 352.575746)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-32\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    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 </g>\r\n    <g id=\"ytick_40\">\r\n     <g id=\"line2d_107\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"651.960413\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_107\">\r\n      <!-- 39 -->\r\n      <g transform=\"translate(14.798438 660.886194)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-33\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-39\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_41\">\r\n     <g id=\"line2d_108\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"668.187278\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_108\">\r\n      <!-- 40 -->\r\n      <g transform=\"translate(14.798438 677.11306)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-30\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_42\">\r\n     <g id=\"line2d_109\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"684.414144\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_109\">\r\n      <!-- 41 -->\r\n      <g transform=\"translate(14.798438 693.339925)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-31\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_43\">\r\n     <g id=\"line2d_110\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"700.64101\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_110\">\r\n      <!-- 42 -->\r\n      <g transform=\"translate(14.798438 709.566791)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-32\"/>\r\n      </g>\r\n     </g>\r\n   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  </g>\r\n    <g id=\"ytick_46\">\r\n     <g id=\"line2d_113\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"749.321607\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_113\">\r\n      <!-- 45 -->\r\n      <g transform=\"translate(14.798438 758.247388)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-35\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_47\">\r\n     <g id=\"line2d_114\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"23.878125\" xlink:href=\"#me4dc7b3566\" y=\"765.548472\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_114\">\r\n      <!-- 46 -->\r\n      <g transform=\"translate(14.798438 774.474254)rotate(-90)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-34\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-36\"/>\r\n      </g>\r\n     </g>\r\n 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\n"
      },
      "metadata": {
       "needs_background": "light"
@@ -1519,130 +1371,64 @@
     }
    ],
    "source": [
-    "#sns.heatmap(corr, annot = True, vmin=-1, vmax=1, center= 0, fmt='.1g', cmap= 'coolwarm', linewidths=1, linecolor='black', square=True, yticklabels=False, xticklabels=False)\n",
-    "size = imputed_df.shape[1]\n",
-    "corr = imputed_df.corr()\n",
+    "size = final_df.shape[1]\n",
+    "corr = final_df.corr()\n",
     "plt.subplots(figsize=(20,20))\n",
-    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size),cmap='mako')"
+    "sns.heatmap(corr, vmin=-1, vmax=1, center=0, xticklabels=range(size), yticklabels=range(size))"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "{0: 'Population with at least some secondary education (% ages 25 and older)', 1: 'Population with at least some secondary education, female (% ages 25 and older)', 2: 'Population with at least some secondary education, male (% ages 25 and older)', 3: 'Mean years of schooling, female (years)', 4: 'Mean years of schooling, male (years)', 5: 'Share of seats in parliament (% held by women)', 6: 'Adolescent birth rate (births per 1,000 women ages 15-19)', 7: 'Vulnerable employment (% of total employment)', 8: 'Total population (millions)', 9: 'Urban population (%)', 10: 'Labour force participation rate (% ages 15 and older), female', 11: 'Labour force participation rate (% ages 15 and older), male', 12: 'Sex ratio at birth (male to female births)', 13: 'Remittances, inflows (% of GDP)', 14: 'Foreign direct investment, net inflows (% of GDP)', 15: 'Population ages 15?64 (millions)', 16: 'Infants lacking immunization, measles (% of one-year-olds)', 17: 'Infants lacking immunization, DTP (% of one-year-olds)', 18: 'Gross fixed capital formation (% of GDP)', 19: 'Gender Inequality Index (GII)', 20: 'Life expectancy at birth (years)', 21: 'Expected years of schooling (years)', 22: 'Inequality-adjusted education index', 23: 'Inequality-adjusted life expectancy index', 24: 'Inequality in education (%)', 25: 'Inequality in life expectancy (%)', 26: 'Mean years of schooling (years)', 27: 'Life expectancy index', 28: 'Income index', 29: 'Education index', 30: 'Unemployment, youth (% ages 15?24)', 31: 'Private capital flows (% of GDP)', 32: 'Life expectancy at birth, female (years)', 33: 'Life expectancy at birth, male (years)', 34: 'Young age (0-14) dependency ratio (per 100 people ages 15-64)', 35: 'Old-age (65 and older) dependency ratio (per 100 people ages 15-64)', 36: 'Expected years of schooling, female (years)', 37: 'Expected years of schooling, male (years)', 38: 'Population ages 65 and older (millions)', 39: 'Population under age 5 (millions)', 40: 'Exports and imports (% of GDP)', 41: 'Human Development Index (HDI)', 42: 'Unemployment, total (% of labour force)', 43: 'HDI rank', 44: 'Youth not in school or employment (% ages 15-24)', 45: 'Labour force participation rate (% ages 15 and older)', 46: 'Employment to population ratio (% ages 15 and older)', 47: 'Employment in agriculture (% of total employment)', 48: 'Employment in services (% of total employment)', 49: 'Working poor at PPP$3.20 a day (% of total employment)', 50: 'Total unemployment rate (female to male ratio)', 51: 'Youth unemployment rate (female to male ratio)', 52: 'Share of employment in nonagriculture, female (% of total employment in nonagriculture)', 53: 'Gross capital formation (% of GDP)', 54: 'Gross domestic product (GDP), total (2017 PPP $ billions)', 55: 'GDP per capita (2017 PPP $)', 56: 'Gross national income (GNI) per capita (constant 2017 PPP$)', 57: 'Gender Development Index (GDI)', 58: 'Estimated gross national income per capita, female (2017 PPP $)', 59: 'Estimated gross national income per capita, male (2017 PPP $)', 60: 'Human Development Index (HDI), female', 61: 'Human Development Index (HDI), male', 62: 'Inequality-adjusted income index', 63: 'Overall loss in HDI due to inequality (%)', 64: 'Inequality in income (%)', 65: 'Coefficient of human inequality', 66: 'Inequality-adjusted HDI (IHDI)'}\n"
-     ]
-    }
-   ],
    "source": [
-    "map_columns = {}\n",
-    "count = 0\n",
-    "for col in imputed_df.columns:\n",
-    "    map_columns[count] = col\n",
-    "    count += 1\n",
-    "\n",
-    "print(map_columns)\n",
-    "\n",
-    "#Makes it easier to check the correlations"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "[[ 26.08        13.22        36.92       ... -14.31206116  19.79533568\n    0.42346498]\n [ 30.232       23.133       38.056      ...  28.9         31.733\n    0.397     ]\n [ 93.174       93.7         92.497      ...  13.179       10.893\n    0.708     ]\n ...\n [ 75.478       74.977       78.207      ...  56.996       31.163\n    0.468     ]\n [ 44.44        38.488       54.068      ...  44.84        30.592\n    0.401     ]\n [ 64.935       59.792       70.783      ...  28.769       22.525\n    0.441     ]]\n"
-     ]
-    }
+    "## PCA of the Final Dataset"
    ],
-   "source": [
-    "x = imputed_df.loc[:, imputed_df.columns].values\n",
-    "print(x)\n",
-    "x = StandardScaler().fit_transform(x)"
-   ]
+   "cell_type": "markdown",
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "(195, 67)\n(195, 67)\n"
+      "[[26.08       13.22       36.92       ...  1.308      29.77273216\n   0.36028022]\n [30.232      23.133      38.056      ...  0.906      31.733\n   0.397     ]\n [93.174      93.7        92.497      ...  0.799      10.893\n   0.708     ]\n ...\n [75.478      74.977      78.207      ...  1.161      31.163\n   0.468     ]\n [44.44       38.488      54.068      ...  1.079      30.592\n   0.401     ]\n [64.935      59.792      70.783      ...  1.269      22.525\n   0.441     ]]\n(195, 67)\n(195, 67)\n"
      ]
     }
    ],
    "source": [
-    "print(imputed_df.shape)\n",
+    "x = final_df.loc[:, final_df.columns].values\n",
+    "print(x)\n",
+    "x = StandardScaler().fit_transform(x)\n",
+    "\n",
+    "print(final_df.shape)\n",
     "print(x.shape)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
-   "metadata": {},
-   "outputs": [
-    {
-     "output_type": "display_data",
-     "data": {
-      "text/plain": "array([[-1.213211  , -1.49949287, -0.95026927, ..., -3.68962647,\n         0.08912291, -0.98754125],\n       [-1.06825946, -1.17214393, -0.90913571, ...,  0.45316976,\n         1.47092771, -1.13989063],\n       [ 1.12912485,  1.15813273,  1.06212486, ..., -1.05402286,\n        -0.94133748,  0.65042431],\n       ...,\n       [ 0.51133525,  0.53985833,  0.54469657, ...,  3.14676964,\n         1.40494925, -0.73116921],\n       [-0.57224033, -0.66508825, -0.32935532, ...,  1.98135819,\n         1.33885503, -1.11686407],\n       [ 0.14326588,  0.03841642,  0.27588008, ...,  0.44061062,\n         0.40508616, -0.88659848]])"
-     },
-     "metadata": {}
-    }
-   ],
-   "source": [
-    "display(x)"
-   ]
-  },
-  {
-   "source": [
-    "### We want to check if the mean of the normalized dataset is 0 and std is 1\n",
-    "### It looks like it"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "(-6.274693313304368e-17, 1.0)"
+       "(-1.713134035701734e-17, 1.0)"
       ]
      },
      "metadata": {},
-     "execution_count": 31
+     "execution_count": 21
     }
    ],
    "source": [
     "np.mean(x), np.std(x)"
    ]
   },
-  {
-   "source": [
-    "### To show the normalized data"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [
     {
@@ -1650,167 +1436,167 @@
      "data": {
       "text/plain": [
        "   Population with at least some secondary education (% ages 25 and older)  \\\n",
-       "0                                          -1.213211                         \n",
-       "1                                          -1.068259                         \n",
-       "2                                           1.129125                         \n",
-       "3                                           0.401330                         \n",
-       "4                                          -0.128239                         \n",
+       "0                                          -1.242745                         \n",
+       "1                                          -1.094493                         \n",
+       "2                                           1.152920                         \n",
+       "3                                           0.408555                         \n",
+       "4                                          -0.133071                         \n",
        "\n",
        "   Population with at least some secondary education, female (% ages 25 and older)  \\\n",
-       "0                                          -1.499493                                 \n",
-       "1                                          -1.172144                                 \n",
-       "2                                           1.158133                                 \n",
-       "3                                           0.424512                                 \n",
-       "4                                           0.017579                                 \n",
+       "0                                          -1.537407                                 \n",
+       "1                                          -1.202607                                 \n",
+       "2                                           1.180706                                 \n",
+       "3                                           0.430388                                 \n",
+       "4                                           0.014194                                 \n",
        "\n",
        "   Population with at least some secondary education, male (% ages 25 and older)  \\\n",
-       "0                                          -0.950269                               \n",
-       "1                                          -0.909136                               \n",
-       "2                                           1.062125                               \n",
-       "3                                           0.367996                               \n",
-       "4                                          -0.301836                               \n",
+       "0                                          -0.972184                               \n",
+       "1                                          -0.930083                               \n",
+       "2                                           1.087538                               \n",
+       "3                                           0.377085                               \n",
+       "4                                          -0.308501                               \n",
        "\n",
-       "   Mean years of schooling, female (years)  \\\n",
-       "0                                -1.941779   \n",
-       "1                                -1.318987   \n",
-       "2                                 0.385514   \n",
-       "3                                 0.606718   \n",
-       "4                                 0.812015   \n",
+       "   Share of seats in parliament (% held by women)  \\\n",
+       "0                                        0.366696   \n",
+       "1                                        0.601335   \n",
+       "2                                        0.559447   \n",
+       "3                                        2.000054   \n",
+       "4                                        1.442235   \n",
        "\n",
-       "   Mean years of schooling, male (years)  \\\n",
-       "0                              -1.112677   \n",
-       "1                              -0.984083   \n",
-       "2                               0.565966   \n",
-       "3                               0.547752   \n",
-       "4                               0.607859   \n",
+       "   Vulnerable employment (% of total employment)  Urban population (%)  \\\n",
+       "0                                       1.554740             -1.443911   \n",
+       "1                                       1.044887              0.299618   \n",
+       "2                                       0.556868              0.083835   \n",
+       "3                                      -0.832710              1.240433   \n",
+       "4                                      -0.595953              1.413060   \n",
        "\n",
-       "   Share of seats in parliament (% held by women)  \\\n",
-       "0                                        0.361897   \n",
-       "1                                        0.596509   \n",
-       "2                                        0.554626   \n",
-       "3                                        1.995072   \n",
-       "4                                        1.437315   \n",
+       "   Labour force participation rate (% ages 15 and older), female  \\\n",
+       "0                                          -2.035680               \n",
+       "1                                           1.612659               \n",
+       "2                                          -0.355562               \n",
+       "3                                           0.155448               \n",
+       "4                                          -0.087393               \n",
        "\n",
-       "   Adolescent birth rate (births per 1,000 women ages 15-19)  \\\n",
-       "0                                           0.532975           \n",
-       "1                                           2.562666           \n",
-       "2                                          -0.694136           \n",
-       "3                                          -0.728367           \n",
-       "4                                           0.379322           \n",
+       "   Labour force participation rate (% ages 15 and older), male  \\\n",
+       "0                                           0.233312             \n",
+       "1                                           0.733974             \n",
+       "2                                          -0.953924             \n",
+       "3                                          -0.052027             \n",
+       "4                                           0.006454             \n",
+       "\n",
+       "   Remittances, inflows (% of GDP)  \\\n",
+       "0                        -0.027719   \n",
+       "1                        -0.796618   \n",
+       "2                         0.835683   \n",
+       "3                        -0.508438   \n",
+       "4                        -0.776802   \n",
        "\n",
-       "   Vulnerable employment (% of total employment)  Total population (millions)  \\\n",
-       "0                                       1.556274                    -0.009236   \n",
-       "1                                       1.051012                    -0.051786   \n",
-       "2                                       0.567386                    -0.249884   \n",
-       "3                                      -1.213266                    -0.269075   \n",
-       "4                                      -0.575057                     0.036887   \n",
+       "   Foreign direct investment, net inflows (% of GDP)  ...  \\\n",
+       "0                                          -0.441756  ...   \n",
+       "1                                          -0.915527  ...   \n",
+       "2                                           0.386758  ...   \n",
+       "3                                          -0.105242  ...   \n",
+       "4                                          -0.307092  ...   \n",
        "\n",
-       "   Urban population (%)  ...  Gender Development Index (GDI)  \\\n",
-       "0             -1.443911  ...                       -3.764694   \n",
-       "1              0.299618  ...                       -0.482479   \n",
-       "2              0.083835  ...                        0.378430   \n",
-       "3              1.240433  ...                        1.606995   \n",
-       "4              1.413060  ...                        0.728174   \n",
+       "   Population under age 5 (millions)  \\\n",
+       "0                           0.225085   \n",
+       "1                           0.227833   \n",
+       "2                          -0.259851   \n",
+       "3                          -0.906248   \n",
+       "4                           0.056909   \n",
        "\n",
-       "   Estimated gross national income per capita, female (2017 PPP $)  \\\n",
-       "0                                          -0.880471                 \n",
-       "1                                          -0.605187                 \n",
-       "2                                          -0.241164                 \n",
-       "3                                           1.807789                 \n",
-       "4                                           0.001609                 \n",
+       "   Adolescent birth rate (births per 1,000 women ages 15-19)  \\\n",
+       "0                                           0.534851           \n",
+       "1                                           2.593772           \n",
+       "2                                          -0.709932           \n",
+       "3                                          -0.827685           \n",
+       "4                                           0.378985           \n",
+       "\n",
+       "   Sex ratio at birth (male to female births)  \\\n",
+       "0                                    0.462524   \n",
+       "1                                   -1.216161   \n",
+       "2                                    2.141209   \n",
+       "3                                    0.381230   \n",
+       "4                                   -0.656599   \n",
        "\n",
-       "   Estimated gross national income per capita, male (2017 PPP $)  \\\n",
-       "0                                          -0.858135               \n",
-       "1                                          -0.720907               \n",
-       "2                                          -0.329338               \n",
-       "3                                           1.645966               \n",
-       "4                                           0.105056               \n",
+       "   Young age (0-14) dependency ratio (per 100 people ages 15-64)  \\\n",
+       "0                                           1.513894               \n",
+       "1                                           2.161911               \n",
+       "2                                          -0.932226               \n",
+       "3                                          -0.952069               \n",
+       "4                                          -0.324548               \n",
        "\n",
-       "   Human Development Index (HDI), female  Human Development Index (HDI), male  \\\n",
-       "0                              -1.898855                            -1.037358   \n",
-       "1                              -0.901924                            -0.907477   \n",
-       "2                               0.509877                             0.506782   \n",
-       "3                               1.183786                             0.806977   \n",
-       "4                               0.850444                             0.744897   \n",
+       "   Old-age (65 and older) dependency ratio (per 100 people ages 15-64)  \\\n",
+       "0                                          -0.950705                     \n",
+       "1                                          -0.999777                     \n",
+       "2                                           0.730564                     \n",
+       "3                                           0.859705                     \n",
+       "4                                           0.390002                     \n",
        "\n",
-       "   Inequality-adjusted income index  \\\n",
-       "0                          0.259496   \n",
-       "1                         -0.644363   \n",
-       "2                          0.608240   \n",
-       "3                          0.664195   \n",
-       "4                          0.352855   \n",
+       "   HDI rank  Total unemployment rate (female to male ratio)  \\\n",
+       "0  1.364735                                       -0.115960   \n",
+       "1  0.976870                                       -0.308338   \n",
+       "2 -0.482239                                       -0.372276   \n",
+       "3 -1.091741                                        0.128707   \n",
+       "4 -0.907043                                       -0.191780   \n",
        "\n",
-       "   Overall loss in HDI due to inequality (%)  Inequality in income (%)  \\\n",
-       "0                                   0.022060                 -3.689626   \n",
-       "1                                   1.394523                  0.453170   \n",
-       "2                                  -0.962154                 -1.054023   \n",
-       "3                                  -0.226792                  1.145381   \n",
-       "4                                  -0.645497                  0.094515   \n",
+       "   Youth unemployment rate (female to male ratio)  \\\n",
+       "0                                       -0.049773   \n",
+       "1                                       -0.485075   \n",
+       "2                                       -0.600939   \n",
+       "3                                        0.062921   \n",
+       "4                                       -0.068182   \n",
        "\n",
        "   Coefficient of human inequality  Inequality-adjusted HDI (IHDI)  \n",
-       "0                         0.089123                       -0.987541  \n",
-       "1                         1.470928                       -1.139891  \n",
-       "2                        -0.941337                        0.650424  \n",
-       "3                        -0.241610                        0.809411  \n",
-       "4                        -0.669900                        0.771314  \n",
+       "0                         1.192044                       -1.315801  \n",
+       "1                         1.408239                       -1.110134  \n",
+       "2                        -0.890168                        0.631779  \n",
+       "3                        -0.981317                        1.074191  \n",
+       "4                        -0.631542                        0.749400  \n",
        "\n",
        "[5 rows x 67 columns]"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Mean years of schooling, female (years)</th>\n      <th>Mean years of schooling, male (years)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Total population (millions)</th>\n      <th>Urban population (%)</th>\n      <th>...</th>\n      <th>Gender Development Index (GDI)</th>\n      <th>Estimated gross national income per capita, female (2017 PPP $)</th>\n      <th>Estimated gross national income per capita, male (2017 PPP $)</th>\n      <th>Human Development Index (HDI), female</th>\n      <th>Human Development Index (HDI), male</th>\n      <th>Inequality-adjusted income index</th>\n      <th>Overall loss in HDI due to inequality (%)</th>\n      <th>Inequality in income (%)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>-1.213211</td>\n      <td>-1.499493</td>\n      <td>-0.950269</td>\n      <td>-1.941779</td>\n      <td>-1.112677</td>\n      <td>0.361897</td>\n      <td>0.532975</td>\n      <td>1.556274</td>\n      <td>-0.009236</td>\n      <td>-1.443911</td>\n      <td>...</td>\n      <td>-3.764694</td>\n      <td>-0.880471</td>\n      <td>-0.858135</td>\n      <td>-1.898855</td>\n      <td>-1.037358</td>\n      <td>0.259496</td>\n      <td>0.022060</td>\n      <td>-3.689626</td>\n      <td>0.089123</td>\n      <td>-0.987541</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>-1.068259</td>\n      <td>-1.172144</td>\n      <td>-0.909136</td>\n      <td>-1.318987</td>\n      <td>-0.984083</td>\n      <td>0.596509</td>\n      <td>2.562666</td>\n      <td>1.051012</td>\n      <td>-0.051786</td>\n      <td>0.299618</td>\n      <td>...</td>\n      <td>-0.482479</td>\n      <td>-0.605187</td>\n      <td>-0.720907</td>\n      <td>-0.901924</td>\n      <td>-0.907477</td>\n      <td>-0.644363</td>\n      <td>1.394523</td>\n      <td>0.453170</td>\n      <td>1.470928</td>\n      <td>-1.139891</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1.129125</td>\n      <td>1.158133</td>\n      <td>1.062125</td>\n      <td>0.385514</td>\n      <td>0.565966</td>\n      <td>0.554626</td>\n      <td>-0.694136</td>\n      <td>0.567386</td>\n      <td>-0.249884</td>\n      <td>0.083835</td>\n      <td>...</td>\n      <td>0.378430</td>\n      <td>-0.241164</td>\n      <td>-0.329338</td>\n      <td>0.509877</td>\n      <td>0.506782</td>\n      <td>0.608240</td>\n      <td>-0.962154</td>\n      <td>-1.054023</td>\n      <td>-0.941337</td>\n      <td>0.650424</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>0.401330</td>\n      <td>0.424512</td>\n      <td>0.367996</td>\n      <td>0.606718</td>\n      <td>0.547752</td>\n      <td>1.995072</td>\n      <td>-0.728367</td>\n      <td>-1.213266</td>\n      <td>-0.269075</td>\n      <td>1.240433</td>\n      <td>...</td>\n      <td>1.606995</td>\n      <td>1.807789</td>\n      <td>1.645966</td>\n      <td>1.183786</td>\n      <td>0.806977</td>\n      <td>0.664195</td>\n      <td>-0.226792</td>\n      <td>1.145381</td>\n      <td>-0.241610</td>\n      <td>0.809411</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-0.128239</td>\n      <td>0.017579</td>\n      <td>-0.301836</td>\n      <td>0.812015</td>\n      <td>0.607859</td>\n      <td>1.437315</td>\n      <td>0.379322</td>\n      <td>-0.575057</td>\n      <td>0.036887</td>\n      <td>1.413060</td>\n      <td>...</td>\n      <td>0.728174</td>\n      <td>0.001609</td>\n      <td>0.105056</td>\n      <td>0.850444</td>\n      <td>0.744897</td>\n      <td>0.352855</td>\n      <td>-0.645497</td>\n      <td>0.094515</td>\n      <td>-0.669900</td>\n      <td>0.771314</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 67 columns</p>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Population with at least some secondary education (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, female (% ages 25 and older)</th>\n      <th>Population with at least some secondary education, male (% ages 25 and older)</th>\n      <th>Share of seats in parliament (% held by women)</th>\n      <th>Vulnerable employment (% of total employment)</th>\n      <th>Urban population (%)</th>\n      <th>Labour force participation rate (% ages 15 and older), female</th>\n      <th>Labour force participation rate (% ages 15 and older), male</th>\n      <th>Remittances, inflows (% of GDP)</th>\n      <th>Foreign direct investment, net inflows (% of GDP)</th>\n      <th>...</th>\n      <th>Population under age 5 (millions)</th>\n      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>\n      <th>Sex ratio at birth (male to female births)</th>\n      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>\n      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>\n      <th>HDI rank</th>\n      <th>Total unemployment rate (female to male ratio)</th>\n      <th>Youth unemployment rate (female to male ratio)</th>\n      <th>Coefficient of human inequality</th>\n      <th>Inequality-adjusted HDI (IHDI)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>-1.242745</td>\n      <td>-1.537407</td>\n      <td>-0.972184</td>\n      <td>0.366696</td>\n      <td>1.554740</td>\n      <td>-1.443911</td>\n      <td>-2.035680</td>\n      <td>0.233312</td>\n      <td>-0.027719</td>\n      <td>-0.441756</td>\n      <td>...</td>\n      <td>0.225085</td>\n      <td>0.534851</td>\n      <td>0.462524</td>\n      <td>1.513894</td>\n      <td>-0.950705</td>\n      <td>1.364735</td>\n      <td>-0.115960</td>\n      <td>-0.049773</td>\n      <td>1.192044</td>\n      <td>-1.315801</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>-1.094493</td>\n      <td>-1.202607</td>\n      <td>-0.930083</td>\n      <td>0.601335</td>\n      <td>1.044887</td>\n      <td>0.299618</td>\n      <td>1.612659</td>\n      <td>0.733974</td>\n      <td>-0.796618</td>\n      <td>-0.915527</td>\n      <td>...</td>\n      <td>0.227833</td>\n      <td>2.593772</td>\n      <td>-1.216161</td>\n      <td>2.161911</td>\n      <td>-0.999777</td>\n      <td>0.976870</td>\n      <td>-0.308338</td>\n      <td>-0.485075</td>\n      <td>1.408239</td>\n      <td>-1.110134</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>1.152920</td>\n      <td>1.180706</td>\n      <td>1.087538</td>\n      <td>0.559447</td>\n      <td>0.556868</td>\n      <td>0.083835</td>\n      <td>-0.355562</td>\n      <td>-0.953924</td>\n      <td>0.835683</td>\n      <td>0.386758</td>\n      <td>...</td>\n      <td>-0.259851</td>\n      <td>-0.709932</td>\n      <td>2.141209</td>\n      <td>-0.932226</td>\n      <td>0.730564</td>\n      <td>-0.482239</td>\n      <td>-0.372276</td>\n      <td>-0.600939</td>\n      <td>-0.890168</td>\n      <td>0.631779</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>0.408555</td>\n      <td>0.430388</td>\n      <td>0.377085</td>\n      <td>2.000054</td>\n      <td>-0.832710</td>\n      <td>1.240433</td>\n      <td>0.155448</td>\n      <td>-0.052027</td>\n      <td>-0.508438</td>\n      <td>-0.105242</td>\n      <td>...</td>\n      <td>-0.906248</td>\n      <td>-0.827685</td>\n      <td>0.381230</td>\n      <td>-0.952069</td>\n      <td>0.859705</td>\n      <td>-1.091741</td>\n      <td>0.128707</td>\n      <td>0.062921</td>\n      <td>-0.981317</td>\n      <td>1.074191</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>-0.133071</td>\n      <td>0.014194</td>\n      <td>-0.308501</td>\n      <td>1.442235</td>\n      <td>-0.595953</td>\n      <td>1.413060</td>\n      <td>-0.087393</td>\n      <td>0.006454</td>\n      <td>-0.776802</td>\n      <td>-0.307092</td>\n      <td>...</td>\n      <td>0.056909</td>\n      <td>0.378985</td>\n      <td>-0.656599</td>\n      <td>-0.324548</td>\n      <td>0.390002</td>\n      <td>-0.907043</td>\n      <td>-0.191780</td>\n      <td>-0.068182</td>\n      <td>-0.631542</td>\n      <td>0.749400</td>\n    </tr>\n  </tbody>\n</table>\n<p>5 rows × 67 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 32
+     "execution_count": 22
     }
    ],
    "source": [
-    "feat_cols = imputed_df.columns.values.tolist()\n",
+    "feat_cols = final_df.columns.values.tolist()\n",
     "#print(feat_cols)\n",
-    "normalized_imputed_df = pd.DataFrame(x, columns=feat_cols)\n",
-    "normalized_imputed_df.head()"
+    "normalized_final_df = pd.DataFrame(x, columns=feat_cols)\n",
+    "normalized_final_df.head()"
    ]
   },
-  {
-   "source": [
-    "### Now we start with the PCA Part"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "['PC1', 'PC2', 'PC3']\n['49.70', '7.85', '7.20']\n"
+      "['PC1', 'PC2', 'PC3']\n['49.73', '7.93', '7.18']\n"
      ]
     }
    ],
    "source": [
     "num_components = 3\n",
-    "pca_imputed = PCA(n_components=num_components)\n",
-    "pComponents_imputed = pca_imputed.fit_transform(x)\n",
+    "pca_final = PCA(n_components=num_components)\n",
+    "pComponents_final = pca_final.fit_transform(x)\n",
     "component_col = ['PC'+str(i+1) for i in range(num_components)]\n",
     "print(component_col)\n",
     "\n",
-    "percentage_list = [element * 100 for element in pca_imputed.explained_variance_ratio_]\n",
+    "percentage_list = [element * 100 for element in pca_final.explained_variance_ratio_]\n",
     "percentage_list = ['%.2f' % elem for elem in percentage_list]\n",
     "print(percentage_list)"
    ]
   },
-  {
-   "source": [
-    "### PC stands for principal components"
-   ],
-   "cell_type": "markdown",
-   "metadata": {}
-  },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -1825,61 +1611,61 @@
      "data": {
       "text/plain": [
        "        PC1       PC2       PC3\n",
-       "0  7.815705  3.771093 -0.133255\n",
-       "1  7.339138 -2.606812  0.272919\n",
-       "2 -3.214204  2.176000 -0.611012\n",
-       "3 -5.807156 -1.477608 -0.284501\n",
-       "4 -3.974595  0.524419 -0.239346"
+       "0  8.660925  3.855080 -0.080563\n",
+       "1  7.369314 -2.616149  0.028787\n",
+       "2 -3.287324  2.085875 -0.449373\n",
+       "3 -5.811149 -0.738707 -0.166838\n",
+       "4 -3.917583  0.676241 -0.271113"
       ],
-      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PC1</th>\n      <th>PC2</th>\n      <th>PC3</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7.815705</td>\n      <td>3.771093</td>\n      <td>-0.133255</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>7.339138</td>\n      <td>-2.606812</td>\n      <td>0.272919</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>-3.214204</td>\n      <td>2.176000</td>\n      <td>-0.611012</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>-5.807156</td>\n      <td>-1.477608</td>\n      <td>-0.284501</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>-3.974595</td>\n      <td>0.524419</td>\n      <td>-0.239346</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
+      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>PC1</th>\n      <th>PC2</th>\n      <th>PC3</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <td>0</td>\n      <td>8.660925</td>\n      <td>3.855080</td>\n      <td>-0.080563</td>\n    </tr>\n    <tr>\n      <td>1</td>\n      <td>7.369314</td>\n      <td>-2.616149</td>\n      <td>0.028787</td>\n    </tr>\n    <tr>\n      <td>2</td>\n      <td>-3.287324</td>\n      <td>2.085875</td>\n      <td>-0.449373</td>\n    </tr>\n    <tr>\n      <td>3</td>\n      <td>-5.811149</td>\n      <td>-0.738707</td>\n      <td>-0.166838</td>\n    </tr>\n    <tr>\n      <td>4</td>\n      <td>-3.917583</td>\n      <td>0.676241</td>\n      <td>-0.271113</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 34
+     "execution_count": 24
     }
    ],
    "source": [
-    "pc_imputed_df = pd.DataFrame(data = pComponents_imputed, columns = component_col)\n",
-    "print(pc_imputed_df.shape)\n",
-    "pc_imputed_df.head()"
+    "pc_final_df = pd.DataFrame(data = pComponents_final, columns = component_col)\n",
+    "print(pc_final_df.shape)\n",
+    "pc_final_df.head()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Explained variation percentage per principal component: ['49.70', '7.85', '7.20']\nTotal percentage of the explained data by 3 components is: 64.75\nPercentage of the information that is lost for using 3 components is: 35.25\n"
+      "Explained variation percentage per principal component: ['49.73', '7.93', '7.18']\nTotal percentage of the explained data by 3 components is: 64.84\nPercentage of the information that is lost for using 3 components is: 35.16\n"
      ]
     }
    ],
    "source": [
     "print('Explained variation percentage per principal component: {}'.format(percentage_list))\n",
-    "total_explained_percentage = (sum(pca_imputed.explained_variance_ratio_)*100)\n",
-    "print('Total percentage of the explained data by',pca_imputed.n_components,'components is: %.2f' %total_explained_percentage)\n",
-    "print('Percentage of the information that is lost for using',pca_imputed.n_components,'components is: %.2f' %(100-total_explained_percentage))"
+    "total_explained_percentage = (sum(pca_final.explained_variance_ratio_)*100)\n",
+    "print('Total percentage of the explained data by',pca_final.n_components,'components is: %.2f' %total_explained_percentage)\n",
+    "print('Percentage of the information that is lost for using',pca_final.n_components,'components is: %.2f' %(100-total_explained_percentage))"
    ]
   },
   {
    "source": [
-    "### Outliers are a big problem as it can be seen from the graph"
+    "## 3 Main Principle Component is presented"
    ],
    "cell_type": "markdown",
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "{'0': 'PC1 49.70%', '1': 'PC2 7.85%', '2': 'PC3 7.20%'}\n"
+      "{'0': 'PC1 49.73%', '1': 'PC2 7.93%', '2': 'PC3 7.18%'}\n"
      ]
     },
     {
@@ -1891,7 +1677,7 @@
        },
        "data": [
         {
-         "hovertemplate": "PC1 49.70%=%{x}<br>PC2 7.85%=%{y}<br>PC3 7.20%=%{z}<extra></extra>",
+         "hovertemplate": "PC1 49.73%=%{x}<br>PC2 7.93%=%{y}<br>PC3 7.18%=%{z}<extra></extra>",
          "legendgroup": "",
          "marker": {
           "color": "#636efa",
@@ -1903,595 +1689,595 @@
          "showlegend": false,
          "type": "scatter3d",
          "x": [
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-          -2.890966092672859,
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-          -9.02976272407463,
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          ]
         }
        ],
@@ -2512,17 +2298,17 @@
          },
          "xaxis": {
           "title": {
-           "text": "PC1 49.70%"
+           "text": "PC1 49.73%"
           }
          },
          "yaxis": {
           "title": {
-           "text": "PC2 7.85%"
+           "text": "PC2 7.93%"
           }
          },
          "zaxis": {
           "title": {
-           "text": "PC3 7.20%"
+           "text": "PC3 7.18%"
           }
          }
         },
@@ -3333,7 +3119,7 @@
          }
         },
         "title": {
-         "text": "Total Explained Variance: 64.75%"
+         "text": "Total Explained Variance: 64.84%"
         }
        }
       }
@@ -3349,7 +3135,7 @@
     "print(l_dict)\n",
     "\n",
     "fig = px.scatter_3d(\n",
-    "    pComponents_imputed, x=0, y=1, z=2,\n",
+    "    pComponents_final, x=0, y=1, z=2,\n",
     "    title=f'Total Explained Variance: {total_explained_percentage:.2f}%',\n",
     "    labels=l_dict\n",
     ")\n",
@@ -3358,26 +3144,26 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 37,
-   "metadata": {},
-   "outputs": [],
    "source": [
-    "imputed_df.to_csv(\"../data/unlabeled/preprocessed/hdro_preprocessed.csv\")"
-   ]
+    "## Conversion of the Dataset to CSV"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "final_df.to_csv(\"../data/unlabeled/preprocessed/hdro_preprocessed.csv\")"
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "name": "python394jvsc74a57bd01e002e48d41ce7b93ab532133c559bfbfa167161e2109b258903f10473d9f54b",
-   "display_name": "Python 3.9.4 64-bit ('wsenv': conda)"
+   "name": "python374jvsc74a57bd0dca0ade3e726a953b501b15e8e990130d2b7799f14cfd9f4271676035ebe5511",
+   "display_name": "Python 3.7.4 64-bit ('base': conda)"
   },
   "language_info": {
    "codemirror_mode": {
@@ -3389,7 +3175,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.4"
+   "version": "3.7.4"
   }
  },
  "nbformat": 4,

From 12eb7eef99c821d7882ef0b890f4350038055f58 Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Fri, 21 May 2021 11:39:46 +0200
Subject: [PATCH 5/6] Generate and link to notebooks

---
 documentation/WaterSecurity/index.html        |     5 +-
 .../notebooks/Cities Test Set Processing.html | 14373 +++
 .../Dataset Normalization and Imputation.html | 19070 ++++
 .../notebooks/Merge Unlabeled to Labeled.html | 15192 +++
 .../WaterSecurity/notebooks/app.html          | 13269 +++
 .../notebooks/combine_unlabeled.html          | 13712 +++
 .../notebooks/prep_aquastat-checkpoint.html   | 15521 +++
 .../notebooks/prep_aquastat.html              | 15522 +++
 .../notebooks/prep_economic_v2.html           | 14474 +++
 .../notebooks/prep_edstats-checkpoint.html    | 16922 +++
 .../WaterSecurity/notebooks/prep_edstats.html | 16665 +++
 .../notebooks/prep_hdro_v2-checkpoint.html    | 85672 ++++++++++++++++
 .../WaterSecurity/notebooks/prep_hdro_v2.html | 85511 +++++++++++++++
 .../unlabeled_preprocessing/index.html        |    30 +-
 generate_documentation.py                     |    16 +
 unlabeled_preprocessing/__init__.py           |     8 +
 16 files changed, 325959 insertions(+), 3 deletions(-)
 create mode 100644 documentation/WaterSecurity/notebooks/Cities Test Set Processing.html
 create mode 100644 documentation/WaterSecurity/notebooks/Dataset Normalization and Imputation.html
 create mode 100644 documentation/WaterSecurity/notebooks/Merge Unlabeled to Labeled.html
 create mode 100644 documentation/WaterSecurity/notebooks/app.html
 create mode 100644 documentation/WaterSecurity/notebooks/combine_unlabeled.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_aquastat-checkpoint.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_aquastat.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_economic_v2.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_edstats-checkpoint.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_edstats.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_hdro_v2-checkpoint.html
 create mode 100644 documentation/WaterSecurity/notebooks/prep_hdro_v2.html

diff --git a/documentation/WaterSecurity/index.html b/documentation/WaterSecurity/index.html
index 9503205..5b34c57 100644
--- a/documentation/WaterSecurity/index.html
+++ b/documentation/WaterSecurity/index.html
@@ -36,7 +36,10 @@ <h2 class="section-title" id="header-submodules">Sub-modules</h2>
 </dd>
 <dt><code class="name"><a title="WaterSecurity.unlabeled_preprocessing" href="unlabeled_preprocessing/index.html">WaterSecurity.unlabeled_preprocessing</a></code></dt>
 <dd>
-<div class="desc"></div>
+<div class="desc"><p>Notebooks below
+* <a href="../notebooks/combine_unlabeled.html">Combining datasets</a>
+* <a href="../notebooks/prep_economic_v2.html">Econ preprocessing</a>
+* [Education …</p></div>
 </dd>
 <dt><code class="name"><a title="WaterSecurity.utils" href="utils/index.html">WaterSecurity.utils</a></code></dt>
 <dd>
diff --git a/documentation/WaterSecurity/notebooks/Cities Test Set Processing.html b/documentation/WaterSecurity/notebooks/Cities Test Set Processing.html
new file mode 100644
index 0000000..06b3d02
--- /dev/null
+++ b/documentation/WaterSecurity/notebooks/Cities Test Set Processing.html	
@@ -0,0 +1,14373 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>Notebook</title>
+
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+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
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+html {
+  font-family: sans-serif;
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+  content: "\e174";
+}
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+  content: "\e175";
+}
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+  content: "\e176";
+}
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+  content: "\e177";
+}
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+  content: "\e178";
+}
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+  content: "\e179";
+}
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+}
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+  content: "\e181";
+}
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+  content: "\e182";
+}
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+  content: "\e183";
+}
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+}
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+}
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+}
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+}
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+  content: "\e188";
+}
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+  content: "\e189";
+}
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+  content: "\e190";
+}
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+  content: "\e191";
+}
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+  content: "\e192";
+}
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+  content: "\e193";
+}
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+  content: "\e194";
+}
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+  content: "\e195";
+}
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+  content: "\e197";
+}
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+  content: "\e198";
+}
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+  content: "\e199";
+}
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+  content: "\e200";
+}
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+}
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+  content: "\e202";
+}
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+}
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+}
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+  content: "\e205";
+}
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+  content: "\e206";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e234";
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+}
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+}
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+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
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+  content: "\e257";
+}
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+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
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+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
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+  color: #337ab7;
+  text-decoration: none;
+}
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+  color: #23527c;
+  text-decoration: underline;
+}
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+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
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+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
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+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
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+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+h2,
+h3,
+h4,
+h5,
+h6,
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+.h5,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
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+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
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+h3,
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+  margin-top: 18px;
+  margin-bottom: 9px;
+}
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+}
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+  margin-bottom: 9px;
+}
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+}
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+  font-size: 33px;
+}
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+  font-size: 27px;
+}
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+}
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+}
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+  font-size: 13px;
+}
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+  font-size: 12px;
+}
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+  margin: 0 0 9px;
+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
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+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
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+  text-align: right;
+}
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+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
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+  white-space: nowrap;
+}
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+  text-transform: lowercase;
+}
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+  text-transform: uppercase;
+}
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+  text-transform: capitalize;
+}
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+  color: #777777;
+}
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+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
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+  color: #3c763d;
+}
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+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
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+a.text-info:focus {
+  color: #245269;
+}
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+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
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+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
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+  color: #fff;
+  background-color: #337ab7;
+}
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+  background-color: #286090;
+}
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+  background-color: #dff0d8;
+}
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+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
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+  background-color: #d9edf7;
+}
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+  background-color: #afd9ee;
+}
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+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
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+  background-color: #f2dede;
+}
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+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
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+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
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+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
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+  padding-left: 0;
+  list-style: none;
+}
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+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
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+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
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+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
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+}
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+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
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+blockquote.pull-right footer:before,
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+blockquote.pull-right small:before,
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+blockquote.pull-right .small:before {
+  content: '';
+}
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+blockquote.pull-right footer:after,
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+blockquote.pull-right small:after,
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+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
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+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
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+}
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+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
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+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
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+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
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+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
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+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
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+}
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+  overflow-y: scroll;
+}
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+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
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+  }
+}
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+  }
+}
+@media (min-width: 1200px) {
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+  }
+}
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+  margin-left: auto;
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  margin-left: 100%;
+}
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+}
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+}
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+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
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+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Retrieve-the-list-of-biggest-world-population">Retrieve the list of biggest world population<a class="anchor-link" href="#Retrieve-the-list-of-biggest-world-population">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;..&#39;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">WORLD_CITIES</span> <span class="k">as</span> <span class="n">wct</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>city_ascii</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>iso2</th>
+      <th>iso3</th>
+      <th>admin_name</th>
+      <th>capital</th>
+      <th>population</th>
+      <th>id</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Tokyo</td>
+      <td>Tokyo</td>
+      <td>35.6897</td>
+      <td>139.6922</td>
+      <td>Japan</td>
+      <td>JP</td>
+      <td>JPN</td>
+      <td>Tōkyō</td>
+      <td>primary</td>
+      <td>37977000.0</td>
+      <td>1392685764</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Jakarta</td>
+      <td>Jakarta</td>
+      <td>-6.2146</td>
+      <td>106.8451</td>
+      <td>Indonesia</td>
+      <td>ID</td>
+      <td>IDN</td>
+      <td>Jakarta</td>
+      <td>primary</td>
+      <td>34540000.0</td>
+      <td>1360771077</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Delhi</td>
+      <td>Delhi</td>
+      <td>28.6600</td>
+      <td>77.2300</td>
+      <td>India</td>
+      <td>IN</td>
+      <td>IND</td>
+      <td>Delhi</td>
+      <td>admin</td>
+      <td>29617000.0</td>
+      <td>1356872604</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Mumbai</td>
+      <td>Mumbai</td>
+      <td>18.9667</td>
+      <td>72.8333</td>
+      <td>India</td>
+      <td>IN</td>
+      <td>IND</td>
+      <td>Mahārāshtra</td>
+      <td>admin</td>
+      <td>23355000.0</td>
+      <td>1356226629</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Manila</td>
+      <td>Manila</td>
+      <td>14.5958</td>
+      <td>120.9772</td>
+      <td>Philippines</td>
+      <td>PH</td>
+      <td>PHL</td>
+      <td>Manila</td>
+      <td>primary</td>
+      <td>23088000.0</td>
+      <td>1608618140</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Dataset-normalization">Dataset normalization<a class="anchor-link" href="#Dataset-normalization">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>city              0
+city_ascii        0
+lat               0
+lng               0
+country           0
+iso2             31
+iso3              0
+admin_name       76
+capital       18943
+population      973
+id                0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">wct</span><span class="p">[</span><span class="n">wct</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()),</span> <span class="nb">len</span><span class="p">(</span><span class="n">wct</span><span class="p">[</span><span class="n">wct</span><span class="o">.</span><span class="n">columns</span><span class="p">])</span> <span class="c1"># no duplicates</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(26569, 26569)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span> <span class="o">=</span> <span class="n">wct</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;city&quot;</span><span class="p">,</span> <span class="s2">&quot;iso2&quot;</span><span class="p">,</span> <span class="s2">&quot;iso3&quot;</span><span class="p">,</span> <span class="s2">&quot;admin_name&quot;</span><span class="p">,</span> <span class="s2">&quot;capital&quot;</span><span class="p">,</span> <span class="s2">&quot;id&quot;</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;city_ascii&#39;, &#39;lat&#39;, &#39;lng&#39;, &#39;country&#39;, &#39;population&#39;], dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span> <span class="o">=</span> <span class="n">wct</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;city_ascii&#39;</span><span class="p">:</span><span class="s1">&#39;city&#39;</span><span class="p">})</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wct</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;city&#39;, &#39;lat&#39;, &#39;lng&#39;, &#39;country&#39;, &#39;population&#39;], dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Missing-values">Missing values<a class="anchor-link" href="#Missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_drop</span> <span class="o">=</span> <span class="n">wct</span><span class="p">[</span><span class="n">wct</span><span class="o">.</span><span class="n">population</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
+<span class="n">to_drop</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>population</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>824</th>
+      <td>Al Quds</td>
+      <td>31.7764</td>
+      <td>35.2269</td>
+      <td>West Bank</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>827</th>
+      <td>Ngerulmud</td>
+      <td>7.5006</td>
+      <td>134.6242</td>
+      <td>Palau</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>6255</th>
+      <td>Un'goofaaru</td>
+      <td>5.6681</td>
+      <td>73.0302</td>
+      <td>Maldives</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>6393</th>
+      <td>Banqiao</td>
+      <td>25.0143</td>
+      <td>121.4672</td>
+      <td>Taiwan</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>7568</th>
+      <td>Naifaru</td>
+      <td>5.4442</td>
+      <td>73.3662</td>
+      <td>Maldives</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>9469</th>
+      <td>We</td>
+      <td>-20.9000</td>
+      <td>167.2667</td>
+      <td>New Caledonia</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>9470</th>
+      <td>Presevo</td>
+      <td>42.3067</td>
+      <td>21.6500</td>
+      <td>Serbia</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>9471</th>
+      <td>Bujanovac</td>
+      <td>42.4667</td>
+      <td>21.7667</td>
+      <td>Serbia</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>9472</th>
+      <td>Kitamilo</td>
+      <td>0.2222</td>
+      <td>33.2061</td>
+      <td>Uganda</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>9473</th>
+      <td>Tarrafal</td>
+      <td>15.2833</td>
+      <td>-23.7667</td>
+      <td>Cabo Verde</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>973 rows × 5 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># dropping missing values from the dataset</span>
+<span class="n">wctc</span> <span class="o">=</span> <span class="n">wct</span><span class="o">.</span><span class="n">copy</span><span class="p">(</span><span class="n">deep</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span> 
+<span class="n">wctc</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">wctc</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="c1"># cleaned dataset</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>city          0
+lat           0
+lng           0
+country       0
+population    0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Look-at-the-position-of-the-cities-with-missing-data-in-a-map-to-see-if-some-country-is-not-represented">Look at the position of the cities with missing data in a map to see if some country is not represented<a class="anchor-link" href="#Look-at-the-position-of-the-cities-with-missing-data-in-a-map-to-see-if-some-country-is-not-represented">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We need to verify if the null values that have been dropped are randomly distributed or there's a hidden pattern. In this way we see if all geographic areas are represented.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">geojson</span>
+<span class="kn">import</span> <span class="nn">folium</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_text output_error">
+<pre>
+<span class="ansi-red-fg">---------------------------------------------------------------------------</span>
+<span class="ansi-red-fg">ModuleNotFoundError</span>                       Traceback (most recent call last)
+<span class="ansi-green-fg">&lt;ipython-input-12-6a09eb20f703&gt;</span> in <span class="ansi-cyan-fg">&lt;module&gt;</span>
+<span class="ansi-green-fg">----&gt; 1</span><span class="ansi-red-fg"> </span><span class="ansi-green-fg">import</span> geojson
+<span class="ansi-green-intense-fg ansi-bold">      2</span> <span class="ansi-green-fg">import</span> folium
+
+<span class="ansi-red-fg">ModuleNotFoundError</span>: No module named &#39;geojson&#39;</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">data_to_plot</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">wctc</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="mi">3</span><span class="p">:</span><span class="mi">5</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">df_to_geojson</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">properties</span><span class="p">,</span> <span class="n">lat</span><span class="o">=</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span> <span class="n">lon</span><span class="o">=</span><span class="s1">&#39;longitude&#39;</span><span class="p">):</span>
+    <span class="sd">&quot;&quot;&quot;</span>
+<span class="sd">    Turn a dataframe containing point data into a geojson formatted python dictionary</span>
+<span class="sd">    </span>
+<span class="sd">    df : the dataframe to convert to geojson</span>
+<span class="sd">    properties : a list of columns in the dataframe to turn into geojson feature properties</span>
+<span class="sd">    lat : the name of the column in the dataframe that contains latitude data</span>
+<span class="sd">    lon : the name of the column in the dataframe that contains longitude data</span>
+<span class="sd">    &quot;&quot;&quot;</span>
+    
+    <span class="c1"># create a new python dict to contain our geojson data, using geojson format</span>
+    <span class="n">geojson</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span><span class="s1">&#39;FeatureCollection&#39;</span><span class="p">,</span> <span class="s1">&#39;features&#39;</span><span class="p">:[]}</span>
+
+    <span class="c1"># loop through each row in the dataframe and convert each row to geojson format</span>
+    <span class="k">for</span> <span class="n">_</span><span class="p">,</span> <span class="n">row</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
+        <span class="c1"># create a feature template to fill in</span>
+        <span class="n">feature</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span><span class="s1">&#39;Feature&#39;</span><span class="p">,</span>
+                   <span class="s1">&#39;properties&#39;</span><span class="p">:{},</span>
+                   <span class="s1">&#39;geometry&#39;</span><span class="p">:{</span><span class="s1">&#39;type&#39;</span><span class="p">:</span><span class="s1">&#39;Point&#39;</span><span class="p">,</span>
+                               <span class="s1">&#39;coordinates&#39;</span><span class="p">:[]}}</span>
+
+        <span class="c1"># fill in the coordinates</span>
+        <span class="n">feature</span><span class="p">[</span><span class="s1">&#39;geometry&#39;</span><span class="p">][</span><span class="s1">&#39;coordinates&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">[</span><span class="n">row</span><span class="p">[</span><span class="n">lon</span><span class="p">],</span><span class="n">row</span><span class="p">[</span><span class="n">lat</span><span class="p">]]</span>
+
+        <span class="c1"># for each column, get the value and add it as a new feature property</span>
+        <span class="k">for</span> <span class="n">prop</span> <span class="ow">in</span> <span class="n">properties</span><span class="p">:</span>
+            <span class="n">feature</span><span class="p">[</span><span class="s1">&#39;properties&#39;</span><span class="p">][</span><span class="n">prop</span><span class="p">]</span> <span class="o">=</span> <span class="n">row</span><span class="p">[</span><span class="n">prop</span><span class="p">]</span>
+        
+        <span class="c1"># add this feature (aka, converted dataframe row) to the list of features inside our dict</span>
+        <span class="n">geojson</span><span class="p">[</span><span class="s1">&#39;features&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">feature</span><span class="p">)</span>
+    
+    <span class="k">return</span> <span class="n">geojson</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">geo</span> <span class="o">=</span> <span class="n">df_to_geojson</span><span class="p">(</span><span class="n">to_drop</span><span class="p">,</span> <span class="n">data_to_plot</span><span class="p">,</span> <span class="n">lat</span> <span class="o">=</span> <span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">lon</span> <span class="o">=</span> <span class="s2">&quot;lng&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">m</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="mi">9</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+
+<span class="n">folium</span><span class="o">.</span><span class="n">GeoJson</span><span class="p">(</span><span class="n">geo</span><span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
+
+<span class="c1"># uncomment below to see the map</span>
+<span class="c1"># m</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[17]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;folium.features.GeoJson at 0x7f905d316a30&gt;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_drop</span><span class="p">[</span><span class="n">to_drop</span><span class="p">[</span><span class="s2">&quot;country&quot;</span><span class="p">]</span><span class="o">==</span> <span class="s2">&quot;Malta&quot;</span><span class="p">]</span> <span class="c1"># all null values</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>population</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>7901</th>
+      <td>Sliema</td>
+      <td>35.9125</td>
+      <td>14.5019</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8144</th>
+      <td>Fgura</td>
+      <td>35.8703</td>
+      <td>14.5133</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8151</th>
+      <td>Hamrun</td>
+      <td>35.8847</td>
+      <td>14.4844</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8238</th>
+      <td>Senglea</td>
+      <td>35.8875</td>
+      <td>14.5169</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8264</th>
+      <td>Tarxien</td>
+      <td>35.8658</td>
+      <td>14.5150</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>8883</th>
+      <td>Santa Lucija</td>
+      <td>36.0431</td>
+      <td>14.2172</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8935</th>
+      <td>Zebbug</td>
+      <td>36.0722</td>
+      <td>14.2358</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8946</th>
+      <td>Imgarr</td>
+      <td>35.9206</td>
+      <td>14.3664</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>8971</th>
+      <td>Gharb</td>
+      <td>36.0600</td>
+      <td>14.2089</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>9035</th>
+      <td>San Lawrenz</td>
+      <td>36.0556</td>
+      <td>14.2036</td>
+      <td>Malta</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>65 rows × 5 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>It looks like some countries have more missing information than others.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Retrieve-the-world-biggest-cities">Retrieve the world biggest cities<a class="anchor-link" href="#Retrieve-the-world-biggest-cities">&#182;</a></h2><p>A big city is categorized as &gt;500,000 residents in the given year, 2020.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_cities</span> <span class="o">=</span> <span class="n">wctc</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;population&quot;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">1000</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_cities</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[20]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>population</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Tokyo</td>
+      <td>35.6897</td>
+      <td>139.6922</td>
+      <td>Japan</td>
+      <td>37977000.0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Jakarta</td>
+      <td>-6.2146</td>
+      <td>106.8451</td>
+      <td>Indonesia</td>
+      <td>34540000.0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Delhi</td>
+      <td>28.6600</td>
+      <td>77.2300</td>
+      <td>India</td>
+      <td>29617000.0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Mumbai</td>
+      <td>18.9667</td>
+      <td>72.8333</td>
+      <td>India</td>
+      <td>23355000.0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Manila</td>
+      <td>14.5958</td>
+      <td>120.9772</td>
+      <td>Philippines</td>
+      <td>23088000.0</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_cities</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;bigcities.csv&#39;</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">geo2</span> <span class="o">=</span> <span class="n">df_to_geojson</span><span class="p">(</span><span class="n">big_cities</span><span class="p">,</span> <span class="n">data_to_plot</span><span class="p">,</span> <span class="n">lat</span> <span class="o">=</span> <span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">lon</span> <span class="o">=</span> <span class="s2">&quot;lng&quot;</span><span class="p">)</span>
+<span class="n">m2</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span><span class="mi">9</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">folium</span><span class="o">.</span><span class="n">GeoJson</span><span class="p">(</span><span class="n">geo2</span><span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">m2</span><span class="p">)</span>
+
+<span class="c1"># uncomment below to see the map</span>
+<span class="c1"># m2</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;folium.features.GeoJson at 0x7f905e015a30&gt;</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>We can see that some countries are not represented with this approach. For example, the African State of Namibia.</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Retrieve-the-most-populated-cities-(6-max)-for-every-country">Retrieve the most populated cities (6 max) for every country<a class="anchor-link" href="#Retrieve-the-most-populated-cities-(6-max)-for-every-country">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countries</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">wctc</span><span class="p">[</span><span class="s2">&quot;country&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span>
+<span class="n">top_cities</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="n">wctc</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_cities</span> <span class="o">=</span> <span class="n">top_cities</span><span class="o">.</span><span class="n">append</span><span class="p">([</span><span class="n">wct</span><span class="p">[</span><span class="n">wct</span><span class="p">[</span><span class="s2">&quot;country&quot;</span><span class="p">]</span> <span class="o">==</span> <span class="n">country</span><span class="p">]</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="p">[</span><span class="s2">&quot;population&quot;</span><span class="p">],</span> <span class="n">ascending</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">head</span><span class="p">(</span><span class="mi">6</span><span class="p">)</span> <span class="k">for</span> <span class="n">country</span> <span class="ow">in</span> <span class="n">countries</span><span class="p">],</span> <span class="n">ignore_index</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_cities</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[25]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>population</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Tokyo</td>
+      <td>35.6897</td>
+      <td>139.6922</td>
+      <td>Japan</td>
+      <td>37977000.0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Osaka</td>
+      <td>34.6936</td>
+      <td>135.5019</td>
+      <td>Japan</td>
+      <td>14977000.0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Nagoya</td>
+      <td>35.1167</td>
+      <td>136.9333</td>
+      <td>Japan</td>
+      <td>9113000.0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Yokohama</td>
+      <td>35.4333</td>
+      <td>139.6333</td>
+      <td>Japan</td>
+      <td>3748781.0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Fukuoka</td>
+      <td>33.5903</td>
+      <td>130.4019</td>
+      <td>Japan</td>
+      <td>2128000.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1131</th>
+      <td>Grand Turk</td>
+      <td>21.4664</td>
+      <td>-71.1360</td>
+      <td>Turks And Caicos Islands</td>
+      <td>5801.0</td>
+    </tr>
+    <tr>
+      <th>1132</th>
+      <td>Avarua</td>
+      <td>-21.2070</td>
+      <td>-159.7710</td>
+      <td>Cook Islands</td>
+      <td>5445.0</td>
+    </tr>
+    <tr>
+      <th>1133</th>
+      <td>Vatican City</td>
+      <td>41.9000</td>
+      <td>12.4478</td>
+      <td>Vatican City</td>
+      <td>825.0</td>
+    </tr>
+    <tr>
+      <th>1134</th>
+      <td>Stanley</td>
+      <td>-51.7000</td>
+      <td>-57.8500</td>
+      <td>Falkland Islands (Islas Malvinas)</td>
+      <td>2213.0</td>
+    </tr>
+    <tr>
+      <th>1135</th>
+      <td>Grytviken</td>
+      <td>-54.2806</td>
+      <td>-36.5080</td>
+      <td>South Georgia And South Sandwich Islands</td>
+      <td>99.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1136 rows × 5 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">top_cities</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s1">&#39;bigcities_allcountries.csv&#39;</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">geo3</span> <span class="o">=</span> <span class="n">df_to_geojson</span><span class="p">(</span><span class="n">top_cities</span><span class="p">,</span> <span class="n">data_to_plot</span><span class="p">,</span> <span class="n">lat</span> <span class="o">=</span> <span class="s2">&quot;lat&quot;</span><span class="p">,</span> <span class="n">lon</span> <span class="o">=</span> <span class="s2">&quot;lng&quot;</span><span class="p">)</span>
+<span class="n">m3</span> <span class="o">=</span> <span class="n">folium</span><span class="o">.</span><span class="n">Map</span><span class="p">([</span><span class="mi">9</span><span class="p">,</span> <span class="mi">9</span><span class="p">],</span> <span class="n">zoom_start</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">folium</span><span class="o">.</span><span class="n">GeoJson</span><span class="p">(</span><span class="n">geo3</span><span class="p">)</span><span class="o">.</span><span class="n">add_to</span><span class="p">(</span><span class="n">m3</span><span class="p">)</span>
+
+<span class="c1"># uncomment below to see the map</span>
+<span class="n">m3</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[27]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div style="width:100%;"><div style="position:relative;width:100%;height:0;padding-bottom:60%;"><span style="color:#565656">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src="about:blank" style="position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;" 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onload="this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>In this way every country should be represented. Probably also those containing a lot of cities that have been dropped.</p>
+
+</div>
+</div>
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/Dataset Normalization and Imputation.html b/documentation/WaterSecurity/notebooks/Dataset Normalization and Imputation.html
new file mode 100644
index 0000000..17715d2
--- /dev/null
+++ b/documentation/WaterSecurity/notebooks/Dataset Normalization and Imputation.html	
@@ -0,0 +1,19070 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>Notebook</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
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+article,
+aside,
+details,
+figcaption,
+figure,
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+}
+audio,
+canvas,
+progress,
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+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
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+[hidden],
+template {
+  display: none;
+}
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+  margin: 0.67em 0;
+}
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+  background: #ff0;
+  color: #000;
+}
+small {
+  font-size: 80%;
+}
+sub,
+sup {
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+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
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+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
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+}
+svg:not(:root) {
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+}
+figure {
+  margin: 1em 40px;
+}
+hr {
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+}
+pre {
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+}
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+  font-family: monospace, monospace;
+  font-size: 1em;
+}
+button,
+input,
+optgroup,
+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
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+  cursor: pointer;
+}
+button[disabled],
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+  cursor: default;
+}
+button::-moz-focus-inner,
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+}
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+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
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+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
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+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
+.h2 small,
+.h3 small,
+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
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+  content: "\f20e";
+}
+.fa-dashcube:before {
+  content: "\f210";
+}
+.fa-forumbee:before {
+  content: "\f211";
+}
+.fa-leanpub:before {
+  content: "\f212";
+}
+.fa-sellsy:before {
+  content: "\f213";
+}
+.fa-shirtsinbulk:before {
+  content: "\f214";
+}
+.fa-simplybuilt:before {
+  content: "\f215";
+}
+.fa-skyatlas:before {
+  content: "\f216";
+}
+.fa-cart-plus:before {
+  content: "\f217";
+}
+.fa-cart-arrow-down:before {
+  content: "\f218";
+}
+.fa-diamond:before {
+  content: "\f219";
+}
+.fa-ship:before {
+  content: "\f21a";
+}
+.fa-user-secret:before {
+  content: "\f21b";
+}
+.fa-motorcycle:before {
+  content: "\f21c";
+}
+.fa-street-view:before {
+  content: "\f21d";
+}
+.fa-heartbeat:before {
+  content: "\f21e";
+}
+.fa-venus:before {
+  content: "\f221";
+}
+.fa-mars:before {
+  content: "\f222";
+}
+.fa-mercury:before {
+  content: "\f223";
+}
+.fa-intersex:before,
+.fa-transgender:before {
+  content: "\f224";
+}
+.fa-transgender-alt:before {
+  content: "\f225";
+}
+.fa-venus-double:before {
+  content: "\f226";
+}
+.fa-mars-double:before {
+  content: "\f227";
+}
+.fa-venus-mars:before {
+  content: "\f228";
+}
+.fa-mars-stroke:before {
+  content: "\f229";
+}
+.fa-mars-stroke-v:before {
+  content: "\f22a";
+}
+.fa-mars-stroke-h:before {
+  content: "\f22b";
+}
+.fa-neuter:before {
+  content: "\f22c";
+}
+.fa-genderless:before {
+  content: "\f22d";
+}
+.fa-facebook-official:before {
+  content: "\f230";
+}
+.fa-pinterest-p:before {
+  content: "\f231";
+}
+.fa-whatsapp:before {
+  content: "\f232";
+}
+.fa-server:before {
+  content: "\f233";
+}
+.fa-user-plus:before {
+  content: "\f234";
+}
+.fa-user-times:before {
+  content: "\f235";
+}
+.fa-hotel:before,
+.fa-bed:before {
+  content: "\f236";
+}
+.fa-viacoin:before {
+  content: "\f237";
+}
+.fa-train:before {
+  content: "\f238";
+}
+.fa-subway:before {
+  content: "\f239";
+}
+.fa-medium:before {
+  content: "\f23a";
+}
+.fa-yc:before,
+.fa-y-combinator:before {
+  content: "\f23b";
+}
+.fa-optin-monster:before {
+  content: "\f23c";
+}
+.fa-opencart:before {
+  content: "\f23d";
+}
+.fa-expeditedssl:before {
+  content: "\f23e";
+}
+.fa-battery-4:before,
+.fa-battery:before,
+.fa-battery-full:before {
+  content: "\f240";
+}
+.fa-battery-3:before,
+.fa-battery-three-quarters:before {
+  content: "\f241";
+}
+.fa-battery-2:before,
+.fa-battery-half:before {
+  content: "\f242";
+}
+.fa-battery-1:before,
+.fa-battery-quarter:before {
+  content: "\f243";
+}
+.fa-battery-0:before,
+.fa-battery-empty:before {
+  content: "\f244";
+}
+.fa-mouse-pointer:before {
+  content: "\f245";
+}
+.fa-i-cursor:before {
+  content: "\f246";
+}
+.fa-object-group:before {
+  content: "\f247";
+}
+.fa-object-ungroup:before {
+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
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+}
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+  height: 24px;
+}
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+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
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+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
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+}
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+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
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+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
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+}
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+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
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+/*properties of tooltip after "expand"*/
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+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
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+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
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+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
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+  float: right;
+}
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+}
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+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
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+  position: absolute;
+}
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+  left: 15px;
+  top: 10px;
+  width: 25px;
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+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
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+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
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+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
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+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
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+[dir="rtl"] .edit-shortcut.pull-right {
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+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
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+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
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+  border-color: #EF9A9A;
+  border-radius: 0px;
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+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
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+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
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+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
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+  width: 100%;
+  float: left;
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+  color: white;
+  background: black;
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+  border-radius: 2px;
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+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
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+  margin-top: 20px;
+}
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+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
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+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
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+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">langdetect</span> <span class="kn">import</span> <span class="n">detect</span> <span class="k">as</span> <span class="n">langdetect</span>
+<span class="kn">import</span> <span class="nn">random</span>
+<span class="n">seed</span> <span class="o">=</span> <span class="mi">42</span>
+<span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+<span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="n">seed</span><span class="p">)</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.labeled.raw</span> <span class="kn">import</span> <span class="n">CWA</span> <span class="k">as</span> <span class="n">cwa</span><span class="p">,</span> <span class="n">CWR</span> <span class="k">as</span> <span class="n">cwr</span>
+<span class="kn">from</span> <span class="nn">data.labeled.preprocessed</span> <span class="kn">import</span> <span class="n">LABELED_CITIES_PATH</span><span class="p">,</span> <span class="n">RISKS_MAPPING_PATH</span><span class="p">,</span> <span class="n">SEVERITY_MAPPING_PATH</span><span class="p">,</span> <span class="n">IMPUTATION_REPORT_PATH</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Preprocess-whole-dataset">Preprocess whole dataset<a class="anchor-link" href="#Preprocess-whole-dataset">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwa</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Account No</th>
+      <th>Organisation</th>
+      <th>City</th>
+      <th>Country</th>
+      <th>Region</th>
+      <th>Access</th>
+      <th>C40</th>
+      <th>Reporting Year</th>
+      <th>Risks to city's water supply</th>
+      <th>Adaptation action</th>
+      <th>Action description</th>
+      <th>City Location</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1093</td>
+      <td>City of Atlanta</td>
+      <td>Atlanta</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>NaN</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Investment in existing water supply infrastruc...</td>
+      <td>The city is building a new reservoir, fixing t...</td>
+      <td>(33.749, -84.388)</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1184</td>
+      <td>City of Austin</td>
+      <td>Austin</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Conservation awareness and education</td>
+      <td>NaN</td>
+      <td>(30.2672, -97.7431)</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1184</td>
+      <td>City of Austin</td>
+      <td>Austin</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Conservation incentives</td>
+      <td>NaN</td>
+      <td>(30.2672, -97.7431)</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1184</td>
+      <td>City of Austin</td>
+      <td>Austin</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Water use restrictions</td>
+      <td>NaN</td>
+      <td>(30.2672, -97.7431)</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1184</td>
+      <td>City of Austin</td>
+      <td>Austin</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Efficiency regulations or standards</td>
+      <td>NaN</td>
+      <td>(30.2672, -97.7431)</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Account No</th>
+      <th>Organisation</th>
+      <th>City</th>
+      <th>Country</th>
+      <th>Region</th>
+      <th>Access</th>
+      <th>C40</th>
+      <th>Reporting year</th>
+      <th>Risks to city's water supply</th>
+      <th>Timescale</th>
+      <th>Magnitude</th>
+      <th>Risk description</th>
+      <th>Current population</th>
+      <th>Population year</th>
+      <th>City Location</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>1093</td>
+      <td>City of Atlanta</td>
+      <td>Atlanta</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>NaN</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Short-term</td>
+      <td>Serious</td>
+      <td>The city depends on one river for water supply...</td>
+      <td>450182.0</td>
+      <td>2017</td>
+      <td>(33.749, -84.388)</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>1093</td>
+      <td>City of Atlanta</td>
+      <td>Atlanta</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>NaN</td>
+      <td>2018</td>
+      <td>Higher water prices</td>
+      <td>Current</td>
+      <td>Serious</td>
+      <td>The water cost burden is felt across all ZIP c...</td>
+      <td>450182.0</td>
+      <td>2017</td>
+      <td>(33.749, -84.388)</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>1184</td>
+      <td>City of Austin</td>
+      <td>Austin</td>
+      <td>United States of America</td>
+      <td>North America</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Medium-term</td>
+      <td>Extremely serious</td>
+      <td>NaN</td>
+      <td>1265974.0</td>
+      <td>2017</td>
+      <td>(30.2672, -97.7431)</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>1499</td>
+      <td>Ajuntament de Barcelona</td>
+      <td>Barcelona</td>
+      <td>Spain</td>
+      <td>Europe</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Current</td>
+      <td>Extremely serious</td>
+      <td>The downscaling of the climate projections at ...</td>
+      <td>1604555.0</td>
+      <td>2015</td>
+      <td>(41.3823, 2.1775)</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>1499</td>
+      <td>Ajuntament de Barcelona</td>
+      <td>Barcelona</td>
+      <td>Spain</td>
+      <td>Europe</td>
+      <td>public</td>
+      <td>C40</td>
+      <td>2018</td>
+      <td>Declining water quality</td>
+      <td>Medium-term</td>
+      <td>Serious</td>
+      <td>A reduction in water resources availability  c...</td>
+      <td>1604555.0</td>
+      <td>2015</td>
+      <td>(41.3823, 2.1775)</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Normalize-columns-names">Normalize columns names<a class="anchor-link" href="#Normalize-columns-names">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Convert columns names to lowercase</span>
+<span class="n">cwa</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">cwa</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+<span class="n">cwr</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="n">cwr</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot; &quot;</span><span class="p">,</span> <span class="s2">&quot;_&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s2">&quot;&#39;&quot;</span><span class="p">,</span><span class="s2">&quot;&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-counts-of-nulls-per-column">Find counts of nulls per column<a class="anchor-link" href="#Find-counts-of-nulls-per-column">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[5]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>account_no                       0
+organisation                     0
+city                             0
+country                          0
+region                           0
+access                           0
+c40                            504
+reporting_year                   0
+risks_to_citys_water_supply     40
+timescale                       11
+magnitude                      159
+risk_description               107
+current_population               0
+population_year                  0
+city_location                    0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwa</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>account_no                       0
+organisation                     0
+city                             0
+country                          0
+region                           0
+access                           0
+c40                            536
+reporting_year                   0
+risks_to_citys_water_supply     75
+adaptation_action               19
+action_description             146
+city_location                    0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-columns-that-exist-in-both-datasets">Find columns that exist in both datasets<a class="anchor-link" href="#Find-columns-that-exist-in-both-datasets">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">id_columns</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">set</span><span class="p">(</span><span class="n">cwr</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span> <span class="o">&amp;</span> <span class="nb">set</span><span class="p">(</span><span class="n">cwa</span><span class="o">.</span><span class="n">columns</span><span class="p">))</span>
+<span class="n">id_columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>[&#39;region&#39;,
+ &#39;city&#39;,
+ &#39;access&#39;,
+ &#39;country&#39;,
+ &#39;risks_to_citys_water_supply&#39;,
+ &#39;c40&#39;,
+ &#39;organisation&#39;,
+ &#39;city_location&#39;,
+ &#39;account_no&#39;,
+ &#39;reporting_year&#39;]</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-how-many-nulls-exist-in-these-columns">Check how many nulls exist in these columns<a class="anchor-link" href="#Check-how-many-nulls-exist-in-these-columns">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>region                           0
+city                             0
+access                           0
+country                          0
+risks_to_citys_water_supply     40
+c40                            504
+organisation                     0
+city_location                    0
+account_no                       0
+reporting_year                   0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwa</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>region                           0
+city                             0
+access                           0
+country                          0
+risks_to_citys_water_supply     75
+c40                            536
+organisation                     0
+city_location                    0
+account_no                       0
+reporting_year                   0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Replace-nulls-there-with-&quot;nan&quot;-strings,-so-that-merging-is-done-correctly">Replace nulls there with "nan" strings, so that merging is done correctly<a class="anchor-link" href="#Replace-nulls-there-with-&quot;nan&quot;-strings,-so-that-merging-is-done-correctly">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cwr</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;C40&#39;</span>
+<span class="n">cwr</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span> <span class="o">=</span> <span class="n">cwr</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwa</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cwa</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;C40&#39;</span>
+<span class="n">cwa</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span> <span class="o">=</span> <span class="n">cwa</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-id_columns-uniqueness">Check id_columns uniqueness<a class="anchor-link" href="#Check-id_columns-uniqueness">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cwa</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cwa</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(685, 484)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cwr</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cwr</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(608, 578)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Aggregate-by-grouping-by-id_columns-and-applying-set-operations-to-other-colums">Aggregate by grouping by id_columns and applying set operations to other colums<a class="anchor-link" href="#Aggregate-by-grouping-by-id_columns-and-applying-set-operations-to-other-colums">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwa_agg</span> <span class="o">=</span> <span class="n">cwa</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">id_columns</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="nb">set</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+<span class="n">cwr_agg</span> <span class="o">=</span> <span class="n">cwr</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">id_columns</span><span class="p">)</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="nb">set</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cwa_agg</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cwa_agg</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(484, 484)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cwr_agg</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cwr_agg</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[16]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(578, 578)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Make-sure-that-risks-magnitude-(which-is-going-to-be-used-as-an-entry-label)-has-a-single-value">Make sure that risks magnitude (which is going to be used as an entry label) has a single value<a class="anchor-link" href="#Make-sure-that-risks-magnitude-(which-is-going-to-be-used-as-an-entry-label)-has-a-single-value">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr_agg</span><span class="o">.</span><span class="n">magnitude</span> <span class="o">=</span> <span class="n">cwr_agg</span><span class="o">.</span><span class="n">magnitude</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="s1">&#39;Extremely serious&#39;</span> <span class="k">if</span> <span class="s1">&#39;Extremely serious&#39;</span> <span class="ow">in</span> <span class="n">x</span>  <span class="k">else</span> <span class="p">(</span><span class="s1">&#39;Serious&#39;</span> <span class="k">if</span> <span class="s1">&#39;Serious&#39;</span> <span class="ow">in</span> <span class="n">x</span> <span class="k">else</span> <span class="nb">list</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">]))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cwr_agg</span><span class="o">.</span><span class="n">magnitude</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([nan, &#39;Serious&#39;, &#39;Extremely serious&#39;, &#39;Less Serious&#39;], dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Merge-(outer)-datasets-and-find-the-columns-that-are-set-(list_columns)">Merge (outer) datasets and find the columns that are set (list_columns)<a class="anchor-link" href="#Merge-(outer)-datasets-and-find-the-columns-that-are-set-(list_columns)">&#182;</a></h2><p>filling the non-merged rows with {np.nan} on list_columns to make sure there is contingency in each column</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">cwa_agg</span><span class="p">,</span> <span class="n">cwr_agg</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="n">id_columns</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;outer&#39;</span><span class="p">)</span>
+<span class="n">list_columns</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">set</span><span class="p">))</span>
+<span class="n">list_columns</span> <span class="o">=</span> <span class="n">list_columns</span><span class="p">[</span><span class="n">list_columns</span><span class="p">]</span><span class="o">.</span><span class="n">index</span>
+<span class="n">cw_data</span><span class="p">[</span><span class="n">list_columns</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="n">list_columns</span><span class="p">]</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">{</span><span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">}</span> <span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">isna</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[20]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(677, 677)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[21]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>risks_to_citys_water_supply</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>adaptation_action</th>
+      <th>action_description</th>
+      <th>timescale</th>
+      <th>magnitude</th>
+      <th>risk_description</th>
+      <th>current_population</th>
+      <th>population_year</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Higher water prices</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>{Water metering}</td>
+      <td>{nan}</td>
+      <td>{Short-term}</td>
+      <td>NaN</td>
+      <td>{nan}</td>
+      <td>{2440000.0}</td>
+      <td>{2017}</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>{Investment in existing water supply infrastru...</td>
+      <td>{nan}</td>
+      <td>{nan}</td>
+      <td>NaN</td>
+      <td>{nan}</td>
+      <td>{nan}</td>
+      <td>{nan}</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Increased water stress or scarcity</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>{Efficiency regulations or standards}</td>
+      <td>{nan}</td>
+      <td>{Short-term}</td>
+      <td>NaN</td>
+      <td>{nan}</td>
+      <td>{2440000.0}</td>
+      <td>{2017}</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Africa</td>
+      <td>Bouaké</td>
+      <td>public</td>
+      <td>Côte d'Ivoire</td>
+      <td>Declining water quality</td>
+      <td>False</td>
+      <td>Commune de Bouaké</td>
+      <td>(7.4137, -5.0149)</td>
+      <td>831617</td>
+      <td>2018</td>
+      <td>{Diversifying water supply (including new sour...</td>
+      <td>{Approvisionnement en eau potable par la const...</td>
+      <td>{Current}</td>
+      <td>Extremely serious</td>
+      <td>{La ville manque d'eau depuis plus de 5 mois}</td>
+      <td>{715435.0}</td>
+      <td>{2013}</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Africa</td>
+      <td>Cape Town</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Increased water stress or scarcity</td>
+      <td>True</td>
+      <td>City of Cape Town</td>
+      <td>(-33.9253, 18.4239)</td>
+      <td>35858</td>
+      <td>2018</td>
+      <td>{Water use restrictions, Water metering, Use o...</td>
+      <td>{In terms of diversifying water supply (includ...</td>
+      <td>{Current}</td>
+      <td>Extremely serious</td>
+      <td>{The City has generally been able to successfu...</td>
+      <td>{4174510.0}</td>
+      <td>{2017}</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Extract-longitude-and-latitude-from-city_location">Extract longitude and latitude from city_location<a class="anchor-link" href="#Extract-longitude-and-latitude-from-city_location">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;city_location&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;city_location&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="nb">eval</span><span class="p">)</span>
+<span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;city_location&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
+<span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;city_location&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+<span class="n">id_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">id_columns</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span><span class="s1">&#39;longitude&#39;</span><span class="p">]</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(677, 677)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-list-columns-that-are-singular-(every-element-contains-a-length-1-list)">Find list columns that are singular (every element contains a length 1 list)<a class="anchor-link" href="#Find-list-columns-that-are-singular-(every-element-contains-a-length-1-list)">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_value_columns</span> <span class="o">=</span> <span class="p">[</span> <span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">id_columns</span><span class="p">]</span>
+<span class="c1"># Values that can be converted back to strings from sets</span>
+
+<span class="n">singular_cols</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="n">id_columns</span><span class="p">)[</span><span class="n">list_columns</span><span class="p">]</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">==</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">product</span><span class="p">()</span> <span class="o">&gt;</span> <span class="mi">0</span>
+<span class="n">singular_cols</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[23]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(677, 677)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Convert-singular-columns-to-non-list-ones">Convert singular columns to non list ones<a class="anchor-link" href="#Convert-singular-columns-to-non-list-ones">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># magnitude is nicely singular per id</span>
+<span class="n">cw_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">singular_cols</span><span class="p">[</span><span class="n">singular_cols</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">singular_cols</span><span class="p">[</span><span class="n">singular_cols</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">list</span><span class="p">(</span><span class="n">x</span><span class="p">)[</span><span class="mi">0</span><span class="p">])</span>
+<span class="n">list_columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">singular_cols</span><span class="p">[</span><span class="n">singular_cols</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Remove-entries-that-are-invalid-or-in-different-language-than-English-from-the-list-columns">Remove entries that are invalid or in different language than English from the list columns<a class="anchor-link" href="#Remove-entries-that-are-invalid-or-in-different-language-than-English-from-the-list-columns">&#182;</a></h2><p><strong>also convert sets to lists</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">def</span> <span class="nf">try_lang_detect_except</span><span class="p">(</span><span class="n">x</span><span class="p">):</span>
+    <span class="k">try</span><span class="p">:</span>
+        <span class="k">return</span> <span class="p">(</span><span class="n">langdetect</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">==</span><span class="s1">&#39;en&#39;</span><span class="p">)</span>
+    <span class="k">except</span><span class="p">:</span>
+        <span class="k">return</span> <span class="kc">False</span>
+<span class="n">cw_data</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">[</span><span class="n">t</span> <span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="n">x</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>  <span class="ow">and</span>  <span class="p">(</span><span class="n">t</span><span class="o">!=</span><span class="s1">&#39;&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="p">(</span><span class="n">t</span><span class="o">!=</span><span class="s1">&#39;ERROR: #NAME?&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="n">try_lang_detect_except</span><span class="p">(</span><span class="n">t</span><span class="p">)]</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="nb">set</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[25]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(677, 677)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Fix-specific-risks-annotations-by-inspection">Fix specific risks annotations by inspection<a class="anchor-link" href="#Fix-specific-risks-annotations-by-inspection">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[26]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([&#39;Higher water prices&#39;, &#39;Inadequate or aging infrastructure&#39;,
+       &#39;Increased water stress or scarcity&#39;, &#39;Declining water quality&#39;,
+       &#39;nan&#39;, &#39;Increased water demand&#39;, &#39;Regulatory&#39;,
+       &#39;Energy supply issues&#39;, &#39;Inadequate or ageing infrastructure&#39;,
+       &#39;Declining water quality: Declining water quality&#39;], dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;Inadequate or ageing infrastructure&#39;</span><span class="p">,</span><span class="s1">&#39;Inadequate or aging infrastructure&#39;</span><span class="p">))</span>
+<span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">&#39;Declining water quality: Declining water quality&#39;</span><span class="p">,</span> <span class="s1">&#39;Declining water quality&#39;</span><span class="p">))</span>
+<span class="n">cw_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+<span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[27]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(677, 598)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="n">id_columns</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[29]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>risks_to_citys_water_supply</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>adaptation_action</th>
+      <th>action_description</th>
+      <th>timescale</th>
+      <th>magnitude</th>
+      <th>risk_description</th>
+      <th>current_population</th>
+      <th>population_year</th>
+      <th>latitude</th>
+      <th>longitude</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Higher water prices</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>2440000.0</td>
+      <td>2017.0</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[Investment in existing water supply infrastru...</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Increased water stress or scarcity</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[Efficiency regulations or standards]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>2440000.0</td>
+      <td>2017.0</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Africa</td>
+      <td>Bouaké</td>
+      <td>public</td>
+      <td>Côte d'Ivoire</td>
+      <td>Declining water quality</td>
+      <td>False</td>
+      <td>Commune de Bouaké</td>
+      <td>(7.4137, -5.0149)</td>
+      <td>831617</td>
+      <td>2018</td>
+      <td>[Diversifying water supply (including new sour...</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>Extremely serious</td>
+      <td>[]</td>
+      <td>715435.0</td>
+      <td>2013.0</td>
+      <td>7.41370</td>
+      <td>-5.01490</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Africa</td>
+      <td>Cape Town</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Increased water stress or scarcity</td>
+      <td>True</td>
+      <td>City of Cape Town</td>
+      <td>(-33.9253, 18.4239)</td>
+      <td>35858</td>
+      <td>2018</td>
+      <td>[Water use restrictions, Use of non-potable wa...</td>
+      <td>[In terms of diversifying water supply (includ...</td>
+      <td>[]</td>
+      <td>Extremely serious</td>
+      <td>[The City has generally been able to successfu...</td>
+      <td>4174510.0</td>
+      <td>2017.0</td>
+      <td>-33.92530</td>
+      <td>18.42390</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_drop</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;timescale&#39;</span><span class="p">,</span><span class="s1">&#39;current_population&#39;</span><span class="p">,</span><span class="s1">&#39;population_year&#39;</span><span class="p">]</span>
+<span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;population_year&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;population_year&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">t</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="s1">&#39;population_year&#39;</span> <span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="p">(</span><span class="n">x</span> <span class="o">!=</span><span class="s1">&#39;population_year&#39;</span><span class="p">)</span> <span class="ow">and</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">list_columns</span><span class="p">],</span><span class="n">dropna</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">last</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[31]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>risks_to_citys_water_supply</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>adaptation_action</th>
+      <th>action_description</th>
+      <th>timescale</th>
+      <th>magnitude</th>
+      <th>risk_description</th>
+      <th>current_population</th>
+      <th>population_year</th>
+      <th>latitude</th>
+      <th>longitude</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Higher water prices</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>2440000.0</td>
+      <td>2017.0</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[Investment in existing water supply infrastru...</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>0.0</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Africa</td>
+      <td>Abuja</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Increased water stress or scarcity</td>
+      <td>False</td>
+      <td>Abuja Federal Capital Territory</td>
+      <td>(9.07647, 7.39857)</td>
+      <td>36043</td>
+      <td>2018</td>
+      <td>[Efficiency regulations or standards]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>2440000.0</td>
+      <td>2017.0</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Africa</td>
+      <td>Bouaké</td>
+      <td>public</td>
+      <td>Côte d'Ivoire</td>
+      <td>Declining water quality</td>
+      <td>False</td>
+      <td>Commune de Bouaké</td>
+      <td>(7.4137, -5.0149)</td>
+      <td>831617</td>
+      <td>2018</td>
+      <td>[Diversifying water supply (including new sour...</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>Extremely serious</td>
+      <td>[]</td>
+      <td>715435.0</td>
+      <td>2013.0</td>
+      <td>7.41370</td>
+      <td>-5.01490</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Africa</td>
+      <td>Cape Town</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Increased water stress or scarcity</td>
+      <td>True</td>
+      <td>City of Cape Town</td>
+      <td>(-33.9253, 18.4239)</td>
+      <td>35858</td>
+      <td>2018</td>
+      <td>[Water use restrictions, Use of non-potable wa...</td>
+      <td>[In terms of diversifying water supply (includ...</td>
+      <td>[]</td>
+      <td>Extremely serious</td>
+      <td>[The City has generally been able to successfu...</td>
+      <td>4174510.0</td>
+      <td>2017.0</td>
+      <td>-33.92530</td>
+      <td>18.42390</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>669</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>City of Sydney</td>
+      <td>public</td>
+      <td>Australia</td>
+      <td>Regulatory</td>
+      <td>True</td>
+      <td>City of Sydney</td>
+      <td>(-33.8675, 151.207)</td>
+      <td>31114</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>Serious</td>
+      <td>[Regulatory, pricing and institutional arrange...</td>
+      <td>233219.0</td>
+      <td>2017.0</td>
+      <td>-33.86750</td>
+      <td>151.20700</td>
+    </tr>
+    <tr>
+      <th>670</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Ho Chi Minh</td>
+      <td>public</td>
+      <td>Viet Nam</td>
+      <td>Declining water quality</td>
+      <td>True</td>
+      <td>Ho Chi Minh City</td>
+      <td>(10.7626, 106.66)</td>
+      <td>31164</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>Serious</td>
+      <td>[]</td>
+      <td>8611000.0</td>
+      <td>2017.0</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+    </tr>
+    <tr>
+      <th>671</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Ho Chi Minh</td>
+      <td>public</td>
+      <td>Viet Nam</td>
+      <td>Higher water prices</td>
+      <td>True</td>
+      <td>Ho Chi Minh City</td>
+      <td>(10.7626, 106.66)</td>
+      <td>31164</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>Less Serious</td>
+      <td>[]</td>
+      <td>8611000.0</td>
+      <td>2017.0</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+    </tr>
+    <tr>
+      <th>672</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Ho Chi Minh</td>
+      <td>public</td>
+      <td>Viet Nam</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>True</td>
+      <td>Ho Chi Minh City</td>
+      <td>(10.7626, 106.66)</td>
+      <td>31164</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[Short-term]</td>
+      <td>Less Serious</td>
+      <td>[]</td>
+      <td>8611000.0</td>
+      <td>2017.0</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+    </tr>
+    <tr>
+      <th>673</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Ho Chi Minh</td>
+      <td>public</td>
+      <td>Viet Nam</td>
+      <td>Increased water demand</td>
+      <td>True</td>
+      <td>Ho Chi Minh City</td>
+      <td>(10.7626, 106.66)</td>
+      <td>31164</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>[]</td>
+      <td>Less Serious</td>
+      <td>[]</td>
+      <td>8611000.0</td>
+      <td>2017.0</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+    </tr>
+  </tbody>
+</table>
+<p>598 rows × 19 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Drop-metadata-columns-that-will-not-be-used">Drop metadata columns that will not be used<a class="anchor-link" href="#Drop-metadata-columns-that-will-not-be-used">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;timescale&#39;</span><span class="p">,</span><span class="s1">&#39;population_year&#39;</span><span class="p">],</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">cw_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;current_population&#39;</span><span class="p">:</span><span class="s1">&#39;population&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[33]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(598, 598)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Generate-for-each-of-the--list-columns-a-new-one-that-contains-the-number-of-elements">Generate for each of the  list columns a new one that contains the number of elements<a class="anchor-link" href="#Generate-for-each-of-the--list-columns-a-new-one-that-contains-the-number-of-elements">&#182;</a></h2><p><strong>Create value_columns that contains the names of all the list columns + the created ones</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[34]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">value_columns</span> <span class="o">=</span> <span class="nb">set</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cw_value_columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">to_drop</span><span class="p">]</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">])</span>
+<span class="n">list_columns</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="nb">list</span><span class="p">))</span>
+<span class="n">list_columns</span> <span class="o">=</span> <span class="n">list_columns</span><span class="p">[</span><span class="n">list_columns</span><span class="p">]</span><span class="o">.</span><span class="n">index</span>
+<span class="n">len_columns</span> <span class="o">=</span> <span class="nb">set</span><span class="p">()</span>
+<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">value_columns</span><span class="o">.</span><span class="n">copy</span><span class="p">():</span>
+    <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_columns</span><span class="p">:</span>
+        <span class="n">cw_data</span><span class="p">[</span><span class="n">x</span><span class="o">+</span><span class="s1">&#39;_n&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">if</span> <span class="n">x</span> <span class="k">else</span> <span class="mi">1</span><span class="p">)</span>
+        <span class="n">len_columns</span><span class="o">.</span><span class="n">add</span><span class="p">(</span><span class="n">x</span><span class="o">+</span><span class="s1">&#39;_n&#39;</span><span class="p">)</span>
+<span class="n">value_columns</span> <span class="o">=</span> <span class="n">value_columns</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">len_columns</span><span class="p">)</span>
+<span class="n">value_columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[34]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>{&#39;action_description&#39;,
+ &#39;action_description_n&#39;,
+ &#39;adaptation_action&#39;,
+ &#39;adaptation_action_n&#39;,
+ &#39;magnitude&#39;,
+ &#39;risk_description&#39;,
+ &#39;risk_description_n&#39;,
+ &#39;risks_to_citys_water_supply&#39;}</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[35]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[35]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(598, 598)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Filter-by-C40">Filter by C40<a class="anchor-link" href="#Filter-by-C40">&#182;</a></h1><p><strong>We are making the assumption that, given that those cities participate in a specific program, they will also have better structured data. So this subset will be used as a reference for the imputation</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[36]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">c40_data</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[36]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(97, 20)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-the-null-percentage-of-list-columns">Find the null percentage of list columns<a class="anchor-link" href="#Find-the-null-percentage-of-list-columns">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[37]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">list_nulls</span> <span class="o">=</span> <span class="n">c40_data</span><span class="p">[</span><span class="n">list_columns</span><span class="p">]</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="nb">len</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="o">==</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">list_nulls</span><span class="o">.</span><span class="n">mean</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[37]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>adaptation_action     0.268041
+action_description    0.381443
+risk_description      0.402062
+dtype: float64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[38]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[38]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([&#39;Extremely serious&#39;, nan, &#39;Serious&#39;, &#39;Less Serious&#39;], dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-a-report-of-the-values-of-magnitude">Create a report of the values of magnitude<a class="anchor-link" href="#Create-a-report-of-the-values-of-magnitude">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[39]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_risks</span> <span class="o">=</span> <span class="n">c40_data</span><span class="p">[</span><span class="n">id_columns</span><span class="o">+</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;low&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Less Serious&#39;</span>
+<span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;medium&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Serious&#39;</span>
+<span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;high&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s1">&#39;Extremely serious&#39;</span>
+<span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;unknown&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">c40_risks</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span>
+<span class="n">c40_risks</span> <span class="o">=</span> <span class="n">c40_risks</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;magnitude&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">id_columns</span> <span class="k">if</span> <span class="n">x</span><span class="o">!=</span><span class="s2">&quot;risks_to_citys_water_supply&quot;</span><span class="p">])</span><span class="o">.</span><span class="n">agg</span><span class="p">(</span><span class="nb">sum</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+<span class="n">c40_risks</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[39]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>low</th>
+      <th>medium</th>
+      <th>high</th>
+      <th>unknown</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Africa</td>
+      <td>Addis Ababa</td>
+      <td>public</td>
+      <td>Ethiopia</td>
+      <td>True</td>
+      <td>Addis Ababa City Administration</td>
+      <td>(9.02887, 38.7544)</td>
+      <td>31146</td>
+      <td>2018</td>
+      <td>9.02887</td>
+      <td>38.75440</td>
+      <td>0</td>
+      <td>3</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Africa</td>
+      <td>Cape Town</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>True</td>
+      <td>City of Cape Town</td>
+      <td>(-33.9253, 18.4239)</td>
+      <td>35858</td>
+      <td>2018</td>
+      <td>-33.92530</td>
+      <td>18.42390</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Africa</td>
+      <td>Dar es Salaam</td>
+      <td>public</td>
+      <td>United Republic of Tanzania</td>
+      <td>True</td>
+      <td>City of Dar es Salaam</td>
+      <td>(-6.79235, 39.2083)</td>
+      <td>35893</td>
+      <td>2018</td>
+      <td>-6.79235</td>
+      <td>39.20830</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Africa</td>
+      <td>Durban</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>True</td>
+      <td>City of Durban</td>
+      <td>(-29.8587, 31.0218)</td>
+      <td>35863</td>
+      <td>2018</td>
+      <td>-29.85870</td>
+      <td>31.02180</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Africa</td>
+      <td>Johannesburg</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>True</td>
+      <td>City of Johannesburg</td>
+      <td>(-26.2041, 28.0473)</td>
+      <td>31115</td>
+      <td>2018</td>
+      <td>-26.20410</td>
+      <td>28.04730</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Africa</td>
+      <td>Lagos</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>True</td>
+      <td>City of Lagos</td>
+      <td>(6.52437, 3.3792)</td>
+      <td>31167</td>
+      <td>2018</td>
+      <td>6.52437</td>
+      <td>3.37920</td>
+      <td>0</td>
+      <td>4</td>
+      <td>2</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Africa</td>
+      <td>Nairobi</td>
+      <td>public</td>
+      <td>Kenya</td>
+      <td>True</td>
+      <td>City of Nairobi</td>
+      <td>(-1.29206, 36.8219)</td>
+      <td>35913</td>
+      <td>2018</td>
+      <td>-1.29206</td>
+      <td>36.82190</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>East Asia</td>
+      <td>Changwon</td>
+      <td>public</td>
+      <td>Republic of Korea</td>
+      <td>True</td>
+      <td>Changwon City</td>
+      <td>(35.1542, 126.949)</td>
+      <td>31186</td>
+      <td>2018</td>
+      <td>35.15420</td>
+      <td>126.94900</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>East Asia</td>
+      <td>Dalian</td>
+      <td>public</td>
+      <td>China</td>
+      <td>True</td>
+      <td>Dalian Municipal People's Government</td>
+      <td>(38.9389, 121.567)</td>
+      <td>54298</td>
+      <td>2018</td>
+      <td>38.93890</td>
+      <td>121.56700</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>East Asia</td>
+      <td>Hong Kong</td>
+      <td>public</td>
+      <td>China, Hong Kong Special Administrative Region</td>
+      <td>True</td>
+      <td>Government of Hong Kong Special Administrative...</td>
+      <td>(22.2881, 114.14)</td>
+      <td>31169</td>
+      <td>2018</td>
+      <td>22.28810</td>
+      <td>114.14000</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>East Asia</td>
+      <td>Tokyo</td>
+      <td>public</td>
+      <td>Japan</td>
+      <td>True</td>
+      <td>Tokyo Metropolitan Government</td>
+      <td>(35.41, 139.41)</td>
+      <td>31111</td>
+      <td>2018</td>
+      <td>35.41000</td>
+      <td>139.41000</td>
+      <td>0</td>
+      <td>3</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>East Asia</td>
+      <td>Yokohama</td>
+      <td>public</td>
+      <td>Japan</td>
+      <td>True</td>
+      <td>City of Yokohama</td>
+      <td>(35.4437, 139.638)</td>
+      <td>31113</td>
+      <td>2018</td>
+      <td>35.44370</td>
+      <td>139.63800</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Europe</td>
+      <td>Barcelona</td>
+      <td>public</td>
+      <td>Spain</td>
+      <td>True</td>
+      <td>Ajuntament de Barcelona</td>
+      <td>(41.3823, 2.1775)</td>
+      <td>1499</td>
+      <td>2018</td>
+      <td>41.38230</td>
+      <td>2.17750</td>
+      <td>0</td>
+      <td>2</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Europe</td>
+      <td>London</td>
+      <td>public</td>
+      <td>United Kingdom of Great Britain and Northern I...</td>
+      <td>True</td>
+      <td>Greater London Authority</td>
+      <td>(51.5048, -0.07868)</td>
+      <td>3422</td>
+      <td>2018</td>
+      <td>51.50480</td>
+      <td>-0.07868</td>
+      <td>1</td>
+      <td>2</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Europe</td>
+      <td>Oslo</td>
+      <td>public</td>
+      <td>Norway</td>
+      <td>True</td>
+      <td>City of Oslo</td>
+      <td>(59.9139, 10.7522)</td>
+      <td>14088</td>
+      <td>2018</td>
+      <td>59.91390</td>
+      <td>10.75220</td>
+      <td>1</td>
+      <td>0</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>Europe</td>
+      <td>Paris</td>
+      <td>public</td>
+      <td>France</td>
+      <td>True</td>
+      <td>City of Paris</td>
+      <td>(48.8566, 2.35222)</td>
+      <td>31175</td>
+      <td>2018</td>
+      <td>48.85660</td>
+      <td>2.35222</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Europe</td>
+      <td>Roma</td>
+      <td>public</td>
+      <td>Italy</td>
+      <td>True</td>
+      <td>Roma Capitale</td>
+      <td>(41.53, 12.2858)</td>
+      <td>31110</td>
+      <td>2018</td>
+      <td>41.53000</td>
+      <td>12.28580</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Europe</td>
+      <td>Stockholm</td>
+      <td>public</td>
+      <td>Sweden</td>
+      <td>True</td>
+      <td>City of Stockholm</td>
+      <td>(59.3293, 18.0686)</td>
+      <td>3429</td>
+      <td>2018</td>
+      <td>59.32930</td>
+      <td>18.06860</td>
+      <td>1</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>18</th>
+      <td>Europe</td>
+      <td>Warsaw</td>
+      <td>public</td>
+      <td>Poland</td>
+      <td>True</td>
+      <td>City of Warsaw</td>
+      <td>(52.2297, 21.0122)</td>
+      <td>31185</td>
+      <td>2018</td>
+      <td>52.22970</td>
+      <td>21.01220</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>19</th>
+      <td>Latin America</td>
+      <td>Curitiba</td>
+      <td>public</td>
+      <td>Brazil</td>
+      <td>True</td>
+      <td>Municipality of Curitiba</td>
+      <td>(-25.4311, -49.2647)</td>
+      <td>31156</td>
+      <td>2018</td>
+      <td>-25.43110</td>
+      <td>-49.26470</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>20</th>
+      <td>Latin America</td>
+      <td>Guadalajara</td>
+      <td>public</td>
+      <td>Mexico</td>
+      <td>True</td>
+      <td>Region Metropolitana de Guadalajara</td>
+      <td>(20.6597, -103.35)</td>
+      <td>35867</td>
+      <td>2018</td>
+      <td>20.65970</td>
+      <td>-103.35000</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>21</th>
+      <td>Latin America</td>
+      <td>Medellín</td>
+      <td>public</td>
+      <td>Colombia</td>
+      <td>True</td>
+      <td>Municipality of Medellín</td>
+      <td>(6.22729, -75.5735)</td>
+      <td>35873</td>
+      <td>2018</td>
+      <td>6.22729</td>
+      <td>-75.57350</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>Latin America</td>
+      <td>Mexico City</td>
+      <td>public</td>
+      <td>Mexico</td>
+      <td>True</td>
+      <td>Mexico City</td>
+      <td>(19.4326, -99.1332)</td>
+      <td>31172</td>
+      <td>2018</td>
+      <td>19.43260</td>
+      <td>-99.13320</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>23</th>
+      <td>Latin America</td>
+      <td>Quito</td>
+      <td>public</td>
+      <td>Ecuador</td>
+      <td>True</td>
+      <td>Distrito Metropolitano de Quito</td>
+      <td>(-0.2333, -78.5167)</td>
+      <td>42178</td>
+      <td>2018</td>
+      <td>-0.23330</td>
+      <td>-78.51670</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>24</th>
+      <td>Latin America</td>
+      <td>Rio de Janeiro</td>
+      <td>public</td>
+      <td>Brazil</td>
+      <td>True</td>
+      <td>Prefeitura do Rio de Janeiro</td>
+      <td>(-22.9054, -43.5614)</td>
+      <td>31176</td>
+      <td>2018</td>
+      <td>-22.90540</td>
+      <td>-43.56140</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>25</th>
+      <td>Latin America</td>
+      <td>Santiago</td>
+      <td>public</td>
+      <td>Chile</td>
+      <td>True</td>
+      <td>Región Metropolitana de Santiago</td>
+      <td>(-33.4489, -70.6693)</td>
+      <td>31180</td>
+      <td>2018</td>
+      <td>-33.44890</td>
+      <td>-70.66930</td>
+      <td>0</td>
+      <td>3</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>26</th>
+      <td>Latin America</td>
+      <td>São Paulo</td>
+      <td>public</td>
+      <td>Brazil</td>
+      <td>True</td>
+      <td>Prefeitura de São Paulo</td>
+      <td>(-23.5595, -46.7382)</td>
+      <td>31184</td>
+      <td>2018</td>
+      <td>-23.55950</td>
+      <td>-46.73820</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>27</th>
+      <td>Middle East</td>
+      <td>Amman</td>
+      <td>public</td>
+      <td>Jordan</td>
+      <td>True</td>
+      <td>Greater Amman Municipality</td>
+      <td>(31.9454, 35.9284)</td>
+      <td>54337</td>
+      <td>2018</td>
+      <td>31.94540</td>
+      <td>35.92840</td>
+      <td>0</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>28</th>
+      <td>North America</td>
+      <td>Austin</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>True</td>
+      <td>City of Austin</td>
+      <td>(30.2672, -97.7431)</td>
+      <td>1184</td>
+      <td>2018</td>
+      <td>30.26720</td>
+      <td>-97.74310</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>29</th>
+      <td>North America</td>
+      <td>Portland, OR</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>True</td>
+      <td>City of Portland, OR</td>
+      <td>(45.52, -122.682)</td>
+      <td>14874</td>
+      <td>2018</td>
+      <td>45.52000</td>
+      <td>-122.68200</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>4</td>
+    </tr>
+    <tr>
+      <th>30</th>
+      <td>North America</td>
+      <td>San Francisco</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>True</td>
+      <td>City of San Francisco</td>
+      <td>(37.7749, -122.419)</td>
+      <td>31182</td>
+      <td>2018</td>
+      <td>37.77490</td>
+      <td>-122.41900</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>31</th>
+      <td>North America</td>
+      <td>Seattle</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>True</td>
+      <td>City of Seattle</td>
+      <td>(47.6062, -122.332)</td>
+      <td>16581</td>
+      <td>2018</td>
+      <td>47.60620</td>
+      <td>-122.33200</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>32</th>
+      <td>North America</td>
+      <td>Vancouver</td>
+      <td>public</td>
+      <td>Canada</td>
+      <td>True</td>
+      <td>City of Vancouver</td>
+      <td>(49.2612, -123.114)</td>
+      <td>20113</td>
+      <td>2018</td>
+      <td>49.26120</td>
+      <td>-123.11400</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>33</th>
+      <td>North America</td>
+      <td>Washington, DC</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>True</td>
+      <td>District of Columbia</td>
+      <td>(38.9072, -77.0369)</td>
+      <td>31090</td>
+      <td>2018</td>
+      <td>38.90720</td>
+      <td>-77.03690</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>34</th>
+      <td>South and West Asia</td>
+      <td>Dhaka</td>
+      <td>public</td>
+      <td>Bangladesh</td>
+      <td>True</td>
+      <td>Dhaka City</td>
+      <td>(23.8103, 90.4125)</td>
+      <td>50782</td>
+      <td>2018</td>
+      <td>23.81030</td>
+      <td>90.41250</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>4</td>
+    </tr>
+    <tr>
+      <th>35</th>
+      <td>South and West Asia</td>
+      <td>Karachi</td>
+      <td>public</td>
+      <td>Pakistan</td>
+      <td>True</td>
+      <td>City District Government Karachi</td>
+      <td>(24.9108, 67.1281)</td>
+      <td>31168</td>
+      <td>2018</td>
+      <td>24.91080</td>
+      <td>67.12810</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>36</th>
+      <td>South and West Asia</td>
+      <td>Kolkata</td>
+      <td>public</td>
+      <td>India</td>
+      <td>True</td>
+      <td>Kolkata Metropolitan Area</td>
+      <td>(22.5726, 88.3639)</td>
+      <td>35904</td>
+      <td>2018</td>
+      <td>22.57260</td>
+      <td>88.36390</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>37</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Auckland</td>
+      <td>public</td>
+      <td>New Zealand</td>
+      <td>True</td>
+      <td>Auckland Council</td>
+      <td>(-36.8153, 174.742)</td>
+      <td>43932</td>
+      <td>2018</td>
+      <td>-36.81530</td>
+      <td>174.74200</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>38</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Bangkok</td>
+      <td>public</td>
+      <td>Thailand</td>
+      <td>True</td>
+      <td>Bangkok Metropolitan Administration</td>
+      <td>(13.7712, 100.556)</td>
+      <td>31150</td>
+      <td>2018</td>
+      <td>13.77120</td>
+      <td>100.55600</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>39</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>City of Melbourne</td>
+      <td>public</td>
+      <td>Australia</td>
+      <td>True</td>
+      <td>City of Melbourne</td>
+      <td>(-37.8141, 144.963)</td>
+      <td>31109</td>
+      <td>2018</td>
+      <td>-37.81410</td>
+      <td>144.96300</td>
+      <td>0</td>
+      <td>2</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>40</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>City of Sydney</td>
+      <td>public</td>
+      <td>Australia</td>
+      <td>True</td>
+      <td>City of Sydney</td>
+      <td>(-33.8675, 151.207)</td>
+      <td>31114</td>
+      <td>2018</td>
+      <td>-33.86750</td>
+      <td>151.20700</td>
+      <td>0</td>
+      <td>4</td>
+      <td>0</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>41</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Ho Chi Minh</td>
+      <td>public</td>
+      <td>Viet Nam</td>
+      <td>True</td>
+      <td>Ho Chi Minh City</td>
+      <td>(10.7626, 106.66)</td>
+      <td>31164</td>
+      <td>2018</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+      <td>3</td>
+      <td>1</td>
+      <td>0</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>42</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Jakarta</td>
+      <td>public</td>
+      <td>Indonesia</td>
+      <td>True</td>
+      <td>Jakarta City Government</td>
+      <td>(-6.1751, 106.865)</td>
+      <td>31166</td>
+      <td>2018</td>
+      <td>-6.17510</td>
+      <td>106.86500</td>
+      <td>0</td>
+      <td>0</td>
+      <td>0</td>
+      <td>5</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[40]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">LabelEncoder</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[41]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">utils.nlp</span> <span class="kn">import</span> <span class="n">SimilarityAnalysis</span><span class="p">,</span> <span class="n">create_sim_vector</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[42]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span> <span class="o">=</span> <span class="n">c40_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span> <span class="k">if</span> <span class="n">x</span><span class="o">==</span><span class="s1">&#39;nan&#39;</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[43]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data</span><span class="p">[</span><span class="n">c40_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">isnull</span><span class="p">()]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[43]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>risks_to_citys_water_supply</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>adaptation_action</th>
+      <th>action_description</th>
+      <th>magnitude</th>
+      <th>risk_description</th>
+      <th>population</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>adaptation_action_n</th>
+      <th>action_description_n</th>
+      <th>risk_description_n</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>21</th>
+      <td>Africa</td>
+      <td>Johannesburg</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>City of Johannesburg</td>
+      <td>(-26.2041, 28.0473)</td>
+      <td>31115</td>
+      <td>2018</td>
+      <td>[Water use restrictions]</td>
+      <td>[A by-law that effects water restrictions is i...</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>-26.2041</td>
+      <td>28.0473</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>71</th>
+      <td>East Asia</td>
+      <td>Tokyo</td>
+      <td>public</td>
+      <td>Japan</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>Tokyo Metropolitan Government</td>
+      <td>(35.41, 139.41)</td>
+      <td>31111</td>
+      <td>2018</td>
+      <td>[]</td>
+      <td>[Implementing measures against flood]</td>
+      <td>Serious</td>
+      <td>[]</td>
+      <td>13857664.0</td>
+      <td>35.4100</td>
+      <td>139.4100</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>108</th>
+      <td>Europe</td>
+      <td>Oslo</td>
+      <td>public</td>
+      <td>Norway</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>City of Oslo</td>
+      <td>(59.9139, 10.7522)</td>
+      <td>14088</td>
+      <td>2018</td>
+      <td>[Stormwater management (natural or man-made in...</td>
+      <td>[Small scale project to implement water meeter...</td>
+      <td>NaN</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>59.9139</td>
+      <td>10.7522</td>
+      <td>3</td>
+      <td>4</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>404</th>
+      <td>North America</td>
+      <td>Portland, OR</td>
+      <td>public</td>
+      <td>United States of America</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>City of Portland, OR</td>
+      <td>(45.52, -122.682)</td>
+      <td>14874</td>
+      <td>2018</td>
+      <td>[Watershed preservation]</td>
+      <td>[Portland seeks to manage the watershed in way...</td>
+      <td>NaN</td>
+      <td>[Portland has a secondary, redundant, groundwa...</td>
+      <td>639863.0</td>
+      <td>45.5200</td>
+      <td>-122.6820</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>454</th>
+      <td>South and West Asia</td>
+      <td>Dhaka</td>
+      <td>public</td>
+      <td>Bangladesh</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>Dhaka City</td>
+      <td>(23.8103, 90.4125)</td>
+      <td>50782</td>
+      <td>2018</td>
+      <td>[Stormwater management (natural or man-made in...</td>
+      <td>[Embankment is constructed around Dhaka City t...</td>
+      <td>NaN</td>
+      <td>[Increases water born diseases]</td>
+      <td>4500000.0</td>
+      <td>23.8103</td>
+      <td>90.4125</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>456</th>
+      <td>South and West Asia</td>
+      <td>Kolkata</td>
+      <td>public</td>
+      <td>India</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>Kolkata Metropolitan Area</td>
+      <td>(22.5726, 88.3639)</td>
+      <td>35904</td>
+      <td>2018</td>
+      <td>[Efficiency regulations or standards, Stormwat...</td>
+      <td>[Channelisation of drains Construction of new ...</td>
+      <td>NaN</td>
+      <td>[53% of the boroughs within Kolkata Municipal ...</td>
+      <td>14030000.0</td>
+      <td>22.5726</td>
+      <td>88.3639</td>
+      <td>2</td>
+      <td>2</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>476</th>
+      <td>Southeast Asia and Oceania</td>
+      <td>Jakarta</td>
+      <td>public</td>
+      <td>Indonesia</td>
+      <td>NaN</td>
+      <td>True</td>
+      <td>Jakarta City Government</td>
+      <td>(-6.1751, 106.865)</td>
+      <td>31166</td>
+      <td>2018</td>
+      <td>[Other: Stormwater management (natural or man ...</td>
+      <td>[- Restore damaged and lost water ecosystems (...</td>
+      <td>NaN</td>
+      <td>[Increased frequency of rain affecting the are...</td>
+      <td>10075310.0</td>
+      <td>-6.1751</td>
+      <td>106.8650</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[44]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data</span><span class="o">.</span><span class="n">risks_to_citys_water_supply</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[44]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([&#39;Increased water stress or scarcity&#39;,
+       &#39;Inadequate or aging infrastructure&#39;, nan,
+       &#39;Declining water quality&#39;, &#39;Energy supply issues&#39;,
+       &#39;Higher water prices&#39;, &#39;Increased water demand&#39;, &#39;Regulatory&#39;],
+      dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Fit-Similarity-Analysis">Fit Similarity Analysis<a class="anchor-link" href="#Fit-Similarity-Analysis">&#182;</a></h2><p><strong>per string list column of the value columns, by concatenating strings together. Vectorize all the string list columns based on their in between similarities</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[45]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">analyses</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span><span class="n">SimilarityAnalysis</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">value_columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_columns</span><span class="p">}</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[46]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">vectorized</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">analyses</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">c40_data</span><span class="p">[</span><span class="n">x</span><span class="p">])</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">analyses</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Encode-magnitude-and-risks-into-numerical-labels">Encode magnitude and risks into numerical labels<a class="anchor-link" href="#Encode-magnitude-and-risks-into-numerical-labels">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[47]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cols_to_encode</span> <span class="o">=</span>  <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">value_columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">list_columns</span> <span class="ow">and</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">len_columns</span><span class="p">]</span>
+<span class="n">c40_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span> <span class="o">=</span> <span class="n">c40_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">)</span>
+<span class="n">encoders</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span><span class="n">LabelEncoder</span><span class="p">()</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols_to_encode</span><span class="p">}</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[48]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">encoded</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">encoders</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">c40_data</span><span class="p">[</span><span class="n">x</span><span class="p">])</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols_to_encode</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">)):</span>
+    <span class="n">encoded</span><span class="p">[</span><span class="n">encoded</span><span class="p">[:,</span><span class="n">t</span><span class="p">]</span> <span class="o">==</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">encoders</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">[</span><span class="n">t</span><span class="p">]]</span><span class="o">.</span><span class="n">classes_</span><span class="o">==</span><span class="s1">&#39;nan&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span><span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[49]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">lab_freqs</span> <span class="o">=</span> <span class="n">c40_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">,</span><span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
+<span class="n">lab_freqs</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[49]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>risks_to_citys_water_supply</th>
+      <th>magnitude</th>
+      <th>size</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Declining water quality</td>
+      <td>Less Serious</td>
+      <td>2</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Declining water quality</td>
+      <td>Serious</td>
+      <td>9</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Declining water quality</td>
+      <td>nan</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Energy supply issues</td>
+      <td>Extremely serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Energy supply issues</td>
+      <td>Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Higher water prices</td>
+      <td>Extremely serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Higher water prices</td>
+      <td>Less Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Higher water prices</td>
+      <td>Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>Higher water prices</td>
+      <td>nan</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Less Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>nan</td>
+      <td>15</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Increased water demand</td>
+      <td>Extremely serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Increased water demand</td>
+      <td>Less Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Increased water demand</td>
+      <td>Serious</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Extremely serious</td>
+      <td>8</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Less Serious</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Serious</td>
+      <td>21</td>
+    </tr>
+    <tr>
+      <th>18</th>
+      <td>Increased water stress or scarcity</td>
+      <td>nan</td>
+      <td>6</td>
+    </tr>
+    <tr>
+      <th>19</th>
+      <td>Regulatory</td>
+      <td>Less Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>20</th>
+      <td>Regulatory</td>
+      <td>Serious</td>
+      <td>3</td>
+    </tr>
+    <tr>
+      <th>21</th>
+      <td>Regulatory</td>
+      <td>nan</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>nan</td>
+      <td>Serious</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>23</th>
+      <td>nan</td>
+      <td>nan</td>
+      <td>6</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-dataset-that-contains-the-encoded-labels,-the-vectorized-columns-and-the-columns-referring-the-lists-lengths">Create dataset that contains the encoded labels, the vectorized columns and the columns referring the lists lengths<a class="anchor-link" href="#Create-dataset-that-contains-the-encoded-labels,-the-vectorized-columns-and-the-columns-referring-the-lists-lengths">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[50]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">whole</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">encoded</span><span class="p">,</span> <span class="n">vectorized</span><span class="p">,</span> <span class="n">c40_data</span><span class="p">[</span><span class="n">len_columns</span><span class="p">]])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[51]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;..&#39;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">labeled_preprocessing.imputation</span> <span class="kn">import</span> <span class="n">LabeledDatasetImputer</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Fit-LabeledDatasetImputer-and-transform-dataset">Fit LabeledDatasetImputer and transform dataset<a class="anchor-link" href="#Fit-LabeledDatasetImputer-and-transform-dataset">&#182;</a></h2><p><strong>(LabeledDatasetImputer is a union of two Iterative Imputers , one for labels and one for features)</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[52]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputer</span> <span class="o">=</span> <span class="n">LabeledDatasetImputer</span><span class="p">(</span><span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">k_features_per_label</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">seed</span><span class="o">=</span><span class="n">seed</span><span class="p">)</span>
+<span class="n">continuous_imputed</span><span class="p">,</span> <span class="n">y</span> <span class="o">=</span> <span class="n">imputer</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">whole</span><span class="p">[:,</span><span class="mi">2</span><span class="p">:],</span> <span class="n">whole</span><span class="p">[:,:</span><span class="mi">2</span><span class="p">],</span> <span class="n">ret_imputed_x</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Applying feature selection..
+Creating imputed X using KNeighborsRegressor..
+[IterativeImputer] Completing matrix with shape (97, 192)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.45
+[IterativeImputer] Change: 16.78842081477814, scaled tolerance: 0.011 
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.88
+[IterativeImputer] Change: 7.823153835169504, scaled tolerance: 0.011 
+[IterativeImputer] Ending imputation round 3/10, elapsed time 1.57
+[IterativeImputer] Change: 3.379485724678483, scaled tolerance: 0.011 
+[IterativeImputer] Ending imputation round 4/10, elapsed time 2.09
+[IterativeImputer] Change: 0.021456167679847482, scaled tolerance: 0.011 
+[IterativeImputer] Ending imputation round 5/10, elapsed time 2.51
+[IterativeImputer] Change: 3.3306690738754696e-16, scaled tolerance: 0.011 
+[IterativeImputer] Early stopping criterion reached.
+Creating imputed Y using Pipeline..
+[IterativeImputer] Completing matrix with shape (97, 194)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.13
+[IterativeImputer] Change: 5.0, scaled tolerance: 0.011 
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.23
+[IterativeImputer] Change: 0.0, scaled tolerance: 0.011 
+[IterativeImputer] Early stopping criterion reached.
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Use-the-prediction-power-on-the-imputed-data-as-measurement-of-coherent-imputation.">Use the prediction power on the imputed data as measurement of coherent imputation.<a class="anchor-link" href="#Use-the-prediction-power-on-the-imputed-data-as-measurement-of-coherent-imputation.">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[53]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.svm</span> <span class="kn">import</span> <span class="n">SVC</span>
+<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="kn">import</span> <span class="n">LogisticRegression</span>
+<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
+<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="kn">import</span> <span class="n">cross_val_score</span>
+<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
+<span class="kn">from</span> <span class="nn">sklearn.pipeline</span> <span class="kn">import</span> <span class="n">make_pipeline</span>
+<span class="n">simple_model</span> <span class="o">=</span> <span class="n">make_pipeline</span><span class="p">(</span><span class="n">StandardScaler</span><span class="p">(),</span> <span class="n">SVC</span><span class="p">(</span><span class="n">kernel</span><span class="o">=</span><span class="s1">&#39;linear&#39;</span><span class="p">,</span> <span class="n">C</span><span class="o">=</span><span class="mf">0.01</span><span class="p">,</span> <span class="n">random_state</span><span class="o">=</span><span class="n">seed</span><span class="p">))</span>
+<span class="n">scoring</span> <span class="o">=</span> <span class="s1">&#39;accuracy&#39;</span> 
+<span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">simple_model</span><span class="p">,</span> <span class="n">continuous_imputed</span><span class="p">,</span> <span class="n">y</span><span class="p">[:,</span><span class="n">cols_to_encode</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;magnitude&#39;</span><span class="p">)],</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="n">scoring</span><span class="o">=</span><span class="n">scoring</span><span class="p">)</span>
+<span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">scores</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[53]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>0.773684210526316</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Plot-features-correlation">Plot features correlation<a class="anchor-link" href="#Plot-features-correlation">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[54]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">flg</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">whole</span><span class="p">),</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([[</span><span class="kc">True</span><span class="p">,</span> <span class="kc">True</span><span class="p">],</span> <span class="n">imputer</span><span class="o">.</span><span class="n">selection_mask</span><span class="p">[:]])</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">whole</span><span class="p">[</span><span class="n">flg</span><span class="p">[</span><span class="mi">0</span><span class="p">],:][:,</span><span class="n">flg</span><span class="p">[</span><span class="mi">1</span><span class="p">]]</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">corr</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">matshow</span><span class="p">(</span><span class="n">corr</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(194, 194)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[54]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.image.AxesImage at 0x7f9b93e80190&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Retrieve-the-categorical-imputed-labels">Retrieve the categorical imputed labels<a class="anchor-link" href="#Retrieve-the-categorical-imputed-labels">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[55]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+    <span class="n">encoders</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">inverse_transform</span><span class="p">(</span>
+    <span class="n">y</span><span class="p">[:,</span> <span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+ <span class="p">)</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span><span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">)])</span><span class="o">.</span><span class="n">T</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[56]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data_imputed</span> <span class="o">=</span> <span class="n">c40_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[57]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data_imputed</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span> <span class="o">=</span> <span class="n">imputed</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[58]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_data_imputed</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[58]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>region</th>
+      <th>city</th>
+      <th>access</th>
+      <th>country</th>
+      <th>risks_to_citys_water_supply</th>
+      <th>c40</th>
+      <th>organisation</th>
+      <th>city_location</th>
+      <th>account_no</th>
+      <th>reporting_year</th>
+      <th>adaptation_action</th>
+      <th>action_description</th>
+      <th>magnitude</th>
+      <th>risk_description</th>
+      <th>population</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>adaptation_action_n</th>
+      <th>action_description_n</th>
+      <th>risk_description_n</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>4</th>
+      <td>Africa</td>
+      <td>Cape Town</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Increased water stress or scarcity</td>
+      <td>True</td>
+      <td>City of Cape Town</td>
+      <td>(-33.9253, 18.4239)</td>
+      <td>35858</td>
+      <td>2018</td>
+      <td>[Water use restrictions, Use of non-potable wa...</td>
+      <td>[In terms of diversifying water supply (includ...</td>
+      <td>Extremely serious</td>
+      <td>[The City has generally been able to successfu...</td>
+      <td>4174510.0</td>
+      <td>-33.92530</td>
+      <td>18.4239</td>
+      <td>9</td>
+      <td>10</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Africa</td>
+      <td>Dar es Salaam</td>
+      <td>public</td>
+      <td>United Republic of Tanzania</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>True</td>
+      <td>City of Dar es Salaam</td>
+      <td>(-6.79235, 39.2083)</td>
+      <td>35893</td>
+      <td>2018</td>
+      <td>[Investment in existing water supply infrastru...</td>
+      <td>[City provide some % of the total money correc...</td>
+      <td>Serious</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>-6.79235</td>
+      <td>39.2083</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>Africa</td>
+      <td>Durban</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>True</td>
+      <td>City of Durban</td>
+      <td>(-29.8587, 31.0218)</td>
+      <td>35863</td>
+      <td>2018</td>
+      <td>[Other, Investment in existing water supply in...</td>
+      <td>[improvements to infrastructure are being done...</td>
+      <td>Serious</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>-29.85870</td>
+      <td>31.0218</td>
+      <td>3</td>
+      <td>3</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>21</th>
+      <td>Africa</td>
+      <td>Johannesburg</td>
+      <td>public</td>
+      <td>South Africa</td>
+      <td>Increased water stress or scarcity</td>
+      <td>True</td>
+      <td>City of Johannesburg</td>
+      <td>(-26.2041, 28.0473)</td>
+      <td>31115</td>
+      <td>2018</td>
+      <td>[Water use restrictions]</td>
+      <td>[A by-law that effects water restrictions is i...</td>
+      <td>Serious</td>
+      <td>[]</td>
+      <td>NaN</td>
+      <td>-26.20410</td>
+      <td>28.0473</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+    <tr>
+      <th>24</th>
+      <td>Africa</td>
+      <td>Lagos</td>
+      <td>public</td>
+      <td>Nigeria</td>
+      <td>Declining water quality</td>
+      <td>True</td>
+      <td>City of Lagos</td>
+      <td>(6.52437, 3.3792)</td>
+      <td>31167</td>
+      <td>2018</td>
+      <td>[Water use restrictions]</td>
+      <td>[Application of water abstraction rules, surch...</td>
+      <td>Serious</td>
+      <td>[Increased rainfall will result to greater amo...</td>
+      <td>24821418.0</td>
+      <td>6.52437</td>
+      <td>3.3792</td>
+      <td>1</td>
+      <td>1</td>
+      <td>1</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-which-labels--have-been-updated-after-imputation">Find which labels  have been updated after imputation<a class="anchor-link" href="#Find-which-labels--have-been-updated-after-imputation">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[59]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_lab_freqs</span> <span class="o">=</span> <span class="n">c40_data_imputed</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">,</span><span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
+<span class="n">imp_ret</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">lab_freqs</span><span class="p">,</span> <span class="n">imp_lab_freqs</span><span class="p">,</span><span class="n">suffixes</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="s1">&#39;_imp&#39;</span><span class="p">),</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;right&#39;</span><span class="p">,</span><span class="n">on</span><span class="o">=</span><span class="n">cols_to_encode</span><span class="p">)</span>
+<span class="n">imp_ret</span><span class="p">[</span><span class="s1">&#39;increase&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">imp_ret</span><span class="p">[</span><span class="s1">&#39;size_imp&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">imp_ret</span><span class="p">[</span><span class="s1">&#39;size&#39;</span><span class="p">])</span><span class="o">/</span><span class="n">imp_ret</span><span class="p">[</span><span class="s1">&#39;size&#39;</span><span class="p">]</span>
+<span class="n">imp_ret</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[59]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>risks_to_citys_water_supply</th>
+      <th>magnitude</th>
+      <th>size</th>
+      <th>size_imp</th>
+      <th>increase</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Declining water quality</td>
+      <td>Extremely serious</td>
+      <td>NaN</td>
+      <td>1</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Declining water quality</td>
+      <td>Less Serious</td>
+      <td>2.0</td>
+      <td>2</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Declining water quality</td>
+      <td>Serious</td>
+      <td>9.0</td>
+      <td>12</td>
+      <td>0.333333</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Energy supply issues</td>
+      <td>Extremely serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Energy supply issues</td>
+      <td>Serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Higher water prices</td>
+      <td>Extremely serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Higher water prices</td>
+      <td>Less Serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Higher water prices</td>
+      <td>Serious</td>
+      <td>1.0</td>
+      <td>4</td>
+      <td>3.000000</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Less Serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Serious</td>
+      <td>1.0</td>
+      <td>17</td>
+      <td>16.000000</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>Increased water demand</td>
+      <td>Extremely serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Increased water demand</td>
+      <td>Less Serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Increased water demand</td>
+      <td>Serious</td>
+      <td>6.0</td>
+      <td>6</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Extremely serious</td>
+      <td>8.0</td>
+      <td>9</td>
+      <td>0.125000</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Less Serious</td>
+      <td>3.0</td>
+      <td>3</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Serious</td>
+      <td>21.0</td>
+      <td>31</td>
+      <td>0.476190</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Regulatory</td>
+      <td>Less Serious</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Regulatory</td>
+      <td>Serious</td>
+      <td>3.0</td>
+      <td>4</td>
+      <td>0.333333</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Make-sure-that-all-risks-have-been-encoded-and-are-imputation-outcome-candidates">Make sure that all risks have been encoded and are imputation outcome candidates<a class="anchor-link" href="#Make-sure-that-all-risks-have-been-encoded-and-are-imputation-outcome-candidates">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[60]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">set</span><span class="p">([</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">encoders</span><span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">classes_</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[60]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>set()</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Impute-whole-dataset">Impute whole dataset<a class="anchor-link" href="#Impute-whole-dataset">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[61]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="p">[</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[61]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Increased water stress or scarcity    205
+Declining water quality               127
+Inadequate or aging infrastructure    101
+nan                                    54
+Increased water demand                 49
+Higher water prices                    38
+Regulatory                             17
+Energy supply issues                    7
+Name: risks_to_citys_water_supply, dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Apply-encoding-and-vectorization">Apply encoding and vectorization<a class="anchor-link" href="#Apply-encoding-and-vectorization">&#182;</a></h2><p><strong>based on fitted encoders and SimilarityAnalysis objects</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[62]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="s1">&#39;nan&#39;</span><span class="p">)</span>
+<span class="n">encoded</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span><span class="n">encoders</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">x</span><span class="p">])</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">cols_to_encode</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">float</span><span class="p">)</span>
+<span class="k">for</span> <span class="n">t</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">)):</span>
+    <span class="n">encoded</span><span class="p">[</span><span class="n">encoded</span><span class="p">[:,</span><span class="n">t</span><span class="p">]</span> <span class="o">==</span> <span class="n">np</span><span class="o">.</span><span class="n">where</span><span class="p">(</span><span class="n">encoders</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">[</span><span class="n">t</span><span class="p">]]</span><span class="o">.</span><span class="n">classes_</span><span class="o">==</span><span class="s1">&#39;nan&#39;</span><span class="p">)[</span><span class="mi">0</span><span class="p">],</span><span class="n">t</span><span class="p">]</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[63]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_vectorized</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">analyses</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">x</span><span class="p">])</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">value_columns</span> <span class="k">if</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">list_columns</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Apply-imputation">Apply imputation<a class="anchor-link" href="#Apply-imputation">&#182;</a></h2><p><strong>using the trained imputer</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[64]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_imputed_x</span><span class="p">,</span> <span class="n">all_imputed_y</span>  <span class="o">=</span> <span class="n">imputer</span><span class="o">.</span><span class="n">transform</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">all_vectorized</span><span class="p">,</span><span class="n">cw_data</span><span class="p">[</span><span class="n">len_columns</span><span class="p">]]),</span> <span class="n">encoded</span><span class="p">,</span> <span class="n">ret_imputed_x</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (598, 192)
+[IterativeImputer] Ending imputation round 1/5, elapsed time 0.48
+[IterativeImputer] Ending imputation round 2/5, elapsed time 0.99
+[IterativeImputer] Ending imputation round 3/5, elapsed time 1.49
+[IterativeImputer] Ending imputation round 4/5, elapsed time 2.11
+[IterativeImputer] Ending imputation round 5/5, elapsed time 2.72
+[IterativeImputer] Completing matrix with shape (598, 194)
+[IterativeImputer] Ending imputation round 1/2, elapsed time 0.02
+[IterativeImputer] Ending imputation round 2/2, elapsed time 0.03
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[65]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">all_imputed_y_dec</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([</span>
+    <span class="n">encoders</span><span class="p">[</span><span class="n">x</span><span class="p">]</span><span class="o">.</span><span class="n">inverse_transform</span><span class="p">(</span>
+    <span class="n">all_imputed_y</span><span class="p">[:,</span> <span class="n">c</span><span class="p">]</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+ <span class="p">)</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span><span class="n">x</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">)])</span><span class="o">.</span><span class="n">T</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[66]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]),</span> <span class="nb">len</span><span class="p">(</span><span class="n">cw_data</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[66]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(598, 598)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[67]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data_imputed</span> <span class="o">=</span> <span class="n">cw_data</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">cw_data_imputed</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span> <span class="o">=</span> <span class="n">all_imputed_y_dec</span>
+<span class="n">cw_data_imputed</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">id_columns</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Plot-features-correlation">Plot features correlation<a class="anchor-link" href="#Plot-features-correlation">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[68]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">corrcoef</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">([</span><span class="n">all_imputed_y</span><span class="p">,</span> <span class="n">all_imputed_x</span><span class="p">])</span><span class="o">.</span><span class="n">T</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">corr</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">matshow</span><span class="p">(</span><span class="n">corr</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(194, 194)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[68]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.image.AxesImage at 0x7f9b92426c70&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[69]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">scores</span> <span class="o">=</span> <span class="n">cross_val_score</span><span class="p">(</span><span class="n">simple_model</span><span class="p">,</span> <span class="n">all_imputed_x</span><span class="p">,</span> <span class="n">all_imputed_y</span><span class="p">[:,</span><span class="n">cols_to_encode</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;magnitude&#39;</span><span class="p">)],</span> <span class="n">cv</span><span class="o">=</span><span class="mi">5</span><span class="p">,</span><span class="n">scoring</span><span class="o">=</span><span class="n">scoring</span><span class="p">)</span>
+<span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">scores</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[69]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>0.7407983193277311</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p><strong>The score did not have significant drop, so we can assume that the imputation was cohesive across data</strong></p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-output-dataset">Create output dataset<a class="anchor-link" href="#Create-output-dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[205]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">cw_data_imputed</span><span class="p">[[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span><span class="s1">&#39;longitude&#39;</span><span class="p">,</span><span class="s1">&#39;country&#39;</span><span class="p">,</span><span class="s1">&#39;population&#39;</span><span class="p">,</span><span class="s1">&#39;c40&#39;</span><span class="p">,</span><span class="s1">&#39;magnitude&#39;</span><span class="p">,</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">final_labeled_data</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;magnitude&#39;</span><span class="p">:</span> <span class="s1">&#39;risk&#39;</span><span class="p">,</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">:</span> <span class="s1">&#39;description&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[206]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="p">[[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span><span class="s1">&#39;longitude&#39;</span><span class="p">,</span><span class="s1">&#39;c40&#39;</span><span class="p">,</span> <span class="s1">&#39;population&#39;</span><span class="p">,</span><span class="s1">&#39;description&#39;</span><span class="p">,</span><span class="s1">&#39;risk&#39;</span><span class="p">]]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[206]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>c40</th>
+      <th>population</th>
+      <th>description</th>
+      <th>risk</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Abuja</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+      <td>False</td>
+      <td>2440000.0</td>
+      <td>Higher water prices</td>
+      <td>Serious</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Abuja</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Serious</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Abuja</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+      <td>False</td>
+      <td>2440000.0</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Serious</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Bouaké</td>
+      <td>7.41370</td>
+      <td>-5.01490</td>
+      <td>False</td>
+      <td>715435.0</td>
+      <td>Declining water quality</td>
+      <td>Extremely serious</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Cape Town</td>
+      <td>-33.92530</td>
+      <td>18.42390</td>
+      <td>True</td>
+      <td>4174510.0</td>
+      <td>Increased water stress or scarcity</td>
+      <td>Extremely serious</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>669</th>
+      <td>City of Sydney</td>
+      <td>-33.86750</td>
+      <td>151.20700</td>
+      <td>True</td>
+      <td>233219.0</td>
+      <td>Regulatory</td>
+      <td>Serious</td>
+    </tr>
+    <tr>
+      <th>670</th>
+      <td>Ho Chi Minh</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+      <td>True</td>
+      <td>8611000.0</td>
+      <td>Declining water quality</td>
+      <td>Serious</td>
+    </tr>
+    <tr>
+      <th>671</th>
+      <td>Ho Chi Minh</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+      <td>True</td>
+      <td>8611000.0</td>
+      <td>Higher water prices</td>
+      <td>Less Serious</td>
+    </tr>
+    <tr>
+      <th>672</th>
+      <td>Ho Chi Minh</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+      <td>True</td>
+      <td>8611000.0</td>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Less Serious</td>
+    </tr>
+    <tr>
+      <th>673</th>
+      <td>Ho Chi Minh</td>
+      <td>10.76260</td>
+      <td>106.66000</td>
+      <td>True</td>
+      <td>8611000.0</td>
+      <td>Increased water demand</td>
+      <td>Less Serious</td>
+    </tr>
+  </tbody>
+</table>
+<p>575 rows × 7 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[207]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_data_imputed</span><span class="p">[</span><span class="n">id_columns</span><span class="p">]</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[207]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(575, 12)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Pivoting-risks-description,-so-that-each-row-is-unique-per-city">Pivoting risks description, so that each row is unique per city<a class="anchor-link" href="#Pivoting-risks-description,-so-that-each-row-is-unique-per-city">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[208]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">risks</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">description</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
+<span class="n">risks_description</span> <span class="o">=</span> <span class="p">{</span><span class="n">risk</span><span class="p">:</span> <span class="sa">f</span><span class="s1">&#39;risk</span><span class="si">{</span><span class="n">c</span><span class="si">}</span><span class="s1">&#39;</span> <span class="k">for</span> <span class="n">c</span><span class="p">,</span><span class="n">risk</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">risks</span><span class="p">)}</span>
+<span class="n">risks_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">Series</span><span class="p">(</span><span class="n">risks_description</span><span class="p">)</span><span class="o">.</span><span class="n">to_frame</span><span class="p">()</span>
+<span class="n">risks_df</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">risks_df</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">,</span><span class="s1">&#39;code&#39;</span><span class="p">]</span>
+<span class="n">final_labeled_data</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">risks_description</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+<span class="n">risks_df</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[208]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>description</th>
+      <th>code</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Higher water prices</td>
+      <td>risk0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>risk1</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Increased water stress or scarcity</td>
+      <td>risk2</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Declining water quality</td>
+      <td>risk3</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Increased water demand</td>
+      <td>risk4</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Regulatory</td>
+      <td>risk5</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Energy supply issues</td>
+      <td>risk6</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[209]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">main_index</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span><span class="s1">&#39;longitude&#39;</span><span class="p">,</span> <span class="s1">&#39;country&#39;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-if-there-are-cities-that-are-listed-to-be-both-in-and-not-in-C40">Check if there are cities that are listed to be both in and not in C40<a class="anchor-link" href="#Check-if-there-are-cities-that-are-listed-to-be-both-in-and-not-in-C40">&#182;</a></h2><p>and drop the ones that are not</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[210]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">c40_check</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">main_index</span><span class="p">)[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
+<span class="n">c40_check</span><span class="p">[</span><span class="n">c40_check</span><span class="o">&gt;</span><span class="mi">1</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[210]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>city      latitude  longitude  country
+Santiago  -33.4489  -70.6693   Chile      2
+Name: c40, dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[211]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">city</span><span class="o">.</span><span class="n">nunique</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[211]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>282</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[212]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="p">[</span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">city</span> <span class="o">==</span> <span class="s1">&#39;Santiago&#39;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[212]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>country</th>
+      <th>population</th>
+      <th>c40</th>
+      <th>risk</th>
+      <th>description</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>563</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>404495.0</td>
+      <td>False</td>
+      <td>Extremely serious</td>
+      <td>risk3</td>
+    </tr>
+    <tr>
+      <th>564</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>7112808.0</td>
+      <td>True</td>
+      <td>Serious</td>
+      <td>risk3</td>
+    </tr>
+    <tr>
+      <th>565</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>404495.0</td>
+      <td>False</td>
+      <td>Extremely serious</td>
+      <td>risk4</td>
+    </tr>
+    <tr>
+      <th>566</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>404495.0</td>
+      <td>False</td>
+      <td>Extremely serious</td>
+      <td>risk2</td>
+    </tr>
+    <tr>
+      <th>567</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>7112808.0</td>
+      <td>True</td>
+      <td>Serious</td>
+      <td>risk2</td>
+    </tr>
+    <tr>
+      <th>568</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>7112808.0</td>
+      <td>True</td>
+      <td>Serious</td>
+      <td>risk5</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[221]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;c40&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">main_index</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">last</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+<span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">main_index</span><span class="p">)[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(),</span><span class="n">on</span><span class="o">=</span><span class="n">main_index</span><span class="p">)</span>
+<span class="n">final_labeled_data</span><span class="p">[</span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">city</span><span class="o">==</span><span class="s1">&#39;Santiago&#39;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[221]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>country</th>
+      <th>description</th>
+      <th>population</th>
+      <th>risk</th>
+      <th>c40</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>473</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>risk2</td>
+      <td>7112808.0</td>
+      <td>Serious</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>474</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>risk3</td>
+      <td>7112808.0</td>
+      <td>Serious</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>475</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>risk4</td>
+      <td>404495.0</td>
+      <td>Extremely serious</td>
+      <td>True</td>
+    </tr>
+    <tr>
+      <th>476</th>
+      <td>Santiago</td>
+      <td>-33.4489</td>
+      <td>-70.6693</td>
+      <td>Chile</td>
+      <td>risk5</td>
+      <td>7112808.0</td>
+      <td>Serious</td>
+      <td>True</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[222]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">sort_values</span><span class="p">(</span><span class="n">by</span><span class="o">=</span><span class="s1">&#39;c40&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">main_index</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;description&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">last</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Fix-population">Fix population<a class="anchor-link" href="#Fix-population">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[223]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pop_df</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">index</span><span class="p">)[[</span><span class="s1">&#39;population&#39;</span><span class="p">]</span>
+                                          <span class="p">]</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span>
+<span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;population&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">pop_df</span><span class="o">.</span><span class="n">reset_index</span><span class="p">(),</span> <span class="n">on</span><span class="o">=</span><span class="n">index</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[224]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">pivot</span><span class="p">(</span><span class="n">index</span><span class="o">=</span> <span class="n">index</span> <span class="o">+</span> <span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">,</span><span class="s1">&#39;population&#39;</span><span class="p">],</span> <span class="n">columns</span><span class="o">=</span><span class="s1">&#39;description&#39;</span><span class="p">,</span> <span class="n">values</span><span class="o">=</span><span class="s1">&#39;risk&#39;</span><span class="p">)</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Encode-risks-from-0-to-1">Encode risks from 0 to 1<a class="anchor-link" href="#Encode-risks-from-0-to-1">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[225]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">severity_mapping</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;Less Serious&#39;</span><span class="p">:</span><span class="mi">1</span><span class="p">,</span> <span class="s2">&quot;Serious&quot;</span><span class="p">:</span><span class="mi">2</span><span class="p">,</span> <span class="s1">&#39;Extremely serious&#39;</span><span class="p">:</span><span class="mi">3</span><span class="p">}</span>
+<span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">([</span><span class="n">severity_mapping</span><span class="p">])</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">SEVERITY_MAPPING_PATH</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">nrisks</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">risks_description</span><span class="o">.</span><span class="n">values</span><span class="p">())</span>
+<span class="n">final_labeled_data</span><span class="p">[</span><span class="n">nrisks</span><span class="p">]</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="p">[</span><span class="n">nrisks</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="n">severity_mapping</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Add-0-to-risks-belonging-to-C40,-assuming-that-those-have-reported-no-risks-because-indeed-they-were-none,-not-because-they-were-unknown">Add 0 to risks belonging to C40, assuming that those have reported no risks because indeed they were none, not because they were unknown<a class="anchor-link" href="#Add-0-to-risks-belonging-to-C40,-assuming-that-those-have-reported-no-risks-because-indeed-they-were-none,-not-because-they-were-unknown">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[226]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">final_labeled_data</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">],</span> <span class="n">nrisks</span><span class="p">]</span> <span class="o">=</span> <span class="n">final_labeled_data</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">final_labeled_data</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">],</span> <span class="n">nrisks</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[227]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">LABELED_CITIES_PATH</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">risks_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">RISKS_MAPPING_PATH</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[228]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_labeled_data</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[228]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>description</th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>country</th>
+      <th>c40</th>
+      <th>population</th>
+      <th>risk0</th>
+      <th>risk1</th>
+      <th>risk2</th>
+      <th>risk3</th>
+      <th>risk4</th>
+      <th>risk5</th>
+      <th>risk6</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Abasan Al-Kabira</td>
+      <td>31.32310</td>
+      <td>34.34400</td>
+      <td>State of Palestine</td>
+      <td>False</td>
+      <td>32000.0</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Abington</td>
+      <td>40.12410</td>
+      <td>-75.11950</td>
+      <td>United States of America</td>
+      <td>False</td>
+      <td>55310.0</td>
+      <td>NaN</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Abuja</td>
+      <td>9.07647</td>
+      <td>7.39857</td>
+      <td>Nigeria</td>
+      <td>False</td>
+      <td>2440000.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Addis Ababa</td>
+      <td>9.02887</td>
+      <td>38.75440</td>
+      <td>Ethiopia</td>
+      <td>True</td>
+      <td>3103374.0</td>
+      <td>0.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>0.0</td>
+      <td>2.0</td>
+      <td>0.0</td>
+      <td>0.0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Adelaide</td>
+      <td>-34.92850</td>
+      <td>138.60100</td>
+      <td>Australia</td>
+      <td>False</td>
+      <td>23916.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="See-a-report-of-the-filled-labels">See a report of the filled labels<a class="anchor-link" href="#See-a-report-of-the-filled-labels">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[229]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">cw_lab_freqs</span> <span class="o">=</span> <span class="n">cw_data</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">,</span><span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
+<span class="n">imp_cw_lab_freqs</span> <span class="o">=</span> <span class="n">cw_data_imputed</span><span class="p">[</span><span class="n">cols_to_encode</span><span class="p">]</span><span class="o">.</span><span class="n">groupby</span><span class="p">(</span><span class="n">cols_to_encode</span><span class="p">,</span><span class="n">as_index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span><span class="o">.</span><span class="n">size</span><span class="p">()</span>
+<span class="n">imp_cw_ret</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">cw_lab_freqs</span><span class="p">,</span> <span class="n">imp_cw_lab_freqs</span><span class="p">,</span><span class="n">suffixes</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="s1">&#39;_imp&#39;</span><span class="p">),</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;right&#39;</span><span class="p">,</span><span class="n">on</span><span class="o">=</span><span class="n">cols_to_encode</span><span class="p">)</span>
+<span class="n">imp_cw_ret</span><span class="p">[</span><span class="s1">&#39;increase&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="n">imp_cw_ret</span><span class="p">[</span><span class="s1">&#39;size_imp&#39;</span><span class="p">]</span> <span class="o">-</span> <span class="n">imp_cw_ret</span><span class="p">[</span><span class="s1">&#39;size&#39;</span><span class="p">])</span><span class="o">/</span><span class="n">imp_cw_ret</span><span class="p">[</span><span class="s1">&#39;size&#39;</span><span class="p">]</span>
+<span class="n">imp_cw_ret</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[229]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>risks_to_citys_water_supply</th>
+      <th>magnitude</th>
+      <th>size</th>
+      <th>size_imp</th>
+      <th>increase</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Declining water quality</td>
+      <td>Extremely serious</td>
+      <td>23</td>
+      <td>24</td>
+      <td>0.043478</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Declining water quality</td>
+      <td>Less Serious</td>
+      <td>18</td>
+      <td>18</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Declining water quality</td>
+      <td>Serious</td>
+      <td>57</td>
+      <td>89</td>
+      <td>0.561404</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Energy supply issues</td>
+      <td>Extremely serious</td>
+      <td>1</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Energy supply issues</td>
+      <td>Less Serious</td>
+      <td>1</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Energy supply issues</td>
+      <td>Serious</td>
+      <td>5</td>
+      <td>5</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Higher water prices</td>
+      <td>Extremely serious</td>
+      <td>2</td>
+      <td>2</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Higher water prices</td>
+      <td>Less Serious</td>
+      <td>10</td>
+      <td>11</td>
+      <td>0.100000</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>Higher water prices</td>
+      <td>Serious</td>
+      <td>14</td>
+      <td>25</td>
+      <td>0.785714</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Extremely serious</td>
+      <td>3</td>
+      <td>4</td>
+      <td>0.333333</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Less Serious</td>
+      <td>8</td>
+      <td>8</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Serious</td>
+      <td>11</td>
+      <td>98</td>
+      <td>7.909091</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Increased water demand</td>
+      <td>Extremely serious</td>
+      <td>7</td>
+      <td>7</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Increased water demand</td>
+      <td>Less Serious</td>
+      <td>12</td>
+      <td>12</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Increased water demand</td>
+      <td>Serious</td>
+      <td>30</td>
+      <td>32</td>
+      <td>0.066667</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Extremely serious</td>
+      <td>39</td>
+      <td>42</td>
+      <td>0.076923</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Less Serious</td>
+      <td>21</td>
+      <td>20</td>
+      <td>-0.047619</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Serious</td>
+      <td>94</td>
+      <td>159</td>
+      <td>0.691489</td>
+    </tr>
+    <tr>
+      <th>18</th>
+      <td>Regulatory</td>
+      <td>Less Serious</td>
+      <td>4</td>
+      <td>4</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>19</th>
+      <td>Regulatory</td>
+      <td>Serious</td>
+      <td>8</td>
+      <td>13</td>
+      <td>0.625000</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[230]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imp_report</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">imp_cw_ret</span><span class="p">,</span> <span class="n">imp_ret</span><span class="p">,</span> <span class="n">suffixes</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;&#39;</span><span class="p">,</span><span class="s1">&#39;_c40&#39;</span><span class="p">),</span> <span class="n">on</span><span class="o">=</span><span class="p">(</span><span class="s1">&#39;magnitude&#39;</span><span class="p">,</span><span class="s1">&#39;risks_to_citys_water_supply&#39;</span><span class="p">))</span>
+<span class="n">imp_report</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">IMPUTATION_REPORT_PATH</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+<span class="n">imp_report</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[230]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>risks_to_citys_water_supply</th>
+      <th>magnitude</th>
+      <th>size</th>
+      <th>size_imp</th>
+      <th>increase</th>
+      <th>size_c40</th>
+      <th>size_imp_c40</th>
+      <th>increase_c40</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Declining water quality</td>
+      <td>Extremely serious</td>
+      <td>23</td>
+      <td>24</td>
+      <td>0.043478</td>
+      <td>NaN</td>
+      <td>1</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Declining water quality</td>
+      <td>Less Serious</td>
+      <td>18</td>
+      <td>18</td>
+      <td>0.000000</td>
+      <td>2.0</td>
+      <td>2</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Declining water quality</td>
+      <td>Serious</td>
+      <td>57</td>
+      <td>89</td>
+      <td>0.561404</td>
+      <td>9.0</td>
+      <td>12</td>
+      <td>0.333333</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Energy supply issues</td>
+      <td>Extremely serious</td>
+      <td>1</td>
+      <td>1</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Energy supply issues</td>
+      <td>Serious</td>
+      <td>5</td>
+      <td>5</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Higher water prices</td>
+      <td>Extremely serious</td>
+      <td>2</td>
+      <td>2</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Higher water prices</td>
+      <td>Less Serious</td>
+      <td>10</td>
+      <td>11</td>
+      <td>0.100000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>7</th>
+      <td>Higher water prices</td>
+      <td>Serious</td>
+      <td>14</td>
+      <td>25</td>
+      <td>0.785714</td>
+      <td>1.0</td>
+      <td>4</td>
+      <td>3.000000</td>
+    </tr>
+    <tr>
+      <th>8</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Less Serious</td>
+      <td>8</td>
+      <td>8</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>9</th>
+      <td>Inadequate or aging infrastructure</td>
+      <td>Serious</td>
+      <td>11</td>
+      <td>98</td>
+      <td>7.909091</td>
+      <td>1.0</td>
+      <td>17</td>
+      <td>16.000000</td>
+    </tr>
+    <tr>
+      <th>10</th>
+      <td>Increased water demand</td>
+      <td>Extremely serious</td>
+      <td>7</td>
+      <td>7</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Increased water demand</td>
+      <td>Less Serious</td>
+      <td>12</td>
+      <td>12</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>12</th>
+      <td>Increased water demand</td>
+      <td>Serious</td>
+      <td>30</td>
+      <td>32</td>
+      <td>0.066667</td>
+      <td>6.0</td>
+      <td>6</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>13</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Extremely serious</td>
+      <td>39</td>
+      <td>42</td>
+      <td>0.076923</td>
+      <td>8.0</td>
+      <td>9</td>
+      <td>0.125000</td>
+    </tr>
+    <tr>
+      <th>14</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Less Serious</td>
+      <td>21</td>
+      <td>20</td>
+      <td>-0.047619</td>
+      <td>3.0</td>
+      <td>3</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>15</th>
+      <td>Increased water stress or scarcity</td>
+      <td>Serious</td>
+      <td>94</td>
+      <td>159</td>
+      <td>0.691489</td>
+      <td>21.0</td>
+      <td>31</td>
+      <td>0.476190</td>
+    </tr>
+    <tr>
+      <th>16</th>
+      <td>Regulatory</td>
+      <td>Less Serious</td>
+      <td>4</td>
+      <td>4</td>
+      <td>0.000000</td>
+      <td>1.0</td>
+      <td>1</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>17</th>
+      <td>Regulatory</td>
+      <td>Serious</td>
+      <td>8</td>
+      <td>13</td>
+      <td>0.625000</td>
+      <td>3.0</td>
+      <td>4</td>
+      <td>0.333333</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/Merge Unlabeled to Labeled.html b/documentation/WaterSecurity/notebooks/Merge Unlabeled to Labeled.html
new file mode 100644
index 0000000..7062014
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+++ b/documentation/WaterSecurity/notebooks/Merge Unlabeled to Labeled.html	
@@ -0,0 +1,15192 @@
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+  content: "\e115";
+}
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+  content: "\e116";
+}
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+  content: "\e117";
+}
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+  content: "\e118";
+}
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+  content: "\e119";
+}
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+  content: "\e120";
+}
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+  content: "\e121";
+}
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+  content: "\e122";
+}
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+  content: "\e123";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e130";
+}
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+  content: "\e131";
+}
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+  content: "\e132";
+}
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+  content: "\e133";
+}
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+}
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+}
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+}
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+}
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+  content: "\e138";
+}
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+  content: "\e139";
+}
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+}
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+  content: "\e141";
+}
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+  content: "\e142";
+}
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+  content: "\e143";
+}
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+  content: "\e144";
+}
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+}
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+}
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+}
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+}
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+  content: "\e151";
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+}
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+  content: "\e153";
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+}
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+  content: "\e155";
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+}
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+  content: "\e160";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e175";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e191";
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+  content: "\e193";
+}
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+  content: "\e194";
+}
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+  content: "\e195";
+}
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+  content: "\e197";
+}
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+  content: "\e198";
+}
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+  content: "\e199";
+}
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+  content: "\e200";
+}
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+}
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+  content: "\e202";
+}
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+}
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+  content: "\e204";
+}
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+  content: "\e205";
+}
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+  content: "\e206";
+}
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+  content: "\e209";
+}
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+}
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+  content: "\e211";
+}
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+  content: "\e212";
+}
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+}
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+  content: "\e214";
+}
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+  content: "\e215";
+}
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+  content: "\e216";
+}
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+  content: "\26fa";
+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+  content: "\231b";
+}
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+  content: "\e223";
+}
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+  content: "\e224";
+}
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+  content: "\e225";
+}
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+  content: "\e226";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
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+  content: "\e233";
+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
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+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
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+  content: "\e250";
+}
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+}
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+}
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+}
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+  content: "\e254";
+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
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+  content: "\e257";
+}
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+  content: "\e258";
+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
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+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
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+h3,
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+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
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+h1 .small,
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+}
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+h6,
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+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
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+h6 .small,
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+  font-size: 75%;
+}
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+  font-size: 33px;
+}
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+  font-size: 27px;
+}
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+}
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+}
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+  font-size: 13px;
+}
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+  font-size: 12px;
+}
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+  margin: 0 0 9px;
+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
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+  text-align: right;
+}
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+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
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+  white-space: nowrap;
+}
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+  text-transform: lowercase;
+}
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+  text-transform: uppercase;
+}
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+  text-transform: capitalize;
+}
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+  color: #777777;
+}
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+  color: #337ab7;
+}
+a.text-primary:hover,
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+  color: #286090;
+}
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+  color: #3c763d;
+}
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+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
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+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
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+  color: #fff;
+  background-color: #337ab7;
+}
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+  background-color: #286090;
+}
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+  background-color: #dff0d8;
+}
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+  background-color: #c1e2b3;
+}
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+  background-color: #d9edf7;
+}
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+  background-color: #afd9ee;
+}
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+  background-color: #fcf8e3;
+}
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+  background-color: #f7ecb5;
+}
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+  background-color: #f2dede;
+}
+a.bg-danger:hover,
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+  background-color: #e4b9b9;
+}
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+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+  margin-top: 0;
+  margin-bottom: 9px;
+}
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+  margin-bottom: 0;
+}
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+  padding-left: 0;
+  list-style: none;
+}
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+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
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+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
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+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
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+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  font-size: 90%;
+  text-transform: uppercase;
+}
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+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
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+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
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+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
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+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
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+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
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+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
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+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
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+  font-family: monospace;
+}
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+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
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+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
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+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
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+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
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+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
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+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
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+  max-height: 340px;
+  overflow-y: scroll;
+}
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+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
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+  }
+}
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+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
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+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
+}
+.fa-anchor:before {
+  content: "\f13d";
+}
+.fa-unlock-alt:before {
+  content: "\f13e";
+}
+.fa-bullseye:before {
+  content: "\f140";
+}
+.fa-ellipsis-h:before {
+  content: "\f141";
+}
+.fa-ellipsis-v:before {
+  content: "\f142";
+}
+.fa-rss-square:before {
+  content: "\f143";
+}
+.fa-play-circle:before {
+  content: "\f144";
+}
+.fa-ticket:before {
+  content: "\f145";
+}
+.fa-minus-square:before {
+  content: "\f146";
+}
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+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
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+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
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+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
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+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s1">&#39;..&#39;</span><span class="p">)</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">country_converter</span> <span class="k">as</span> <span class="nn">coco</span>
+<span class="kn">from</span> <span class="nn">haversine</span> <span class="kn">import</span> <span class="n">haversine</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Use-world_cities-csv-as-the-unlabeled-dataset,-as-it-is-more-complete">Use world_cities csv as the unlabeled dataset, as it is more complete<a class="anchor-link" href="#Use-world_cities-csv-as-the-unlabeled-dataset,-as-it-is-more-complete">&#182;</a></h2><p>From there population will be filled</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">WORLD_CITIES</span>
+<span class="kn">from</span> <span class="nn">data.labeled.preprocessed</span> <span class="kn">import</span> <span class="n">LABELED_CITIES</span>
+<span class="n">WORLD_CITIES</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>city_ascii</th>
+      <th>lat</th>
+      <th>lng</th>
+      <th>country</th>
+      <th>iso2</th>
+      <th>iso3</th>
+      <th>admin_name</th>
+      <th>capital</th>
+      <th>population</th>
+      <th>id</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Tokyo</td>
+      <td>Tokyo</td>
+      <td>35.6897</td>
+      <td>139.6922</td>
+      <td>Japan</td>
+      <td>JP</td>
+      <td>JPN</td>
+      <td>Tōkyō</td>
+      <td>primary</td>
+      <td>37977000.0</td>
+      <td>1392685764</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Jakarta</td>
+      <td>Jakarta</td>
+      <td>-6.2146</td>
+      <td>106.8451</td>
+      <td>Indonesia</td>
+      <td>ID</td>
+      <td>IDN</td>
+      <td>Jakarta</td>
+      <td>primary</td>
+      <td>34540000.0</td>
+      <td>1360771077</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Delhi</td>
+      <td>Delhi</td>
+      <td>28.6600</td>
+      <td>77.2300</td>
+      <td>India</td>
+      <td>IN</td>
+      <td>IND</td>
+      <td>Delhi</td>
+      <td>admin</td>
+      <td>29617000.0</td>
+      <td>1356872604</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Mumbai</td>
+      <td>Mumbai</td>
+      <td>18.9667</td>
+      <td>72.8333</td>
+      <td>India</td>
+      <td>IN</td>
+      <td>IND</td>
+      <td>Mahārāshtra</td>
+      <td>admin</td>
+      <td>23355000.0</td>
+      <td>1356226629</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Manila</td>
+      <td>Manila</td>
+      <td>14.5958</td>
+      <td>120.9772</td>
+      <td>Philippines</td>
+      <td>PH</td>
+      <td>PHL</td>
+      <td>Manila</td>
+      <td>primary</td>
+      <td>23088000.0</td>
+      <td>1608618140</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-the-3-letter-symbol-code-mapping-for-all-the-countries-existing-inside">Create the 3 letter symbol code mapping for all the countries existing inside<a class="anchor-link" href="#Create-the-3-letter-symbol-code-mapping-for-all-the-countries-existing-inside">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">code_dict</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">coco</span><span class="o">.</span><span class="n">convert</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">set</span><span class="p">(</span><span class="n">WORLD_CITIES</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())</span><span class="o">.</span><span class="n">union</span><span class="p">(</span><span class="n">LABELED_CITIES</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">())}</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Add-the-corresponding-column-to-both-datasets">Add the corresponding column to both datasets<a class="anchor-link" href="#Add-the-corresponding-column-to-both-datasets">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">WORLD_CITIES</span><span class="p">[</span><span class="s1">&#39;country_code&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">WORLD_CITIES</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span>  <span class="n">code_dict</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+<span class="n">LABELED_CITIES</span><span class="p">[</span><span class="s1">&#39;country_code&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">LABELED_CITIES</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span>  <span class="n">code_dict</span><span class="p">[</span><span class="n">x</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Merge-those-datasets-together-using-the-following-steps:">Merge those datasets together using the following steps:<a class="anchor-link" href="#Merge-those-datasets-together-using-the-following-steps:">&#182;</a></h2><ol>
+<li>Create a dictionary that contains the distances between cities that belong to the same country (with the same code). For every city whose name exists as is in both datasets, set the distance 0</li>
+<li>Compute the minimum distance and its location per city, that resides in the labeled cities</li>
+<li>If this distance is less than a threshold, that has been set to 10 kilometers, assume that the cities are the same. 
+ Use this mapping to fill the unlabeled cities with the labeled risks.
+If not, expand the unlabeled dataset with the city</li>
+<li>Drop any row that has no recorded population.</li>
+</ol>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapping_dists</span> <span class="o">=</span> <span class="p">{</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]:{</span><span class="n">y</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]:</span> <span class="p">(</span><span class="n">haversine</span><span class="p">((</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">]),(</span><span class="n">y</span><span class="p">[</span><span class="s1">&#39;lat&#39;</span><span class="p">],</span><span class="n">y</span><span class="p">[</span><span class="s1">&#39;lng&#39;</span><span class="p">]))</span> <span class="k">if</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span><span class="o">!=</span><span class="n">y</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">]</span> <span class="k">else</span> <span class="mi">0</span><span class="p">)</span>
+                            <span class="k">for</span> <span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span> <span class="ow">in</span> <span class="n">WORLD_CITIES</span><span class="p">[</span><span class="n">WORLD_CITIES</span><span class="p">[</span><span class="s1">&#39;country_code&#39;</span><span class="p">]</span><span class="o">==</span><span class="n">x</span><span class="p">[</span><span class="s1">&#39;country_code&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">iterrows</span><span class="p">()}</span> <span class="k">for</span> <span class="p">(</span><span class="n">_</span><span class="p">,</span> <span class="n">x</span><span class="p">)</span> <span class="ow">in</span> <span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">iterrows</span><span class="p">()}</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">WORLD_CITIES</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;city&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Fix-some-cases-where-the-latitude-and-the-longitude-are-in-the-wrong-place">Fix some cases where the latitude and the longitude are in the wrong place<a class="anchor-link" href="#Fix-some-cases-where-the-latitude-and-the-longitude-are-in-the-wrong-place">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapping_dists_fixed</span> <span class="o">=</span> <span class="p">{</span>
+    <span class="n">x</span><span class="p">:(</span>
+        <span class="p">{</span><span class="n">y</span><span class="p">:</span> <span class="n">val</span> <span class="k">for</span> <span class="n">y</span><span class="p">,</span><span class="n">val</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span> <span class="k">if</span> <span class="nb">min</span><span class="p">(</span><span class="n">d</span><span class="o">.</span><span class="n">values</span><span class="p">())</span> <span class="o">&lt;</span> <span class="mi">2000</span> <span class="k">else</span> 
+        <span class="p">{</span><span class="n">y</span><span class="p">:</span> <span class="n">haversine</span><span class="p">((</span><span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">x</span><span class="p">],</span> <span class="s1">&#39;longitude&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">x</span><span class="p">],</span> <span class="s1">&#39;latitude&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]),</span>
+                      <span class="p">(</span><span class="n">WORLD_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">y</span><span class="p">],</span> <span class="s1">&#39;lat&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span><span class="n">WORLD_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">y</span><span class="p">],</span> <span class="s1">&#39;lng&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">[</span><span class="mi">0</span><span class="p">]))</span>
+        <span class="k">for</span>  <span class="n">y</span><span class="p">,</span><span class="n">val</span> <span class="ow">in</span> <span class="n">d</span><span class="o">.</span><span class="n">items</span><span class="p">()})</span> <span class="k">for</span> <span class="n">x</span><span class="p">,</span><span class="n">d</span> <span class="ow">in</span> <span class="n">mapping_dists</span><span class="o">.</span><span class="n">items</span><span class="p">()}</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">mapping_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">mapping_dists_fixed</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+<span class="n">mapping_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Al Quds</th>
+      <th>New York</th>
+      <th>Los Angeles</th>
+      <th>Chicago</th>
+      <th>Miami</th>
+      <th>Dallas</th>
+      <th>Philadelphia</th>
+      <th>Houston</th>
+      <th>Atlanta</th>
+      <th>Washington</th>
+      <th>...</th>
+      <th>Wum</th>
+      <th>Kribi</th>
+      <th>Batouri</th>
+      <th>Kalfou</th>
+      <th>Bélabo</th>
+      <th>Eséka</th>
+      <th>Abong Mbang</th>
+      <th>Kontcha</th>
+      <th>Aiyomojok</th>
+      <th>Mbé</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Abasan Al-Kabira</th>
+      <td>97.672711</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Abington</th>
+      <td>NaN</td>
+      <td>119.372096</td>
+      <td>3857.172736</td>
+      <td>1070.945249</td>
+      <td>1752.117379</td>
+      <td>154.8733</td>
+      <td>1492.55584</td>
+      <td>2167.739061</td>
+      <td>1865.051282</td>
+      <td>1400.845831</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Abuja</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Addis Ababa</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Adelaide</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 17304 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">closest_match_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">mapping_df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">100000000</span><span class="p">)</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="p">{</span><span class="s1">&#39;match&#39;</span><span class="p">:</span><span class="n">mapping_df</span><span class="o">.</span><span class="n">columns</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">argmin</span><span class="p">(</span><span class="n">x</span><span class="p">)],</span> <span class="s1">&#39;distance&#39;</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">min</span><span class="p">(</span><span class="n">x</span><span class="p">)},</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span><span class="o">.</span><span class="n">tolist</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">closest_match_df</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">mapping_df</span><span class="o">.</span><span class="n">index</span>
+<span class="n">closest_match_df</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>match</th>
+      <th>distance</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Abasan Al-Kabira</th>
+      <td>Al Quds</td>
+      <td>97.672711</td>
+    </tr>
+    <tr>
+      <th>Abington</th>
+      <td>Abington</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>Abuja</th>
+      <td>Abuja</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>Addis Ababa</th>
+      <td>Addis Ababa</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>Adelaide</th>
+      <td>Adelaide</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>Xalapa</th>
+      <td>Xalapa</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>Yaoundé 6</th>
+      <td>Yaoundé</td>
+      <td>0.459487</td>
+    </tr>
+    <tr>
+      <th>Yokohama</th>
+      <td>Yokohama</td>
+      <td>0.000000</td>
+    </tr>
+    <tr>
+      <th>Ílhavo</th>
+      <td>Estremoz</td>
+      <td>1.115491</td>
+    </tr>
+    <tr>
+      <th>Örebro</th>
+      <td>Örebro</td>
+      <td>0.985037</td>
+    </tr>
+  </tbody>
+</table>
+<p>282 rows × 2 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dist_thres</span> <span class="o">=</span> <span class="mi">10</span> <span class="c1"># the distance threshold for a city to be considered mapped correctly, in km</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">unmapped</span> <span class="o">=</span> <span class="n">closest_match_df</span><span class="p">[</span><span class="n">closest_match_df</span><span class="p">[</span><span class="s1">&#39;distance&#39;</span><span class="p">]</span><span class="o">&gt;</span><span class="n">dist_thres</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">to_add_whole</span> <span class="o">=</span> <span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">unmapped</span><span class="o">.</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="c1"># add those rows as a whole to the augmented dataset</span>
+<span class="n">to_add_labels</span> <span class="o">=</span> <span class="n">LABELED_CITIES</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">closest_match_df</span><span class="p">[</span><span class="n">closest_match_df</span><span class="p">[</span><span class="s1">&#39;distance&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="n">dist_thres</span><span class="p">]</span><span class="o">.</span><span class="n">index</span><span class="p">]</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span> <span class="c1"># only add the labels from these rows</span>
+<span class="n">to_add_labels</span><span class="o">.</span><span class="n">index</span> <span class="o">=</span> <span class="n">closest_match_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">closest_match_df</span><span class="p">[</span><span class="s1">&#39;distance&#39;</span><span class="p">]</span><span class="o">&lt;=</span><span class="n">dist_thres</span><span class="p">,</span><span class="s1">&#39;match&#39;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>Creating an augmented dataset with all the cities, annotated or not</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data.labeled.preprocessed</span> <span class="kn">import</span> <span class="n">RISKS_MAPPING</span>
+<span class="n">risks_cols</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="n">RISKS_MAPPING</span><span class="o">.</span><span class="n">keys</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">WORLD_CITIES</span><span class="p">[[</span><span class="s1">&#39;lat&#39;</span><span class="p">,</span><span class="s1">&#39;lng&#39;</span><span class="p">,</span><span class="s1">&#39;country&#39;</span><span class="p">,</span><span class="s1">&#39;population&#39;</span><span class="p">,</span><span class="s1">&#39;country_code&#39;</span><span class="p">]]</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;lat&#39;</span><span class="p">:</span><span class="s1">&#39;latitude&#39;</span><span class="p">,</span><span class="s1">&#39;lng&#39;</span><span class="p">:</span><span class="s1">&#39;longitude&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">copy</span><span class="p">()</span>
+<span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">to_add_labels</span><span class="p">[[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span> <span class="o">+</span> <span class="n">risks_cols</span><span class="p">],</span><span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">augmented_cities_dataset</span><span class="p">,</span> <span class="n">to_add_whole</span><span class="p">],</span><span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span><span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="s1">&#39;c40&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="kc">False</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="o">~</span><span class="n">pd</span><span class="o">.</span><span class="n">isna</span><span class="p">(</span><span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="s1">&#39;population&#39;</span><span class="p">])]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>country</th>
+      <th>population</th>
+      <th>country_code</th>
+      <th>c40</th>
+      <th>risk0</th>
+      <th>risk1</th>
+      <th>risk2</th>
+      <th>risk3</th>
+      <th>risk4</th>
+      <th>risk5</th>
+      <th>risk6</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>A Coruña</th>
+      <td>43.3713</td>
+      <td>-8.4188</td>
+      <td>Spain</td>
+      <td>370610.000</td>
+      <td>ESP</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aachen</th>
+      <td>50.7762</td>
+      <td>6.0838</td>
+      <td>Germany</td>
+      <td>247380.000</td>
+      <td>DEU</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aalborg</th>
+      <td>57.0337</td>
+      <td>9.9166</td>
+      <td>Denmark</td>
+      <td>122219.000</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aalen</th>
+      <td>48.8372</td>
+      <td>10.0936</td>
+      <td>Germany</td>
+      <td>68456.000</td>
+      <td>DEU</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aalst</th>
+      <td>50.9333</td>
+      <td>4.0333</td>
+      <td>Belgium</td>
+      <td>85715.000</td>
+      <td>BEL</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>Sekhukhune District Municipality</th>
+      <td>-24.8335</td>
+      <td>29.9740</td>
+      <td>South Africa</td>
+      <td>1076840.000</td>
+      <td>ZAF</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Sopó</th>
+      <td>4.9075</td>
+      <td>-73.9384</td>
+      <td>Colombia</td>
+      <td>27932.000</td>
+      <td>COL</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Tangará da Serra</th>
+      <td>-14.6194</td>
+      <td>-57.4858</td>
+      <td>Brazil</td>
+      <td>83.431</td>
+      <td>BRA</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Tuzla</th>
+      <td>44.5375</td>
+      <td>18.6735</td>
+      <td>Turkey</td>
+      <td>235000.000</td>
+      <td>TUR</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Vhembe</th>
+      <td>-22.7695</td>
+      <td>29.9740</td>
+      <td>South Africa</td>
+      <td>1441178.000</td>
+      <td>ZAF</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>3.0</td>
+      <td>3.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>25633 rows × 13 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Fix-population-for-specific-cities-with-a-float-one">Fix population for specific cities with a float one<a class="anchor-link" href="#Fix-population-for-specific-cities-with-a-float-one">&#182;</a></h3><p>which probably is cause by used "."</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">population</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">population</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="o">*</span> <span class="mi">1000</span> <span class="k">if</span> <span class="nb">int</span><span class="p">(</span><span class="n">x</span><span class="p">)</span><span class="o">!=</span><span class="n">x</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Filter-out-cities-that-are-unlabeled-and-are-not-big-enough,-consulting-BIG-CITIES-ALL-COUNTRIES-csv">Filter out cities that are unlabeled and are not big enough, consulting BIG CITIES ALL COUNTRIES csv<a class="anchor-link" href="#Filter-out-cities-that-are-unlabeled-and-are-not-big-enough,-consulting-BIG-CITIES-ALL-COUNTRIES-csv">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">BIG_CITIES_ALL_COUNTRIES</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">unlab_mask</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="n">risks_cols</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">()</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">not_in_big_cities_mask</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">to_series</span><span class="p">()</span><span class="o">.</span><span class="n">apply</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">BIG_CITIES_ALL_COUNTRIES</span><span class="o">.</span><span class="n">city</span><span class="o">.</span><span class="n">values</span><span class="p">)</span>
+<span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="o">~</span><span class="p">(</span><span class="n">unlab_mask</span><span class="o">&amp;</span><span class="n">not_in_big_cities_mask</span><span class="p">)]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>country</th>
+      <th>population</th>
+      <th>country_code</th>
+      <th>c40</th>
+      <th>risk0</th>
+      <th>risk1</th>
+      <th>risk2</th>
+      <th>risk3</th>
+      <th>risk4</th>
+      <th>risk5</th>
+      <th>risk6</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Aalborg</th>
+      <td>57.0337</td>
+      <td>9.9166</td>
+      <td>Denmark</td>
+      <td>122219.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aarhus</th>
+      <td>56.1572</td>
+      <td>10.2107</td>
+      <td>Denmark</td>
+      <td>237551.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Aasiaat</th>
+      <td>68.7097</td>
+      <td>-52.8694</td>
+      <td>Greenland</td>
+      <td>3134.0</td>
+      <td>GRL</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Abidjan</th>
+      <td>5.3364</td>
+      <td>-4.0267</td>
+      <td>Côte D’Ivoire</td>
+      <td>4980000.0</td>
+      <td>CIV</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Abington</th>
+      <td>40.1108</td>
+      <td>-75.1146</td>
+      <td>United States</td>
+      <td>55573.0</td>
+      <td>USA</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>1.0</td>
+      <td>1.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>Sekhukhune District Municipality</th>
+      <td>-24.8335</td>
+      <td>29.9740</td>
+      <td>South Africa</td>
+      <td>1076840.0</td>
+      <td>ZAF</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Sopó</th>
+      <td>4.9075</td>
+      <td>-73.9384</td>
+      <td>Colombia</td>
+      <td>27932.0</td>
+      <td>COL</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Tangará da Serra</th>
+      <td>-14.6194</td>
+      <td>-57.4858</td>
+      <td>Brazil</td>
+      <td>83431.0</td>
+      <td>BRA</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Tuzla</th>
+      <td>44.5375</td>
+      <td>18.6735</td>
+      <td>Turkey</td>
+      <td>235000.0</td>
+      <td>TUR</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>Vhembe</th>
+      <td>-22.7695</td>
+      <td>29.9740</td>
+      <td>South Africa</td>
+      <td>1441178.0</td>
+      <td>ZAF</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>3.0</td>
+      <td>3.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>1437 rows × 13 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Load-and-merge-countries-features">Load and merge countries features<a class="anchor-link" href="#Load-and-merge-countries-features">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">COUNTRIES_DATASET</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">set</span><span class="p">(</span><span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span><span class="o">.</span><span class="n">intersection</span><span class="p">(</span><span class="n">COUNTRIES_DATASET</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[24]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>set()</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span> <span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">COUNTRIES_DATASET</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;country_code&#39;</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">all</span><span class="p">(</span><span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">Country</span> <span class="o">==</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">country</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[26]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>False</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="s1">&#39;country&#39;</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;Country&#39;</span><span class="p">:</span><span class="s1">&#39;country&#39;</span><span class="p">},</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span><span class="o">=</span> <span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">reset_index</span><span class="p">()</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="p">{</span><span class="s1">&#39;index&#39;</span><span class="p">:</span><span class="s1">&#39;city&#39;</span><span class="p">})</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">(</span><span class="n">subset</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">,</span><span class="s1">&#39;country&#39;</span><span class="p">])</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[29]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>population</th>
+      <th>country_code</th>
+      <th>c40</th>
+      <th>risk0</th>
+      <th>risk1</th>
+      <th>risk2</th>
+      <th>risk3</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Services Water Use Efficiency</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+      <th>country</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Aalborg</td>
+      <td>57.0337</td>
+      <td>9.9166</td>
+      <td>122219.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Aarhus</td>
+      <td>56.1572</td>
+      <td>10.2107</td>
+      <td>237551.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Copenhagen</td>
+      <td>55.6786</td>
+      <td>12.5635</td>
+      <td>1085000.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Esbjerg</td>
+      <td>55.4670</td>
+      <td>8.4500</td>
+      <td>72205.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Frederikshavn</td>
+      <td>57.4337</td>
+      <td>10.5333</td>
+      <td>24103.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1380</th>
+      <td>Teaoraereke</td>
+      <td>1.3333</td>
+      <td>173.0000</td>
+      <td>5105.0</td>
+      <td>KIR</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>110.288104</td>
+      <td>80.302831</td>
+      <td>68.505925</td>
+      <td>2.532741</td>
+      <td>-1779.609434</td>
+      <td>66.9</td>
+      <td>0.000000</td>
+      <td>414.127038</td>
+      <td>87.3</td>
+      <td>Kiribati</td>
+    </tr>
+    <tr>
+      <th>1381</th>
+      <td>Trindade</td>
+      <td>0.3000</td>
+      <td>6.6667</td>
+      <td>6636.0</td>
+      <td>STP</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>17.162254</td>
+      <td>7.489641</td>
+      <td>1.876147</td>
+      <td>2.502891</td>
+      <td>10526.874919</td>
+      <td>97.1</td>
+      <td>10526.874919</td>
+      <td>197.499626</td>
+      <td>98.9</td>
+      <td>Sao Tome and Principe</td>
+    </tr>
+    <tr>
+      <th>1382</th>
+      <td>Victoria</td>
+      <td>-4.6236</td>
+      <td>55.4544</td>
+      <td>26450.0</td>
+      <td>SYC</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>120.471023</td>
+      <td>89.323035</td>
+      <td>69.243227</td>
+      <td>1.601611</td>
+      <td>-2157.596566</td>
+      <td>95.7</td>
+      <td>0.000000</td>
+      <td>142.089651</td>
+      <td>95.7</td>
+      <td>Seychelles</td>
+    </tr>
+    <tr>
+      <th>1383</th>
+      <td>Warsaw</td>
+      <td>52.2167</td>
+      <td>21.0333</td>
+      <td>1790658.0</td>
+      <td>POL</td>
+      <td>True</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>2.0</td>
+      <td>0.0</td>
+      <td>...</td>
+      <td>153.691550</td>
+      <td>43.570222</td>
+      <td>34.890966</td>
+      <td>0.600000</td>
+      <td>1412.266377</td>
+      <td>98.3</td>
+      <td>1594.069324</td>
+      <td>265.616741</td>
+      <td>99.3</td>
+      <td>Poland</td>
+    </tr>
+    <tr>
+      <th>1384</th>
+      <td>Abasan Al-Kabira</td>
+      <td>31.3231</td>
+      <td>34.3440</td>
+      <td>32000.0</td>
+      <td>PSE</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>...</td>
+      <td>51.887163</td>
+      <td>34.748970</td>
+      <td>41.078306</td>
+      <td>3.100000</td>
+      <td>171.047224</td>
+      <td>58.4</td>
+      <td>176.313456</td>
+      <td>79.035614</td>
+      <td>50.7</td>
+      <td>Palestine</td>
+    </tr>
+  </tbody>
+</table>
+<p>1211 rows × 157 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">data.dataset</span> <span class="kn">import</span> <span class="n">DATASET_PATH</span>
+<span class="n">augmented_cities_dataset</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">DATASET_PATH</span><span class="p">,</span><span class="n">index</span><span class="o">=</span><span class="kc">False</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">augmented_cities_dataset</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[31]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>city</th>
+      <th>latitude</th>
+      <th>longitude</th>
+      <th>population</th>
+      <th>country_code</th>
+      <th>c40</th>
+      <th>risk0</th>
+      <th>risk1</th>
+      <th>risk2</th>
+      <th>risk3</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Services Water Use Efficiency</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+      <th>country</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Aalborg</td>
+      <td>57.0337</td>
+      <td>9.9166</td>
+      <td>122219.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Aarhus</td>
+      <td>56.1572</td>
+      <td>10.2107</td>
+      <td>237551.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Copenhagen</td>
+      <td>55.6786</td>
+      <td>12.5635</td>
+      <td>1085000.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Esbjerg</td>
+      <td>55.4670</td>
+      <td>8.4500</td>
+      <td>72205.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Frederikshavn</td>
+      <td>57.4337</td>
+      <td>10.5333</td>
+      <td>24103.0</td>
+      <td>DNK</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>558.335628</td>
+      <td>368.612902</td>
+      <td>20.040562</td>
+      <td>1.300000</td>
+      <td>1046.705025</td>
+      <td>100.0</td>
+      <td>1046.705025</td>
+      <td>129.285516</td>
+      <td>100.0</td>
+      <td>Denmark</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1380</th>
+      <td>Teaoraereke</td>
+      <td>1.3333</td>
+      <td>173.0000</td>
+      <td>5105.0</td>
+      <td>KIR</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>110.288104</td>
+      <td>80.302831</td>
+      <td>68.505925</td>
+      <td>2.532741</td>
+      <td>-1779.609434</td>
+      <td>66.9</td>
+      <td>0.000000</td>
+      <td>414.127038</td>
+      <td>87.3</td>
+      <td>Kiribati</td>
+    </tr>
+    <tr>
+      <th>1381</th>
+      <td>Trindade</td>
+      <td>0.3000</td>
+      <td>6.6667</td>
+      <td>6636.0</td>
+      <td>STP</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>17.162254</td>
+      <td>7.489641</td>
+      <td>1.876147</td>
+      <td>2.502891</td>
+      <td>10526.874919</td>
+      <td>97.1</td>
+      <td>10526.874919</td>
+      <td>197.499626</td>
+      <td>98.9</td>
+      <td>Sao Tome and Principe</td>
+    </tr>
+    <tr>
+      <th>1382</th>
+      <td>Victoria</td>
+      <td>-4.6236</td>
+      <td>55.4544</td>
+      <td>26450.0</td>
+      <td>SYC</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>120.471023</td>
+      <td>89.323035</td>
+      <td>69.243227</td>
+      <td>1.601611</td>
+      <td>-2157.596566</td>
+      <td>95.7</td>
+      <td>0.000000</td>
+      <td>142.089651</td>
+      <td>95.7</td>
+      <td>Seychelles</td>
+    </tr>
+    <tr>
+      <th>1383</th>
+      <td>Warsaw</td>
+      <td>52.2167</td>
+      <td>21.0333</td>
+      <td>1790658.0</td>
+      <td>POL</td>
+      <td>True</td>
+      <td>0.0</td>
+      <td>0.0</td>
+      <td>2.0</td>
+      <td>0.0</td>
+      <td>...</td>
+      <td>153.691550</td>
+      <td>43.570222</td>
+      <td>34.890966</td>
+      <td>0.600000</td>
+      <td>1412.266377</td>
+      <td>98.3</td>
+      <td>1594.069324</td>
+      <td>265.616741</td>
+      <td>99.3</td>
+      <td>Poland</td>
+    </tr>
+    <tr>
+      <th>1384</th>
+      <td>Abasan Al-Kabira</td>
+      <td>31.3231</td>
+      <td>34.3440</td>
+      <td>32000.0</td>
+      <td>PSE</td>
+      <td>False</td>
+      <td>NaN</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>2.0</td>
+      <td>...</td>
+      <td>51.887163</td>
+      <td>34.748970</td>
+      <td>41.078306</td>
+      <td>3.100000</td>
+      <td>171.047224</td>
+      <td>58.4</td>
+      <td>176.313456</td>
+      <td>79.035614</td>
+      <td>50.7</td>
+      <td>Palestine</td>
+    </tr>
+  </tbody>
+</table>
+<p>1211 rows × 157 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="p">(</span><span class="o">~</span><span class="p">(</span><span class="n">augmented_cities_dataset</span><span class="p">[</span><span class="n">risks_cols</span><span class="p">]</span><span class="o">.</span><span class="n">isnull</span><span class="p">())</span><span class="o">.</span><span class="n">all</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">))</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span> <span class="c1"># the labeled samples</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[32]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>324</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/app.html b/documentation/WaterSecurity/notebooks/app.html
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
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+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
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+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
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+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
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+button,
+select,
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+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
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+  color: #337ab7;
+  text-decoration: none;
+}
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+  color: #23527c;
+  text-decoration: underline;
+}
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+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
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+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
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+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+h4,
+h5,
+h6,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
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+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
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+}
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+}
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+}
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+}
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+}
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+  font-size: 12px;
+}
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+  margin: 0 0 9px;
+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
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+  font-size: 92%;
+}
+mark,
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+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+}
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+  text-align: right;
+}
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+  text-align: center;
+}
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+}
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+  white-space: nowrap;
+}
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+  text-transform: lowercase;
+}
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+}
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+  text-transform: capitalize;
+}
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+  color: #777777;
+}
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+  color: #337ab7;
+}
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+  color: #286090;
+}
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+  color: #3c763d;
+}
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+}
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+  color: #31708f;
+}
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+  color: #245269;
+}
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+  color: #8a6d3b;
+}
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+  color: #66512c;
+}
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+  color: #a94442;
+}
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+a.text-danger:focus {
+  color: #843534;
+}
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+  color: #fff;
+  background-color: #337ab7;
+}
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+}
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+  background-color: #dff0d8;
+}
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+}
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+  background-color: #d9edf7;
+}
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+}
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+  background-color: #fcf8e3;
+}
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+}
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+}
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+}
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+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+  margin-top: 0;
+  margin-bottom: 9px;
+}
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+}
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+}
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+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
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+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
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+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
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+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
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+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
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+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  font-size: 90%;
+  text-transform: uppercase;
+}
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+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
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+blockquote ul:last-child,
+blockquote ol:last-child {
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+}
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+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
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+blockquote small:before,
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+}
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+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
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+}
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+}
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+  font-style: normal;
+  line-height: 1.42857143;
+}
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+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
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+}
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+  font-weight: bold;
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+}
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+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
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+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
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+}
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+  font-size: inherit;
+  color: inherit;
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+  background-color: transparent;
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+}
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+}
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+  margin-left: auto;
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+  padding-right: 0px;
+}
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+  }
+}
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+  }
+}
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+  }
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
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+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">ipyleaflet</span> <span class="kn">import</span> <span class="n">Map</span><span class="p">,</span> <span class="n">basemaps</span><span class="p">,</span> <span class="n">CircleMarker</span>
+<span class="kn">from</span> <span class="nn">ipywidgets</span> <span class="kn">import</span> <span class="n">HTML</span>
+<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">data.labeled.preprocessed</span> <span class="kn">import</span> <span class="n">LABELED_CITIES</span> <span class="k">as</span> <span class="n">cities</span><span class="p">,</span> <span class="n">RISKS_MAPPING</span> <span class="k">as</span> <span class="n">risks</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">from</span> <span class="nn">ipyleaflet</span> <span class="kn">import</span> <span class="n">Icon</span><span class="p">,</span> <span class="n">Marker</span><span class="p">,</span> <span class="n">MarkerCluster</span><span class="p">,</span> <span class="n">Popup</span>
+
+<span class="c1"># First is latitude and second is longitude; both in degrees</span>
+
+
+<span class="n">m</span> <span class="o">=</span> <span class="n">Map</span><span class="p">(</span><span class="n">interpolation</span><span class="o">=</span><span class="s1">&#39;nearest&#39;</span><span class="p">,</span> <span class="n">basemap</span><span class="o">=</span><span class="n">basemaps</span><span class="o">.</span><span class="n">Stamen</span><span class="o">.</span><span class="n">Terrain</span><span class="p">,</span><span class="n">world_copy_jump</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+
+<span class="n">markers</span> <span class="o">=</span> <span class="p">()</span>
+
+
+<span class="n">popup</span> <span class="o">=</span> <span class="n">Popup</span><span class="p">(</span>
+            <span class="n">name</span><span class="o">=</span><span class="s1">&#39;popup&#39;</span><span class="p">,</span>
+            <span class="n">close_button</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">auto_close</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span>
+            <span class="n">close_on_escape_key</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span><span class="n">auto_pan</span><span class="o">=</span><span class="kc">False</span>
+        <span class="p">)</span>
+<span class="k">def</span> <span class="nf">mouseover_callback</span><span class="p">(</span><span class="n">marker</span><span class="p">,</span><span class="n">location</span><span class="p">,</span> <span class="n">html</span><span class="p">):</span>
+    <span class="k">def</span> <span class="nf">callback</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">popup</span><span class="o">.</span><span class="n">child</span> <span class="o">=</span> <span class="n">html</span>
+        <span class="n">popup</span><span class="o">.</span><span class="n">location</span> <span class="o">=</span> <span class="n">location</span>
+        <span class="n">m</span><span class="o">.</span><span class="n">add_layer</span><span class="p">(</span><span class="n">popup</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">callback</span>
+
+<span class="k">def</span> <span class="nf">mouseout_callback</span><span class="p">():</span>
+    <span class="k">def</span> <span class="nf">callback</span><span class="p">(</span><span class="o">*</span><span class="n">args</span><span class="p">,</span> <span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+        <span class="n">m</span><span class="o">.</span><span class="n">remove_layer</span><span class="p">(</span><span class="n">popup</span><span class="p">)</span>
+    <span class="k">return</span> <span class="n">callback</span>
+
+
+
+<span class="k">def</span> <span class="nf">populate_per_city</span><span class="p">(</span><span class="n">city</span><span class="p">,</span> <span class="n">country</span><span class="p">,</span> <span class="n">risks_dict</span><span class="p">):</span>
+    <span class="n">html</span> <span class="o">=</span>  <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">    &lt;p&gt; &lt;h4&gt;&lt;b&gt; </span><span class="si">{</span><span class="n">city</span><span class="si">}</span><span class="s2">, </span><span class="si">{</span><span class="n">country</span><span class="si">}</span><span class="s2"> &lt;/b&gt;&lt;/h4&gt;</span>
+<span class="s2">    </span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    
+    <span class="k">for</span> <span class="n">risk</span> <span class="ow">in</span> <span class="n">risks</span><span class="p">:</span>
+        <span class="k">if</span> <span class="n">risk</span> <span class="ow">not</span> <span class="ow">in</span> <span class="n">risks_dict</span><span class="p">:</span>
+            <span class="k">continue</span>
+        <span class="n">risk_value</span> <span class="o">=</span> <span class="n">risks_dict</span><span class="p">[</span><span class="n">risk</span><span class="p">]</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="n">pd</span><span class="o">.</span><span class="n">isnull</span><span class="p">(</span><span class="n">risk_value</span><span class="p">)</span> <span class="ow">and</span> <span class="n">risk_value</span> <span class="o">!=</span><span class="mi">0</span><span class="p">:</span>
+            <span class="n">html</span> <span class="o">+=</span> <span class="sa">f</span><span class="s2">&quot;&quot;&quot;</span>
+<span class="s2">      &lt;h4&gt;&lt;b&gt;</span><span class="si">{</span><span class="n">risks</span><span class="p">[</span><span class="n">risk</span><span class="p">]</span><span class="si">}</span><span class="s2">&lt;/b&gt;:</span><span class="si">{</span><span class="n">risk_value</span><span class="si">}</span><span class="s2">&lt;/h4&gt;</span>
+<span class="s2">   </span>
+<span class="s2">    &quot;&quot;&quot;</span>
+    <span class="n">html</span> <span class="o">+=</span> <span class="s1">&#39;&lt;/p&gt;&#39;</span>
+    <span class="k">return</span> <span class="n">HTML</span><span class="p">(</span><span class="n">html</span><span class="p">)</span>
+    
+
+<span class="k">for</span> <span class="n">_</span><span class="p">,</span><span class="n">city</span> <span class="ow">in</span> <span class="n">cities</span><span class="o">.</span><span class="n">iterrows</span><span class="p">():</span>
+    <span class="n">location</span><span class="o">=</span><span class="p">(</span><span class="n">city</span><span class="p">[</span><span class="s1">&#39;latitude&#39;</span><span class="p">],</span><span class="n">city</span><span class="p">[</span><span class="s1">&#39;longitude&#39;</span><span class="p">])</span>
+    <span class="n">html</span> <span class="o">=</span> <span class="n">populate_per_city</span><span class="p">(</span><span class="n">city</span><span class="o">.</span><span class="n">city</span><span class="p">,</span> <span class="n">city</span><span class="o">.</span><span class="n">country</span><span class="p">,</span> <span class="n">city</span><span class="p">)</span>
+    <span class="n">marker</span> <span class="o">=</span> <span class="n">CircleMarker</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="n">location</span><span class="p">,</span><span class="n">fill_color</span> <span class="o">=</span> <span class="s2">&quot;blue&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;blue&#39;</span><span class="p">,</span><span class="n">radius</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+    <span class="n">marker</span><span class="o">.</span><span class="n">on_mouseover</span><span class="p">(</span><span class="n">mouseover_callback</span><span class="p">(</span><span class="n">marker</span><span class="p">,</span><span class="n">location</span><span class="p">,</span> <span class="n">html</span><span class="p">))</span>
+    <span class="n">marker</span><span class="o">.</span><span class="n">on_mouseout</span><span class="p">(</span><span class="n">mouseout_callback</span><span class="p">())</span>
+    <span class="n">markers</span> <span class="o">=</span> <span class="n">markers</span> <span class="o">+</span> <span class="p">(</span><span class="n">marker</span><span class="p">,)</span>
+    
+<span class="kn">from</span> <span class="nn">utils.geo</span> <span class="kn">import</span>  <span class="n">is_close</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">classification.model_handler</span> <span class="kn">import</span> <span class="n">ModelHandler</span><span class="p">,</span> <span class="n">InvalidCoordinates</span>
+<span class="kn">from</span> <span class="nn">data.labeled.preprocessed</span> <span class="kn">import</span> <span class="n">RISKS_MAPPING</span>
+
+<span class="n">handler</span> <span class="o">=</span> <span class="n">ModelHandler</span><span class="p">()</span>
+
+<span class="k">if</span> <span class="ow">not</span> <span class="n">handler</span><span class="o">.</span><span class="n">is_fitted</span><span class="p">:</span>
+    <span class="n">handler</span><span class="o">.</span><span class="n">train</span><span class="p">()</span>
+    
+<span class="n">risks_ids</span> <span class="o">=</span> <span class="nb">sorted</span><span class="p">(</span><span class="n">RISKS_MAPPING</span><span class="p">)</span>
+
+
+<span class="n">manually_added_markers</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="k">def</span> <span class="nf">handle_click</span><span class="p">(</span><span class="o">**</span><span class="n">kwargs</span><span class="p">):</span>
+    <span class="k">if</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;type&#39;</span><span class="p">)</span> <span class="o">==</span> <span class="s1">&#39;click&#39;</span><span class="p">:</span>
+        <span class="n">coords</span> <span class="o">=</span> <span class="n">kwargs</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;coordinates&#39;</span><span class="p">)</span>
+        <span class="k">try</span><span class="p">:</span>
+            <span class="n">output</span><span class="p">,</span><span class="n">mask</span> <span class="o">=</span> <span class="n">handler</span><span class="o">.</span><span class="n">test</span><span class="p">(</span><span class="n">coords</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">coords</span><span class="p">[</span><span class="mi">1</span><span class="p">])</span>
+        <span class="k">except</span> <span class="n">InvalidCoordinates</span><span class="p">:</span>
+            <span class="k">return</span>
+        <span class="n">html</span> <span class="o">=</span> <span class="n">populate_per_city</span><span class="p">(</span><span class="s2">&quot;Close To:&quot;</span> <span class="o">+</span> <span class="n">output</span><span class="p">[</span><span class="s1">&#39;city&#39;</span><span class="p">],</span> <span class="n">output</span><span class="p">[</span><span class="s1">&#39;country&#39;</span><span class="p">],{</span><span class="n">k</span><span class="p">:</span><span class="n">v</span> <span class="k">for</span> <span class="n">k</span><span class="p">,</span><span class="n">v</span> <span class="ow">in</span> <span class="n">output</span><span class="o">.</span><span class="n">items</span><span class="p">()</span> <span class="k">if</span> <span class="n">k</span> <span class="ow">in</span> <span class="n">risks_ids</span><span class="p">})</span>
+        <span class="n">marker</span> <span class="o">=</span> <span class="n">CircleMarker</span><span class="p">(</span><span class="n">location</span><span class="o">=</span><span class="n">coords</span><span class="p">,</span><span class="n">fill_color</span> <span class="o">=</span> <span class="s2">&quot;red&quot;</span><span class="p">,</span><span class="n">color</span><span class="o">=</span><span class="s1">&#39;red&#39;</span><span class="p">,</span><span class="n">radius</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+        <span class="n">check</span> <span class="o">=</span> <span class="p">[</span><span class="n">is_close</span><span class="p">(</span><span class="n">marker</span><span class="o">.</span><span class="n">location</span><span class="p">,</span><span class="n">mark</span><span class="o">.</span><span class="n">location</span><span class="p">)</span> <span class="k">for</span> <span class="n">mark</span> <span class="ow">in</span> <span class="n">manually_added_markers</span><span class="p">]</span>
+        <span class="k">if</span> <span class="ow">not</span> <span class="nb">any</span><span class="p">(</span><span class="n">check</span><span class="p">):</span>
+            
+            <span class="n">marker</span><span class="o">.</span><span class="n">on_mouseover</span><span class="p">(</span><span class="n">mouseover_callback</span><span class="p">(</span><span class="n">marker</span><span class="p">,</span><span class="n">coords</span><span class="p">,</span> <span class="n">html</span><span class="p">))</span>
+            <span class="n">marker</span><span class="o">.</span><span class="n">on_mouseout</span><span class="p">(</span><span class="n">mouseout_callback</span><span class="p">())</span>
+            <span class="n">manually_added_markers</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">marker</span><span class="p">)</span>
+            <span class="n">m</span><span class="o">.</span><span class="n">add_layer</span><span class="p">(</span><span class="n">marker</span><span class="p">)</span>
+        <span class="k">else</span><span class="p">:</span>
+            <span class="n">to_rem</span> <span class="o">=</span> <span class="p">[</span><span class="n">cnt</span> <span class="k">for</span> <span class="n">cnt</span><span class="p">,(</span><span class="n">m</span><span class="p">,</span><span class="n">c</span><span class="p">)</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">manually_added_markers</span><span class="p">,</span><span class="n">check</span><span class="p">))</span> <span class="k">if</span> <span class="n">c</span><span class="p">][</span><span class="mi">0</span><span class="p">]</span>
+            <span class="n">m</span><span class="o">.</span><span class="n">remove_layer</span><span class="p">(</span><span class="n">manually_added_markers</span><span class="p">[</span><span class="n">to_rem</span><span class="p">])</span>
+            <span class="n">manually_added_markers</span><span class="o">.</span><span class="n">pop</span><span class="p">(</span><span class="n">to_rem</span><span class="p">)</span>
+            <span class="n">m</span><span class="o">.</span><span class="n">remove_layer</span><span class="p">(</span><span class="n">popup</span><span class="p">)</span>
+
+<span class="n">m</span><span class="o">.</span><span class="n">on_interaction</span><span class="p">(</span><span class="n">handle_click</span><span class="p">)</span>
+<span class="n">m</span><span class="o">.</span><span class="n">add_layer</span><span class="p">(</span><span class="n">MarkerCluster</span><span class="p">(</span><span class="n">markers</span> <span class="o">=</span> <span class="n">markers</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">m</span><span class="o">.</span><span class="n">layout</span><span class="o">.</span><span class="n">width</span> <span class="o">=</span> <span class="s1">&#39;80%&#39;</span>
+<span class="n">m</span><span class="o">.</span><span class="n">layout</span><span class="o">.</span><span class="n">height</span> <span class="o">=</span> <span class="s1">&#39;1000px&#39;</span>
+<span class="n">m</span><span class="o">.</span><span class="n">zoom</span><span class="o">=</span><span class="mf">2.2</span>
+<span class="n">m</span><span class="o">.</span><span class="n">center</span> <span class="o">=</span> <span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
+<span class="n">display</span><span class="p">(</span><span class="n">m</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+
+ 
+ 
+<div id="f7d3f95f-d285-45e9-a5d7-26afa725302d"></div>
+<div class="output_subarea output_widget_view ">
+<script type="text/javascript">
+var element = $('#f7d3f95f-d285-45e9-a5d7-26afa725302d');
+</script>
+<script type="application/vnd.jupyter.widget-view+json">
+{"model_id": "b995d2c9993145b2bd5a63e901bcdf30", "version_major": 2, "version_minor": 0}
+</script>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>ROU
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/combine_unlabeled.html b/documentation/WaterSecurity/notebooks/combine_unlabeled.html
new file mode 100644
index 0000000..4965a90
--- /dev/null
+++ b/documentation/WaterSecurity/notebooks/combine_unlabeled.html
@@ -0,0 +1,13712 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>Notebook</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
+<script src="https://cdnjs.cloudflare.com/ajax/libs/jquery/2.0.3/jquery.min.js"></script>
+
+
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
+*
+*/
+/*!
+ * Bootstrap v3.3.7 (http://getbootstrap.com)
+ * Copyright 2011-2016 Twitter, Inc.
+ * Licensed under MIT (https://github.com/twbs/bootstrap/blob/master/LICENSE)
+ */
+/*! normalize.css v3.0.3 | MIT License | github.com/necolas/normalize.css */
+html {
+  font-family: sans-serif;
+  -ms-text-size-adjust: 100%;
+  -webkit-text-size-adjust: 100%;
+}
+body {
+  margin: 0;
+}
+article,
+aside,
+details,
+figcaption,
+figure,
+footer,
+header,
+hgroup,
+main,
+menu,
+nav,
+section,
+summary {
+  display: block;
+}
+audio,
+canvas,
+progress,
+video {
+  display: inline-block;
+  vertical-align: baseline;
+}
+audio:not([controls]) {
+  display: none;
+  height: 0;
+}
+[hidden],
+template {
+  display: none;
+}
+a {
+  background-color: transparent;
+}
+a:active,
+a:hover {
+  outline: 0;
+}
+abbr[title] {
+  border-bottom: 1px dotted;
+}
+b,
+strong {
+  font-weight: bold;
+}
+dfn {
+  font-style: italic;
+}
+h1 {
+  font-size: 2em;
+  margin: 0.67em 0;
+}
+mark {
+  background: #ff0;
+  color: #000;
+}
+small {
+  font-size: 80%;
+}
+sub,
+sup {
+  font-size: 75%;
+  line-height: 0;
+  position: relative;
+  vertical-align: baseline;
+}
+sup {
+  top: -0.5em;
+}
+sub {
+  bottom: -0.25em;
+}
+img {
+  border: 0;
+}
+svg:not(:root) {
+  overflow: hidden;
+}
+figure {
+  margin: 1em 40px;
+}
+hr {
+  box-sizing: content-box;
+  height: 0;
+}
+pre {
+  overflow: auto;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace, monospace;
+  font-size: 1em;
+}
+button,
+input,
+optgroup,
+select,
+textarea {
+  color: inherit;
+  font: inherit;
+  margin: 0;
+}
+button {
+  overflow: visible;
+}
+button,
+select {
+  text-transform: none;
+}
+button,
+html input[type="button"],
+input[type="reset"],
+input[type="submit"] {
+  -webkit-appearance: button;
+  cursor: pointer;
+}
+button[disabled],
+html input[disabled] {
+  cursor: default;
+}
+button::-moz-focus-inner,
+input::-moz-focus-inner {
+  border: 0;
+  padding: 0;
+}
+input {
+  line-height: normal;
+}
+input[type="checkbox"],
+input[type="radio"] {
+  box-sizing: border-box;
+  padding: 0;
+}
+input[type="number"]::-webkit-inner-spin-button,
+input[type="number"]::-webkit-outer-spin-button {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: textfield;
+  box-sizing: content-box;
+}
+input[type="search"]::-webkit-search-cancel-button,
+input[type="search"]::-webkit-search-decoration {
+  -webkit-appearance: none;
+}
+fieldset {
+  border: 1px solid #c0c0c0;
+  margin: 0 2px;
+  padding: 0.35em 0.625em 0.75em;
+}
+legend {
+  border: 0;
+  padding: 0;
+}
+textarea {
+  overflow: auto;
+}
+optgroup {
+  font-weight: bold;
+}
+table {
+  border-collapse: collapse;
+  border-spacing: 0;
+}
+td,
+th {
+  padding: 0;
+}
+/*! Source: https://github.com/h5bp/html5-boilerplate/blob/master/src/css/main.css */
+@media print {
+  *,
+  *:before,
+  *:after {
+    background: transparent !important;
+    box-shadow: none !important;
+    text-shadow: none !important;
+  }
+  a,
+  a:visited {
+    text-decoration: underline;
+  }
+  a[href]:after {
+    content: " (" attr(href) ")";
+  }
+  abbr[title]:after {
+    content: " (" attr(title) ")";
+  }
+  a[href^="#"]:after,
+  a[href^="javascript:"]:after {
+    content: "";
+  }
+  pre,
+  blockquote {
+    border: 1px solid #999;
+    page-break-inside: avoid;
+  }
+  thead {
+    display: table-header-group;
+  }
+  tr,
+  img {
+    page-break-inside: avoid;
+  }
+  img {
+    max-width: 100% !important;
+  }
+  p,
+  h2,
+  h3 {
+    orphans: 3;
+    widows: 3;
+  }
+  h2,
+  h3 {
+    page-break-after: avoid;
+  }
+  .navbar {
+    display: none;
+  }
+  .btn > .caret,
+  .dropup > .btn > .caret {
+    border-top-color: #000 !important;
+  }
+  .label {
+    border: 1px solid #000;
+  }
+  .table {
+    border-collapse: collapse !important;
+  }
+  .table td,
+  .table th {
+    background-color: #fff !important;
+  }
+  .table-bordered th,
+  .table-bordered td {
+    border: 1px solid #ddd !important;
+  }
+}
+@font-face {
+  font-family: 'Glyphicons Halflings';
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot');
+  src: url('../components/bootstrap/fonts/glyphicons-halflings-regular.eot?#iefix') format('embedded-opentype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff2') format('woff2'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.woff') format('woff'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.ttf') format('truetype'), url('../components/bootstrap/fonts/glyphicons-halflings-regular.svg#glyphicons_halflingsregular') format('svg');
+}
+.glyphicon {
+  position: relative;
+  top: 1px;
+  display: inline-block;
+  font-family: 'Glyphicons Halflings';
+  font-style: normal;
+  font-weight: normal;
+  line-height: 1;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+.glyphicon-asterisk:before {
+  content: "\002a";
+}
+.glyphicon-plus:before {
+  content: "\002b";
+}
+.glyphicon-euro:before,
+.glyphicon-eur:before {
+  content: "\20ac";
+}
+.glyphicon-minus:before {
+  content: "\2212";
+}
+.glyphicon-cloud:before {
+  content: "\2601";
+}
+.glyphicon-envelope:before {
+  content: "\2709";
+}
+.glyphicon-pencil:before {
+  content: "\270f";
+}
+.glyphicon-glass:before {
+  content: "\e001";
+}
+.glyphicon-music:before {
+  content: "\e002";
+}
+.glyphicon-search:before {
+  content: "\e003";
+}
+.glyphicon-heart:before {
+  content: "\e005";
+}
+.glyphicon-star:before {
+  content: "\e006";
+}
+.glyphicon-star-empty:before {
+  content: "\e007";
+}
+.glyphicon-user:before {
+  content: "\e008";
+}
+.glyphicon-film:before {
+  content: "\e009";
+}
+.glyphicon-th-large:before {
+  content: "\e010";
+}
+.glyphicon-th:before {
+  content: "\e011";
+}
+.glyphicon-th-list:before {
+  content: "\e012";
+}
+.glyphicon-ok:before {
+  content: "\e013";
+}
+.glyphicon-remove:before {
+  content: "\e014";
+}
+.glyphicon-zoom-in:before {
+  content: "\e015";
+}
+.glyphicon-zoom-out:before {
+  content: "\e016";
+}
+.glyphicon-off:before {
+  content: "\e017";
+}
+.glyphicon-signal:before {
+  content: "\e018";
+}
+.glyphicon-cog:before {
+  content: "\e019";
+}
+.glyphicon-trash:before {
+  content: "\e020";
+}
+.glyphicon-home:before {
+  content: "\e021";
+}
+.glyphicon-file:before {
+  content: "\e022";
+}
+.glyphicon-time:before {
+  content: "\e023";
+}
+.glyphicon-road:before {
+  content: "\e024";
+}
+.glyphicon-download-alt:before {
+  content: "\e025";
+}
+.glyphicon-download:before {
+  content: "\e026";
+}
+.glyphicon-upload:before {
+  content: "\e027";
+}
+.glyphicon-inbox:before {
+  content: "\e028";
+}
+.glyphicon-play-circle:before {
+  content: "\e029";
+}
+.glyphicon-repeat:before {
+  content: "\e030";
+}
+.glyphicon-refresh:before {
+  content: "\e031";
+}
+.glyphicon-list-alt:before {
+  content: "\e032";
+}
+.glyphicon-lock:before {
+  content: "\e033";
+}
+.glyphicon-flag:before {
+  content: "\e034";
+}
+.glyphicon-headphones:before {
+  content: "\e035";
+}
+.glyphicon-volume-off:before {
+  content: "\e036";
+}
+.glyphicon-volume-down:before {
+  content: "\e037";
+}
+.glyphicon-volume-up:before {
+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
+.glyphicon-barcode:before {
+  content: "\e040";
+}
+.glyphicon-tag:before {
+  content: "\e041";
+}
+.glyphicon-tags:before {
+  content: "\e042";
+}
+.glyphicon-book:before {
+  content: "\e043";
+}
+.glyphicon-bookmark:before {
+  content: "\e044";
+}
+.glyphicon-print:before {
+  content: "\e045";
+}
+.glyphicon-camera:before {
+  content: "\e046";
+}
+.glyphicon-font:before {
+  content: "\e047";
+}
+.glyphicon-bold:before {
+  content: "\e048";
+}
+.glyphicon-italic:before {
+  content: "\e049";
+}
+.glyphicon-text-height:before {
+  content: "\e050";
+}
+.glyphicon-text-width:before {
+  content: "\e051";
+}
+.glyphicon-align-left:before {
+  content: "\e052";
+}
+.glyphicon-align-center:before {
+  content: "\e053";
+}
+.glyphicon-align-right:before {
+  content: "\e054";
+}
+.glyphicon-align-justify:before {
+  content: "\e055";
+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
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+h1 .small,
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+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
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+.fa-tree:before {
+  content: "\f1bb";
+}
+.fa-spotify:before {
+  content: "\f1bc";
+}
+.fa-deviantart:before {
+  content: "\f1bd";
+}
+.fa-soundcloud:before {
+  content: "\f1be";
+}
+.fa-database:before {
+  content: "\f1c0";
+}
+.fa-file-pdf-o:before {
+  content: "\f1c1";
+}
+.fa-file-word-o:before {
+  content: "\f1c2";
+}
+.fa-file-excel-o:before {
+  content: "\f1c3";
+}
+.fa-file-powerpoint-o:before {
+  content: "\f1c4";
+}
+.fa-file-photo-o:before,
+.fa-file-picture-o:before,
+.fa-file-image-o:before {
+  content: "\f1c5";
+}
+.fa-file-zip-o:before,
+.fa-file-archive-o:before {
+  content: "\f1c6";
+}
+.fa-file-sound-o:before,
+.fa-file-audio-o:before {
+  content: "\f1c7";
+}
+.fa-file-movie-o:before,
+.fa-file-video-o:before {
+  content: "\f1c8";
+}
+.fa-file-code-o:before {
+  content: "\f1c9";
+}
+.fa-vine:before {
+  content: "\f1ca";
+}
+.fa-codepen:before {
+  content: "\f1cb";
+}
+.fa-jsfiddle:before {
+  content: "\f1cc";
+}
+.fa-life-bouy:before,
+.fa-life-buoy:before,
+.fa-life-saver:before,
+.fa-support:before,
+.fa-life-ring:before {
+  content: "\f1cd";
+}
+.fa-circle-o-notch:before {
+  content: "\f1ce";
+}
+.fa-ra:before,
+.fa-resistance:before,
+.fa-rebel:before {
+  content: "\f1d0";
+}
+.fa-ge:before,
+.fa-empire:before {
+  content: "\f1d1";
+}
+.fa-git-square:before {
+  content: "\f1d2";
+}
+.fa-git:before {
+  content: "\f1d3";
+}
+.fa-y-combinator-square:before,
+.fa-yc-square:before,
+.fa-hacker-news:before {
+  content: "\f1d4";
+}
+.fa-tencent-weibo:before {
+  content: "\f1d5";
+}
+.fa-qq:before {
+  content: "\f1d6";
+}
+.fa-wechat:before,
+.fa-weixin:before {
+  content: "\f1d7";
+}
+.fa-send:before,
+.fa-paper-plane:before {
+  content: "\f1d8";
+}
+.fa-send-o:before,
+.fa-paper-plane-o:before {
+  content: "\f1d9";
+}
+.fa-history:before {
+  content: "\f1da";
+}
+.fa-circle-thin:before {
+  content: "\f1db";
+}
+.fa-header:before {
+  content: "\f1dc";
+}
+.fa-paragraph:before {
+  content: "\f1dd";
+}
+.fa-sliders:before {
+  content: "\f1de";
+}
+.fa-share-alt:before {
+  content: "\f1e0";
+}
+.fa-share-alt-square:before {
+  content: "\f1e1";
+}
+.fa-bomb:before {
+  content: "\f1e2";
+}
+.fa-soccer-ball-o:before,
+.fa-futbol-o:before {
+  content: "\f1e3";
+}
+.fa-tty:before {
+  content: "\f1e4";
+}
+.fa-binoculars:before {
+  content: "\f1e5";
+}
+.fa-plug:before {
+  content: "\f1e6";
+}
+.fa-slideshare:before {
+  content: "\f1e7";
+}
+.fa-twitch:before {
+  content: "\f1e8";
+}
+.fa-yelp:before {
+  content: "\f1e9";
+}
+.fa-newspaper-o:before {
+  content: "\f1ea";
+}
+.fa-wifi:before {
+  content: "\f1eb";
+}
+.fa-calculator:before {
+  content: "\f1ec";
+}
+.fa-paypal:before {
+  content: "\f1ed";
+}
+.fa-google-wallet:before {
+  content: "\f1ee";
+}
+.fa-cc-visa:before {
+  content: "\f1f0";
+}
+.fa-cc-mastercard:before {
+  content: "\f1f1";
+}
+.fa-cc-discover:before {
+  content: "\f1f2";
+}
+.fa-cc-amex:before {
+  content: "\f1f3";
+}
+.fa-cc-paypal:before {
+  content: "\f1f4";
+}
+.fa-cc-stripe:before {
+  content: "\f1f5";
+}
+.fa-bell-slash:before {
+  content: "\f1f6";
+}
+.fa-bell-slash-o:before {
+  content: "\f1f7";
+}
+.fa-trash:before {
+  content: "\f1f8";
+}
+.fa-copyright:before {
+  content: "\f1f9";
+}
+.fa-at:before {
+  content: "\f1fa";
+}
+.fa-eyedropper:before {
+  content: "\f1fb";
+}
+.fa-paint-brush:before {
+  content: "\f1fc";
+}
+.fa-birthday-cake:before {
+  content: "\f1fd";
+}
+.fa-area-chart:before {
+  content: "\f1fe";
+}
+.fa-pie-chart:before {
+  content: "\f200";
+}
+.fa-line-chart:before {
+  content: "\f201";
+}
+.fa-lastfm:before {
+  content: "\f202";
+}
+.fa-lastfm-square:before {
+  content: "\f203";
+}
+.fa-toggle-off:before {
+  content: "\f204";
+}
+.fa-toggle-on:before {
+  content: "\f205";
+}
+.fa-bicycle:before {
+  content: "\f206";
+}
+.fa-bus:before {
+  content: "\f207";
+}
+.fa-ioxhost:before {
+  content: "\f208";
+}
+.fa-angellist:before {
+  content: "\f209";
+}
+.fa-cc:before {
+  content: "\f20a";
+}
+.fa-shekel:before,
+.fa-sheqel:before,
+.fa-ils:before {
+  content: "\f20b";
+}
+.fa-meanpath:before {
+  content: "\f20c";
+}
+.fa-buysellads:before {
+  content: "\f20d";
+}
+.fa-connectdevelop:before {
+  content: "\f20e";
+}
+.fa-dashcube:before {
+  content: "\f210";
+}
+.fa-forumbee:before {
+  content: "\f211";
+}
+.fa-leanpub:before {
+  content: "\f212";
+}
+.fa-sellsy:before {
+  content: "\f213";
+}
+.fa-shirtsinbulk:before {
+  content: "\f214";
+}
+.fa-simplybuilt:before {
+  content: "\f215";
+}
+.fa-skyatlas:before {
+  content: "\f216";
+}
+.fa-cart-plus:before {
+  content: "\f217";
+}
+.fa-cart-arrow-down:before {
+  content: "\f218";
+}
+.fa-diamond:before {
+  content: "\f219";
+}
+.fa-ship:before {
+  content: "\f21a";
+}
+.fa-user-secret:before {
+  content: "\f21b";
+}
+.fa-motorcycle:before {
+  content: "\f21c";
+}
+.fa-street-view:before {
+  content: "\f21d";
+}
+.fa-heartbeat:before {
+  content: "\f21e";
+}
+.fa-venus:before {
+  content: "\f221";
+}
+.fa-mars:before {
+  content: "\f222";
+}
+.fa-mercury:before {
+  content: "\f223";
+}
+.fa-intersex:before,
+.fa-transgender:before {
+  content: "\f224";
+}
+.fa-transgender-alt:before {
+  content: "\f225";
+}
+.fa-venus-double:before {
+  content: "\f226";
+}
+.fa-mars-double:before {
+  content: "\f227";
+}
+.fa-venus-mars:before {
+  content: "\f228";
+}
+.fa-mars-stroke:before {
+  content: "\f229";
+}
+.fa-mars-stroke-v:before {
+  content: "\f22a";
+}
+.fa-mars-stroke-h:before {
+  content: "\f22b";
+}
+.fa-neuter:before {
+  content: "\f22c";
+}
+.fa-genderless:before {
+  content: "\f22d";
+}
+.fa-facebook-official:before {
+  content: "\f230";
+}
+.fa-pinterest-p:before {
+  content: "\f231";
+}
+.fa-whatsapp:before {
+  content: "\f232";
+}
+.fa-server:before {
+  content: "\f233";
+}
+.fa-user-plus:before {
+  content: "\f234";
+}
+.fa-user-times:before {
+  content: "\f235";
+}
+.fa-hotel:before,
+.fa-bed:before {
+  content: "\f236";
+}
+.fa-viacoin:before {
+  content: "\f237";
+}
+.fa-train:before {
+  content: "\f238";
+}
+.fa-subway:before {
+  content: "\f239";
+}
+.fa-medium:before {
+  content: "\f23a";
+}
+.fa-yc:before,
+.fa-y-combinator:before {
+  content: "\f23b";
+}
+.fa-optin-monster:before {
+  content: "\f23c";
+}
+.fa-opencart:before {
+  content: "\f23d";
+}
+.fa-expeditedssl:before {
+  content: "\f23e";
+}
+.fa-battery-4:before,
+.fa-battery:before,
+.fa-battery-full:before {
+  content: "\f240";
+}
+.fa-battery-3:before,
+.fa-battery-three-quarters:before {
+  content: "\f241";
+}
+.fa-battery-2:before,
+.fa-battery-half:before {
+  content: "\f242";
+}
+.fa-battery-1:before,
+.fa-battery-quarter:before {
+  content: "\f243";
+}
+.fa-battery-0:before,
+.fa-battery-empty:before {
+  content: "\f244";
+}
+.fa-mouse-pointer:before {
+  content: "\f245";
+}
+.fa-i-cursor:before {
+  content: "\f246";
+}
+.fa-object-group:before {
+  content: "\f247";
+}
+.fa-object-ungroup:before {
+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
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+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
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+  padding: 2px 8px;
+}
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+  margin-top: 0px;
+  margin-left: 5px;
+}
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+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
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+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
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+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
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+.highlight .gi { color: #00A000 } /* Generic.Inserted */
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+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
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+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
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+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
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+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
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+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
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+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
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+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled.preprocessed</span> <span class="kn">import</span> <span class="n">econ</span><span class="p">,</span> <span class="n">aqua</span><span class="p">,</span> <span class="n">edu</span><span class="p">,</span> <span class="n">humdev</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Find-out-the-differences-in-country-representation">Find out the differences in country representation<a class="anchor-link" href="#Find-out-the-differences-in-country-representation">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Aqua shape:&quot;</span><span class="p">,</span><span class="n">aqua</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="s2">&quot;Econ shape:&quot;</span><span class="p">,</span><span class="n">econ</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="s2">&quot;Edu shape:&quot;</span><span class="p">,</span><span class="n">edu</span><span class="o">.</span><span class="n">shape</span><span class="p">,</span><span class="s2">&quot;Humdev shape:&quot;</span><span class="p">,</span><span class="n">humdev</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Aqua shape: (200, 23) Econ shape: (149, 33) Edu shape: (241, 85) Humdev shape: (195, 67)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countries_diff_edu_humdev</span><span class="o">=</span> <span class="n">edu</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="nb">set</span><span class="p">(</span><span class="n">edu</span><span class="o">.</span><span class="n">index</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">humdev</span><span class="o">.</span><span class="n">index</span><span class="p">)][</span><span class="s1">&#39;Short Name&#39;</span><span class="p">]</span>
+<span class="n">countries_diff_aqua_humd</span> <span class="o">=</span> <span class="n">aqua</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="nb">set</span><span class="p">(</span><span class="n">aqua</span><span class="o">.</span><span class="n">index</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">humdev</span><span class="o">.</span><span class="n">index</span><span class="p">)][</span><span class="s1">&#39;Country&#39;</span><span class="p">]</span>
+<span class="n">countries_not_in_humdev</span> <span class="o">=</span> <span class="n">countries_diff_edu_humdev</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">countries_diff_aqua_humd</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Extra not needed indicators in edu dataset&quot;</span><span class="p">,</span><span class="n">countries_not_in_humdev</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Extra not needed indicators in edu dataset NAC                                     North America
+SSA              Sub-Saharan Africa (developing only)
+LIC                                        Low income
+ABW                                             Aruba
+ASM                                    American Samoa
+HIC                                       High income
+EAS           East Asia &amp; Pacific (all income levels)
+VGB                                               NaN
+PRI                                       Puerto Rico
+ECA           Europe &amp; Central Asia (developing only)
+LMY                               Low &amp; middle income
+FRO                                    Faeroe Islands
+CYM                                    Cayman Islands
+UMC                               Upper middle income
+TCA                          Turks and Caicos Islands
+LDC      Least developed countries: UN classification
+OED                                      OECD members
+WLD                                             World
+CHI                                   Channel Islands
+ECS         Europe &amp; Central Asia (all income levels)
+EAP             East Asia &amp; Pacific (developing only)
+LMC                               Lower middle income
+VIR                                    Virgin Islands
+CUW                                           Curaçao
+GUM                                              Guam
+SAS                                        South Asia
+PYF                                  French Polynesia
+HPC            Heavily indebted poor countries (HIPC)
+LAC       Latin America &amp; Caribbean (developing only)
+SXM                         Sint Maarten (Dutch part)
+MIC                                     Middle income
+GIB                                         Gibraltar
+LCN     Latin America &amp; Caribbean (all income levels)
+XKX                                            Kosovo
+BMU                                           Bermuda
+ARB                                        Arab World
+SSF            Sub-Saharan Africa (all income levels)
+EMU                                         Euro area
+EUU                                    European Union
+GRL                                         Greenland
+MNP                          Northern Mariana Islands
+MNA      Middle East &amp; North Africa (developing only)
+IMN                                       Isle of Man
+MEA    Middle East &amp; North Africa (all income levels)
+NCL                                     New Caledonia
+MAC                                  Macao SAR, China
+NIU                                              Niue
+VAT                                          Holy See
+PRI                                       Puerto Rico
+FRO                                     Faroe Islands
+COK                                      Cook Islands
+TKL                                           Tokelau
+dtype: object
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countries_diff_humdev_econ</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">humdev</span><span class="o">.</span><span class="n">index</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">econ</span><span class="o">.</span><span class="n">index</span><span class="p">)</span> 
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Not in humdev&quot;</span><span class="p">,</span><span class="n">countries_diff_humdev_econ</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Not in humdev {&#39;LKA&#39;, &#39;FJI&#39;, &#39;PLW&#39;, &#39;LCA&#39;, &#39;JAM&#39;, &#39;SSD&#39;, &#39;SMR&#39;, &#39;GNQ&#39;, &#39;TLS&#39;, &#39;CUB&#39;, &#39;LIE&#39;, &#39;HKG&#39;, &#39;GRD&#39;, &#39;SWZ&#39;, &#39;LUX&#39;, &#39;VUT&#39;, &#39;ATG&#39;, &#39;WSM&#39;, &#39;FSM&#39;, &#39;KNA&#39;, &#39;MHL&#39;, &#39;MCO&#39;, &#39;BRB&#39;, &#39;HTI&#39;, &#39;DOM&#39;, &#39;MDA&#39;, &#39;PNG&#39;, &#39;COM&#39;, &#39;SLB&#39;, &#39;NRU&#39;, &#39;TTO&#39;, &#39;BHS&#39;, &#39;VCT&#39;, &#39;DJI&#39;, &#39;BWA&#39;, &#39;TUV&#39;, &#39;MUS&#39;, &#39;CPV&#39;, &#39;SYC&#39;, &#39;KIR&#39;, &#39;MDV&#39;, &#39;LSO&#39;, &#39;STP&#39;, &#39;DMA&#39;, &#39;TON&#39;, &#39;NAM&#39;, &#39;PSE&#39;}
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Econ-contains-to-little-information-and-is-not-used-in-the-final-dataset">Econ contains to little information and is not used in the final dataset<a class="anchor-link" href="#Econ-contains-to-little-information-and-is-not-used-in-the-final-dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_table</span> <span class="o">=</span> <span class="n">humdev</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">edu</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;inner&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">aqua</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s2">&quot;inner&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_table</span><span class="o">.</span><span class="n">dropna</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">name_columns</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">big_table</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span> <span class="o">-</span> <span class="nb">set</span><span class="p">(</span><span class="n">big_table</span><span class="o">.</span><span class="n">select_dtypes</span><span class="p">(</span><span class="n">include</span><span class="o">=</span><span class="s2">&quot;number&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Info columns&quot;</span><span class="p">,</span><span class="n">name_columns</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Info columns {&#39;Table Name&#39;, &#39;Country&#39;, &#39;Short Name&#39;, &#39;Long Name&#39;}
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Not-needed-labels-are-removed">Not needed labels are removed<a class="anchor-link" href="#Not-needed-labels-are-removed">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_table</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Short Name&#39;</span><span class="p">,</span><span class="s1">&#39;Long Name&#39;</span><span class="p">,</span><span class="s1">&#39;Table Name&#39;</span><span class="p">],</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_table</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Services Water Use Efficiency</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+      <th>Country</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>AFG</th>
+      <td>26.080</td>
+      <td>13.220</td>
+      <td>36.920</td>
+      <td>1.94800</td>
+      <td>6.006000</td>
+      <td>27.244</td>
+      <td>68.957000</td>
+      <td>79.726000</td>
+      <td>38.042</td>
+      <td>25.8</td>
+      <td>...</td>
+      <td>57.148622</td>
+      <td>0.923778</td>
+      <td>54.757019</td>
+      <td>2.500000</td>
+      <td>1299.037172</td>
+      <td>55.3</td>
+      <td>1799.917253</td>
+      <td>561.297018</td>
+      <td>78.2</td>
+      <td>Afghanistan</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>30.232</td>
+      <td>23.133</td>
+      <td>38.056</td>
+      <td>4.02300</td>
+      <td>6.359000</td>
+      <td>30.000</td>
+      <td>150.526000</td>
+      <td>65.995000</td>
+      <td>31.825</td>
+      <td>66.2</td>
+      <td>...</td>
+      <td>167.030879</td>
+      <td>142.467836</td>
+      <td>1.871883</td>
+      <td>3.100000</td>
+      <td>4963.650317</td>
+      <td>49.0</td>
+      <td>4977.065588</td>
+      <td>23.671246</td>
+      <td>75.4</td>
+      <td>Angola</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>93.174</td>
+      <td>93.700</td>
+      <td>92.497</td>
+      <td>9.70200</td>
+      <td>10.614000</td>
+      <td>29.508</td>
+      <td>19.642000</td>
+      <td>52.852000</td>
+      <td>2.881</td>
+      <td>61.2</td>
+      <td>...</td>
+      <td>21.852239</td>
+      <td>6.656907</td>
+      <td>7.139423</td>
+      <td>2.400000</td>
+      <td>9326.776621</td>
+      <td>95.1</td>
+      <td>10470.953679</td>
+      <td>492.273511</td>
+      <td>94.9</td>
+      <td>Albania</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>72.327</td>
+      <td>71.484</td>
+      <td>73.327</td>
+      <td>10.43900</td>
+      <td>10.564000</td>
+      <td>46.429</td>
+      <td>18.266334</td>
+      <td>4.461035</td>
+      <td>0.077</td>
+      <td>88.0</td>
+      <td>...</td>
+      <td>146.632709</td>
+      <td>86.300426</td>
+      <td>69.033809</td>
+      <td>1.600000</td>
+      <td>4098.648070</td>
+      <td>100.0</td>
+      <td>4098.648070</td>
+      <td>422.680401</td>
+      <td>100.0</td>
+      <td>Andorra</td>
+    </tr>
+    <tr>
+      <th>ARG</th>
+      <td>57.158</td>
+      <td>59.161</td>
+      <td>54.828</td>
+      <td>11.12300</td>
+      <td>10.729000</td>
+      <td>39.877</td>
+      <td>62.782000</td>
+      <td>21.805000</td>
+      <td>44.781</td>
+      <td>92.0</td>
+      <td>...</td>
+      <td>65.054956</td>
+      <td>13.616564</td>
+      <td>10.456664</td>
+      <td>1.800000</td>
+      <td>6645.858151</td>
+      <td>99.1</td>
+      <td>19943.036802</td>
+      <td>859.864798</td>
+      <td>99.0</td>
+      <td>Argentina</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>WSM</th>
+      <td>74.942</td>
+      <td>79.127</td>
+      <td>71.583</td>
+      <td>11.16287</td>
+      <td>10.415249</td>
+      <td>10.000</td>
+      <td>23.886000</td>
+      <td>29.983000</td>
+      <td>0.197</td>
+      <td>18.1</td>
+      <td>...</td>
+      <td>157.705946</td>
+      <td>89.401811</td>
+      <td>69.028170</td>
+      <td>2.092752</td>
+      <td>-2094.186715</td>
+      <td>99.0</td>
+      <td>0.000000</td>
+      <td>413.381306</td>
+      <td>97.5</td>
+      <td>Samoa</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>28.020</td>
+      <td>19.920</td>
+      <td>36.918</td>
+      <td>2.88000</td>
+      <td>5.146000</td>
+      <td>0.971</td>
+      <td>60.352000</td>
+      <td>45.627000</td>
+      <td>29.162</td>
+      <td>37.3</td>
+      <td>...</td>
+      <td>47.023411</td>
+      <td>5.219357</td>
+      <td>169.761905</td>
+      <td>2.400000</td>
+      <td>75.445075</td>
+      <td>54.9</td>
+      <td>75.445075</td>
+      <td>128.076996</td>
+      <td>72.0</td>
+      <td>Yemen</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>75.478</td>
+      <td>74.977</td>
+      <td>78.207</td>
+      <td>10.03100</td>
+      <td>10.291000</td>
+      <td>45.333</td>
+      <td>67.908000</td>
+      <td>10.298000</td>
+      <td>58.558</td>
+      <td>66.9</td>
+      <td>...</td>
+      <td>53.518514</td>
+      <td>14.659097</td>
+      <td>62.055716</td>
+      <td>2.100000</td>
+      <td>785.830411</td>
+      <td>93.2</td>
+      <td>900.723027</td>
+      <td>339.941816</td>
+      <td>99.6</td>
+      <td>South Africa</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>44.440</td>
+      <td>38.488</td>
+      <td>54.068</td>
+      <td>6.28300</td>
+      <td>8.176000</td>
+      <td>17.964</td>
+      <td>120.112000</td>
+      <td>78.134000</td>
+      <td>17.861</td>
+      <td>44.1</td>
+      <td>...</td>
+      <td>43.217366</td>
+      <td>12.764894</td>
+      <td>2.835498</td>
+      <td>4.400000</td>
+      <td>4758.627519</td>
+      <td>65.4</td>
+      <td>6218.256409</td>
+      <td>93.273846</td>
+      <td>85.6</td>
+      <td>Zambia</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>64.935</td>
+      <td>59.792</td>
+      <td>70.783</td>
+      <td>8.06600</td>
+      <td>8.923000</td>
+      <td>34.571</td>
+      <td>86.135000</td>
+      <td>64.739000</td>
+      <td>14.645</td>
+      <td>32.2</td>
+      <td>...</td>
+      <td>27.194488</td>
+      <td>5.213329</td>
+      <td>31.346226</td>
+      <td>3.700000</td>
+      <td>861.160973</td>
+      <td>76.9</td>
+      <td>1404.830298</td>
+      <td>234.543442</td>
+      <td>97.0</td>
+      <td>Zimbabwe</td>
+    </tr>
+  </tbody>
+</table>
+<p>194 rows × 144 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">big_table</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/preprocessed_countries_dataset.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_aquastat-checkpoint.html b/documentation/WaterSecurity/notebooks/prep_aquastat-checkpoint.html
new file mode 100644
index 0000000..aea5b84
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+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
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+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
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+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
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+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
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+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
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+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
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+  width: 75%;
+}
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+  width: 66.66666667%;
+}
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+  width: 58.33333333%;
+}
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+  width: 50%;
+}
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+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
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+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
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+  right: 66.66666667%;
+}
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+  right: 58.33333333%;
+}
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+  right: 50%;
+}
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+  right: 41.66666667%;
+}
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+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
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+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
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+  left: 91.66666667%;
+}
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+  left: 83.33333333%;
+}
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+  left: 75%;
+}
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+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
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+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
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+  margin-left: 83.33333333%;
+}
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+  margin-left: 75%;
+}
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+  margin-left: 66.66666667%;
+}
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+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
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+  margin-left: 41.66666667%;
+}
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+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
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+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
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+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sklearn</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">aquastat_eah</span><span class="p">,</span> <span class="n">aquastat_wr</span><span class="p">,</span> <span class="n">aquastat_wu</span><span class="p">,</span> <span class="n">aquastat_cc</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="kn">import</span> <span class="nn">os</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>..\data\unlabeled\__init__.py:41: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)
+..\data\unlabeled\__init__.py:42: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)
+..\data\unlabeled\__init__.py:43: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_wr</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>National Rainfall Index (NRI)</td>
+      <td>4472</td>
+      <td>2017</td>
+      <td>185.000000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total internal renewable water resources per c...</td>
+      <td>4158</td>
+      <td>2017</td>
+      <td>1299.037172</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>28.722600</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1799.917253</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>2.500000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1224</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>38.700000</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1225</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1404.830298</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.100000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1228</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dam capacity per capita</td>
+      <td>4471</td>
+      <td>2017</td>
+      <td>7019.230792</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1229 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_wu</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Agricultural water withdrawal as % of total wa...</td>
+      <td>4254</td>
+      <td>2017</td>
+      <td>98.169627</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Industrial water withdrawal as % of total wate...</td>
+      <td>4256</td>
+      <td>2017</td>
+      <td>0.831988</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Municipal water withdrawal as % of total withd...</td>
+      <td>4255</td>
+      <td>2017</td>
+      <td>0.998385</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total water withdrawal per capita</td>
+      <td>4257</td>
+      <td>2017</td>
+      <td>561.297018</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>MDG 7.5. Freshwater withdrawal as % of total r...</td>
+      <td>4275</td>
+      <td>2017</td>
+      <td>31.045462</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1946</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.2. Water Stress</td>
+      <td>4550</td>
+      <td>2017</td>
+      <td>31.346226</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1947</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Water Use Efficiency</td>
+      <td>4551</td>
+      <td>2017</td>
+      <td>5.213329</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1948</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Irrigated Agriculture Water Use Eff...</td>
+      <td>4552</td>
+      <td>2017</td>
+      <td>0.050244</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1949</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Industrial Water Use Efficiency</td>
+      <td>4553</td>
+      <td>2017</td>
+      <td>49.212523</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1950</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Services Water Use Efficiency</td>
+      <td>4554</td>
+      <td>2017</td>
+      <td>27.194488</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1951 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_eah</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population</td>
+      <td>4104</td>
+      <td>2017</td>
+      <td>36296.113</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population</td>
+      <td>4105</td>
+      <td>2017</td>
+      <td>26558.609</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>8971.472</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.700</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.300</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1440</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>5328.766</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1441</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>2.800</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1442</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>76.900</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1443</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2017</td>
+      <td>67.300</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1444</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Urban population with access to safe drinking-...</td>
+      <td>4116</td>
+      <td>2017</td>
+      <td>97.000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1445 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_cc</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[5]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Code</th>
+      <th>Country</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>AFG</td>
+      <td>Afghanistan</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ALB</td>
+      <td>Albania</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>DZA</td>
+      <td>Algeria</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>AND</td>
+      <td>Andorra</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>AGO</td>
+      <td>Angola</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>195</th>
+      <td>VEN</td>
+      <td>Venezuela (Bolivarian Republic of)</td>
+    </tr>
+    <tr>
+      <th>196</th>
+      <td>VNM</td>
+      <td>Viet Nam</td>
+    </tr>
+    <tr>
+      <th>197</th>
+      <td>YEM</td>
+      <td>Yemen</td>
+    </tr>
+    <tr>
+      <th>198</th>
+      <td>ZMB</td>
+      <td>Zambia</td>
+    </tr>
+    <tr>
+      <th>199</th>
+      <td>ZWE</td>
+      <td>Zimbabwe</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 2 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="All-data-should-be-fairly-similar---everything-can-be-merged">All data should be fairly similar - everything can be merged<a class="anchor-link" href="#All-data-should-be-fairly-similar---everything-can-be-merged">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">aquastat_eah</span><span class="p">,</span><span class="n">aquastat_wu</span><span class="p">,</span><span class="n">aquastat_wr</span><span class="p">])</span>
+<span class="n">alldf</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population</td>
+      <td>4104</td>
+      <td>2017</td>
+      <td>36296.113000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population</td>
+      <td>4105</td>
+      <td>2017</td>
+      <td>26558.609000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>8971.472000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.300000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1224</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>38.700000</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1225</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1404.830298</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.100000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1228</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dam capacity per capita</td>
+      <td>4471</td>
+      <td>2017</td>
+      <td>7019.230792</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>4625 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
+Int64Index: 4625 entries, 0 to 1228
+Data columns (total 8 columns):
+ #   Column         Non-Null Count  Dtype  
+---  ------         --------------  -----  
+ 0   Area           4625 non-null   object 
+ 1   Area Id        4625 non-null   int64  
+ 2   Variable Name  4625 non-null   object 
+ 3   Variable Id    4625 non-null   int64  
+ 4   Year           4625 non-null   int64  
+ 5   Value          4622 non-null   float64
+ 6   Symbol         4603 non-null   object 
+ 7   Md             4625 non-null   int64  
+dtypes: float64(1), int64(4), object(3)
+memory usage: 325.2+ KB
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="These-are-the-different-symbols-found-in-the-dataset">These are the different symbols found in the dataset<a class="anchor-link" href="#These-are-the-different-symbols-found-in-the-dataset">&#182;</a></h2><ul>
+<li>No symbol: Official value, data come from one national source (FAO questionnaire on water and agriculture, report, publication, official website, etc.) .</li>
+<li>E: Estimate either calculated as sum or identify (yield) from official values or from an AQUASTAT estimation.</li>
+<li>I: Imputed (carry forward, vertical imputation, linear interpolation)*.</li>
+<li>X: External value (reported by FAOSTAT or another international agency)**.</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="p">[</span><span class="n">alldf</span><span class="p">[</span><span class="s1">&#39;Symbol&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;I&quot;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.3</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2017</td>
+      <td>47.0</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population with access to safe drinking-...</td>
+      <td>4116</td>
+      <td>2017</td>
+      <td>78.2</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Albania</td>
+      <td>8</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>2.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1219</th>
+      <td>Zambia</td>
+      <td>894</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>2.1</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1220</th>
+      <td>Zambia</td>
+      <td>894</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>4.4</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1222</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>National Rainfall Index (NRI)</td>
+      <td>4472</td>
+      <td>2017</td>
+      <td>722.5</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.1</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1939 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Explore-the-three-missing-values">Explore the three missing values<a class="anchor-link" href="#Explore-the-three-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="p">[</span><span class="n">alldf</span><span class="p">[</span><span class="s1">&#39;Value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>841</th>
+      <td>Monaco</td>
+      <td>492</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>865</th>
+      <td>Morocco</td>
+      <td>504</td>
+      <td>Population affected by water related disease</td>
+      <td>4403</td>
+      <td>2000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>5293</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>Andorra</td>
+      <td>20</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2007</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-country-x-idicator-dataframe">Create country x idicator dataframe<a class="anchor-link" href="#Create-country-x-idicator-dataframe">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span> <span class="o">=</span> <span class="n">alldf</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="s1">&#39;Value&#39;</span><span class="p">,[</span><span class="s1">&#39;Area&#39;</span><span class="p">],</span><span class="s1">&#39;Variable Name&#39;</span><span class="p">)</span>
+<span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Variable Name</th>
+      <th>% of area equipped for irrigation salinized</th>
+      <th>Agricultural water withdrawal as % of total renewable water resources</th>
+      <th>Agricultural water withdrawal as % of total water withdrawal</th>
+      <th>Dam capacity per capita</th>
+      <th>Dependency ratio</th>
+      <th>Flood occurrence (WRI)</th>
+      <th>Industrial water withdrawal as % of total water withdrawal</th>
+      <th>Interannual variability (WRI)</th>
+      <th>MDG 7.5. Freshwater withdrawal as % of total renewable water resources</th>
+      <th>Municipal water withdrawal as % of total withdrawal</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+    </tr>
+    <tr>
+      <th>Area</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Afghanistan</th>
+      <td>NaN</td>
+      <td>30.613807</td>
+      <td>98.169627</td>
+      <td>55.350280</td>
+      <td>28.722600</td>
+      <td>3.7</td>
+      <td>0.831988</td>
+      <td>2.5</td>
+      <td>31.045462</td>
+      <td>0.998385</td>
+      <td>...</td>
+      <td>0.923778</td>
+      <td>54.757019</td>
+      <td>2.5</td>
+      <td>1299.037172</td>
+      <td>36296.113</td>
+      <td>55.3</td>
+      <td>1799.917253</td>
+      <td>561.297018</td>
+      <td>8971.472</td>
+      <td>78.2</td>
+    </tr>
+    <tr>
+      <th>Albania</th>
+      <td>3.022472</td>
+      <td>2.996689</td>
+      <td>63.741372</td>
+      <td>1397.282892</td>
+      <td>10.927152</td>
+      <td>2.7</td>
+      <td>16.326243</td>
+      <td>1.2</td>
+      <td>3.933775</td>
+      <td>19.932385</td>
+      <td>...</td>
+      <td>6.656907</td>
+      <td>7.139423</td>
+      <td>2.4</td>
+      <td>9326.776621</td>
+      <td>2884.169</td>
+      <td>95.1</td>
+      <td>10470.953679</td>
+      <td>492.273511</td>
+      <td>1740.032</td>
+      <td>94.9</td>
+    </tr>
+    <tr>
+      <th>Algeria</th>
+      <td>NaN</td>
+      <td>57.178366</td>
+      <td>63.764099</td>
+      <td>208.248826</td>
+      <td>3.599897</td>
+      <td>2.8</td>
+      <td>1.825655</td>
+      <td>2.3</td>
+      <td>84.014742</td>
+      <td>34.410247</td>
+      <td>...</td>
+      <td>14.354620</td>
+      <td>137.920360</td>
+      <td>1.9</td>
+      <td>271.737627</td>
+      <td>41389.189</td>
+      <td>83.6</td>
+      <td>281.885204</td>
+      <td>252.771322</td>
+      <td>29770.610</td>
+      <td>84.3</td>
+    </tr>
+    <tr>
+      <th>Andorra</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>3.3</td>
+      <td>NaN</td>
+      <td>1.5</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1.6</td>
+      <td>4098.648070</td>
+      <td>77.001</td>
+      <td>100.0</td>
+      <td>4098.648070</td>
+      <td>NaN</td>
+      <td>67.845</td>
+      <td>100.0</td>
+    </tr>
+    <tr>
+      <th>Angola</th>
+      <td>NaN</td>
+      <td>0.098854</td>
+      <td>20.784925</td>
+      <td>316.775132</td>
+      <td>0.269542</td>
+      <td>1.7</td>
+      <td>33.947294</td>
+      <td>2.5</td>
+      <td>0.475539</td>
+      <td>45.267781</td>
+      <td>...</td>
+      <td>142.467836</td>
+      <td>1.871883</td>
+      <td>3.1</td>
+      <td>4963.650317</td>
+      <td>29816.766</td>
+      <td>49.0</td>
+      <td>4977.065588</td>
+      <td>23.671246</td>
+      <td>19311.639</td>
+      <td>75.4</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>Venezuela (Bolivarian Republic of)</th>
+      <td>NaN</td>
+      <td>1.261132</td>
+      <td>73.852110</td>
+      <td>5360.965420</td>
+      <td>39.245283</td>
+      <td>2.7</td>
+      <td>3.506097</td>
+      <td>2.7</td>
+      <td>1.707253</td>
+      <td>22.641793</td>
+      <td>...</td>
+      <td>9.557190</td>
+      <td>7.540367</td>
+      <td>2.3</td>
+      <td>27378.639165</td>
+      <td>29402.484</td>
+      <td>93.1</td>
+      <td>45064.219744</td>
+      <td>769.537023</td>
+      <td>28198.251</td>
+      <td>95.0</td>
+    </tr>
+    <tr>
+      <th>Viet Nam</th>
+      <td>6.542933</td>
+      <td>8.794055</td>
+      <td>94.782397</td>
+      <td>472.677418</td>
+      <td>59.347147</td>
+      <td>3.8</td>
+      <td>3.747409</td>
+      <td>0.7</td>
+      <td>9.259150</td>
+      <td>1.470194</td>
+      <td>...</td>
+      <td>2.349448</td>
+      <td>18.130315</td>
+      <td>3.2</td>
+      <td>3799.339725</td>
+      <td>94600.648</td>
+      <td>97.6</td>
+      <td>9345.813361</td>
+      <td>867.118796</td>
+      <td>33642.498</td>
+      <td>99.1</td>
+    </tr>
+    <tr>
+      <th>Yemen</th>
+      <td>NaN</td>
+      <td>154.047619</td>
+      <td>90.743338</td>
+      <td>16.615880</td>
+      <td>0.000000</td>
+      <td>2.9</td>
+      <td>1.823282</td>
+      <td>4.9</td>
+      <td>169.761905</td>
+      <td>7.433380</td>
+      <td>...</td>
+      <td>5.219357</td>
+      <td>169.761905</td>
+      <td>2.4</td>
+      <td>75.445075</td>
+      <td>27834.819</td>
+      <td>54.9</td>
+      <td>75.445075</td>
+      <td>128.076996</td>
+      <td>10174.612</td>
+      <td>72.0</td>
+    </tr>
+    <tr>
+      <th>Zambia</th>
+      <td>NaN</td>
+      <td>1.099237</td>
+      <td>73.282443</td>
+      <td>6000.700503</td>
+      <td>23.473282</td>
+      <td>2.5</td>
+      <td>8.269720</td>
+      <td>2.1</td>
+      <td>1.500000</td>
+      <td>18.447837</td>
+      <td>...</td>
+      <td>12.764894</td>
+      <td>2.835498</td>
+      <td>4.4</td>
+      <td>4758.627519</td>
+      <td>16853.599</td>
+      <td>65.4</td>
+      <td>6218.256409</td>
+      <td>93.273846</td>
+      <td>7346.421</td>
+      <td>85.6</td>
+    </tr>
+    <tr>
+      <th>Zimbabwe</th>
+      <td>NaN</td>
+      <td>13.850000</td>
+      <td>82.956485</td>
+      <td>7019.230792</td>
+      <td>38.700000</td>
+      <td>2.8</td>
+      <td>2.437783</td>
+      <td>3.1</td>
+      <td>16.695000</td>
+      <td>14.605732</td>
+      <td>...</td>
+      <td>5.213329</td>
+      <td>31.346226</td>
+      <td>3.7</td>
+      <td>861.160973</td>
+      <td>14236.595</td>
+      <td>76.9</td>
+      <td>1404.830298</td>
+      <td>234.543442</td>
+      <td>5328.766</td>
+      <td>97.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 27 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Urban population&#39;</span><span class="p">,</span><span class="s1">&#39;Total population&#39;</span><span class="p">,</span><span class="s1">&#39;Rural population&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(200, 24)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 84.0 %
+Min: 1.5 %
+Mean: 16.208333333333332 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(1.5, 84.0)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Drop-columns-that-has-to-many-missing-values">Drop columns that has to many missing values<a class="anchor-link" href="#Drop-columns-that-has-to-many-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 20.5 %
+Min: 1.5 %
+Mean: 10.545454545454545 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(1.5, 20.5)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[16]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(200, 22)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Impute-the-missing-values">Impute the missing values<a class="anchor-link" href="#Impute-the-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (200, 22)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.04
+[IterativeImputer] Change: 17738.817690565473, scaled tolerance: 508.38384774800903 
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.08
+[IterativeImputer] Change: 240.05853395982552, scaled tolerance: 508.38384774800903 
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (200, 22)
+[IterativeImputer] Ending imputation round 1/2, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/2, elapsed time 0.01
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-the-correlation-for-the-imputed-and-non-imputed-dataset">Check the correlation for the imputed and non-imputed dataset<a class="anchor-link" href="#Check-the-correlation-for-the-imputed-and-non-imputed-dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Variable Name&#39;, ylabel=&#39;Variable Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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Zxf76DcKK6ux1+aiz8g954C6TkIsyMIF3zmyFT8nM8vScWzXW70HbPy71Ftfa4KtmWXCan47b91d/OgBhuO2j8Vf8XHcqNEAd73T7el4mt75f7vvPOYIXxXh2tbTNLFKMOzgfXAORHxk1E7KzOzjG20Tfp71KeOWQN8RNJHGjf6pv9mVhnbYps09WHgZmbVN3Yr0oNeOPzxaJ6ImdmQbaPNHWZm7WEbbe4wM2sPY7ciXeoueABIyvUxMzMbJYryS9NjSbMlPShpuaSz+tk+UdLCYvtPJe3VsO2jxfoHJb2tFa+taZKW9AZJ9wEPFM9fKelLrSjczKwlalF+GYSkTuBi4O3A/sDxkvp2Xj+F+q2bXwxcBFxY7Ls/9dnFDwBmA18qjjcsZWrSFwFvo94Vj4j4OTDgfT3MzEZd6+4nfTCwPCIeiYguYAFwdJ+Yo4Eri8dXA4erPm340cCCiNgSEb8ElhfHG5ZSbdIRsaKYurzX4JPVbc214ne/IDeKC6Dj8dxoutrU5C+0577e5n76TCq868WTc8dPvqcAnS+Z1DyoQXYOwuwIwkUfemsq/rhzb0jFdz+dO3+A2cfmRsf9cFFuJOrGl70oFa/kZ3DyRbnRgwDalCujY313Kv4/vpY7/t9/qnlMU4neHZLmAfMaVs2PiPnF45nAioZtK4HX9jnEszER0S1pPTCjWH9bn31nlj6xAZRJ0iskvQEISeOB/wvcP9yCzcxaJnHhsEjI85sGVkSZ5o7TgPdT/42wCjiweG5mVg2ta+5YRf0un712L9b1GyNpHPAC6s3BZfZNK3PT/yeBdw+3IDOzEdO62cKXAvtK2pt6gp0LnNAnZjFwEnAr9Ym5b4qIkLQY+KakzwO7AfvSgkm7B7vB0r8wyO+diPjAcAs3M2uJFuXooo35dOA66vfMvywi7pV0HrAsIhYDXwG+Jmk5sJZ6IqeIWwTcB3QD74+I/IWSPgarSS8b7sHNzEZFCwezRMS1wLV91n284fFm4F0D7Hs+cH7rzmbwe3dc2fhc0g711bGhlSdgZjZs2/KIQ0mzJN0N3AXcI+nnkl498qdmZlaOIkov7aZMF7zLgL+OiFsAJL0RuJz6XIdmZs+/9su9pZVJ0j29CRogIn4iKde73cxsJA378lx1Dda741XFwx9L+jJwFfXfV8cBSwY7qDblRseNX7slFQ+wZUZupFi8IHfDP23MfeqRnF+v447cCMWYkpzvD+j5dXKexuyfgsk5CLMjCBd+8ohU/Jyv3NI8qI/rrno6Fa/u3Huk1nUN6192JC3AM8nvdrKMmJz/rg7bNlqT/qc+z89teDyG3xIzaztt2NZc1mC9Ozx9lpm1h7Gbo8vdYKmYOfwA4Nk79kTEeSN1UmZmKdtykpZ0CTCF+sS0l1IfBjnsoY5mZq1S5mb+7apMC/8bIuK91G9y/Ung9cBLRva0zMwSeqL80mbKJOlNxc+NknYDtgK7jtwpmZklte4ueJVTpk36+5KmAf8A3E79ZV46kidlZpbRjiMJyypzq9LeeRO+Len7wKSIWD+yp2VmljB2c/Sgg1kOi4ibJP1ZP9uIiH8f2VMzMytpW0zSwFuAm4A/7WdbAAMm6ZiSG6E0fs0TqXiALftMScV3PJYbfdexPjcqq2fvian47KjM2ozciEkA7TI+Fd/54KbmQY2SoyyzcxBmRxAuOuVNqXiA257MzQT3+StXp+InP7yieVCDp3faJxXfuVvuMwaorU7+X1iTuwtEba/c96IVRnxk5/NosMEs50rqAH4QEYtG8ZzMzHLGbo4evHdHRNSAj4zSuZiZDclYvlVpmS54N0g6Q9Iekqb3LiN+ZmZmZW3jXfCOK342zhAeQK7xzMxspNRGJ/sWFdSFwF7Ar4A5EfFUn5gDgX8FdqB+E9XzI2Jhse0K6tf7envInRwRdw5WZpkueHuXfwlmZqNvFIeFnwXcGBEXSDqreH5mn5iNwHsj4qFiAODPJF0XEeuK7R+OiKvLFlj2BksvB/bnuTdY+mrZQszMRlQt11tqGI4G3lo8vpL6vfWfk6Qj4hcNj38j6XHghcC6oRRYZo7Dc4F/KZZDgc8B7xhKYWZmI0GRWKR5kpY1LPMSRe0cEY8Wj1cDOw96XtLBwATg4YbV50u6S9JFkpr23S1Tkz4WeCVwR0S8T9LOwNdL7GdmNjoSbdIRMR+YP9B2STcAu/Sz6ew+xwlp4IYWSbsCXwNOKnrKAXyUenKfUJzDmcCgt30uk6Q3RURNUrekHYDHgT1K7GdmNipa2bUuIgact03SY5J2jYhHiyT8+ABxOwDXAGdHxG0Nx+6thW+RdDlwRrPzKZOklxU3WPo34GfA08Ctg+6RHf2jIcyJlpx4MrZPzgW3ITkP3KqtueNnDaHJbea+uff1N7fn3qPa+txJzT42NxItO/9gdvQgwOt22i+3Q09uxGHPtJ1yx0/q2ZD/YqhDufgtuTIiOZq2JUav//Ni4CTgguLnd/sGSJoAfAf4at8LhA0JXsAxwD3NChzs3h0XA9+MiL8uVl0i6YfADhFxV7nXY2Y28kaxd8cFwCJJpwC/BuYASJoFnBYRpxbr3gzMkHRysV9vV7tvSHohIOBO4LRmBQ5Wk/4F8I9FlX4RcFVE3DGEF2VmNrJ6Rqf2HhFrgMP7Wb8MOLV4/HUGuG4XEYdlyxzw7+GI+EJEvJ56x+s1wGWSHpB0riTPzGJmlbFNDwuPiF9HxIURcRBwPPV2lHzjn5nZSIla+aXNlOknPU7Sn0r6BvAD4EHg9+4xbWb2vIkov7SZwS4cHkm95vzH1GcHXwDMi4hnRunczMxKacdmjLIGu3D4UeCbwN/1vYGImVml1JJ9ctvIYDf9T1+FNDN7XmyjNWkzs7ag0bvB0qgbkSS96MOHpuLnTPpxuoyO5DxttWm5lzruvtxot9rq3Oi+nllTU/GL3n1IKh7guE/emIqfkJwHcssuE1LxP1yUO766c7Wj7PyDQHoE4aKP5L7bJ556TSqe5GvmyfxIV3XlElr3nsn5O5/MzYnYEq5Jm5lVWBt2rSvLSdrM2p9r0mZmFVZ7HppYRomTtJm1P9ekzcyqzG3SZmbV5QuHZmbVFU7SZmYVti0OCx+ObAf+PT84I13G/y7OfSh6Knf1d/NRuXOadMkPc8fffcBp1PqVHhQBTOzO1S42v2laKn77b92dit/4shel4pWchm3ywytS8ZCf3ir7OXz90j9Jxc898/pU/NTrHkjFAzzziuTn8HTu/9rkB3+bim8J16TNzCpsDCfpIcwAa2ZWLRG10stwSJou6XpJDxU/dxwgrkfSncWyuGH93pJ+Kmm5pIXFpLWDcpI2s/Y3ejf9Pwu4MSL2BW4snvdnU0QcWCzvaFh/IXBRRLwYeAo4pVmBTtJmNgbUEsuwHA1cWTy+kvp0gqVIEnAYcHVmfydpM2t7UesuvUiaJ2lZwzIvUdTOEfFo8Xg1sPMAcZOKY98m6Zhi3QxgXUT09mJYCcxsVqAvHJpZ+0u0NUfEfGD+QNsl3QDs0s+ms/scJyQN1H6yZ0SskrQPcJOku4H1pU+ygZO0mbW9aOG9OyJiwP6xkh6TtGtEPCppV+DxAY6xqvj5iKQlwEHAt4FpksYVtendgVXNzsfNHWbW/qJWfhmexcBJxeOTgO/2DZC0o6SJxeOdgEOA+6L+m+RHwLGD7d+Xk7SZtb2gVnoZpguAIyU9BBxRPEfSLEmXFjH7Acsk/Zx6Ur4gIu4rtp0JfEjScupt1F9pVqBa+WdCr4PP+GrqoNmRZQDj3rx9Kr52zbpUfOfTuRGKW167Q+74929Kxde270zFAzBOufiXTUqFx6rc1E3aMAaG7iant1JXLn7BhUem4uf885JUPMA3P/DGVPwJl9+aK2BjLhEuPfP45Bf1973poPeVfqNvuePyYZc3mtwmbWZtL3zvDjOzChvDw8KdpM2s7flWpWZmlebps8zMKss1aTOzCvOFQzOzCnNN2sys0pykzcwqyzXppJieO+zE2/Nzom3+RdMJDZ6jsyM3yKhrn8mpeCVfc+fGXBtaz14TU/H1QnKvWfflRkFe8bFDUvEnX3RbKp6puVGWnbuNzx0f6NmQ/M/9ZG6UZXYOwjn/nHsNiz741lQ8wJyLluR2mJS7e8Q5Jza9+2bLjcTI6apwTdrM2p9r0mZm1RXh3h1mZpXlNmkzswpzkjYzqzBfODQzqzTXpM3MKsvNHWZmFVYbw/fu8ByHZjYG1BLL0EmaLul6SQ8VP3fsJ+ZQSXc2LJslHVNsu0LSLxu2Hdi0zBGZ4/DvknMc1vLn0HnI1FR8z38/nYoft7orFd81KzfnYnaOw9g+//s0xif32T83ypJHtuTiN41wbWcoX+XkSFR1Jf+T56bK5OufPTQVf8IXfpIrAFj0t29Nxc/5yi25Ap6HOQ5f8YevL/3p3/W/tw65PEmfA9ZGxAWSzgJ2jIgzB4mfDiwHdo+IjZKuAL4fEVeXLdM1aTNrexG10sswHQ1cWTy+EjimSfyxwA8iYuNQC3SSNrO2F4l/w7RzRDxaPF4N7Nwkfi5wVZ9150u6S9JFkprelMcXDs2s7dVq5duVJM0D5jWsmh8R8xu23wDs0s+uZzc+iYiQNGDWl7Qr8EfAdQ2rP0o9uU8A5gNnAucNdr5O0mbW/hLX1oqEPH+Q7UcMtE3SY5J2jYhHiyT8+CBFzQG+ExHP3jqxoRa+RdLlwBnNztfNHWbW9oJa6WWYFgMnFY9PAr47SOzx9GnqKBI7kkS9PfueZgU6SZtZ24uI0sswXQAcKekh4IjiOZJmSbq0N0jSXsAewI/77P8NSXcDdwM7AZ9uVqCbO8ys7Y3WiMOIWAMc3s/6ZcCpDc9/Bfze7AcRcVi2TCdpM2t7LWjGqCwnaTNre2N5WPjIJOntck3dOiA50g3Y+kTyQ9k9N0fg1nHJkWjrckPLevadlDv+M/mawtQlD6bin9mwTyq+lpx3sWN97j2K5ByHHWuSw/sAbcm9r9175l6zns59T0+4/NZUfHb+QciPIFx0yptyx7/k5lR8K/hWpWZmFebmDjOzCnNN2syswnw/aTOzCnNN2syswmrh3h1mZpXl5g4zswpzc4eZWYW14D7RleUkbWZtz80dSZGcN67ze0+ly+g5cLtUfMevcvPxxQ650W4xc0IqfuKP1qXiu16ae70AG96+X26Hzbkv+juPyZ3Tf3wtd3EnJudG09X2yr9HsSn3mvVkblTj5Ad/m4rfuNOMVPw5J/7ePXya+vTXV6XisyMIF5325lR8K3hYuJlZhblN2syswtzcYWZWYb5waGZWYa5Jm5lVmNukzcwqbCwPC/dEtGbW9kZrIlpJ75J0r6SapFmDxM2W9KCk5ZLOali/t6SfFusXSmrad9dJ2szaXkSt9DJM9wB/BgzYeVxSJ3Ax8HZgf+B4SfsXmy8ELoqIFwNPAac0K9BJ2szaXo0ovQxHRNwfEc3mpTsYWB4Rj0REF7AAOFqSgMOAq4u4K4FjmpWpsdzgbmbWl6R5wLyGVfMjYn7yGEuAMyJiWT/bjgVmR8SpxfP3AK8FPgHcVtSikbQH8IOIePlgZfnCoZltU4qEPGBSlnQDsEs/m86OiO+O2IkNwEnazKxBRBwxzEOsAvZoeL57sW4NME3SuIjoblg/KLdJm5m11lJg36InxwRgLrA46m3LPwKOLeJOAprWzJ2kzcxKkvROSSuB1wPXSLquWL+bpGsBilry6cB1wP3Aooi4tzjEmcCHJC0HZgBfaVqmLxyOXZJ+BFwQEdc1rPsg8NKI+KuSxzgPuDkibhgkZgn9XESRdDIwKyJOL1nWW6nXNN4REd8r1n0f+MeIWFLmGGZjjWvSY9tV1P/UajS3WN+UpM6I+PhgCXoErATOHsXyzCrNSXpsuxr4k95RTZL2AnYDbpH0r5KWFaOnPtm7g6RfSbpQ0u3AuyRdUXQpQtLHJS2VdI+k+UW/z17vkXRnse3gvici6YWSvl3sv1TSIQOc88+B9ZKO7OcY/ZYvaYmki4rXc7+k10j6d0kPSfp0w/4nSvqf4jy/XAw6MKs0J+kxLCLWAv9DfeQT1GvRi4oLGGdHxCzgFcBbJL2iYdc1EfGqiFjQ55D/LyJeU/TrnAz8n4ZtUyLiQOCvgcv6OZ0vUB9p9Rrgz4FLBzn184Fz+lk/WPldxeu5hPrFmPcDLwdOljRD0n7AccAhxXn2AO8e5BzMKsFd8Ma+3iaP7xY/e4ehzik69Y8DdqU+fPWuYtvCAY51qKSPAFOA6cC9wPcayiEibpa0g6RpffY9Ati/ofK9g6SpEfF030KKYyDpjYnyFxc/7wbujYhHASQ9Qr071BuBVwNLi3OYDDw+wOs0qwwn6bHvu8BFkl5Fvbb7M0l7A2cAr4mIpyRdAUxq2OeZvgeRNAn4EvULgSskfaLPPn2vQPd93gG8LiI2lzzv3tp0d8nyeyexrDU87n0+DhBwZUR8tGT5ZpXg5o4xrqip/oh6E0TvBcMdqCfi9ZJ25nfNIYPpTYhPSprK7/p69joO6K39ro+I9X22/yfwN71PJB3Y5Lz/E9iRenNMmfKbuRE4VtIfFOVPl7Rn8hhmo8416W3DVcB3KHp6RMTPJd0BPACsAP6r2QEiYp2kf6N+F7DV1DvsN9pcHHM88Bf9HOIDwMWS7qL+vbsZOK1JsedTdPYvUX6z879P0jnAf0rqALZSb7f+deY4ZqPN/aTNzCrMzR1mZhXmJG1mVmFO0mZmFeYkbWZWYU7SZmYV5iRtZlZhTtJmZhX2/wHn2Ga/0QnfFAAAAABJRU5ErkJggg==
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[19]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Variable Name&#39;, ylabel=&#39;Variable Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span> <span class="o">=</span> <span class="n">imputed_countryXindicator</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">aquastat_cc</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s2">&quot;Area&quot;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s2">&quot;Country&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Code&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[21]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Agricultural water withdrawal as % of total renewable water resources</th>
+      <th>Agricultural water withdrawal as % of total water withdrawal</th>
+      <th>Dam capacity per capita</th>
+      <th>Dependency ratio</th>
+      <th>Flood occurrence (WRI)</th>
+      <th>Industrial water withdrawal as % of total water withdrawal</th>
+      <th>Interannual variability (WRI)</th>
+      <th>MDG 7.5. Freshwater withdrawal as % of total renewable water resources</th>
+      <th>Municipal water withdrawal as % of total withdrawal</th>
+      <th>National Rainfall Index (NRI)</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Services Water Use Efficiency</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+      <th>Country</th>
+    </tr>
+    <tr>
+      <th>Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>AFG</th>
+      <td>30.613807</td>
+      <td>98.169627</td>
+      <td>55.350280</td>
+      <td>28.722600</td>
+      <td>3.7</td>
+      <td>0.831988</td>
+      <td>2.5</td>
+      <td>31.045462</td>
+      <td>0.998385</td>
+      <td>185.000000</td>
+      <td>...</td>
+      <td>57.148622</td>
+      <td>0.923778</td>
+      <td>54.757019</td>
+      <td>2.5</td>
+      <td>1299.037172</td>
+      <td>55.3</td>
+      <td>1799.917253</td>
+      <td>561.297018</td>
+      <td>78.2</td>
+      <td>Afghanistan</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>2.996689</td>
+      <td>63.741372</td>
+      <td>1397.282892</td>
+      <td>10.927152</td>
+      <td>2.7</td>
+      <td>16.326243</td>
+      <td>1.2</td>
+      <td>3.933775</td>
+      <td>19.932385</td>
+      <td>1136.000000</td>
+      <td>...</td>
+      <td>21.852239</td>
+      <td>6.656907</td>
+      <td>7.139423</td>
+      <td>2.4</td>
+      <td>9326.776621</td>
+      <td>95.1</td>
+      <td>10470.953679</td>
+      <td>492.273511</td>
+      <td>94.9</td>
+      <td>Albania</td>
+    </tr>
+    <tr>
+      <th>DZA</th>
+      <td>57.178366</td>
+      <td>63.764099</td>
+      <td>208.248826</td>
+      <td>3.599897</td>
+      <td>2.8</td>
+      <td>1.825655</td>
+      <td>2.3</td>
+      <td>84.014742</td>
+      <td>34.410247</td>
+      <td>241.500000</td>
+      <td>...</td>
+      <td>23.068787</td>
+      <td>14.354620</td>
+      <td>137.920360</td>
+      <td>1.9</td>
+      <td>271.737627</td>
+      <td>83.6</td>
+      <td>281.885204</td>
+      <td>252.771322</td>
+      <td>84.3</td>
+      <td>Algeria</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>57.771078</td>
+      <td>53.096413</td>
+      <td>996.177136</td>
+      <td>20.866262</td>
+      <td>3.3</td>
+      <td>18.168756</td>
+      <td>1.5</td>
+      <td>60.122626</td>
+      <td>28.734830</td>
+      <td>1071.311544</td>
+      <td>...</td>
+      <td>146.632709</td>
+      <td>86.300426</td>
+      <td>69.033809</td>
+      <td>1.6</td>
+      <td>4098.648070</td>
+      <td>100.0</td>
+      <td>4098.648070</td>
+      <td>422.680401</td>
+      <td>100.0</td>
+      <td>Andorra</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>0.098854</td>
+      <td>20.784925</td>
+      <td>316.775132</td>
+      <td>0.269542</td>
+      <td>1.7</td>
+      <td>33.947294</td>
+      <td>2.5</td>
+      <td>0.475539</td>
+      <td>45.267781</td>
+      <td>1137.000000</td>
+      <td>...</td>
+      <td>167.030879</td>
+      <td>142.467836</td>
+      <td>1.871883</td>
+      <td>3.1</td>
+      <td>4963.650317</td>
+      <td>49.0</td>
+      <td>4977.065588</td>
+      <td>23.671246</td>
+      <td>75.4</td>
+      <td>Angola</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>VEN</th>
+      <td>1.261132</td>
+      <td>73.852110</td>
+      <td>5360.965420</td>
+      <td>39.245283</td>
+      <td>2.7</td>
+      <td>3.506097</td>
+      <td>2.7</td>
+      <td>1.707253</td>
+      <td>22.641793</td>
+      <td>1813.000000</td>
+      <td>...</td>
+      <td>25.304472</td>
+      <td>9.557190</td>
+      <td>7.540367</td>
+      <td>2.3</td>
+      <td>27378.639165</td>
+      <td>93.1</td>
+      <td>45064.219744</td>
+      <td>769.537023</td>
+      <td>95.0</td>
+      <td>Venezuela (Bolivarian Republic of)</td>
+    </tr>
+    <tr>
+      <th>VNM</th>
+      <td>8.794055</td>
+      <td>94.782397</td>
+      <td>472.677418</td>
+      <td>59.347147</td>
+      <td>3.8</td>
+      <td>3.747409</td>
+      <td>0.7</td>
+      <td>9.259150</td>
+      <td>1.470194</td>
+      <td>1991.000000</td>
+      <td>...</td>
+      <td>83.840791</td>
+      <td>2.349448</td>
+      <td>18.130315</td>
+      <td>3.2</td>
+      <td>3799.339725</td>
+      <td>97.6</td>
+      <td>9345.813361</td>
+      <td>867.118796</td>
+      <td>99.1</td>
+      <td>Viet Nam</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>154.047619</td>
+      <td>90.743338</td>
+      <td>16.615880</td>
+      <td>0.000000</td>
+      <td>2.9</td>
+      <td>1.823282</td>
+      <td>4.9</td>
+      <td>169.761905</td>
+      <td>7.433380</td>
+      <td>232.700000</td>
+      <td>...</td>
+      <td>47.023411</td>
+      <td>5.219357</td>
+      <td>169.761905</td>
+      <td>2.4</td>
+      <td>75.445075</td>
+      <td>54.9</td>
+      <td>75.445075</td>
+      <td>128.076996</td>
+      <td>72.0</td>
+      <td>Yemen</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>1.099237</td>
+      <td>73.282443</td>
+      <td>6000.700503</td>
+      <td>23.473282</td>
+      <td>2.5</td>
+      <td>8.269720</td>
+      <td>2.1</td>
+      <td>1.500000</td>
+      <td>18.447837</td>
+      <td>1065.000000</td>
+      <td>...</td>
+      <td>43.217366</td>
+      <td>12.764894</td>
+      <td>2.835498</td>
+      <td>4.4</td>
+      <td>4758.627519</td>
+      <td>65.4</td>
+      <td>6218.256409</td>
+      <td>93.273846</td>
+      <td>85.6</td>
+      <td>Zambia</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>13.850000</td>
+      <td>82.956485</td>
+      <td>7019.230792</td>
+      <td>38.700000</td>
+      <td>2.8</td>
+      <td>2.437783</td>
+      <td>3.1</td>
+      <td>16.695000</td>
+      <td>14.605732</td>
+      <td>722.500000</td>
+      <td>...</td>
+      <td>27.194488</td>
+      <td>5.213329</td>
+      <td>31.346226</td>
+      <td>3.7</td>
+      <td>861.160973</td>
+      <td>76.9</td>
+      <td>1404.830298</td>
+      <td>234.543442</td>
+      <td>97.0</td>
+      <td>Zimbabwe</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 23 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>dir
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre> Volume in drive C is Windows
+ Volume Serial Number is A8E6-B474
+
+ Directory of C:\Users\joach\code-projects\WaterSecurity\unlabeled_preprocessing
+
+12/05/2021  08:21    &lt;DIR&gt;          .
+12/05/2021  08:21    &lt;DIR&gt;          ..
+12/05/2021  08:11    &lt;DIR&gt;          .ipynb_checkpoints
+11/05/2021  15:21             1,709 helpers.py
+12/05/2021  08:21           136,834 prep_aquastat.ipynb
+11/05/2021  15:21            47,960 prep_economic_v2.ipynb
+11/05/2021  15:21           400,714 prep_edstats.ipynb
+11/05/2021  15:21         2,790,867 prep_hdro_v2.ipynb
+11/05/2021  15:21                 0 __init__.py
+11/05/2021  15:28    &lt;DIR&gt;          __pycache__
+               6 File(s)      3,378,084 bytes
+               4 Dir(s)  838,000,263,168 bytes free
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/aquastat_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_aquastat.html b/documentation/WaterSecurity/notebooks/prep_aquastat.html
new file mode 100644
index 0000000..1218dcc
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+  content: "\e103";
+}
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+  content: "\e104";
+}
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+  content: "\e105";
+}
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+}
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+  content: "\e107";
+}
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+  content: "\e108";
+}
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+  content: "\e109";
+}
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+  content: "\e110";
+}
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+  content: "\e111";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e195";
+}
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+  content: "\e197";
+}
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+  content: "\e198";
+}
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+  content: "\e199";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e206";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e214";
+}
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+}
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+  content: "\e216";
+}
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+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+  content: "\231b";
+}
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+  content: "\e223";
+}
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+}
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+}
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+  content: "\e226";
+}
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+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
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+  content: "\e233";
+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e244";
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+  content: "\e245";
+}
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+  content: "\e246";
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
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+}
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+}
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+}
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+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
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+  content: "\e257";
+}
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+  content: "\e258";
+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
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+  color: #337ab7;
+  text-decoration: none;
+}
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+  color: #23527c;
+  text-decoration: underline;
+}
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+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+h5,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
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+  line-height: 1;
+  color: #777777;
+}
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+  margin-bottom: 9px;
+}
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+}
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+}
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+}
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+  font-size: 12px;
+}
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+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
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+  font-size: 92%;
+}
+mark,
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+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
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+  text-align: right;
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  color: #777777;
+}
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+  color: #337ab7;
+}
+a.text-primary:hover,
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+}
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+}
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+}
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+  color: #31708f;
+}
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+}
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+  color: #8a6d3b;
+}
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+}
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+  color: #a94442;
+}
+a.text-danger:hover,
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+}
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+  color: #fff;
+  background-color: #337ab7;
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+  margin-bottom: 9px;
+}
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+}
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+}
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+  list-style: none;
+  margin-left: -5px;
+}
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+  padding-left: 5px;
+  padding-right: 5px;
+}
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+  margin-bottom: 18px;
+}
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+}
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+  font-weight: bold;
+}
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+  margin-left: 0;
+}
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+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
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+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  text-transform: uppercase;
+}
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+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
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+blockquote ol:last-child {
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+}
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+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
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+}
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+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
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+}
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+}
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+}
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+  font-style: normal;
+  line-height: 1.42857143;
+}
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+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
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+}
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+}
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+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
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+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
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+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
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+}
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+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
+.fa-css3:before {
+  content: "\f13c";
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+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
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+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sklearn</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled.raw</span> <span class="kn">import</span> <span class="n">aquastat_eah</span><span class="p">,</span> <span class="n">aquastat_wr</span><span class="p">,</span> <span class="n">aquastat_wu</span><span class="p">,</span> <span class="n">aquastat_cc</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="kn">import</span> <span class="nn">os</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>..\data\unlabeled\raw\__init__.py:41: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:42: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:43: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_wr</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>National Rainfall Index (NRI)</td>
+      <td>4472</td>
+      <td>2017</td>
+      <td>185.000000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total internal renewable water resources per c...</td>
+      <td>4158</td>
+      <td>2017</td>
+      <td>1299.037172</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>28.722600</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1799.917253</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>2.500000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1224</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>38.700000</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1225</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1404.830298</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.100000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1228</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dam capacity per capita</td>
+      <td>4471</td>
+      <td>2017</td>
+      <td>7019.230792</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1229 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_wu</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Agricultural water withdrawal as % of total wa...</td>
+      <td>4254</td>
+      <td>2017</td>
+      <td>98.169627</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Industrial water withdrawal as % of total wate...</td>
+      <td>4256</td>
+      <td>2017</td>
+      <td>0.831988</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Municipal water withdrawal as % of total withd...</td>
+      <td>4255</td>
+      <td>2017</td>
+      <td>0.998385</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total water withdrawal per capita</td>
+      <td>4257</td>
+      <td>2017</td>
+      <td>561.297018</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>MDG 7.5. Freshwater withdrawal as % of total r...</td>
+      <td>4275</td>
+      <td>2017</td>
+      <td>31.045462</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1946</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.2. Water Stress</td>
+      <td>4550</td>
+      <td>2017</td>
+      <td>31.346226</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1947</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Water Use Efficiency</td>
+      <td>4551</td>
+      <td>2017</td>
+      <td>5.213329</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1948</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Irrigated Agriculture Water Use Eff...</td>
+      <td>4552</td>
+      <td>2017</td>
+      <td>0.050244</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1949</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Industrial Water Use Efficiency</td>
+      <td>4553</td>
+      <td>2017</td>
+      <td>49.212523</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1950</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>SDG 6.4.1. Services Water Use Efficiency</td>
+      <td>4554</td>
+      <td>2017</td>
+      <td>27.194488</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1951 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_eah</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population</td>
+      <td>4104</td>
+      <td>2017</td>
+      <td>36296.113</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population</td>
+      <td>4105</td>
+      <td>2017</td>
+      <td>26558.609</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>8971.472</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.700</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.300</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1440</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>5328.766</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1441</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>2.800</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1442</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>76.900</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1443</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2017</td>
+      <td>67.300</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1444</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Urban population with access to safe drinking-...</td>
+      <td>4116</td>
+      <td>2017</td>
+      <td>97.000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1445 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">aquastat_cc</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[5]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Code</th>
+      <th>Country</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>AFG</td>
+      <td>Afghanistan</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ALB</td>
+      <td>Albania</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>DZA</td>
+      <td>Algeria</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>AND</td>
+      <td>Andorra</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>AGO</td>
+      <td>Angola</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>195</th>
+      <td>VEN</td>
+      <td>Venezuela (Bolivarian Republic of)</td>
+    </tr>
+    <tr>
+      <th>196</th>
+      <td>VNM</td>
+      <td>Viet Nam</td>
+    </tr>
+    <tr>
+      <th>197</th>
+      <td>YEM</td>
+      <td>Yemen</td>
+    </tr>
+    <tr>
+      <th>198</th>
+      <td>ZMB</td>
+      <td>Zambia</td>
+    </tr>
+    <tr>
+      <th>199</th>
+      <td>ZWE</td>
+      <td>Zimbabwe</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 2 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="All-data-should-be-fairly-similar---everything-can-be-merged">All data should be fairly similar - everything can be merged<a class="anchor-link" href="#All-data-should-be-fairly-similar---everything-can-be-merged">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">aquastat_eah</span><span class="p">,</span><span class="n">aquastat_wu</span><span class="p">,</span><span class="n">aquastat_wr</span><span class="p">])</span>
+<span class="n">alldf</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population</td>
+      <td>4104</td>
+      <td>2017</td>
+      <td>36296.113000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population</td>
+      <td>4105</td>
+      <td>2017</td>
+      <td>26558.609000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population</td>
+      <td>4106</td>
+      <td>2017</td>
+      <td>8971.472000</td>
+      <td>X</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.300000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1224</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2017</td>
+      <td>38.700000</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1225</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Total renewable water resources per capita</td>
+      <td>4190</td>
+      <td>2017</td>
+      <td>1404.830298</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.100000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.700000</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1228</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Dam capacity per capita</td>
+      <td>4471</td>
+      <td>2017</td>
+      <td>7019.230792</td>
+      <td>E</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>4625 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="o">.</span><span class="n">info</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>&lt;class &#39;pandas.core.frame.DataFrame&#39;&gt;
+Int64Index: 4625 entries, 0 to 1228
+Data columns (total 8 columns):
+ #   Column         Non-Null Count  Dtype  
+---  ------         --------------  -----  
+ 0   Area           4625 non-null   object 
+ 1   Area Id        4625 non-null   int64  
+ 2   Variable Name  4625 non-null   object 
+ 3   Variable Id    4625 non-null   int64  
+ 4   Year           4625 non-null   int64  
+ 5   Value          4622 non-null   float64
+ 6   Symbol         4603 non-null   object 
+ 7   Md             4625 non-null   int64  
+dtypes: float64(1), int64(4), object(3)
+memory usage: 325.2+ KB
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="These-are-the-different-symbols-found-in-the-dataset">These are the different symbols found in the dataset<a class="anchor-link" href="#These-are-the-different-symbols-found-in-the-dataset">&#182;</a></h2><ul>
+<li>No symbol: Official value, data come from one national source (FAO questionnaire on water and agriculture, report, publication, official website, etc.) .</li>
+<li>E: Estimate either calculated as sum or identify (yield) from official values or from an AQUASTAT estimation.</li>
+<li>I: Imputed (carry forward, vertical imputation, linear interpolation)*.</li>
+<li>X: External value (reported by FAOSTAT or another international agency)**.</li>
+</ul>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="p">[</span><span class="n">alldf</span><span class="p">[</span><span class="s1">&#39;Symbol&#39;</span><span class="p">]</span> <span class="o">==</span> <span class="s2">&quot;I&quot;</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>3</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>3.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Total population with access to safe drinking-...</td>
+      <td>4114</td>
+      <td>2017</td>
+      <td>55.3</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>5</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2017</td>
+      <td>47.0</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>6</th>
+      <td>Afghanistan</td>
+      <td>4</td>
+      <td>Urban population with access to safe drinking-...</td>
+      <td>4116</td>
+      <td>2017</td>
+      <td>78.2</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>11</th>
+      <td>Albania</td>
+      <td>8</td>
+      <td>Flood occurrence (WRI)</td>
+      <td>4543</td>
+      <td>2017</td>
+      <td>2.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>1219</th>
+      <td>Zambia</td>
+      <td>894</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>2.1</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1220</th>
+      <td>Zambia</td>
+      <td>894</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>4.4</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1222</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>National Rainfall Index (NRI)</td>
+      <td>4472</td>
+      <td>2017</td>
+      <td>722.5</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1226</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Interannual variability (WRI)</td>
+      <td>4541</td>
+      <td>2017</td>
+      <td>3.1</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>1227</th>
+      <td>Zimbabwe</td>
+      <td>716</td>
+      <td>Seasonal variability (WRI)</td>
+      <td>4542</td>
+      <td>2017</td>
+      <td>3.7</td>
+      <td>I</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+<p>1939 rows × 8 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Explore-the-three-missing-values">Explore the three missing values<a class="anchor-link" href="#Explore-the-three-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">alldf</span><span class="p">[</span><span class="n">alldf</span><span class="p">[</span><span class="s1">&#39;Value&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">isna</span><span class="p">()]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Area</th>
+      <th>Area Id</th>
+      <th>Variable Name</th>
+      <th>Variable Id</th>
+      <th>Year</th>
+      <th>Value</th>
+      <th>Symbol</th>
+      <th>Md</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>841</th>
+      <td>Monaco</td>
+      <td>492</td>
+      <td>Rural population with access to safe drinking-...</td>
+      <td>4115</td>
+      <td>2000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0</td>
+    </tr>
+    <tr>
+      <th>865</th>
+      <td>Morocco</td>
+      <td>504</td>
+      <td>Population affected by water related disease</td>
+      <td>4403</td>
+      <td>2000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>5293</td>
+    </tr>
+    <tr>
+      <th>22</th>
+      <td>Andorra</td>
+      <td>20</td>
+      <td>Dependency ratio</td>
+      <td>4192</td>
+      <td>2007</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Create-country-x-idicator-dataframe">Create country x idicator dataframe<a class="anchor-link" href="#Create-country-x-idicator-dataframe">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span> <span class="o">=</span> <span class="n">alldf</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="s1">&#39;Value&#39;</span><span class="p">,[</span><span class="s1">&#39;Area&#39;</span><span class="p">],</span><span class="s1">&#39;Variable Name&#39;</span><span class="p">)</span>
+<span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Variable Name</th>
+      <th>% of area equipped for irrigation salinized</th>
+      <th>Agricultural water withdrawal as % of total renewable water resources</th>
+      <th>Agricultural water withdrawal as % of total water withdrawal</th>
+      <th>Dam capacity per capita</th>
+      <th>Dependency ratio</th>
+      <th>Flood occurrence (WRI)</th>
+      <th>Industrial water withdrawal as % of total water withdrawal</th>
+      <th>Interannual variability (WRI)</th>
+      <th>MDG 7.5. Freshwater withdrawal as % of total renewable water resources</th>
+      <th>Municipal water withdrawal as % of total withdrawal</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+    </tr>
+    <tr>
+      <th>Area</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>Afghanistan</th>
+      <td>NaN</td>
+      <td>30.613807</td>
+      <td>98.169627</td>
+      <td>55.350280</td>
+      <td>28.722600</td>
+      <td>3.7</td>
+      <td>0.831988</td>
+      <td>2.5</td>
+      <td>31.045462</td>
+      <td>0.998385</td>
+      <td>...</td>
+      <td>0.923778</td>
+      <td>54.757019</td>
+      <td>2.5</td>
+      <td>1299.037172</td>
+      <td>36296.113</td>
+      <td>55.3</td>
+      <td>1799.917253</td>
+      <td>561.297018</td>
+      <td>8971.472</td>
+      <td>78.2</td>
+    </tr>
+    <tr>
+      <th>Albania</th>
+      <td>3.022472</td>
+      <td>2.996689</td>
+      <td>63.741372</td>
+      <td>1397.282892</td>
+      <td>10.927152</td>
+      <td>2.7</td>
+      <td>16.326243</td>
+      <td>1.2</td>
+      <td>3.933775</td>
+      <td>19.932385</td>
+      <td>...</td>
+      <td>6.656907</td>
+      <td>7.139423</td>
+      <td>2.4</td>
+      <td>9326.776621</td>
+      <td>2884.169</td>
+      <td>95.1</td>
+      <td>10470.953679</td>
+      <td>492.273511</td>
+      <td>1740.032</td>
+      <td>94.9</td>
+    </tr>
+    <tr>
+      <th>Algeria</th>
+      <td>NaN</td>
+      <td>57.178366</td>
+      <td>63.764099</td>
+      <td>208.248826</td>
+      <td>3.599897</td>
+      <td>2.8</td>
+      <td>1.825655</td>
+      <td>2.3</td>
+      <td>84.014742</td>
+      <td>34.410247</td>
+      <td>...</td>
+      <td>14.354620</td>
+      <td>137.920360</td>
+      <td>1.9</td>
+      <td>271.737627</td>
+      <td>41389.189</td>
+      <td>83.6</td>
+      <td>281.885204</td>
+      <td>252.771322</td>
+      <td>29770.610</td>
+      <td>84.3</td>
+    </tr>
+    <tr>
+      <th>Andorra</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>3.3</td>
+      <td>NaN</td>
+      <td>1.5</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1.6</td>
+      <td>4098.648070</td>
+      <td>77.001</td>
+      <td>100.0</td>
+      <td>4098.648070</td>
+      <td>NaN</td>
+      <td>67.845</td>
+      <td>100.0</td>
+    </tr>
+    <tr>
+      <th>Angola</th>
+      <td>NaN</td>
+      <td>0.098854</td>
+      <td>20.784925</td>
+      <td>316.775132</td>
+      <td>0.269542</td>
+      <td>1.7</td>
+      <td>33.947294</td>
+      <td>2.5</td>
+      <td>0.475539</td>
+      <td>45.267781</td>
+      <td>...</td>
+      <td>142.467836</td>
+      <td>1.871883</td>
+      <td>3.1</td>
+      <td>4963.650317</td>
+      <td>29816.766</td>
+      <td>49.0</td>
+      <td>4977.065588</td>
+      <td>23.671246</td>
+      <td>19311.639</td>
+      <td>75.4</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>Venezuela (Bolivarian Republic of)</th>
+      <td>NaN</td>
+      <td>1.261132</td>
+      <td>73.852110</td>
+      <td>5360.965420</td>
+      <td>39.245283</td>
+      <td>2.7</td>
+      <td>3.506097</td>
+      <td>2.7</td>
+      <td>1.707253</td>
+      <td>22.641793</td>
+      <td>...</td>
+      <td>9.557190</td>
+      <td>7.540367</td>
+      <td>2.3</td>
+      <td>27378.639165</td>
+      <td>29402.484</td>
+      <td>93.1</td>
+      <td>45064.219744</td>
+      <td>769.537023</td>
+      <td>28198.251</td>
+      <td>95.0</td>
+    </tr>
+    <tr>
+      <th>Viet Nam</th>
+      <td>6.542933</td>
+      <td>8.794055</td>
+      <td>94.782397</td>
+      <td>472.677418</td>
+      <td>59.347147</td>
+      <td>3.8</td>
+      <td>3.747409</td>
+      <td>0.7</td>
+      <td>9.259150</td>
+      <td>1.470194</td>
+      <td>...</td>
+      <td>2.349448</td>
+      <td>18.130315</td>
+      <td>3.2</td>
+      <td>3799.339725</td>
+      <td>94600.648</td>
+      <td>97.6</td>
+      <td>9345.813361</td>
+      <td>867.118796</td>
+      <td>33642.498</td>
+      <td>99.1</td>
+    </tr>
+    <tr>
+      <th>Yemen</th>
+      <td>NaN</td>
+      <td>154.047619</td>
+      <td>90.743338</td>
+      <td>16.615880</td>
+      <td>0.000000</td>
+      <td>2.9</td>
+      <td>1.823282</td>
+      <td>4.9</td>
+      <td>169.761905</td>
+      <td>7.433380</td>
+      <td>...</td>
+      <td>5.219357</td>
+      <td>169.761905</td>
+      <td>2.4</td>
+      <td>75.445075</td>
+      <td>27834.819</td>
+      <td>54.9</td>
+      <td>75.445075</td>
+      <td>128.076996</td>
+      <td>10174.612</td>
+      <td>72.0</td>
+    </tr>
+    <tr>
+      <th>Zambia</th>
+      <td>NaN</td>
+      <td>1.099237</td>
+      <td>73.282443</td>
+      <td>6000.700503</td>
+      <td>23.473282</td>
+      <td>2.5</td>
+      <td>8.269720</td>
+      <td>2.1</td>
+      <td>1.500000</td>
+      <td>18.447837</td>
+      <td>...</td>
+      <td>12.764894</td>
+      <td>2.835498</td>
+      <td>4.4</td>
+      <td>4758.627519</td>
+      <td>16853.599</td>
+      <td>65.4</td>
+      <td>6218.256409</td>
+      <td>93.273846</td>
+      <td>7346.421</td>
+      <td>85.6</td>
+    </tr>
+    <tr>
+      <th>Zimbabwe</th>
+      <td>NaN</td>
+      <td>13.850000</td>
+      <td>82.956485</td>
+      <td>7019.230792</td>
+      <td>38.700000</td>
+      <td>2.8</td>
+      <td>2.437783</td>
+      <td>3.1</td>
+      <td>16.695000</td>
+      <td>14.605732</td>
+      <td>...</td>
+      <td>5.213329</td>
+      <td>31.346226</td>
+      <td>3.7</td>
+      <td>861.160973</td>
+      <td>14236.595</td>
+      <td>76.9</td>
+      <td>1404.830298</td>
+      <td>234.543442</td>
+      <td>5328.766</td>
+      <td>97.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 27 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Urban population&#39;</span><span class="p">,</span><span class="s1">&#39;Total population&#39;</span><span class="p">,</span><span class="s1">&#39;Rural population&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(200, 24)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 84.0 %
+Min: 1.5 %
+Mean: 16.208333333333332 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(1.5, 84.0)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Drop-columns-that-has-to-many-missing-values">Drop columns that has to many missing values<a class="anchor-link" href="#Drop-columns-that-has-to-many-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 20.5 %
+Min: 1.5 %
+Mean: 10.545454545454545 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(1.5, 20.5)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[16]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(200, 22)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Impute-the-missing-values">Impute the missing values<a class="anchor-link" href="#Impute-the-missing-values">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (200, 22)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.04
+[IterativeImputer] Change: 17738.817690565473, scaled tolerance: 508.38384774800903 
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.07
+[IterativeImputer] Change: 240.05853395982552, scaled tolerance: 508.38384774800903 
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (200, 22)
+[IterativeImputer] Ending imputation round 1/2, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/2, elapsed time 0.01
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Check-the-correlation-for-the-imputed-and-non-imputed-dataset">Check the correlation for the imputed and non-imputed dataset<a class="anchor-link" href="#Check-the-correlation-for-the-imputed-and-non-imputed-dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Variable Name&#39;, ylabel=&#39;Variable Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img src="data:image/png;base64,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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[19]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Variable Name&#39;, ylabel=&#39;Variable Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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Ox/+UHjoHq75v6z1nZYbiYdQMfaHan49t1zn6Pdv9XvcqAvsPnY/VPxC88/KhUP8P5/visV3zUjtzblu07O/f43xc6YpItZhucBm4DzI+JHw1YrM7OMnbRP+rvUlo55EviEpE/UH/RN/82sMnbGPmlq08DNzKpv5Dak+71w+MPhrIiZ2YDtpN0dZmatYSft7jAzaw0jtyFd6i54AEjKj28yMxsGivJbw3NJJ0h6WNIaSef2cnwXSYuL4z+WtE/dsU8W+x+W9LZmvLeGSVrSGyU9BPy8eP46SZ9vRuFmZk3RFeW3fkhqA64E3g4cCJwq6cAeYWdSu3Xzq4DLgcuK1x5IbXXxg4ATgM8X5xuUMi3py4G3URuKR0T8DOjzvh5mZsOuefeTngmsiYhHIqIdWASc2CPmRODa4vH1wHGqLRt+IrAoIrZHxC+BNcX5BqVUn3RErC2WLu/W/1S2Hble/I5JY1PxAHouN5uua8LQ3mpEK59LxU86fVIq/ok78mvZ6eW5mWLZNQizMwiX/E1uVOfcc3IzIDuezdUf4OqPHZGKP+uKFan4zacckIrXuvZU/BmXL0/FA2hb7vdz1DO57+t3vpqL/7uLG8c0lBjdIWk+ML9u14KIWFA83htYW3dsHXBkj1P8LiYiOiRtAqYW+5f3eG1+cdIeyiTptZLeCISkMcDHgNxcVzOzoZS4cFgk5AUNAyuiTHfHB4GPUPuLsB44uHhuZlYNzevuWE/tLp/dphf7eo2RNBr4A2rdwWVem1bmpv9PAO8dbEFmZkOmeauFrwD2l7QvtQQ7F3hPj5ilwDzgLmoLc98eESFpKfANSf8KvAzYnyYs2t3fDZb+jX7+7kTERwdbuJlZUzQpRxd9zGcDN1O7Z/41EfGgpIuAlRGxFPgS8FVJa4CN1BI5RdwS4CGgA/hIROQvlPTQX0t65WBPbmY2LJo4mSUibgRu7LHvU3WPtwHv7uO1lwCXNK82/d+749r655Im1nbH5mZWwMxs0HbmGYeSDpd0P3Af8ICkn0k6bOirZmZWjiJKb62mzBC8a4APR8SdAJLeBHyZ2lqHZmYvvtbLvaWVSdKd3QkaICJ+JCm3tpSZ2VAa9OW56upvdMehxcMfSroKuI7a36s5wLL+TqqtuRlNozfl1pkDaJ+Su4FfTE2ucZh8D/G63P2nNi7JreuoSfkZk7E+N3st/ac3uQZhdgbhosuSayhedUcqHmD+hbn1/rRr6XuSAdB297Op+M5pydm3u+XqA8CW5Gd791wZMX4AdRqsnbQl/S89nl9Q93gEf0vMrOW0YF9zWf2N7vDyWWbWGkZuji53g6Vi5fCDgHHd+yLioqGqlJlZys6cpCV9EdiV2sK0V1ObBjnoqY5mZs1S5mb+rapMD/8bI+J91G5yfSHwBuAPh7ZaZmYJnVF+azFlknT3jYy3SHoZsAOYNnRVMjNLat5d8CqnTJ/09yRNAv4J+Cm1t3n1UFbKzCyjFWcSllXmVqXd6yZ8U9L3gHERsWloq2VmljByc3S/k1mOjYjbJZ3cyzEi4ltDWzUzs5J2xiQNHA3cDvxZL8cC6DNJZ2ccjd3w21Q8QPvLZzQOqjNqQ25WY3Zdt859cusJZj9UMS4/i0t752avaV1udlzbYblZltk1CLMzCJd8IL8+8qnfyc047Fq9LRU//jePpeKf3SP3uW5L/owBuh5P/i48kVxP9LDdUvHNoBa8IFhWf5NZLpA0CrgpIpYMY53MzHJGbo7uf3RHRHQBnximupiZDchIvlVpmf9D3yrp45JmSJrSvQ15zczMytrJh+DNKb7WrxAewH7Nr46Z2QB0DU/2LRqoi4F9gF8BsyPiqR4xBwNfACZSu4nqJRGxuDi2kNr1vu4RcmdExL39lVlmCN6+5d+CmdnwG8Zp4ecCt0XEpZLOLZ6f0yNmC/C+iFhdTAC8W9LNEfF0cfxvI+L6sgWWvcHSq4EDef4Nlr5SthAzsyHVlbtH9iCcCLyleHwttXvrPy9JR8R/1z3+H0kbgJcCTw+kwDJrHF4A/FuxHQN8FnjnQAozMxsKisQmzZe0sm6bnyhqz4h4tHj8GLBnv/WSZgJjgV/U7b5E0n2SLpfUcOxumZb0KcDrgHsi4v2S9gS+VuJ1ZmbDI9EnHRELgAV9HZd0K7BXL4fO63GekPruaJE0DfgqMK8YKQfwSWrJfWxRh3OAfm/7XCZJb42ILkkdkiYCG4DciHszsyHUzKF1EXF8n+VIj0uaFhGPFkl4Qx9xE4H/AM6LiOV15+5uhW+X9GXg443qUyZJryxusPTvwN3As0C/07S0Ldc/1DlxUip+QJQL75w2JveCVVsbx9QZ+/aJqfjty59LxQPsukduluKWybk1CzvW5mauXf2xI1Lx2fUHs7MHAa476Q2p+DmX3JaK33zMPql4bU7OdF2bW8cS0r8K6ZETkZzR2BTDN/55KTAPuLT4ekPPAEljgW8DX+l5gbAuwQs4CXigUYH93bvjSuAbEfHhYtcXJf0/YGJE3Ffu/ZiZDb1hHN1xKbBE0pnAr4HZAJIOBz4YEWcV+94MTJV0RvG67qF2X5f0Ump/K+8FPtiowP5a0v8N/HPRpF8CXBcR9wzgTZmZDa3O4RndERFPAsf1sn8lcFbx+Gv0cd0uIo7Nltnn/4cj4oqIeAO1gddPAtdI+rmkCyR5ZRYzq4ydelp4RPw6Ii6LiEOAU6n1o6wa6oqZmZUWXeW3FlNmnPRoSX8m6evATcDDwAvuMW1m9qKJKL+1mP4uHM6i1nJ+B7XVwRcB8yMiP8zAzGwItWI3Rln9XTj8JPAN4G963kDEzKxSunJDF1tJfzf9T1+FNDN7UeykLWkzs5ag4bvB0rAbkiS9+LwXDCPs1+zP/TBdhp7MzWrqmp5bg3DcXU+n4tunjU/Fb1vbkYpfkvyeAsy5MDc7bsza3Pp97bvnPj5nXbEiFa9dczMms+sPQn4GYfazfdoHbkzF79gjuWZhR74FmV0PsHNacq3M9hehVeuWtJlZhbXg0LqynKTNrPW5JW1mVmFdue7DVuIkbWatzy1pM7Mqc5+0mVl1+cKhmVl1hZO0mVmF7YzTwgfjtPm5AfzTPjQlXcZjN+d+KHomF79tVq5OExb+OBX/7B/NTMVnv6cAY5LLHrUfmVvSa/dv5e5Yu/mUA1LxbXc/m4of/5vHUvGQX94qOznla1e9IxU/97xbUvETvr86FQ/w3MH7pOL1XO53Z/zDz6Tim8ItaTOzChvBSTo379bMrIIiukpvgyFpiqRbJK0uvk7uI65T0r3FtrRu/76SfixpjaTFxaK1/XKSNrPWN3w3/T8XuC0i9gduK573ZmtEHFxs76zbfxlweUS8CngKOLNRgU7SZjYCdCW2QTkRuLZ4fC215QRLkSTgWOD6zOudpM2s5UVXR+lN0nxJK+u2+Ymi9oyIR4vHjwF79hE3rjj3ckknFfumAk9HRPcc9nXA3o0K9IVDM2t9ib7miFgALOjruKRbgb16OXRej/OEpL76T14REesl7QfcLul+YFPpStZxkjazlhdNvHdHRBzf1zFJj0uaFhGPSpoGbOjjHOuLr49IWgYcAnwTmCRpdNGang6sb1Qfd3eYWeuLrvLb4CwF5hWP5wE39AyQNFnSLsXjlwBHAQ9F7S/JD4BT+nt9T07SZtbygq7S2yBdCsyStBo4vniOpMMlXV3EHACslPQzakn50oh4qDh2DvDXktZQ66P+UqMC1cz/JnSb+fGvpE6q5Mw4gDFv3j0V33FTrjto9Kbc8lzbZ+Zm67U9vDUV3zWhLRUPwGjl4v94XCo8ftOeiteW5C9ItgmRXBZqQJKzj7Of7UWXzErFz758WSoe4Bsfe1Mq/j0L78oV8Gzu57zi3FOTH9QX+pND3l/6G33nPV8edHnDyX3SZtbywvfuMDOrsBE8LdxJ2sxanm9VamZWaV4+y8ysstySNjOrMF84NDOrMLekzcwqzUnazKyy3JJOiim50+5y7+Z0GdtWjUnFtyUv/ra/cnwqXpNzMwLVkatQTB3Aj2pUbmKVVuVmQS48/6hU/BmXL0/Fs1tuymHb3g0XuXiBzrW5WZMkf27ZNQizMwiX/NVbUvEDKYNxuZ/D+ac3vPtm0w3FzOmqcEvazFqfW9JmZtUV4dEdZmaV5T5pM7MKc5I2M6swXzg0M6s0t6TNzCrL3R1mZhXWNYLv3eE1Ds1sBOhKbAMnaYqkWyStLr5O7iXmGEn31m3bJJ1UHFso6Zd1xw5uWOaQrHH4N8k1DgdQh7ajJqTiO//z2VT86MdyM9HaD8utudj289zsvtg9//c0dkm+5oDcLEvWbMvFb0v+gii5FN0A1srMUnYdxeRb/tqnj0nFv+eKH+UKID9LcfaX7swVkFzLcsU5g1/j8LUvf0PpH8x9v7lrwOVJ+iywMSIulXQuMDkizuknfgqwBpgeEVskLQS+FxHXly3TLWkza3kRXaW3QToRuLZ4fC1wUoP4U4CbImLLQAt0kjazlheJf4O0Z0Q8Wjx+DNizQfxc4Loe+y6RdJ+kyyXt0qhAXzg0s5bX1dVROlbSfGB+3a4FEbGg7vitwF69vPS8+icREZL6zPqSpgGvAW6u2/1Jasl9LLAAOAe4qL/6OkmbWetLXNcqEvKCfo4f39cxSY9LmhYRjxZJeEM/Rc0Gvh0RO+rO3d0K3y7py8DHG9XX3R1m1vKCrtLbIC0F5hWP5wE39BN7Kj26OorEjiRR689+oFGBTtJm1vIiovQ2SJcCsyStBo4vniPpcElXdwdJ2geYAfywx+u/Lul+4H7gJcCnGxXo7g4za3nDNeMwIp4Ejutl/0rgrLrnvwJesPpBRBybLdNJ2sxaXhO6MSrLSdrMWt5InhY+NEk6uTadDkrOdAN2PJ78oUxvOBzx+ecfnVwf8JlcfTr3ydVH7fm+tAnLHk7FP/fMfqn4rhm59zAq+T3KzrIc9cQAflGTsxQ7p+XWUdRzuTq9Z+Fdqfjs+oOQn0G45Mw/yZ3/i3ek4pvBtyo1M6swd3eYmVWYW9JmZhXm+0mbmVWYW9JmZhXWFR7dYWZWWe7uMDOrMHd3mJlVWBPuE11ZTtJm1vLc3ZGVXJuu7btPpYvofM1uqfhRa7en4mNiWy5+rzGp+LH/9Uwqfsd++VmZm99xQO4FW3Mf9HednPsZfOeryRmH43Oz6boOy9UHIB7f0TioTnbm5/iHcz/nLVOnpuLPP/0F9/Bp6NNfW5+Kz84gXPLBN6fim8HTws3MKsx90mZmFebuDjOzCvOFQzOzCnNL2syswtwnbWZWYSN5WrgXojWzljdcC9FKerekByV1STq8n7gTJD0saY2kc+v27yvpx8X+xZIariLhJG1mLS+iq/Q2SA8AJwN9Dh6X1AZcCbwdOBA4VdKBxeHLgMsj4lXAU8CZjQp0kjazltdFlN4GIyJWRUSjdelmAmsi4pGIaAcWASdKEnAscH0Rdy1wUqMyNZI73M3MepI0H5hft2tBRCxInmMZ8PGIWNnLsVOAEyLirOL56cCRwD8Ay4tWNJJmADdFxKv7K8sXDs1sp1Ik5D6TsqRbgb16OXReRNwwZBXrg5O0mVmdiDh+kKdYD8yoez692PckMEnS6IjoqNvfL/dJm5k11wpg/2Ikx1hgLrA0an3LPwBOKeLmAQ1b5k7SZmYlSXqXpHXAG4D/kHRzsf9lkm4EKFrJZwM3A6uAJRHxYHGKc4C/lrQGmAp8qWGZvnA4ckn6AXBpRNxct+9/A38UER8qeY6LgDsi4tZ+YpbRy0UUSWcAh0fE2SXLegu1lsY7I+K7xb7vAf8cEcvKnMNspHFLemS7jtp/terNLfY3JKktIj7VX4IeAuuA84axPLNKc5Ie2a4H/rR7VpOkfYCXAXdK+oKklcXsqQu7XyDpV5Iuk/RT4N2SFhZDipD0KUkrJD0gaUEx7rPb6ZLuLY7N7FkRSS+V9M3i9SskHdVHnX8GbJI0q5dz9Fq+pGWSLi/ezypJR0j6lqTVkj5d9/rTJP2kqOdVxaQDs0pzkh7BImIj8BNqM5+g1opeUlzAOC8iDgdeCxwt6bV1L30yIg6NiEU9Tvl/IuKIYlzneOB/1R3bNSIOBj4MXNNLda6gNtPqCODPgav7qfolwPm97O+v/Pbi/XyR2sWYjwCvBs6QNFXSAcAc4Kiinp3Ae/upg1kleAjeyNfd5XFD8bV7GursYlD/aGAatemr9xXHFvdxrmMkfQLYFZgCPAh8t64cIuIOSRMlTerx2uOBA+sa3xMlTYiIZ3sWUpwDSW9KlL+0+Ho/8GBEPAog6RFqw6HeBBwGrCjqMB7Y0Mf7NKsMJ+mR7wbgckmHUmvt3i1pX+DjwBER8ZSkhcC4utc81/MkksYBn6d2IXCtpH/o8ZqeV6B7Ph8FvD4itpWsd3druqNk+d2LWHbVPe5+PhoQcG1EfLJk+WaV4O6OEa5oqf6AWhdE9wXDidQS8SZJe/L77pD+dCfEJyRN4PdjPbvNAbpbv5siYlOP498H/rL7iaSDG9T7+8Bkat0xZcpv5DbgFEl7FOVPkfSK5DnMhp1b0juH64BvU4z0iIifSboH+DmwFvjPRieIiKcl/Tu1u4A9Rm3Afr1txTnHAH/Ryyk+Clwp6T5qn7s7gA82KPYSisH+JcpvVP+HJJ0PfF/SKGAHtX7rX2fOYzbcPE7azKzC3N1hZlZhTtJmZhXmJG1mVmFO0mZmFeYkbWZWYU7SZmYV5iRtZlZh/x8Ej125Z7rQKgAAAABJRU5ErkJggg==
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span> <span class="o">=</span> <span class="n">imputed_countryXindicator</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">aquastat_cc</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s2">&quot;Area&quot;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s2">&quot;Country&quot;</span><span class="p">)</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s2">&quot;Code&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[21]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Agricultural water withdrawal as % of total renewable water resources</th>
+      <th>Agricultural water withdrawal as % of total water withdrawal</th>
+      <th>Dam capacity per capita</th>
+      <th>Dependency ratio</th>
+      <th>Flood occurrence (WRI)</th>
+      <th>Industrial water withdrawal as % of total water withdrawal</th>
+      <th>Interannual variability (WRI)</th>
+      <th>MDG 7.5. Freshwater withdrawal as % of total renewable water resources</th>
+      <th>Municipal water withdrawal as % of total withdrawal</th>
+      <th>National Rainfall Index (NRI)</th>
+      <th>...</th>
+      <th>SDG 6.4.1. Services Water Use Efficiency</th>
+      <th>SDG 6.4.1. Water Use Efficiency</th>
+      <th>SDG 6.4.2. Water Stress</th>
+      <th>Seasonal variability (WRI)</th>
+      <th>Total internal renewable water resources per capita</th>
+      <th>Total population with access to safe drinking-water (JMP)</th>
+      <th>Total renewable water resources per capita</th>
+      <th>Total water withdrawal per capita</th>
+      <th>Urban population with access to safe drinking-water (JMP)</th>
+      <th>Country</th>
+    </tr>
+    <tr>
+      <th>Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>AFG</th>
+      <td>30.613807</td>
+      <td>98.169627</td>
+      <td>55.350280</td>
+      <td>28.722600</td>
+      <td>3.7</td>
+      <td>0.831988</td>
+      <td>2.5</td>
+      <td>31.045462</td>
+      <td>0.998385</td>
+      <td>185.000000</td>
+      <td>...</td>
+      <td>57.148622</td>
+      <td>0.923778</td>
+      <td>54.757019</td>
+      <td>2.5</td>
+      <td>1299.037172</td>
+      <td>55.3</td>
+      <td>1799.917253</td>
+      <td>561.297018</td>
+      <td>78.2</td>
+      <td>Afghanistan</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>2.996689</td>
+      <td>63.741372</td>
+      <td>1397.282892</td>
+      <td>10.927152</td>
+      <td>2.7</td>
+      <td>16.326243</td>
+      <td>1.2</td>
+      <td>3.933775</td>
+      <td>19.932385</td>
+      <td>1136.000000</td>
+      <td>...</td>
+      <td>21.852239</td>
+      <td>6.656907</td>
+      <td>7.139423</td>
+      <td>2.4</td>
+      <td>9326.776621</td>
+      <td>95.1</td>
+      <td>10470.953679</td>
+      <td>492.273511</td>
+      <td>94.9</td>
+      <td>Albania</td>
+    </tr>
+    <tr>
+      <th>DZA</th>
+      <td>57.178366</td>
+      <td>63.764099</td>
+      <td>208.248826</td>
+      <td>3.599897</td>
+      <td>2.8</td>
+      <td>1.825655</td>
+      <td>2.3</td>
+      <td>84.014742</td>
+      <td>34.410247</td>
+      <td>241.500000</td>
+      <td>...</td>
+      <td>23.068787</td>
+      <td>14.354620</td>
+      <td>137.920360</td>
+      <td>1.9</td>
+      <td>271.737627</td>
+      <td>83.6</td>
+      <td>281.885204</td>
+      <td>252.771322</td>
+      <td>84.3</td>
+      <td>Algeria</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>57.771078</td>
+      <td>53.096413</td>
+      <td>996.177136</td>
+      <td>20.866262</td>
+      <td>3.3</td>
+      <td>18.168756</td>
+      <td>1.5</td>
+      <td>60.122626</td>
+      <td>28.734830</td>
+      <td>1071.311544</td>
+      <td>...</td>
+      <td>146.632709</td>
+      <td>86.300426</td>
+      <td>69.033809</td>
+      <td>1.6</td>
+      <td>4098.648070</td>
+      <td>100.0</td>
+      <td>4098.648070</td>
+      <td>422.680401</td>
+      <td>100.0</td>
+      <td>Andorra</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>0.098854</td>
+      <td>20.784925</td>
+      <td>316.775132</td>
+      <td>0.269542</td>
+      <td>1.7</td>
+      <td>33.947294</td>
+      <td>2.5</td>
+      <td>0.475539</td>
+      <td>45.267781</td>
+      <td>1137.000000</td>
+      <td>...</td>
+      <td>167.030879</td>
+      <td>142.467836</td>
+      <td>1.871883</td>
+      <td>3.1</td>
+      <td>4963.650317</td>
+      <td>49.0</td>
+      <td>4977.065588</td>
+      <td>23.671246</td>
+      <td>75.4</td>
+      <td>Angola</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>VEN</th>
+      <td>1.261132</td>
+      <td>73.852110</td>
+      <td>5360.965420</td>
+      <td>39.245283</td>
+      <td>2.7</td>
+      <td>3.506097</td>
+      <td>2.7</td>
+      <td>1.707253</td>
+      <td>22.641793</td>
+      <td>1813.000000</td>
+      <td>...</td>
+      <td>25.304472</td>
+      <td>9.557190</td>
+      <td>7.540367</td>
+      <td>2.3</td>
+      <td>27378.639165</td>
+      <td>93.1</td>
+      <td>45064.219744</td>
+      <td>769.537023</td>
+      <td>95.0</td>
+      <td>Venezuela (Bolivarian Republic of)</td>
+    </tr>
+    <tr>
+      <th>VNM</th>
+      <td>8.794055</td>
+      <td>94.782397</td>
+      <td>472.677418</td>
+      <td>59.347147</td>
+      <td>3.8</td>
+      <td>3.747409</td>
+      <td>0.7</td>
+      <td>9.259150</td>
+      <td>1.470194</td>
+      <td>1991.000000</td>
+      <td>...</td>
+      <td>83.840791</td>
+      <td>2.349448</td>
+      <td>18.130315</td>
+      <td>3.2</td>
+      <td>3799.339725</td>
+      <td>97.6</td>
+      <td>9345.813361</td>
+      <td>867.118796</td>
+      <td>99.1</td>
+      <td>Viet Nam</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>154.047619</td>
+      <td>90.743338</td>
+      <td>16.615880</td>
+      <td>0.000000</td>
+      <td>2.9</td>
+      <td>1.823282</td>
+      <td>4.9</td>
+      <td>169.761905</td>
+      <td>7.433380</td>
+      <td>232.700000</td>
+      <td>...</td>
+      <td>47.023411</td>
+      <td>5.219357</td>
+      <td>169.761905</td>
+      <td>2.4</td>
+      <td>75.445075</td>
+      <td>54.9</td>
+      <td>75.445075</td>
+      <td>128.076996</td>
+      <td>72.0</td>
+      <td>Yemen</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>1.099237</td>
+      <td>73.282443</td>
+      <td>6000.700503</td>
+      <td>23.473282</td>
+      <td>2.5</td>
+      <td>8.269720</td>
+      <td>2.1</td>
+      <td>1.500000</td>
+      <td>18.447837</td>
+      <td>1065.000000</td>
+      <td>...</td>
+      <td>43.217366</td>
+      <td>12.764894</td>
+      <td>2.835498</td>
+      <td>4.4</td>
+      <td>4758.627519</td>
+      <td>65.4</td>
+      <td>6218.256409</td>
+      <td>93.273846</td>
+      <td>85.6</td>
+      <td>Zambia</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>13.850000</td>
+      <td>82.956485</td>
+      <td>7019.230792</td>
+      <td>38.700000</td>
+      <td>2.8</td>
+      <td>2.437783</td>
+      <td>3.1</td>
+      <td>16.695000</td>
+      <td>14.605732</td>
+      <td>722.500000</td>
+      <td>...</td>
+      <td>27.194488</td>
+      <td>5.213329</td>
+      <td>31.346226</td>
+      <td>3.7</td>
+      <td>861.160973</td>
+      <td>76.9</td>
+      <td>1404.830298</td>
+      <td>234.543442</td>
+      <td>97.0</td>
+      <td>Zimbabwe</td>
+    </tr>
+  </tbody>
+</table>
+<p>200 rows × 23 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="o">!</span>dir
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre> Volume in drive C is Windows
+ Volume Serial Number is A8E6-B474
+
+ Directory of C:\Users\joach\code-projects\WaterSecurity\unlabeled_preprocessing
+
+19/05/2021  19:45    &lt;DIR&gt;          .
+19/05/2021  19:45    &lt;DIR&gt;          ..
+12/05/2021  08:11    &lt;DIR&gt;          .ipynb_checkpoints
+18/05/2021  12:37            27,518 combine_unlabeled.ipynb
+11/05/2021  15:21             1,709 helpers.py
+18/05/2021  12:37           365,025 prep_aquastat.ipynb
+18/05/2021  12:37            50,892 prep_economic_v2.ipynb
+18/05/2021  12:37         1,533,606 prep_edstats.ipynb
+19/05/2021  19:45         2,857,923 prep_hdro_v2.ipynb
+21/05/2021  08:00                43 __init__.py
+21/05/2021  08:00    &lt;DIR&gt;          __pycache__
+               7 File(s)      4,836,716 bytes
+               4 Dir(s)  832,763,138,048 bytes free
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">merged</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/preprocessed/aquastat_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_economic_v2.html b/documentation/WaterSecurity/notebooks/prep_economic_v2.html
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index 0000000..82dfba7
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+}
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+  content: "\e103";
+}
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+}
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+}
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+}
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+  content: "\e107";
+}
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+  content: "\e108";
+}
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+}
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+  content: "\e110";
+}
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+  content: "\e111";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e117";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e153";
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+  content: "\e155";
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e175";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e195";
+}
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+  content: "\e197";
+}
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+  content: "\e198";
+}
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+  content: "\e199";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e206";
+}
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+  content: "\e209";
+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e215";
+}
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+  content: "\e216";
+}
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+  content: "\26fa";
+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+  content: "\e221";
+}
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+  content: "\231b";
+}
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+  content: "\e223";
+}
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+}
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+  content: "\e225";
+}
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+  content: "\e226";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
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+  content: "\e233";
+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
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+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
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+  content: "\e250";
+}
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+}
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+}
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+}
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+}
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+  content: "\e255";
+}
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+  content: "\e256";
+}
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+  content: "\e257";
+}
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+  content: "\e258";
+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
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+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
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+h5,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
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+  line-height: 1;
+  color: #777777;
+}
+h1,
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+  margin-bottom: 9px;
+}
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+}
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+}
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+}
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+}
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+}
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+  font-size: 12px;
+}
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+  margin: 0 0 9px;
+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
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+  font-size: 92%;
+}
+mark,
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+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
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+  text-align: right;
+}
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+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
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+}
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+  text-transform: lowercase;
+}
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+}
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+  text-transform: capitalize;
+}
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+  color: #777777;
+}
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+  color: #337ab7;
+}
+a.text-primary:hover,
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+  color: #286090;
+}
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+}
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+  color: #31708f;
+}
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+}
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+  color: #8a6d3b;
+}
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+}
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+  color: #a94442;
+}
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+}
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+  color: #fff;
+  background-color: #337ab7;
+}
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+}
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+}
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+}
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+}
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+}
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+  background-color: #fcf8e3;
+}
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+}
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+}
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+}
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+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
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+  margin-bottom: 9px;
+}
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+}
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+}
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+  margin-left: -5px;
+}
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+  padding-left: 5px;
+  padding-right: 5px;
+}
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+  margin-bottom: 18px;
+}
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+}
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+  font-weight: bold;
+}
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+  margin-left: 0;
+}
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+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
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+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
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+  text-transform: uppercase;
+}
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+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
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+blockquote ol:last-child {
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+}
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+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
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+}
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+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
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+}
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+}
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+}
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+  font-style: normal;
+  line-height: 1.42857143;
+}
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+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
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+  color: #888;
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+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
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+  font-size: 100%;
+  font-weight: bold;
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+}
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+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
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+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
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+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
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+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
+  content: "\f10d";
+}
+.fa-quote-right:before {
+  content: "\f10e";
+}
+.fa-spinner:before {
+  content: "\f110";
+}
+.fa-circle:before {
+  content: "\f111";
+}
+.fa-mail-reply:before,
+.fa-reply:before {
+  content: "\f112";
+}
+.fa-github-alt:before {
+  content: "\f113";
+}
+.fa-folder-o:before {
+  content: "\f114";
+}
+.fa-folder-open-o:before {
+  content: "\f115";
+}
+.fa-smile-o:before {
+  content: "\f118";
+}
+.fa-frown-o:before {
+  content: "\f119";
+}
+.fa-meh-o:before {
+  content: "\f11a";
+}
+.fa-gamepad:before {
+  content: "\f11b";
+}
+.fa-keyboard-o:before {
+  content: "\f11c";
+}
+.fa-flag-o:before {
+  content: "\f11d";
+}
+.fa-flag-checkered:before {
+  content: "\f11e";
+}
+.fa-terminal:before {
+  content: "\f120";
+}
+.fa-code:before {
+  content: "\f121";
+}
+.fa-mail-reply-all:before,
+.fa-reply-all:before {
+  content: "\f122";
+}
+.fa-star-half-empty:before,
+.fa-star-half-full:before,
+.fa-star-half-o:before {
+  content: "\f123";
+}
+.fa-location-arrow:before {
+  content: "\f124";
+}
+.fa-crop:before {
+  content: "\f125";
+}
+.fa-code-fork:before {
+  content: "\f126";
+}
+.fa-unlink:before,
+.fa-chain-broken:before {
+  content: "\f127";
+}
+.fa-question:before {
+  content: "\f128";
+}
+.fa-info:before {
+  content: "\f129";
+}
+.fa-exclamation:before {
+  content: "\f12a";
+}
+.fa-superscript:before {
+  content: "\f12b";
+}
+.fa-subscript:before {
+  content: "\f12c";
+}
+.fa-eraser:before {
+  content: "\f12d";
+}
+.fa-puzzle-piece:before {
+  content: "\f12e";
+}
+.fa-microphone:before {
+  content: "\f130";
+}
+.fa-microphone-slash:before {
+  content: "\f131";
+}
+.fa-shield:before {
+  content: "\f132";
+}
+.fa-calendar-o:before {
+  content: "\f133";
+}
+.fa-fire-extinguisher:before {
+  content: "\f134";
+}
+.fa-rocket:before {
+  content: "\f135";
+}
+.fa-maxcdn:before {
+  content: "\f136";
+}
+.fa-chevron-circle-left:before {
+  content: "\f137";
+}
+.fa-chevron-circle-right:before {
+  content: "\f138";
+}
+.fa-chevron-circle-up:before {
+  content: "\f139";
+}
+.fa-chevron-circle-down:before {
+  content: "\f13a";
+}
+.fa-html5:before {
+  content: "\f13b";
+}
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+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
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+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
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+
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+  overflow: visible;
+  border-top: none;
+}@media print {
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+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
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+    MathJax.Hub.Config({
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+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled.raw</span> <span class="kn">import</span> <span class="n">econ_co</span> <span class="k">as</span> <span class="n">df1</span><span class="p">,</span> <span class="n">econ_da</span> <span class="k">as</span> <span class="n">df2</span><span class="p">,</span> <span class="n">econ_se</span> <span class="k">as</span> <span class="n">df3</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>..\data\unlabeled\raw\__init__.py:41: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:42: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:43: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">df2</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Index([&#39;Country Name&#39;, &#39;Country Code&#39;, &#39;Indicator Name&#39;, &#39;Indicator Code&#39;,
+       &#39;1995&#39;, &#39;1996&#39;, &#39;1997&#39;, &#39;1998&#39;, &#39;1999&#39;, &#39;2000&#39;, &#39;2001&#39;, &#39;2002&#39;, &#39;2003&#39;,
+       &#39;2004&#39;, &#39;2005&#39;, &#39;2006&#39;, &#39;2007&#39;, &#39;2008&#39;, &#39;2009&#39;, &#39;2010&#39;, &#39;2011&#39;, &#39;2012&#39;,
+       &#39;2013&#39;, &#39;2014&#39;, &#39;2015&#39;, &#39;Unnamed: 25&#39;],
+      dtype=&#39;object&#39;)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Only-look-at-the-years-listed-below">Only look at the years listed below<a class="anchor-link" href="#Only-look-at-the-years-listed-below">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;2010&#39;</span><span class="p">,</span> <span class="s1">&#39;2011&#39;</span><span class="p">,</span> <span class="s1">&#39;2012&#39;</span><span class="p">,</span><span class="s1">&#39;2013&#39;</span><span class="p">,</span> <span class="s1">&#39;2014&#39;</span><span class="p">,</span> <span class="s1">&#39;2015&#39;</span><span class="p">]</span>
+<span class="n">df2</span> <span class="o">=</span> <span class="n">df2</span><span class="p">[[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span><span class="o">*</span><span class="n">years</span><span class="p">]]</span>
+<span class="n">df2</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(298, 8)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Country Code      0
+Indicator Code    0
+2010              0
+2011              0
+2012              2
+2013              2
+2014              2
+2015              2
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Same-missing-values-in-2012-2015--&gt;-Merge-2011-with-2015-and-remove-the-rest">Same missing values in 2012-2015 -&gt; Merge 2011 with 2015 and remove the rest<a class="anchor-link" href="#Same-missing-values-in-2012-2015--&gt;-Merge-2011-with-2015-and-remove-the-rest">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">fill_missing_with_column</span><span class="p">(</span><span class="n">df2</span><span class="p">,</span><span class="s1">&#39;2015&#39;</span><span class="p">,</span><span class="s1">&#39;2011&#39;</span><span class="p">)</span>
+<span class="n">df2</span><span class="o">.</span><span class="n">isna</span><span class="p">()</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>c:\Users\joach\code-projects\WaterSecurity\unlabeled_preprocessing\helpers.py:15: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  df[into] = df[into].combine_first(df[fro])
+C:\Users\joach\.conda\envs\wsenv\lib\site-packages\pandas\core\frame.py:4308: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  return super().drop(
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[5]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Country Code      0
+Indicator Code    0
+2010              0
+2012              2
+2013              2
+2014              2
+2015              0
+dtype: int64</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span> <span class="o">=</span> <span class="n">df2</span><span class="p">[[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span><span class="s1">&#39;2015&#39;</span><span class="p">]]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df2</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2015</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>AFG</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>5.369534e-02</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>AFG</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.120000e+02</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>AGO</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>7.890000e-13</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>AGO</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.460000e+02</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ALB</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>3.746223e-01</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>293</th>
+      <td>ZAF</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>4.500000e+01</td>
+    </tr>
+    <tr>
+      <th>294</th>
+      <td>ZMB</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>6.530739e-02</td>
+    </tr>
+    <tr>
+      <th>295</th>
+      <td>ZMB</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.090000e+02</td>
+    </tr>
+    <tr>
+      <th>296</th>
+      <td>ZWE</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>1.078169e-01</td>
+    </tr>
+    <tr>
+      <th>297</th>
+      <td>ZWE</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.000000e+02</td>
+    </tr>
+  </tbody>
+</table>
+<p>298 rows × 3 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Join-indicator-names">Join indicator names<a class="anchor-link" href="#Join-indicator-names">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comb1</span> <span class="o">=</span> <span class="n">df2</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df3</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;Series Code&#39;</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">comb1</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(298, 24)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comb1</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2015</th>
+      <th>Series Code</th>
+      <th>Topic</th>
+      <th>Indicator Name</th>
+      <th>Short definition</th>
+      <th>Long definition</th>
+      <th>Unit of measure</th>
+      <th>Periodicity</th>
+      <th>...</th>
+      <th>Notes from original source</th>
+      <th>General comments</th>
+      <th>Source</th>
+      <th>Statistical concept and methodology</th>
+      <th>Development relevance</th>
+      <th>Related source links</th>
+      <th>Other web links</th>
+      <th>Related indicators</th>
+      <th>License Type</th>
+      <th>Unnamed: 20</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>AFG</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>5.369534e-02</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Metric</td>
+      <td>NaN</td>
+      <td>Economic Fitness (EF) is both a measure of a c...</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>AGO</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>7.890000e-13</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Metric</td>
+      <td>NaN</td>
+      <td>Economic Fitness (EF) is both a measure of a c...</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>ALB</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>3.746223e-01</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Metric</td>
+      <td>NaN</td>
+      <td>Economic Fitness (EF) is both a measure of a c...</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>AND</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>3.694202e-01</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Metric</td>
+      <td>NaN</td>
+      <td>Economic Fitness (EF) is both a measure of a c...</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ARE</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>3.438621e-01</td>
+      <td>EF.EFM.OVRL.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Metric</td>
+      <td>NaN</td>
+      <td>Economic Fitness (EF) is both a measure of a c...</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>293</th>
+      <td>VNM</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>3.600000e+01</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Ranking (1 = high, 149 = low)</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>294</th>
+      <td>YEM</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.070000e+02</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Ranking (1 = high, 149 = low)</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>295</th>
+      <td>ZAF</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>4.500000e+01</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Ranking (1 = high, 149 = low)</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>296</th>
+      <td>ZMB</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.090000e+02</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Ranking (1 = high, 149 = low)</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>297</th>
+      <td>ZWE</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>1.000000e+02</td>
+      <td>EF.EFM.RANK.XD</td>
+      <td>Economic Policy &amp; Debt</td>
+      <td>Economic Fitness Ranking (1 = high, 149 = low)</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Annual</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>World Bank, Economic Fitness project. For more...</td>
+      <td>The new literature of Economic Fitness uses te...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>298 rows × 24 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Pivot-so-that-table-is-countrycodeXindicator">Pivot so that table is countrycodeXindicator<a class="anchor-link" href="#Pivot-so-that-table-is-countrycodeXindicator">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span> <span class="o">=</span> <span class="n">comb1</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="s1">&#39;2015&#39;</span><span class="p">,[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">],</span> <span class="s1">&#39;Indicator Name&#39;</span><span class="p">)</span>
+<span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[10]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Economic Fitness Metric</th>
+      <th>Economic Fitness Ranking (1 = high, 149 = low)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>AFG</th>
+      <td>5.369534e-02</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>7.890000e-13</td>
+      <td>146.0</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>3.746223e-01</td>
+      <td>73.0</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>3.694202e-01</td>
+      <td>74.0</td>
+    </tr>
+    <tr>
+      <th>ARE</th>
+      <td>3.438621e-01</td>
+      <td>76.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>VNM</th>
+      <td>1.391330e+00</td>
+      <td>36.0</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>7.417100e-02</td>
+      <td>107.0</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9.784253e-01</td>
+      <td>45.0</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>6.530739e-02</td>
+      <td>109.0</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>1.078169e-01</td>
+      <td>100.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>149 rows × 2 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="No-missing-values--&gt;-no-imputation-needed">No missing values -&gt; no imputation needed<a class="anchor-link" href="#No-missing-values--&gt;-no-imputation-needed">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 0.0 %
+Min: 0.0 %
+Mean: 0.0 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(0.0, 0.0)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Merge-with-country-information">Merge with country information<a class="anchor-link" href="#Merge-with-country-information">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comb2</span> <span class="o">=</span> <span class="n">df1</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;Country Code&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">comb2</span><span class="o">.</span><span class="n">columns</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">comb2</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Index([&#39;Country Code&#39;, &#39;Short Name&#39;, &#39;Table Name&#39;, &#39;Long Name&#39;, &#39;2-alpha code&#39;,
+       &#39;Currency Unit&#39;, &#39;Special Notes&#39;, &#39;Region&#39;, &#39;Income Group&#39;, &#39;WB-2 code&#39;,
+       &#39;National accounts base year&#39;, &#39;National accounts reference year&#39;,
+       &#39;SNA price valuation&#39;, &#39;Lending category&#39;, &#39;Other groups&#39;,
+       &#39;System of National Accounts&#39;, &#39;Alternative conversion factor&#39;,
+       &#39;PPP survey year&#39;, &#39;Balance of Payments Manual in use&#39;,
+       &#39;External debt Reporting status&#39;, &#39;System of trade&#39;,
+       &#39;Government Accounting concept&#39;, &#39;IMF data dissemination standard&#39;,
+       &#39;Latest population census&#39;, &#39;Latest household survey&#39;,
+       &#39;Source of most recent Income and expenditure data&#39;,
+       &#39;Vital registration complete&#39;, &#39;Latest agricultural census&#39;,
+       &#39;Latest industrial data&#39;, &#39;Latest trade data&#39;,
+       &#39;Latest water withdrawal data&#39;, &#39;Unnamed: 31&#39;,
+       &#39;Economic Fitness Metric&#39;,
+       &#39;Economic Fitness Ranking (1 = high, 149 = low)&#39;],
+      dtype=&#39;object&#39;)
+(149, 34)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comb2</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="n">display</span><span class="p">(</span><span class="n">comb2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Short Name</th>
+      <th>Table Name</th>
+      <th>Long Name</th>
+      <th>2-alpha code</th>
+      <th>Currency Unit</th>
+      <th>Special Notes</th>
+      <th>Region</th>
+      <th>Income Group</th>
+      <th>WB-2 code</th>
+      <th>National accounts base year</th>
+      <th>...</th>
+      <th>Latest household survey</th>
+      <th>Source of most recent Income and expenditure data</th>
+      <th>Vital registration complete</th>
+      <th>Latest agricultural census</th>
+      <th>Latest industrial data</th>
+      <th>Latest trade data</th>
+      <th>Latest water withdrawal data</th>
+      <th>Unnamed: 31</th>
+      <th>Economic Fitness Metric</th>
+      <th>Economic Fitness Ranking (1 = high, 149 = low)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>AFG</th>
+      <td>Afghanistan</td>
+      <td>Afghanistan</td>
+      <td>Islamic State of Afghanistan</td>
+      <td>AF</td>
+      <td>Afghan afghani</td>
+      <td>Fiscal year end: March 20; reporting period fo...</td>
+      <td>South Asia</td>
+      <td>Low income</td>
+      <td>AF</td>
+      <td>2002/03</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2015</td>
+      <td>Integrated household survey (IHS), 2011</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2016.0</td>
+      <td>2000.0</td>
+      <td>NaN</td>
+      <td>5.369534e-02</td>
+      <td>112.0</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>Angola</td>
+      <td>Angola</td>
+      <td>People's Republic of Angola</td>
+      <td>AO</td>
+      <td>Angolan kwanza</td>
+      <td>NaN</td>
+      <td>Sub-Saharan Africa</td>
+      <td>Lower middle income</td>
+      <td>AO</td>
+      <td>2002</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2015/16</td>
+      <td>Integrated household survey (IHS), 2008/09</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2016.0</td>
+      <td>2005.0</td>
+      <td>NaN</td>
+      <td>7.890000e-13</td>
+      <td>146.0</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>Albania</td>
+      <td>Albania</td>
+      <td>Republic of Albania</td>
+      <td>AL</td>
+      <td>Albanian lek</td>
+      <td>NaN</td>
+      <td>Europe &amp; Central Asia</td>
+      <td>Upper middle income</td>
+      <td>AL</td>
+      <td>Original chained constant price data are resca...</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2008/09</td>
+      <td>Living Standards Measurement Study Survey (LSM...</td>
+      <td>Yes</td>
+      <td>2012</td>
+      <td>2013.0</td>
+      <td>2016.0</td>
+      <td>2006.0</td>
+      <td>NaN</td>
+      <td>3.746223e-01</td>
+      <td>73.0</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>Andorra</td>
+      <td>Andorra</td>
+      <td>Principality of Andorra</td>
+      <td>AD</td>
+      <td>Euro</td>
+      <td>WB-3 code changed from ADO to AND to align wit...</td>
+      <td>Europe &amp; Central Asia</td>
+      <td>High income</td>
+      <td>AD</td>
+      <td>2000</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>3.694202e-01</td>
+      <td>74.0</td>
+    </tr>
+    <tr>
+      <th>ARE</th>
+      <td>United Arab Emirates</td>
+      <td>United Arab Emirates</td>
+      <td>United Arab Emirates</td>
+      <td>AE</td>
+      <td>U.A.E. dirham</td>
+      <td>NaN</td>
+      <td>Middle East &amp; North Africa</td>
+      <td>High income</td>
+      <td>AE</td>
+      <td>2010</td>
+      <td>...</td>
+      <td>World Health Survey, 2003</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012</td>
+      <td>1985.0</td>
+      <td>2016.0</td>
+      <td>2005.0</td>
+      <td>NaN</td>
+      <td>3.438621e-01</td>
+      <td>76.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>VNM</th>
+      <td>Vietnam</td>
+      <td>Vietnam</td>
+      <td>Socialist Republic of Vietnam</td>
+      <td>VN</td>
+      <td>Vietnamese dong</td>
+      <td>NaN</td>
+      <td>East Asia &amp; Pacific</td>
+      <td>Lower middle income</td>
+      <td>VN</td>
+      <td>2010</td>
+      <td>...</td>
+      <td>Multiple Indicator Cluster Survey, 2013/14</td>
+      <td>Integrated household survey (IHS), 2014</td>
+      <td>Yes</td>
+      <td>2011</td>
+      <td>2013.0</td>
+      <td>2016.0</td>
+      <td>2005.0</td>
+      <td>NaN</td>
+      <td>1.391330e+00</td>
+      <td>36.0</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>Yemen</td>
+      <td>Yemen, Rep.</td>
+      <td>Republic of Yemen</td>
+      <td>YE</td>
+      <td>Yemeni rial</td>
+      <td>Based on official government statistics and In...</td>
+      <td>Middle East &amp; North Africa</td>
+      <td>Lower middle income</td>
+      <td>RY</td>
+      <td>1990</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2013</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2005</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2016.0</td>
+      <td>2005.0</td>
+      <td>NaN</td>
+      <td>7.417100e-02</td>
+      <td>107.0</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>South Africa</td>
+      <td>South Africa</td>
+      <td>Republic of South Africa</td>
+      <td>ZA</td>
+      <td>South African rand</td>
+      <td>Fiscal year end: March 31; reporting period fo...</td>
+      <td>Sub-Saharan Africa</td>
+      <td>Upper middle income</td>
+      <td>ZA</td>
+      <td>2010</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2003; World Hea...</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2010/11</td>
+      <td>NaN</td>
+      <td>2007</td>
+      <td>2010.0</td>
+      <td>2016.0</td>
+      <td>2013.0</td>
+      <td>NaN</td>
+      <td>9.784253e-01</td>
+      <td>45.0</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>Zambia</td>
+      <td>Zambia</td>
+      <td>Republic of Zambia</td>
+      <td>ZM</td>
+      <td>New Zambian kwacha</td>
+      <td>The base year is 2010. National accounts data ...</td>
+      <td>Sub-Saharan Africa</td>
+      <td>Lower middle income</td>
+      <td>ZM</td>
+      <td>2010</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2013/14</td>
+      <td>Integrated household survey (IHS), 2010</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>1994.0</td>
+      <td>2016.0</td>
+      <td>2002.0</td>
+      <td>NaN</td>
+      <td>6.530739e-02</td>
+      <td>109.0</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>Zimbabwe</td>
+      <td>Zimbabwe</td>
+      <td>Republic of Zimbabwe</td>
+      <td>ZW</td>
+      <td>U.S. dollar</td>
+      <td>Fiscal year end: June 30; reporting period for...</td>
+      <td>Sub-Saharan Africa</td>
+      <td>Low income</td>
+      <td>ZW</td>
+      <td>2009</td>
+      <td>...</td>
+      <td>Demographic and Health Survey, 2015</td>
+      <td>Integrated household survey (IHS), 2011/12</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2016.0</td>
+      <td>2007.0</td>
+      <td>NaN</td>
+      <td>1.078169e-01</td>
+      <td>100.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>149 rows × 33 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">comb2</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/preprocessed/economy_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_edstats-checkpoint.html b/documentation/WaterSecurity/notebooks/prep_edstats-checkpoint.html
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+}
+.glyphicon-list:before {
+  content: "\e056";
+}
+.glyphicon-indent-left:before {
+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
+.glyphicon-facetime-video:before {
+  content: "\e059";
+}
+.glyphicon-picture:before {
+  content: "\e060";
+}
+.glyphicon-map-marker:before {
+  content: "\e062";
+}
+.glyphicon-adjust:before {
+  content: "\e063";
+}
+.glyphicon-tint:before {
+  content: "\e064";
+}
+.glyphicon-edit:before {
+  content: "\e065";
+}
+.glyphicon-share:before {
+  content: "\e066";
+}
+.glyphicon-check:before {
+  content: "\e067";
+}
+.glyphicon-move:before {
+  content: "\e068";
+}
+.glyphicon-step-backward:before {
+  content: "\e069";
+}
+.glyphicon-fast-backward:before {
+  content: "\e070";
+}
+.glyphicon-backward:before {
+  content: "\e071";
+}
+.glyphicon-play:before {
+  content: "\e072";
+}
+.glyphicon-pause:before {
+  content: "\e073";
+}
+.glyphicon-stop:before {
+  content: "\e074";
+}
+.glyphicon-forward:before {
+  content: "\e075";
+}
+.glyphicon-fast-forward:before {
+  content: "\e076";
+}
+.glyphicon-step-forward:before {
+  content: "\e077";
+}
+.glyphicon-eject:before {
+  content: "\e078";
+}
+.glyphicon-chevron-left:before {
+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
+.glyphicon-minus-sign:before {
+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
+.glyphicon-arrow-left:before {
+  content: "\e091";
+}
+.glyphicon-arrow-right:before {
+  content: "\e092";
+}
+.glyphicon-arrow-up:before {
+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
+.glyphicon-resize-full:before {
+  content: "\e096";
+}
+.glyphicon-resize-small:before {
+  content: "\e097";
+}
+.glyphicon-exclamation-sign:before {
+  content: "\e101";
+}
+.glyphicon-gift:before {
+  content: "\e102";
+}
+.glyphicon-leaf:before {
+  content: "\e103";
+}
+.glyphicon-fire:before {
+  content: "\e104";
+}
+.glyphicon-eye-open:before {
+  content: "\e105";
+}
+.glyphicon-eye-close:before {
+  content: "\e106";
+}
+.glyphicon-warning-sign:before {
+  content: "\e107";
+}
+.glyphicon-plane:before {
+  content: "\e108";
+}
+.glyphicon-calendar:before {
+  content: "\e109";
+}
+.glyphicon-random:before {
+  content: "\e110";
+}
+.glyphicon-comment:before {
+  content: "\e111";
+}
+.glyphicon-magnet:before {
+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
+.glyphicon-chevron-down:before {
+  content: "\e114";
+}
+.glyphicon-retweet:before {
+  content: "\e115";
+}
+.glyphicon-shopping-cart:before {
+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
+.glyphicon-resize-vertical:before {
+  content: "\e119";
+}
+.glyphicon-resize-horizontal:before {
+  content: "\e120";
+}
+.glyphicon-hdd:before {
+  content: "\e121";
+}
+.glyphicon-bullhorn:before {
+  content: "\e122";
+}
+.glyphicon-bell:before {
+  content: "\e123";
+}
+.glyphicon-certificate:before {
+  content: "\e124";
+}
+.glyphicon-thumbs-up:before {
+  content: "\e125";
+}
+.glyphicon-thumbs-down:before {
+  content: "\e126";
+}
+.glyphicon-hand-right:before {
+  content: "\e127";
+}
+.glyphicon-hand-left:before {
+  content: "\e128";
+}
+.glyphicon-hand-up:before {
+  content: "\e129";
+}
+.glyphicon-hand-down:before {
+  content: "\e130";
+}
+.glyphicon-circle-arrow-right:before {
+  content: "\e131";
+}
+.glyphicon-circle-arrow-left:before {
+  content: "\e132";
+}
+.glyphicon-circle-arrow-up:before {
+  content: "\e133";
+}
+.glyphicon-circle-arrow-down:before {
+  content: "\e134";
+}
+.glyphicon-globe:before {
+  content: "\e135";
+}
+.glyphicon-wrench:before {
+  content: "\e136";
+}
+.glyphicon-tasks:before {
+  content: "\e137";
+}
+.glyphicon-filter:before {
+  content: "\e138";
+}
+.glyphicon-briefcase:before {
+  content: "\e139";
+}
+.glyphicon-fullscreen:before {
+  content: "\e140";
+}
+.glyphicon-dashboard:before {
+  content: "\e141";
+}
+.glyphicon-paperclip:before {
+  content: "\e142";
+}
+.glyphicon-heart-empty:before {
+  content: "\e143";
+}
+.glyphicon-link:before {
+  content: "\e144";
+}
+.glyphicon-phone:before {
+  content: "\e145";
+}
+.glyphicon-pushpin:before {
+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
+.glyphicon-gbp:before {
+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
+.glyphicon-sort-by-alphabet:before {
+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
+.glyphicon-sort-by-order:before {
+  content: "\e153";
+}
+.glyphicon-sort-by-order-alt:before {
+  content: "\e154";
+}
+.glyphicon-sort-by-attributes:before {
+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
+.glyphicon-record:before {
+  content: "\e165";
+}
+.glyphicon-save:before {
+  content: "\e166";
+}
+.glyphicon-open:before {
+  content: "\e167";
+}
+.glyphicon-saved:before {
+  content: "\e168";
+}
+.glyphicon-import:before {
+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
+.glyphicon-floppy-saved:before {
+  content: "\e173";
+}
+.glyphicon-floppy-remove:before {
+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
+.glyphicon-console:before {
+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
+h4 small,
+h5 small,
+h6 small,
+.h1 small,
+.h2 small,
+.h3 small,
+.h4 small,
+.h5 small,
+.h6 small,
+h1 .small,
+h2 .small,
+h3 .small,
+h4 .small,
+h5 .small,
+h6 .small,
+.h1 .small,
+.h2 .small,
+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
+.h2 .small,
+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
+h4,
+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
+}
+.fa-angle-double-left:before {
+  content: "\f100";
+}
+.fa-angle-double-right:before {
+  content: "\f101";
+}
+.fa-angle-double-up:before {
+  content: "\f102";
+}
+.fa-angle-double-down:before {
+  content: "\f103";
+}
+.fa-angle-left:before {
+  content: "\f104";
+}
+.fa-angle-right:before {
+  content: "\f105";
+}
+.fa-angle-up:before {
+  content: "\f106";
+}
+.fa-angle-down:before {
+  content: "\f107";
+}
+.fa-desktop:before {
+  content: "\f108";
+}
+.fa-laptop:before {
+  content: "\f109";
+}
+.fa-tablet:before {
+  content: "\f10a";
+}
+.fa-mobile-phone:before,
+.fa-mobile:before {
+  content: "\f10b";
+}
+.fa-circle-o:before {
+  content: "\f10c";
+}
+.fa-quote-left:before {
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+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
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+  overflow: visible;
+  border-top: none;
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+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
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+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[65]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sklearn</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">edstats_co</span> <span class="k">as</span> <span class="n">df_c</span><span class="p">,</span> <span class="n">edstats_da</span> <span class="k">as</span> <span class="n">df_d</span><span class="p">,</span> <span class="n">edstats_se</span> <span class="k">as</span> <span class="n">df_s</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Remember-to-extract-Edstats_csv.zip-to-Edstats_csv">Remember to extract Edstats_csv.zip to Edstats_csv<a class="anchor-link" href="#Remember-to-extract-Edstats_csv.zip-to-Edstats_csv">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Name&#39;, &#39;Country Code&#39;, &#39;Indicator Name&#39;, &#39;Indicator Code&#39;,
+       &#39;1970&#39;, &#39;1971&#39;, &#39;1972&#39;, &#39;1973&#39;, &#39;1974&#39;, &#39;1975&#39;, &#39;1976&#39;, &#39;1977&#39;, &#39;1978&#39;,
+       &#39;1979&#39;, &#39;1980&#39;, &#39;1981&#39;, &#39;1982&#39;, &#39;1983&#39;, &#39;1984&#39;, &#39;1985&#39;, &#39;1986&#39;, &#39;1987&#39;,
+       &#39;1988&#39;, &#39;1989&#39;, &#39;1990&#39;, &#39;1991&#39;, &#39;1992&#39;, &#39;1993&#39;, &#39;1994&#39;, &#39;1995&#39;, &#39;1996&#39;,
+       &#39;1997&#39;, &#39;1998&#39;, &#39;1999&#39;, &#39;2000&#39;, &#39;2001&#39;, &#39;2002&#39;, &#39;2003&#39;, &#39;2004&#39;, &#39;2005&#39;,
+       &#39;2006&#39;, &#39;2007&#39;, &#39;2008&#39;, &#39;2009&#39;, &#39;2010&#39;, &#39;2011&#39;, &#39;2012&#39;, &#39;2013&#39;, &#39;2014&#39;,
+       &#39;2015&#39;, &#39;2016&#39;, &#39;2017&#39;, &#39;2020&#39;, &#39;2025&#39;, &#39;2030&#39;, &#39;2035&#39;, &#39;2040&#39;, &#39;2045&#39;,
+       &#39;2050&#39;, &#39;2055&#39;, &#39;2060&#39;, &#39;2065&#39;, &#39;2070&#39;, &#39;2075&#39;, &#39;2080&#39;, &#39;2085&#39;, &#39;2090&#39;,
+       &#39;2095&#39;, &#39;2100&#39;, &#39;Unnamed: 69&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;2015&#39;</span><span class="p">,</span> <span class="s1">&#39;2016&#39;</span><span class="p">,</span> <span class="s1">&#39;2017&#39;</span><span class="p">,</span> <span class="s1">&#39;2020&#39;</span><span class="p">]</span>
+<span class="n">stripped_df_d</span> <span class="o">=</span> <span class="n">df_d</span><span class="p">[[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span><span class="o">*</span><span class="n">years</span><span class="p">]]</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Non na values in col 2020:&quot;</span><span class="p">,</span><span class="n">stripped_df_d</span><span class="p">[</span><span class="s1">&#39;2020&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
+<span class="n">stripped_df_d</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Non na values in col 2020: 51436
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2015</th>
+      <th>2016</th>
+      <th>2017</th>
+      <th>2020</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.F</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.GPI</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.M</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ARB</td>
+      <td>SE.PRM.TENR</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>886925</th>
+      <td>ZWE</td>
+      <td>UIS.LP.AG15T24.M</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886926</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886927</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FE.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886928</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FM.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886929</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.MA.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>886930 rows × 6 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Merge-colums-to-remove-null-values">Merge colums to remove null values<a class="anchor-link" href="#Merge-colums-to-remove-null-values">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">year</span> <span class="ow">in</span> <span class="n">years</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+    <span class="n">fill_missing_with_column</span><span class="p">(</span><span class="n">stripped_df_d</span><span class="p">,</span> <span class="s1">&#39;2020&#39;</span><span class="p">,</span><span class="n">year</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Non na values in col 2020:&quot;</span><span class="p">,</span> <span class="n">stripped_df_d</span><span class="p">[</span><span class="s1">&#39;2020&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
+<span class="n">stripped_df_d</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Non na values in col 2020: 132991
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>C:\Users\joach\code-projects\WaterSecurity\unlabeled_preprocessing\helpers.py:15: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  df[into] = df[into].combine_first(df[fro])
+C:\Users\joach\.conda\envs\wsenv\lib\site-packages\pandas\core\frame.py:4308: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  return super().drop(
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2020</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.F</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.GPI</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.M</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ARB</td>
+      <td>SE.PRM.TENR</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>886925</th>
+      <td>ZWE</td>
+      <td>UIS.LP.AG15T24.M</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886926</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886927</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FE.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886928</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FM.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886929</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.MA.ZS</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>886930 rows × 3 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d_withseries</span> <span class="o">=</span> <span class="n">stripped_df_d</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_s</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;Series Code&#39;</span><span class="p">)</span>
+<span class="n">df_d_withseries</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d_withseries</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Code&#39;, &#39;2020&#39;, &#39;Series Code&#39;, &#39;Topic&#39;, &#39;Indicator Name&#39;,
+       &#39;Short definition&#39;, &#39;Long definition&#39;, &#39;Unit of measure&#39;, &#39;Periodicity&#39;,
+       &#39;Base Period&#39;, &#39;Other notes&#39;, &#39;Aggregation method&#39;,
+       &#39;Limitations and exceptions&#39;, &#39;Notes from original source&#39;,
+       &#39;General comments&#39;, &#39;Source&#39;, &#39;Statistical concept and methodology&#39;,
+       &#39;Development relevance&#39;, &#39;Related source links&#39;, &#39;Other web links&#39;,
+       &#39;Related indicators&#39;, &#39;License Type&#39;, &#39;Unnamed: 20&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Rearange-table-to-indicator-on-column">Rearange table to indicator on column<a class="anchor-link" href="#Rearange-table-to-indicator-on-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span> <span class="o">=</span> <span class="n">df_d_withseries</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="s1">&#39;2020&#39;</span><span class="p">,[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">],</span><span class="s1">&#39;Indicator Name&#39;</span><span class="p">)</span>
+<span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Adjusted net enrolment rate, lower secondary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, lower secondary, female (%)</th>
+      <th>Adjusted net enrolment rate, lower secondary, gender parity index (GPI)</th>
+      <th>Adjusted net enrolment rate, lower secondary, male (%)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, primary, female (%)</th>
+      <th>Adjusted net enrolment rate, primary, gender parity index (GPI)</th>
+      <th>Adjusted net enrolment rate, primary, male (%)</th>
+      <th>Adjusted net enrolment rate, upper secondary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, upper secondary, female (%)</th>
+      <th>...</th>
+      <th>Under-age enrolment ratio in secondary education, female (%)</th>
+      <th>Under-age enrolment ratio in secondary education, male (%)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+      <th>Youth illiterate population, 15-24 years, % female</th>
+      <th>Youth literacy rate, population 15-24 years, both sexes (%)</th>
+      <th>Youth literacy rate, population 15-24 years, female (%)</th>
+      <th>Youth literacy rate, population 15-24 years, gender parity index (GPI)</th>
+      <th>Youth literacy rate, population 15-24 years, male (%)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>12.700000</td>
+      <td>7.7</td>
+      <td>8.600000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.700000</td>
+      <td>5.7</td>
+      <td>6.200000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>17.299999</td>
+      <td>17.0</td>
+      <td>17.100000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>47.80890</td>
+      <td>100.00000</td>
+      <td>100.00000</td>
+      <td>1.00000</td>
+      <td>100.00000</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>32.700001</td>
+      <td>11.1</td>
+      <td>16.700001</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>27.700001</td>
+      <td>23.1</td>
+      <td>25.200001</td>
+      <td>34.34808</td>
+      <td>98.95578</td>
+      <td>99.22904</td>
+      <td>1.00552</td>
+      <td>98.68459</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>8.000000</td>
+      <td>7.3</td>
+      <td>7.700000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>5.100000</td>
+      <td>5.1</td>
+      <td>5.100000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 2047 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Find-columns-that-contain-&quot;number&quot;,-&quot;Projection&quot;-or-&quot;$&quot;">Find columns that contain "number", "Projection" or "$"<a class="anchor-link" href="#Find-columns-that-contain-&quot;number&quot;,-&quot;Projection&quot;-or-&quot;$&quot;">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">projection_col</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;Projection&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+<span class="n">number</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;number&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+<span class="n">dollar</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;$&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="And-remove-them">And remove them<a class="anchor-link" href="#And-remove-them">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">projection_col</span> <span class="o">+</span> <span class="n">number</span><span class="o">+</span> <span class="n">dollar</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(241, 1502)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Remove-population-data">Remove population data<a class="anchor-link" href="#Remove-population-data">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Population, total&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="See-how-much-of-the-data-is-missing-and-drop-columns-where-more-than-50%-of-the-values-are-null">See how much of the data is missing and drop columns where more than 50% of the values are null<a class="anchor-link" href="#See-how-much-of-the-data-is-missing-and-drop-columns-where-more-than-50%-of-the-values-are-null">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 99.5850622406639 %
+Min: 3.7344398340248963 %
+Mean: 81.31204369977415 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(3.7344398340248963, 99.5850622406639)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 49.79253112033195 %
+Min: 3.7344398340248963 %
+Mean: 26.60212079299217 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(3.7344398340248963, 49.79253112033195)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[14]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(241, 243)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> <span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Age population, age 0, female, UNESCO</th>
+      <th>Age population, age 0, total, UNESCO</th>
+      <th>Age population, age 01, female, UNESCO</th>
+      <th>Age population, age 01, total, UNESCO</th>
+      <th>Age population, age 02, female, UNESCO</th>
+      <th>Age population, age 02, total, UNESCO</th>
+      <th>Age population, age 03, female, UNESCO</th>
+      <th>Age population, age 03, total, UNESCO</th>
+      <th>Age population, age 04, female, UNESCO</th>
+      <th>...</th>
+      <th>Prevalence of HIV, total (% of population ages 15-49)</th>
+      <th>Primary completion rate, both sexes (%)</th>
+      <th>Primary completion rate, female (%)</th>
+      <th>Primary completion rate, male (%)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>NaN</td>
+      <td>542.0</td>
+      <td>1112.0</td>
+      <td>572.0</td>
+      <td>1170.0</td>
+      <td>600.0</td>
+      <td>1224.0</td>
+      <td>623.0</td>
+      <td>1269.0</td>
+      <td>643.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>NaN</td>
+      <td>682677.0</td>
+      <td>1403010.0</td>
+      <td>650389.0</td>
+      <td>1338500.0</td>
+      <td>620880.0</td>
+      <td>1279403.0</td>
+      <td>593957.0</td>
+      <td>1225345.0</td>
+      <td>569425.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>12.700000</td>
+      <td>7.7</td>
+      <td>8.600000</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>NaN</td>
+      <td>414919.0</td>
+      <td>832093.0</td>
+      <td>396537.0</td>
+      <td>793950.0</td>
+      <td>379705.0</td>
+      <td>759164.0</td>
+      <td>364295.0</td>
+      <td>727455.0</td>
+      <td>350180.0</td>
+      <td>...</td>
+      <td>1.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>6.700000</td>
+      <td>5.7</td>
+      <td>6.200000</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>NaN</td>
+      <td>23697.0</td>
+      <td>49105.0</td>
+      <td>24026.0</td>
+      <td>49709.0</td>
+      <td>24243.0</td>
+      <td>50104.0</td>
+      <td>24360.0</td>
+      <td>50315.0</td>
+      <td>24397.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>106.367561</td>
+      <td>104.699371</td>
+      <td>107.900124</td>
+      <td>5.0</td>
+      <td>7.0</td>
+      <td>3.0</td>
+      <td>17.299999</td>
+      <td>17.0</td>
+      <td>17.100000</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>NaN</td>
+      <td>458859.0</td>
+      <td>936053.0</td>
+      <td>452601.0</td>
+      <td>923017.0</td>
+      <td>444988.0</td>
+      <td>907252.0</td>
+      <td>436223.0</td>
+      <td>889171.0</td>
+      <td>426514.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>32.700001</td>
+      <td>11.1</td>
+      <td>16.700001</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>NaN</td>
+      <td>484535.0</td>
+      <td>980663.0</td>
+      <td>486901.0</td>
+      <td>985215.0</td>
+      <td>489516.0</td>
+      <td>990194.0</td>
+      <td>492299.0</td>
+      <td>995445.0</td>
+      <td>495165.0</td>
+      <td>...</td>
+      <td>18.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>27.700001</td>
+      <td>23.1</td>
+      <td>25.200001</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>NaN</td>
+      <td>226616.0</td>
+      <td>457329.0</td>
+      <td>220950.0</td>
+      <td>445451.0</td>
+      <td>215890.0</td>
+      <td>434876.0</td>
+      <td>211367.0</td>
+      <td>425454.0</td>
+      <td>207311.0</td>
+      <td>...</td>
+      <td>12.6</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>8.000000</td>
+      <td>7.3</td>
+      <td>7.700000</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>NaN</td>
+      <td>181422.0</td>
+      <td>364761.0</td>
+      <td>179761.0</td>
+      <td>361101.0</td>
+      <td>177982.0</td>
+      <td>357261.0</td>
+      <td>176130.0</td>
+      <td>353321.0</td>
+      <td>174240.0</td>
+      <td>...</td>
+      <td>13.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>4.0</td>
+      <td>5.100000</td>
+      <td>5.1</td>
+      <td>5.100000</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 243 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Split-dataset-into-a-dataframe-containing-year-data-and-a-dataframe-for-the-float-precentages-data">Split dataset into a dataframe containing year-data and a dataframe for the float-precentages-data<a class="anchor-link" href="#Split-dataset-into-a-dataframe-containing-year-data-and-a-dataframe-for-the-float-precentages-data">&#182;</a></h3><p>This i done for better imputation results</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">int_cols</span> <span class="o">=</span> <span class="n">find_all_integer_columns</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_float</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">int_cols</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">countryXindicator_float</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[29]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, female (%)</th>
+      <th>Gross enrolment ratio, lower secondary, male (%)</th>
+      <th>Gross enrolment ratio, pre-primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, pre-primary, female (%)</th>
+      <th>Gross enrolment ratio, pre-primary, male (%)</th>
+      <th>Gross enrolment ratio, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, primary, female (%)</th>
+      <th>Gross enrolment ratio, primary, gender parity index (GPI)</th>
+      <th>...</th>
+      <th>Population growth (annual %)</th>
+      <th>Population, female (% of total)</th>
+      <th>Population, male (% of total)</th>
+      <th>Prevalence of HIV, total (% of population ages 15-49)</th>
+      <th>Primary completion rate, both sexes (%)</th>
+      <th>Primary completion rate, female (%)</th>
+      <th>Primary completion rate, male (%)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>0.524658</td>
+      <td>52.465521</td>
+      <td>47.534479</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>NaN</td>
+      <td>67.447617</td>
+      <td>49.580441</td>
+      <td>84.329559</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>111.877083</td>
+      <td>91.083260</td>
+      <td>0.69200</td>
+      <td>...</td>
+      <td>2.943234</td>
+      <td>48.454558</td>
+      <td>51.545442</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>12.700000</td>
+      <td>7.7</td>
+      <td>8.600000</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>3.428021</td>
+      <td>50.991010</td>
+      <td>49.008990</td>
+      <td>1.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.700000</td>
+      <td>5.7</td>
+      <td>6.200000</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>NaN</td>
+      <td>101.488373</td>
+      <td>99.889503</td>
+      <td>102.980438</td>
+      <td>88.602242</td>
+      <td>87.398911</td>
+      <td>89.722321</td>
+      <td>113.699799</td>
+      <td>111.719017</td>
+      <td>0.96706</td>
+      <td>...</td>
+      <td>-0.291206</td>
+      <td>49.514599</td>
+      <td>50.485401</td>
+      <td>0.1</td>
+      <td>106.367561</td>
+      <td>104.699371</td>
+      <td>107.900124</td>
+      <td>17.299999</td>
+      <td>17.0</td>
+      <td>17.100000</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>-1.537836</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>-1.103886</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>2.520254</td>
+      <td>49.470856</td>
+      <td>50.529144</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>32.700001</td>
+      <td>11.1</td>
+      <td>16.700001</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>1.585325</td>
+      <td>50.897604</td>
+      <td>49.102396</td>
+      <td>18.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>27.700001</td>
+      <td>23.1</td>
+      <td>25.200001</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>3.024123</td>
+      <td>50.384766</td>
+      <td>49.615234</td>
+      <td>12.6</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>8.000000</td>
+      <td>7.3</td>
+      <td>7.700000</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>2.345643</td>
+      <td>51.334997</td>
+      <td>48.665003</td>
+      <td>13.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>5.100000</td>
+      <td>5.1</td>
+      <td>5.100000</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 48 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_year</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="p">[</span><span class="n">int_cols</span><span class="p">]</span>
+<span class="n">countryXindicator_year</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[30]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(241, 195)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_year</span> <span class="o">=</span> <span class="n">countryXindicator_year</span><span class="p">[[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator_year</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;years&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]]</span>
+<span class="n">countryXindicator_year</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[31]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>13.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>9.0</td>
+      <td>13.0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>6.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>9.0</td>
+      <td>11.0</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>7.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>10.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>2.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>9.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9.0</td>
+      <td>14.0</td>
+      <td>7.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>7.0</td>
+      <td>14.0</td>
+      <td>7.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>7.0</td>
+      <td>13.0</td>
+      <td>6.0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>4.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 6 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Impute-both-dataframes">Impute both dataframes<a class="anchor-link" href="#Impute-both-dataframes">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[62]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_float</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator_float</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (241, 48)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.15
+[IterativeImputer] Change: 185.571939565928, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.30
+[IterativeImputer] Change: 84.11443482287976, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.44
+[IterativeImputer] Change: 40.004149972043805, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.59
+[IterativeImputer] Change: 20.57199335577451, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 5/100, elapsed time 0.73
+[IterativeImputer] Change: 12.447852809025877, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 6/100, elapsed time 0.88
+[IterativeImputer] Change: 10.982023559420153, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 7/100, elapsed time 1.03
+[IterativeImputer] Change: 9.335158590713679, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 8/100, elapsed time 1.17
+[IterativeImputer] Change: 8.566696528569699, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 9/100, elapsed time 1.32
+[IterativeImputer] Change: 7.68743911493866, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 10/100, elapsed time 1.46
+[IterativeImputer] Change: 6.844171756725839, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 11/100, elapsed time 1.60
+[IterativeImputer] Change: 6.065545725434555, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 12/100, elapsed time 1.75
+[IterativeImputer] Change: 5.36616411150322, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 13/100, elapsed time 1.90
+[IterativeImputer] Change: 4.744028755257943, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 14/100, elapsed time 2.04
+[IterativeImputer] Change: 4.1901923804245715, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 15/100, elapsed time 2.18
+[IterativeImputer] Change: 3.70294072516266, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 16/100, elapsed time 2.32
+[IterativeImputer] Change: 3.2688619527108522, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 17/100, elapsed time 2.47
+[IterativeImputer] Change: 2.88345738531942, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 18/100, elapsed time 2.61
+[IterativeImputer] Change: 2.532294563247444, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 19/100, elapsed time 2.75
+[IterativeImputer] Change: 2.2119869217502828, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 20/100, elapsed time 2.90
+[IterativeImputer] Change: 1.9202443611257713, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 21/100, elapsed time 3.04
+[IterativeImputer] Change: 1.6606990496546086, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 22/100, elapsed time 3.18
+[IterativeImputer] Change: 1.6559282826221846, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 23/100, elapsed time 3.33
+[IterativeImputer] Change: 1.6520065848505072, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 24/100, elapsed time 3.47
+[IterativeImputer] Change: 1.648782063252183, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 25/100, elapsed time 3.61
+[IterativeImputer] Change: 1.6461831356141814, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 26/100, elapsed time 3.77
+[IterativeImputer] Change: 1.644058054001174, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 27/100, elapsed time 3.91
+[IterativeImputer] Change: 1.6423013079998188, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 28/100, elapsed time 4.06
+[IterativeImputer] Change: 1.6408741216707456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 29/100, elapsed time 4.20
+[IterativeImputer] Change: 1.6396788922926566, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 30/100, elapsed time 4.35
+[IterativeImputer] Change: 1.638655100233116, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 31/100, elapsed time 4.49
+[IterativeImputer] Change: 1.6377695134752297, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 32/100, elapsed time 4.64
+[IterativeImputer] Change: 1.6369872536064, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 33/100, elapsed time 4.79
+[IterativeImputer] Change: 1.636221623251295, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 34/100, elapsed time 4.95
+[IterativeImputer] Change: 1.6355083766661642, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 35/100, elapsed time 5.11
+[IterativeImputer] Change: 1.634821858203819, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 36/100, elapsed time 5.27
+[IterativeImputer] Change: 1.6341370631609828, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 37/100, elapsed time 5.42
+[IterativeImputer] Change: 1.6334747186241456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 38/100, elapsed time 5.56
+[IterativeImputer] Change: 1.645652531918897, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 39/100, elapsed time 5.71
+[IterativeImputer] Change: 1.652182711035818, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 40/100, elapsed time 5.88
+[IterativeImputer] Change: 1.6532662904419548, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 41/100, elapsed time 6.02
+[IterativeImputer] Change: 1.649451831600862, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 42/100, elapsed time 6.18
+[IterativeImputer] Change: 1.6408222980663139, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 43/100, elapsed time 6.33
+[IterativeImputer] Change: 1.6294400496414387, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 44/100, elapsed time 6.47
+[IterativeImputer] Change: 1.6287678524729357, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 45/100, elapsed time 6.61
+[IterativeImputer] Change: 1.6281047469396985, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 46/100, elapsed time 6.76
+[IterativeImputer] Change: 1.6274834308429378, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 47/100, elapsed time 6.90
+[IterativeImputer] Change: 1.6270130873718072, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 48/100, elapsed time 7.04
+[IterativeImputer] Change: 1.6262940758389055, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 49/100, elapsed time 7.19
+[IterativeImputer] Change: 1.6257297763508762, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 50/100, elapsed time 7.33
+[IterativeImputer] Change: 1.6252298538321177, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 51/100, elapsed time 7.47
+[IterativeImputer] Change: 1.624722930666042, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 52/100, elapsed time 7.62
+[IterativeImputer] Change: 1.6242577689697895, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 53/100, elapsed time 7.76
+[IterativeImputer] Change: 1.6238212014114874, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 54/100, elapsed time 7.91
+[IterativeImputer] Change: 1.6234519318135652, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 55/100, elapsed time 8.06
+[IterativeImputer] Change: 1.6231115358163457, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 56/100, elapsed time 8.20
+[IterativeImputer] Change: 1.6228249713969374, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 57/100, elapsed time 8.34
+[IterativeImputer] Change: 1.6225670613424206, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 58/100, elapsed time 8.50
+[IterativeImputer] Change: 1.6222797867936543, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 59/100, elapsed time 8.65
+[IterativeImputer] Change: 1.6221342960698018, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 60/100, elapsed time 8.79
+[IterativeImputer] Change: 1.6219870713467206, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 61/100, elapsed time 8.93
+[IterativeImputer] Change: 1.6218646076142422, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 62/100, elapsed time 9.09
+[IterativeImputer] Change: 1.6217730363655758, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 63/100, elapsed time 9.24
+[IterativeImputer] Change: 1.621725788928061, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 64/100, elapsed time 9.38
+[IterativeImputer] Change: 1.6216920357302036, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 65/100, elapsed time 9.54
+[IterativeImputer] Change: 1.621698990708198, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 66/100, elapsed time 9.70
+[IterativeImputer] Change: 1.6217532944875095, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 67/100, elapsed time 9.84
+[IterativeImputer] Change: 1.6218227224444455, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 68/100, elapsed time 9.98
+[IterativeImputer] Change: 1.6218972339192113, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 69/100, elapsed time 10.12
+[IterativeImputer] Change: 1.6232902366910664, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 70/100, elapsed time 10.27
+[IterativeImputer] Change: 1.6249616723710512, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 71/100, elapsed time 10.41
+[IterativeImputer] Change: 1.6261259356463242, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 72/100, elapsed time 10.56
+[IterativeImputer] Change: 1.6281859862659571, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 73/100, elapsed time 10.71
+[IterativeImputer] Change: 1.63006029323919, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 74/100, elapsed time 10.87
+[IterativeImputer] Change: 1.6318311593012644, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 75/100, elapsed time 11.02
+[IterativeImputer] Change: 1.6336233225534909, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 76/100, elapsed time 11.16
+[IterativeImputer] Change: 1.6353960973093213, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 77/100, elapsed time 11.31
+[IterativeImputer] Change: 1.637182751172711, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 78/100, elapsed time 11.45
+[IterativeImputer] Change: 1.6389758111697363, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 79/100, elapsed time 11.60
+[IterativeImputer] Change: 1.6407763042253765, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 80/100, elapsed time 11.74
+[IterativeImputer] Change: 1.6425834310407716, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 81/100, elapsed time 11.89
+[IterativeImputer] Change: 1.6443968858747002, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 82/100, elapsed time 12.04
+[IterativeImputer] Change: 1.64625348689472, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 83/100, elapsed time 12.19
+[IterativeImputer] Change: 1.6481429500945106, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 84/100, elapsed time 12.33
+[IterativeImputer] Change: 1.6500518120410161, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 85/100, elapsed time 12.47
+[IterativeImputer] Change: 1.6519548194561064, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 86/100, elapsed time 12.61
+[IterativeImputer] Change: 1.6538680162736423, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 87/100, elapsed time 12.76
+[IterativeImputer] Change: 1.6552679864808504, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 88/100, elapsed time 12.92
+[IterativeImputer] Change: 1.6574626185722092, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 89/100, elapsed time 13.08
+[IterativeImputer] Change: 1.6594748268725177, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 90/100, elapsed time 13.25
+[IterativeImputer] Change: 1.6613749089305434, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 91/100, elapsed time 13.44
+[IterativeImputer] Change: 1.6632615294758013, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 92/100, elapsed time 13.63
+[IterativeImputer] Change: 1.6651267664591594, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 93/100, elapsed time 13.81
+[IterativeImputer] Change: 1.6669733028122995, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 94/100, elapsed time 14.00
+[IterativeImputer] Change: 1.6688041142649566, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 95/100, elapsed time 14.19
+[IterativeImputer] Change: 1.6706225132059456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 96/100, elapsed time 14.37
+[IterativeImputer] Change: 1.672451264542782, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 97/100, elapsed time 14.55
+[IterativeImputer] Change: 1.6742766711767634, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 98/100, elapsed time 14.73
+[IterativeImputer] Change: 1.6761039010597747, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 99/100, elapsed time 14.91
+[IterativeImputer] Change: 1.6778935337913161, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 100/100, elapsed time 15.10
+[IterativeImputer] Change: 1.679678914280904, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Completing matrix with shape (241, 48)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.01
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.02
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.02
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.03
+[IterativeImputer] Ending imputation round 5/100, elapsed time 0.04
+[IterativeImputer] Ending imputation round 6/100, elapsed time 0.05
+[IterativeImputer] Ending imputation round 7/100, elapsed time 0.05
+[IterativeImputer] Ending imputation round 8/100, elapsed time 0.06
+[IterativeImputer] Ending imputation round 9/100, elapsed time 0.07
+[IterativeImputer] Ending imputation round 10/100, elapsed time 0.08
+[IterativeImputer] Ending imputation round 11/100, elapsed time 0.08
+[IterativeImputer] Ending imputation round 12/100, elapsed time 0.09
+[IterativeImputer] Ending imputation round 13/100, elapsed time 0.10
+[IterativeImputer] Ending imputation round 14/100, elapsed time 0.11
+[IterativeImputer] Ending imputation round 15/100, elapsed time 0.12
+[IterativeImputer] Ending imputation round 16/100, elapsed time 0.13
+[IterativeImputer] Ending imputation round 17/100, elapsed time 0.13
+[IterativeImputer] Ending imputation round 18/100, elapsed time 0.14
+[IterativeImputer] Ending imputation round 19/100, elapsed time 0.15
+[IterativeImputer] Ending imputation round 20/100, elapsed time 0.16
+[IterativeImputer] Ending imputation round 21/100, elapsed time 0.16
+[IterativeImputer] Ending imputation round 22/100, elapsed time 0.17
+[IterativeImputer] Ending imputation round 23/100, elapsed time 0.18
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>C:\Users\joach\.conda\envs\wsenv\lib\site-packages\sklearn\impute\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  warnings.warn(&#34;[IterativeImputer] Early stopping criterion not&#34;
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Ending imputation round 24/100, elapsed time 0.19
+[IterativeImputer] Ending imputation round 25/100, elapsed time 0.20
+[IterativeImputer] Ending imputation round 26/100, elapsed time 0.20
+[IterativeImputer] Ending imputation round 27/100, elapsed time 0.21
+[IterativeImputer] Ending imputation round 28/100, elapsed time 0.22
+[IterativeImputer] Ending imputation round 29/100, elapsed time 0.23
+[IterativeImputer] Ending imputation round 30/100, elapsed time 0.23
+[IterativeImputer] Ending imputation round 31/100, elapsed time 0.24
+[IterativeImputer] Ending imputation round 32/100, elapsed time 0.25
+[IterativeImputer] Ending imputation round 33/100, elapsed time 0.26
+[IterativeImputer] Ending imputation round 34/100, elapsed time 0.26
+[IterativeImputer] Ending imputation round 35/100, elapsed time 0.27
+[IterativeImputer] Ending imputation round 36/100, elapsed time 0.28
+[IterativeImputer] Ending imputation round 37/100, elapsed time 0.28
+[IterativeImputer] Ending imputation round 38/100, elapsed time 0.29
+[IterativeImputer] Ending imputation round 39/100, elapsed time 0.30
+[IterativeImputer] Ending imputation round 40/100, elapsed time 0.31
+[IterativeImputer] Ending imputation round 41/100, elapsed time 0.31
+[IterativeImputer] Ending imputation round 42/100, elapsed time 0.32
+[IterativeImputer] Ending imputation round 43/100, elapsed time 0.33
+[IterativeImputer] Ending imputation round 44/100, elapsed time 0.33
+[IterativeImputer] Ending imputation round 45/100, elapsed time 0.34
+[IterativeImputer] Ending imputation round 46/100, elapsed time 0.35
+[IterativeImputer] Ending imputation round 47/100, elapsed time 0.35
+[IterativeImputer] Ending imputation round 48/100, elapsed time 0.36
+[IterativeImputer] Ending imputation round 49/100, elapsed time 0.37
+[IterativeImputer] Ending imputation round 50/100, elapsed time 0.37
+[IterativeImputer] Ending imputation round 51/100, elapsed time 0.38
+[IterativeImputer] Ending imputation round 52/100, elapsed time 0.39
+[IterativeImputer] Ending imputation round 53/100, elapsed time 0.39
+[IterativeImputer] Ending imputation round 54/100, elapsed time 0.40
+[IterativeImputer] Ending imputation round 55/100, elapsed time 0.41
+[IterativeImputer] Ending imputation round 56/100, elapsed time 0.41
+[IterativeImputer] Ending imputation round 57/100, elapsed time 0.42
+[IterativeImputer] Ending imputation round 58/100, elapsed time 0.43
+[IterativeImputer] Ending imputation round 59/100, elapsed time 0.43
+[IterativeImputer] Ending imputation round 60/100, elapsed time 0.44
+[IterativeImputer] Ending imputation round 61/100, elapsed time 0.45
+[IterativeImputer] Ending imputation round 62/100, elapsed time 0.45
+[IterativeImputer] Ending imputation round 63/100, elapsed time 0.46
+[IterativeImputer] Ending imputation round 64/100, elapsed time 0.47
+[IterativeImputer] Ending imputation round 65/100, elapsed time 0.47
+[IterativeImputer] Ending imputation round 66/100, elapsed time 0.48
+[IterativeImputer] Ending imputation round 67/100, elapsed time 0.49
+[IterativeImputer] Ending imputation round 68/100, elapsed time 0.49
+[IterativeImputer] Ending imputation round 69/100, elapsed time 0.50
+[IterativeImputer] Ending imputation round 70/100, elapsed time 0.50
+[IterativeImputer] Ending imputation round 71/100, elapsed time 0.51
+[IterativeImputer] Ending imputation round 72/100, elapsed time 0.52
+[IterativeImputer] Ending imputation round 73/100, elapsed time 0.52
+[IterativeImputer] Ending imputation round 74/100, elapsed time 0.53
+[IterativeImputer] Ending imputation round 75/100, elapsed time 0.54
+[IterativeImputer] Ending imputation round 76/100, elapsed time 0.55
+[IterativeImputer] Ending imputation round 77/100, elapsed time 0.55
+[IterativeImputer] Ending imputation round 78/100, elapsed time 0.56
+[IterativeImputer] Ending imputation round 79/100, elapsed time 0.57
+[IterativeImputer] Ending imputation round 80/100, elapsed time 0.57
+[IterativeImputer] Ending imputation round 81/100, elapsed time 0.58
+[IterativeImputer] Ending imputation round 82/100, elapsed time 0.59
+[IterativeImputer] Ending imputation round 83/100, elapsed time 0.59
+[IterativeImputer] Ending imputation round 84/100, elapsed time 0.60
+[IterativeImputer] Ending imputation round 85/100, elapsed time 0.60
+[IterativeImputer] Ending imputation round 86/100, elapsed time 0.61
+[IterativeImputer] Ending imputation round 87/100, elapsed time 0.62
+[IterativeImputer] Ending imputation round 88/100, elapsed time 0.62
+[IterativeImputer] Ending imputation round 89/100, elapsed time 0.63
+[IterativeImputer] Ending imputation round 90/100, elapsed time 0.64
+[IterativeImputer] Ending imputation round 91/100, elapsed time 0.64
+[IterativeImputer] Ending imputation round 92/100, elapsed time 0.65
+[IterativeImputer] Ending imputation round 93/100, elapsed time 0.66
+[IterativeImputer] Ending imputation round 94/100, elapsed time 0.66
+[IterativeImputer] Ending imputation round 95/100, elapsed time 0.67
+[IterativeImputer] Ending imputation round 96/100, elapsed time 0.68
+[IterativeImputer] Ending imputation round 97/100, elapsed time 0.68
+[IterativeImputer] Ending imputation round 98/100, elapsed time 0.69
+[IterativeImputer] Ending imputation round 99/100, elapsed time 0.69
+[IterativeImputer] Ending imputation round 100/100, elapsed time 0.70
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[33]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_year</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator_year</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (241, 6)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.01
+[IterativeImputer] Change: 1.6443802657682207, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.02
+[IterativeImputer] Change: 0.0830316620808409, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.03
+[IterativeImputer] Change: 0.0289166641679115, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.03
+[IterativeImputer] Change: 0.009636184792338298, scaled tolerance: 0.015 
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (241, 6)
+[IterativeImputer] Ending imputation round 1/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 3/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 4/4, elapsed time 0.00
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Convert-years-float-to-int">Convert years float to int<a class="anchor-link" href="#Convert-years-float-to-int">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[68]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_year</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Comparison-correlation-plot-float-precentages-data">Comparison correlation plot float-precentages-data<a class="anchor-link" href="#Comparison-correlation-plot-float-precentages-data">&#182;</a></h3><p>Before Imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[60]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator_float</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[60]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>After imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[61]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_float</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[61]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
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+</div>
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+<div class="output_area">
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+    <div class="prompt"></div>
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+<div class="output_png output_subarea ">
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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Comparison-correlation-plot-yeardata">Comparison correlation plot yeardata<a class="anchor-link" href="#Comparison-correlation-plot-yeardata">&#182;</a></h3><p>Before imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[53]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator_year</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[53]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>After imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[54]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[54]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Merge-imputed-dataframes">Merge imputed dataframes<a class="anchor-link" href="#Merge-imputed-dataframes">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[55]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_data</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">imputed_countryXindicator_float</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;Country Code&quot;</span><span class="p">)</span>
+<span class="n">imputed_data</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[55]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, female (%)</th>
+      <th>Gross enrolment ratio, lower secondary, male (%)</th>
+      <th>...</th>
+      <th>Population growth (annual %)</th>
+      <th>Population, female (% of total)</th>
+      <th>Population, male (% of total)</th>
+      <th>Prevalence of HIV, total (% of population ages 15-49)</th>
+      <th>Primary completion rate, both sexes (%)</th>
+      <th>Primary completion rate, female (%)</th>
+      <th>Primary completion rate, male (%)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>13</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.636541</td>
+      <td>91.072857</td>
+      <td>90.689076</td>
+      <td>91.406452</td>
+      <td>...</td>
+      <td>0.524658</td>
+      <td>52.465521</td>
+      <td>47.534479</td>
+      <td>1.416423</td>
+      <td>91.125743</td>
+      <td>90.752535</td>
+      <td>91.425942</td>
+      <td>10.349564</td>
+      <td>8.746525</td>
+      <td>9.324957</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>9</td>
+      <td>13</td>
+      <td>7</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.416874</td>
+      <td>67.447617</td>
+      <td>49.580441</td>
+      <td>84.329559</td>
+      <td>...</td>
+      <td>2.943234</td>
+      <td>48.454558</td>
+      <td>51.545442</td>
+      <td>0.100000</td>
+      <td>93.312781</td>
+      <td>88.498878</td>
+      <td>97.920359</td>
+      <td>12.700000</td>
+      <td>7.700000</td>
+      <td>8.600000</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>6</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.446703</td>
+      <td>90.903513</td>
+      <td>90.527003</td>
+      <td>91.325392</td>
+      <td>...</td>
+      <td>3.428021</td>
+      <td>50.991010</td>
+      <td>49.008990</td>
+      <td>1.900000</td>
+      <td>92.486172</td>
+      <td>92.930030</td>
+      <td>92.143730</td>
+      <td>6.700000</td>
+      <td>5.700000</td>
+      <td>6.200000</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>9</td>
+      <td>11</td>
+      <td>6</td>
+      <td>5</td>
+      <td>7</td>
+      <td>3</td>
+      <td>99.516937</td>
+      <td>101.488373</td>
+      <td>99.889503</td>
+      <td>102.980438</td>
+      <td>...</td>
+      <td>-0.291206</td>
+      <td>49.514599</td>
+      <td>50.485401</td>
+      <td>0.100000</td>
+      <td>106.367561</td>
+      <td>104.699371</td>
+      <td>107.900124</td>
+      <td>17.299999</td>
+      <td>17.000000</td>
+      <td>17.100000</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>2</td>
+      <td>94.592438</td>
+      <td>91.281081</td>
+      <td>91.067359</td>
+      <td>91.467822</td>
+      <td>...</td>
+      <td>-1.537836</td>
+      <td>49.937398</td>
+      <td>50.062602</td>
+      <td>-0.301099</td>
+      <td>90.510694</td>
+      <td>89.175083</td>
+      <td>91.671974</td>
+      <td>14.798726</td>
+      <td>11.023894</td>
+      <td>11.875731</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>95.413339</td>
+      <td>91.084565</td>
+      <td>90.721799</td>
+      <td>91.429833</td>
+      <td>...</td>
+      <td>-1.103886</td>
+      <td>49.937397</td>
+      <td>50.062603</td>
+      <td>-0.423033</td>
+      <td>91.464884</td>
+      <td>91.250304</td>
+      <td>91.619722</td>
+      <td>9.662467</td>
+      <td>9.205525</td>
+      <td>9.289344</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>9</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>86.150744</td>
+      <td>90.902881</td>
+      <td>90.439904</td>
+      <td>91.274501</td>
+      <td>...</td>
+      <td>2.520254</td>
+      <td>49.470856</td>
+      <td>50.529144</td>
+      <td>0.100000</td>
+      <td>92.609481</td>
+      <td>92.837224</td>
+      <td>92.326815</td>
+      <td>32.700001</td>
+      <td>11.100000</td>
+      <td>16.700001</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.505376</td>
+      <td>91.062603</td>
+      <td>90.916364</td>
+      <td>91.240835</td>
+      <td>...</td>
+      <td>1.585325</td>
+      <td>50.897604</td>
+      <td>49.102396</td>
+      <td>18.900000</td>
+      <td>91.111444</td>
+      <td>91.824840</td>
+      <td>90.441719</td>
+      <td>27.700001</td>
+      <td>23.100000</td>
+      <td>25.200001</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>7</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>93.181744</td>
+      <td>91.012954</td>
+      <td>90.829133</td>
+      <td>91.267250</td>
+      <td>...</td>
+      <td>3.024123</td>
+      <td>50.384766</td>
+      <td>49.615234</td>
+      <td>12.600000</td>
+      <td>91.406170</td>
+      <td>91.905970</td>
+      <td>90.976530</td>
+      <td>8.000000</td>
+      <td>7.300000</td>
+      <td>7.700000</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>7</td>
+      <td>13</td>
+      <td>6</td>
+      <td>7</td>
+      <td>6</td>
+      <td>4</td>
+      <td>94.625610</td>
+      <td>91.047967</td>
+      <td>90.927321</td>
+      <td>91.251754</td>
+      <td>...</td>
+      <td>2.345643</td>
+      <td>51.334997</td>
+      <td>48.665003</td>
+      <td>13.900000</td>
+      <td>91.325104</td>
+      <td>91.913467</td>
+      <td>90.806284</td>
+      <td>5.100000</td>
+      <td>5.100000</td>
+      <td>5.100000</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 54 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[56]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span> <span class="o">=</span> <span class="n">imputed_data</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_c</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;Country Code&quot;</span><span class="p">)</span>
+<span class="n">bigtable</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[56]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Code&#39;, &#39;Duration of compulsory education (years)&#39;,
+       &#39;Official entrance age to lower secondary education (years)&#39;,
+       &#39;Official entrance age to primary education (years)&#39;,
+       &#39;Theoretical duration of primary education (years)&#39;,
+       &#39;Theoretical duration of secondary education (years)&#39;,
+       &#39;Theoretical duration of upper secondary education (years)&#39;,
+       &#39;Adjusted net enrolment rate, primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, female (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, male (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, female (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, male (%)&#39;,
+       &#39;Gross enrolment ratio, primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, primary, female (%)&#39;,
+       &#39;Gross enrolment ratio, primary, gender parity index (GPI)&#39;,
+       &#39;Gross enrolment ratio, primary, male (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, female (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, gender parity index (GPI)&#39;,
+       &#39;Gross enrolment ratio, secondary, male (%)&#39;,
+       &#39;Gross enrolment ratio, upper secondary, both sexes (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, both sexes (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, female (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, male (%)&#39;,
+       &#39;Internet users (per 100 people)&#39;,
+       &#39;Labor force, female (% of total labor force)&#39;,
+       &#39;Mortality rate, under-5 (per 1,000 live births)&#39;,
+       &#39;Net enrolment rate, primary, both sexes (%)&#39;,
+       &#39;Percentage of enrolment in pre-primary education in private institutions (%)&#39;,
+       &#39;Percentage of enrolment in primary education in private institutions (%)&#39;,
+       &#39;Percentage of enrolment in secondary education in private institutions (%)&#39;,
+       &#39;Percentage of female students enrolled in primary education who are over-age, female (%)&#39;,
+       &#39;Percentage of male students enrolled in primary education who are over-age, male (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, both sexes (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, female (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, male (%)&#39;,
+       &#39;Percentage of students enrolled in primary education who are over-age, both sexes (%)&#39;,
+       &#39;Percentage of students in pre-primary education who are female (%)&#39;,
+       &#39;Percentage of students in primary education who are female (%)&#39;,
+       &#39;Percentage of students in secondary education who are female (%)&#39;,
+       &#39;Percentage of students in secondary general education who are female (%)&#39;,
+       &#39;Population ages 0-14 (% of total)&#39;,
+       &#39;Population ages 15-64 (% of total)&#39;, &#39;Population growth (annual %)&#39;,
+       &#39;Population, female (% of total)&#39;, &#39;Population, male (% of total)&#39;,
+       &#39;Prevalence of HIV, total (% of population ages 15-49)&#39;,
+       &#39;Primary completion rate, both sexes (%)&#39;,
+       &#39;Primary completion rate, female (%)&#39;,
+       &#39;Primary completion rate, male (%)&#39;,
+       &#39;Unemployment, female (% of female labor force) (modeled ILO estimate)&#39;,
+       &#39;Unemployment, male (% of male labor force) (modeled ILO estimate)&#39;,
+       &#39;Unemployment, total (% of total labor force) (modeled ILO estimate)&#39;,
+       &#39;Short Name&#39;, &#39;Table Name&#39;, &#39;Long Name&#39;, &#39;2-alpha code&#39;,
+       &#39;Currency Unit&#39;, &#39;Special Notes&#39;, &#39;Region&#39;, &#39;Income Group&#39;, &#39;WB-2 code&#39;,
+       &#39;National accounts base year&#39;, &#39;National accounts reference year&#39;,
+       &#39;SNA price valuation&#39;, &#39;Lending category&#39;, &#39;Other groups&#39;,
+       &#39;System of National Accounts&#39;, &#39;Alternative conversion factor&#39;,
+       &#39;PPP survey year&#39;, &#39;Balance of Payments Manual in use&#39;,
+       &#39;External debt Reporting status&#39;, &#39;System of trade&#39;,
+       &#39;Government Accounting concept&#39;, &#39;IMF data dissemination standard&#39;,
+       &#39;Latest population census&#39;, &#39;Latest household survey&#39;,
+       &#39;Source of most recent Income and expenditure data&#39;,
+       &#39;Vital registration complete&#39;, &#39;Latest agricultural census&#39;,
+       &#39;Latest industrial data&#39;, &#39;Latest trade data&#39;,
+       &#39;Latest water withdrawal data&#39;, &#39;Unnamed: 31&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[57]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[57]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, female (%)</th>
+      <th>...</th>
+      <th>IMF data dissemination standard</th>
+      <th>Latest population census</th>
+      <th>Latest household survey</th>
+      <th>Source of most recent Income and expenditure data</th>
+      <th>Vital registration complete</th>
+      <th>Latest agricultural census</th>
+      <th>Latest industrial data</th>
+      <th>Latest trade data</th>
+      <th>Latest water withdrawal data</th>
+      <th>Unnamed: 31</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ABW</td>
+      <td>13</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.636541</td>
+      <td>91.072857</td>
+      <td>90.689076</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2010</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>AFG</td>
+      <td>9</td>
+      <td>13</td>
+      <td>7</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.416874</td>
+      <td>67.447617</td>
+      <td>49.580441</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1979</td>
+      <td>Multiple Indicator Cluster Survey (MICS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2013/14</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>AGO</td>
+      <td>6</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.446703</td>
+      <td>90.903513</td>
+      <td>90.527003</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1970</td>
+      <td>Malaria Indicator Survey (MIS), 2011</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2015</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ALB</td>
+      <td>9</td>
+      <td>11</td>
+      <td>6</td>
+      <td>5</td>
+      <td>7</td>
+      <td>3</td>
+      <td>99.516937</td>
+      <td>101.488373</td>
+      <td>99.889503</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2008/09</td>
+      <td>Living Standards Measurement Study Survey (LSM...</td>
+      <td>Yes</td>
+      <td>2012</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2006</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>AND</td>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>2</td>
+      <td>94.592438</td>
+      <td>91.281081</td>
+      <td>91.067359</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2011. Population figures compiled from adminis...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>236</th>
+      <td>XKX</td>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>95.413339</td>
+      <td>91.084565</td>
+      <td>90.721799</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>NaN</td>
+      <td>Integrated household survey (IHS), 2011</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>237</th>
+      <td>YEM</td>
+      <td>9</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>86.150744</td>
+      <td>90.902881</td>
+      <td>90.439904</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2004</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2005</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>2012.0</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>238</th>
+      <td>ZAF</td>
+      <td>9</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.505376</td>
+      <td>91.062603</td>
+      <td>90.916364</td>
+      <td>...</td>
+      <td>Special Data Dissemination Standard (SDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2003; Wor...</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2010</td>
+      <td>NaN</td>
+      <td>2007</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>239</th>
+      <td>ZMB</td>
+      <td>7</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>93.181744</td>
+      <td>91.012954</td>
+      <td>90.829133</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2010</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Integrated household survey (IHS), 2010</td>
+      <td>NaN</td>
+      <td>2010. Population and Housing Census.</td>
+      <td>NaN</td>
+      <td>2011.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>240</th>
+      <td>ZWE</td>
+      <td>7</td>
+      <td>13</td>
+      <td>6</td>
+      <td>7</td>
+      <td>6</td>
+      <td>4</td>
+      <td>94.625610</td>
+      <td>91.047967</td>
+      <td>90.927321</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2012</td>
+      <td>Demographic and Health Survey (DHS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2011/12</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 86 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[32]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;data/unlabeled/edstats_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[32]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Age population, age 0, female, UNESCO</th>
+      <th>Age population, age 0, total, UNESCO</th>
+      <th>Age population, age 01, female, UNESCO</th>
+      <th>Age population, age 01, total, UNESCO</th>
+      <th>Age population, age 02, female, UNESCO</th>
+      <th>Age population, age 02, total, UNESCO</th>
+      <th>Age population, age 03, female, UNESCO</th>
+      <th>Age population, age 03, total, UNESCO</th>
+      <th>...</th>
+      <th>IMF data dissemination standard</th>
+      <th>Latest population census</th>
+      <th>Latest household survey</th>
+      <th>Source of most recent Income and expenditure data</th>
+      <th>Vital registration complete</th>
+      <th>Latest agricultural census</th>
+      <th>Latest industrial data</th>
+      <th>Latest trade data</th>
+      <th>Latest water withdrawal data</th>
+      <th>Unnamed: 31</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ABW</td>
+      <td>99.725971</td>
+      <td>542.000000</td>
+      <td>1.112000e+03</td>
+      <td>572.000000</td>
+      <td>1.170000e+03</td>
+      <td>600.000000</td>
+      <td>1.224000e+03</td>
+      <td>623.000000</td>
+      <td>1.269000e+03</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2010</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>AFG</td>
+      <td>5789.706514</td>
+      <td>682677.000000</td>
+      <td>1.403010e+06</td>
+      <td>650389.000000</td>
+      <td>1.338500e+06</td>
+      <td>620880.000000</td>
+      <td>1.279403e+06</td>
+      <td>593957.000000</td>
+      <td>1.225345e+06</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1979</td>
+      <td>Multiple Indicator Cluster Survey (MICS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2013/14</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>AGO</td>
+      <td>5521.646445</td>
+      <td>414919.000000</td>
+      <td>8.320930e+05</td>
+      <td>396537.000000</td>
+      <td>7.939500e+05</td>
+      <td>379705.000000</td>
+      <td>7.591640e+05</td>
+      <td>364295.000000</td>
+      <td>7.274550e+05</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1970</td>
+      <td>Malaria Indicator Survey (MIS), 2011</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2015</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ALB</td>
+      <td>5797.340075</td>
+      <td>23697.000000</td>
+      <td>4.910500e+04</td>
+      <td>24026.000000</td>
+      <td>4.970900e+04</td>
+      <td>24243.000000</td>
+      <td>5.010400e+04</td>
+      <td>24360.000000</td>
+      <td>5.031500e+04</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2008/09</td>
+      <td>Living Standards Measurement Study Survey (LSM...</td>
+      <td>Yes</td>
+      <td>2012</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2006</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>AND</td>
+      <td>1449.292555</td>
+      <td>-278072.572576</td>
+      <td>-6.716407e+05</td>
+      <td>-178040.068286</td>
+      <td>-7.673874e+05</td>
+      <td>-251546.996823</td>
+      <td>-4.877597e+05</td>
+      <td>-173803.626626</td>
+      <td>-3.196188e+05</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2011. Population figures compiled from adminis...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>236</th>
+      <td>XKX</td>
+      <td>5764.457814</td>
+      <td>-518585.303776</td>
+      <td>-1.045572e+06</td>
+      <td>-375532.499402</td>
+      <td>-9.679352e+05</td>
+      <td>-384853.639003</td>
+      <td>-6.279717e+05</td>
+      <td>-275863.980435</td>
+      <td>-4.325407e+05</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>NaN</td>
+      <td>Integrated household survey (IHS), 2011</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>237</th>
+      <td>YEM</td>
+      <td>5710.914403</td>
+      <td>458859.000000</td>
+      <td>9.360530e+05</td>
+      <td>452601.000000</td>
+      <td>9.230170e+05</td>
+      <td>444988.000000</td>
+      <td>9.072520e+05</td>
+      <td>436223.000000</td>
+      <td>8.891710e+05</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2004</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2005</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>2012.0</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>238</th>
+      <td>ZAF</td>
+      <td>4555.118457</td>
+      <td>484535.000000</td>
+      <td>9.806630e+05</td>
+      <td>486901.000000</td>
+      <td>9.852150e+05</td>
+      <td>489516.000000</td>
+      <td>9.901940e+05</td>
+      <td>492299.000000</td>
+      <td>9.954450e+05</td>
+      <td>...</td>
+      <td>Special Data Dissemination Standard (SDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2003; Wor...</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2010</td>
+      <td>NaN</td>
+      <td>2007</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>239</th>
+      <td>ZMB</td>
+      <td>5747.949748</td>
+      <td>226616.000000</td>
+      <td>4.573290e+05</td>
+      <td>220950.000000</td>
+      <td>4.454510e+05</td>
+      <td>215890.000000</td>
+      <td>4.348760e+05</td>
+      <td>211367.000000</td>
+      <td>4.254540e+05</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2010</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Integrated household survey (IHS), 2010</td>
+      <td>NaN</td>
+      <td>2010. Population and Housing Census.</td>
+      <td>NaN</td>
+      <td>2011.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>240</th>
+      <td>ZWE</td>
+      <td>5806.205918</td>
+      <td>181422.000000</td>
+      <td>3.647610e+05</td>
+      <td>179761.000000</td>
+      <td>3.611010e+05</td>
+      <td>177982.000000</td>
+      <td>3.572610e+05</td>
+      <td>176130.000000</td>
+      <td>3.533210e+05</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2012</td>
+      <td>Demographic and Health Survey (DHS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2011/12</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 635 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_edstats.html b/documentation/WaterSecurity/notebooks/prep_edstats.html
new file mode 100644
index 0000000..b4d8c6c
--- /dev/null
+++ b/documentation/WaterSecurity/notebooks/prep_edstats.html
@@ -0,0 +1,16665 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>Notebook</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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+  content: "\e048";
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+}
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+}
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+}
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+}
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+  content: "\e083";
+}
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+  content: "\e084";
+}
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+}
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+}
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+}
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+  content: "\e088";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\26fa";
+}
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+  content: "\e218";
+}
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+  content: "\e219";
+}
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+  content: "\f8ff";
+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+}
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+  content: "\e231";
+}
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+}
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+}
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+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
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+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
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+  content: "\e240";
+}
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+  content: "\e241";
+}
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+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
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+  content: "\e246";
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+}
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+}
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+}
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+}
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+}
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+  content: "\e259";
+}
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+  content: "\e260";
+}
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+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
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+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
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+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
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+  color: #337ab7;
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+  text-decoration: underline;
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+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
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+}
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+  vertical-align: middle;
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+.img-responsive,
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+  display: block;
+  max-width: 100%;
+  height: auto;
+}
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+}
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+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
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+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
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+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
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+}
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+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
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+}
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+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
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+}
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+  padding: .2em;
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+}
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+}
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+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
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+  margin-bottom: 9px;
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+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
+  content: "\f0dd";
+}
+.fa-sort-up:before,
+.fa-sort-asc:before {
+  content: "\f0de";
+}
+.fa-envelope:before {
+  content: "\f0e0";
+}
+.fa-linkedin:before {
+  content: "\f0e1";
+}
+.fa-rotate-left:before,
+.fa-undo:before {
+  content: "\f0e2";
+}
+.fa-legal:before,
+.fa-gavel:before {
+  content: "\f0e3";
+}
+.fa-dashboard:before,
+.fa-tachometer:before {
+  content: "\f0e4";
+}
+.fa-comment-o:before {
+  content: "\f0e5";
+}
+.fa-comments-o:before {
+  content: "\f0e6";
+}
+.fa-flash:before,
+.fa-bolt:before {
+  content: "\f0e7";
+}
+.fa-sitemap:before {
+  content: "\f0e8";
+}
+.fa-umbrella:before {
+  content: "\f0e9";
+}
+.fa-paste:before,
+.fa-clipboard:before {
+  content: "\f0ea";
+}
+.fa-lightbulb-o:before {
+  content: "\f0eb";
+}
+.fa-exchange:before {
+  content: "\f0ec";
+}
+.fa-cloud-download:before {
+  content: "\f0ed";
+}
+.fa-cloud-upload:before {
+  content: "\f0ee";
+}
+.fa-user-md:before {
+  content: "\f0f0";
+}
+.fa-stethoscope:before {
+  content: "\f0f1";
+}
+.fa-suitcase:before {
+  content: "\f0f2";
+}
+.fa-bell-o:before {
+  content: "\f0a2";
+}
+.fa-coffee:before {
+  content: "\f0f4";
+}
+.fa-cutlery:before {
+  content: "\f0f5";
+}
+.fa-file-text-o:before {
+  content: "\f0f6";
+}
+.fa-building-o:before {
+  content: "\f0f7";
+}
+.fa-hospital-o:before {
+  content: "\f0f8";
+}
+.fa-ambulance:before {
+  content: "\f0f9";
+}
+.fa-medkit:before {
+  content: "\f0fa";
+}
+.fa-fighter-jet:before {
+  content: "\f0fb";
+}
+.fa-beer:before {
+  content: "\f0fc";
+}
+.fa-h-square:before {
+  content: "\f0fd";
+}
+.fa-plus-square:before {
+  content: "\f0fe";
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+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
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+}
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+
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+
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+    <!-- MathJax configuration -->
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+        displayAlign: 'center',
+        "HTML-CSS": {
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+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>
+<span class="kn">import</span> <span class="nn">sklearn</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled.raw</span> <span class="kn">import</span> <span class="n">edstats_co</span> <span class="k">as</span> <span class="n">df_c</span><span class="p">,</span> <span class="n">edstats_da</span> <span class="k">as</span> <span class="n">df_d</span><span class="p">,</span> <span class="n">edstats_se</span> <span class="k">as</span> <span class="n">df_s</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>..\data\unlabeled\raw\__init__.py:41: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:42: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)
+..\data\unlabeled\raw\__init__.py:43: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Remember-to-extract-Edstats_csv.zip-to-Edstats_csv">Remember to extract Edstats_csv.zip to Edstats_csv<a class="anchor-link" href="#Remember-to-extract-Edstats_csv.zip-to-Edstats_csv">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[2]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Name&#39;, &#39;Country Code&#39;, &#39;Indicator Name&#39;, &#39;Indicator Code&#39;,
+       &#39;1970&#39;, &#39;1971&#39;, &#39;1972&#39;, &#39;1973&#39;, &#39;1974&#39;, &#39;1975&#39;, &#39;1976&#39;, &#39;1977&#39;, &#39;1978&#39;,
+       &#39;1979&#39;, &#39;1980&#39;, &#39;1981&#39;, &#39;1982&#39;, &#39;1983&#39;, &#39;1984&#39;, &#39;1985&#39;, &#39;1986&#39;, &#39;1987&#39;,
+       &#39;1988&#39;, &#39;1989&#39;, &#39;1990&#39;, &#39;1991&#39;, &#39;1992&#39;, &#39;1993&#39;, &#39;1994&#39;, &#39;1995&#39;, &#39;1996&#39;,
+       &#39;1997&#39;, &#39;1998&#39;, &#39;1999&#39;, &#39;2000&#39;, &#39;2001&#39;, &#39;2002&#39;, &#39;2003&#39;, &#39;2004&#39;, &#39;2005&#39;,
+       &#39;2006&#39;, &#39;2007&#39;, &#39;2008&#39;, &#39;2009&#39;, &#39;2010&#39;, &#39;2011&#39;, &#39;2012&#39;, &#39;2013&#39;, &#39;2014&#39;,
+       &#39;2015&#39;, &#39;2016&#39;, &#39;2017&#39;, &#39;2020&#39;, &#39;2025&#39;, &#39;2030&#39;, &#39;2035&#39;, &#39;2040&#39;, &#39;2045&#39;,
+       &#39;2050&#39;, &#39;2055&#39;, &#39;2060&#39;, &#39;2065&#39;, &#39;2070&#39;, &#39;2075&#39;, &#39;2080&#39;, &#39;2085&#39;, &#39;2090&#39;,
+       &#39;2095&#39;, &#39;2100&#39;, &#39;Unnamed: 69&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">years</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;2015&#39;</span><span class="p">,</span> <span class="s1">&#39;2016&#39;</span><span class="p">,</span> <span class="s1">&#39;2017&#39;</span><span class="p">,</span> <span class="s1">&#39;2020&#39;</span><span class="p">]</span>
+<span class="n">stripped_df_d</span> <span class="o">=</span> <span class="n">df_d</span><span class="p">[[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span><span class="o">*</span><span class="n">years</span><span class="p">]]</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Non na values in col 2020:&quot;</span><span class="p">,</span><span class="n">stripped_df_d</span><span class="p">[</span><span class="s1">&#39;2020&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
+<span class="n">stripped_df_d</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Non na values in col 2020: 51436
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2015</th>
+      <th>2016</th>
+      <th>2017</th>
+      <th>2020</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.F</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.GPI</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.M</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ARB</td>
+      <td>SE.PRM.TENR</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>886925</th>
+      <td>ZWE</td>
+      <td>UIS.LP.AG15T24.M</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886926</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886927</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FE.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886928</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FM.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886929</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.MA.ZS</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>886930 rows × 6 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Merge-colums-to-remove-null-values">Merge colums to remove null values<a class="anchor-link" href="#Merge-colums-to-remove-null-values">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">for</span> <span class="n">year</span> <span class="ow">in</span> <span class="n">years</span><span class="p">[:</span><span class="o">-</span><span class="mi">1</span><span class="p">]:</span>
+    <span class="n">fill_missing_with_column</span><span class="p">(</span><span class="n">stripped_df_d</span><span class="p">,</span> <span class="s1">&#39;2020&#39;</span><span class="p">,</span><span class="n">year</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Non na values in col 2020:&quot;</span><span class="p">,</span> <span class="n">stripped_df_d</span><span class="p">[</span><span class="s1">&#39;2020&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">count</span><span class="p">())</span>
+<span class="n">stripped_df_d</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Non na values in col 2020: 132991
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>C:\Users\joach\code-projects\WaterSecurity\unlabeled_preprocessing\helpers.py:15: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame.
+Try using .loc[row_indexer,col_indexer] = value instead
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  df[into] = df[into].combine_first(df[fro])
+C:\Users\joach\.conda\envs\wsenv\lib\site-packages\pandas\core\frame.py:4308: SettingWithCopyWarning: 
+A value is trying to be set on a copy of a slice from a DataFrame
+
+See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
+  return super().drop(
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Country Code</th>
+      <th>Indicator Code</th>
+      <th>2020</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>0</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.F</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>2</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.GPI</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>3</th>
+      <td>ARB</td>
+      <td>UIS.NERA.2.M</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>4</th>
+      <td>ARB</td>
+      <td>SE.PRM.TENR</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>886925</th>
+      <td>ZWE</td>
+      <td>UIS.LP.AG15T24.M</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886926</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886927</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FE.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886928</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.FM.ZS</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>886929</th>
+      <td>ZWE</td>
+      <td>SE.ADT.1524.LT.MA.ZS</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>886930 rows × 3 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d_withseries</span> <span class="o">=</span> <span class="n">stripped_df_d</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_s</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">left_on</span><span class="o">=</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">,</span> <span class="n">right_on</span><span class="o">=</span><span class="s1">&#39;Series Code&#39;</span><span class="p">)</span>
+<span class="n">df_d_withseries</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Indicator Code&#39;</span><span class="p">],</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_d_withseries</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[6]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Code&#39;, &#39;2020&#39;, &#39;Series Code&#39;, &#39;Topic&#39;, &#39;Indicator Name&#39;,
+       &#39;Short definition&#39;, &#39;Long definition&#39;, &#39;Unit of measure&#39;, &#39;Periodicity&#39;,
+       &#39;Base Period&#39;, &#39;Other notes&#39;, &#39;Aggregation method&#39;,
+       &#39;Limitations and exceptions&#39;, &#39;Notes from original source&#39;,
+       &#39;General comments&#39;, &#39;Source&#39;, &#39;Statistical concept and methodology&#39;,
+       &#39;Development relevance&#39;, &#39;Related source links&#39;, &#39;Other web links&#39;,
+       &#39;Related indicators&#39;, &#39;License Type&#39;, &#39;Unnamed: 20&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Rearange-table-to-indicator-on-column">Rearange table to indicator on column<a class="anchor-link" href="#Rearange-table-to-indicator-on-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span> <span class="o">=</span> <span class="n">df_d_withseries</span><span class="o">.</span><span class="n">pivot_table</span><span class="p">(</span><span class="s1">&#39;2020&#39;</span><span class="p">,[</span><span class="s1">&#39;Country Code&#39;</span><span class="p">],</span><span class="s1">&#39;Indicator Name&#39;</span><span class="p">)</span>
+<span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Adjusted net enrolment rate, lower secondary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, lower secondary, female (%)</th>
+      <th>Adjusted net enrolment rate, lower secondary, gender parity index (GPI)</th>
+      <th>Adjusted net enrolment rate, lower secondary, male (%)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, primary, female (%)</th>
+      <th>Adjusted net enrolment rate, primary, gender parity index (GPI)</th>
+      <th>Adjusted net enrolment rate, primary, male (%)</th>
+      <th>Adjusted net enrolment rate, upper secondary, both sexes (%)</th>
+      <th>Adjusted net enrolment rate, upper secondary, female (%)</th>
+      <th>...</th>
+      <th>Under-age enrolment ratio in secondary education, female (%)</th>
+      <th>Under-age enrolment ratio in secondary education, male (%)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+      <th>Youth illiterate population, 15-24 years, % female</th>
+      <th>Youth literacy rate, population 15-24 years, both sexes (%)</th>
+      <th>Youth literacy rate, population 15-24 years, female (%)</th>
+      <th>Youth literacy rate, population 15-24 years, gender parity index (GPI)</th>
+      <th>Youth literacy rate, population 15-24 years, male (%)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>12.700000</td>
+      <td>7.7</td>
+      <td>8.600000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.700000</td>
+      <td>5.7</td>
+      <td>6.200000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>17.299999</td>
+      <td>17.0</td>
+      <td>17.100000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>47.80890</td>
+      <td>100.00000</td>
+      <td>100.00000</td>
+      <td>1.00000</td>
+      <td>100.00000</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>32.700001</td>
+      <td>11.1</td>
+      <td>16.700001</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>27.700001</td>
+      <td>23.1</td>
+      <td>25.200001</td>
+      <td>34.34808</td>
+      <td>98.95578</td>
+      <td>99.22904</td>
+      <td>1.00552</td>
+      <td>98.68459</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>8.000000</td>
+      <td>7.3</td>
+      <td>7.700000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>5.100000</td>
+      <td>5.1</td>
+      <td>5.100000</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 2047 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Find-columns-that-contain-&quot;number&quot;,-&quot;Projection&quot;-or-&quot;$&quot;">Find columns that contain "number", "Projection" or "$"<a class="anchor-link" href="#Find-columns-that-contain-&quot;number&quot;,-&quot;Projection&quot;-or-&quot;$&quot;">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">projection_col</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;Projection&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+<span class="n">number</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;number&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+<span class="n">dollar</span> <span class="o">=</span> <span class="p">[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;$&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="And-remove-them">And remove them<a class="anchor-link" href="#And-remove-them">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">projection_col</span> <span class="o">+</span> <span class="n">number</span><span class="o">+</span> <span class="n">dollar</span><span class="p">,</span><span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[9]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(241, 1502)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Remove-population-data">Remove population data<a class="anchor-link" href="#Remove-population-data">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">([</span><span class="s1">&#39;Population, total&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="See-how-much-of-the-data-is-missing-and-drop-columns-where-more-than-50%-of-the-values-are-null">See how much of the data is missing and drop columns where more than 50% of the values are null<a class="anchor-link" href="#See-how-much-of-the-data-is-missing-and-drop-columns-where-more-than-50%-of-the-values-are-null">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 99.5850622406639 %
+Min: 3.7344398340248963 %
+Mean: 81.31204369977415 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[11]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(3.7344398340248963, 99.5850622406639)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 49.79253112033195 %
+Min: 3.7344398340248963 %
+Mean: 26.60212079299217 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(3.7344398340248963, 49.79253112033195)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator</span><span class="o">.</span><span class="n">shape</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[14]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(241, 243)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> <span class="n">countryXindicator</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Age population, age 0, female, UNESCO</th>
+      <th>Age population, age 0, total, UNESCO</th>
+      <th>Age population, age 01, female, UNESCO</th>
+      <th>Age population, age 01, total, UNESCO</th>
+      <th>Age population, age 02, female, UNESCO</th>
+      <th>Age population, age 02, total, UNESCO</th>
+      <th>Age population, age 03, female, UNESCO</th>
+      <th>Age population, age 03, total, UNESCO</th>
+      <th>Age population, age 04, female, UNESCO</th>
+      <th>...</th>
+      <th>Prevalence of HIV, total (% of population ages 15-49)</th>
+      <th>Primary completion rate, both sexes (%)</th>
+      <th>Primary completion rate, female (%)</th>
+      <th>Primary completion rate, male (%)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>NaN</td>
+      <td>542.0</td>
+      <td>1112.0</td>
+      <td>572.0</td>
+      <td>1170.0</td>
+      <td>600.0</td>
+      <td>1224.0</td>
+      <td>623.0</td>
+      <td>1269.0</td>
+      <td>643.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>NaN</td>
+      <td>682677.0</td>
+      <td>1403010.0</td>
+      <td>650389.0</td>
+      <td>1338500.0</td>
+      <td>620880.0</td>
+      <td>1279403.0</td>
+      <td>593957.0</td>
+      <td>1225345.0</td>
+      <td>569425.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>12.700000</td>
+      <td>7.7</td>
+      <td>8.600000</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>NaN</td>
+      <td>414919.0</td>
+      <td>832093.0</td>
+      <td>396537.0</td>
+      <td>793950.0</td>
+      <td>379705.0</td>
+      <td>759164.0</td>
+      <td>364295.0</td>
+      <td>727455.0</td>
+      <td>350180.0</td>
+      <td>...</td>
+      <td>1.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>6.700000</td>
+      <td>5.7</td>
+      <td>6.200000</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>NaN</td>
+      <td>23697.0</td>
+      <td>49105.0</td>
+      <td>24026.0</td>
+      <td>49709.0</td>
+      <td>24243.0</td>
+      <td>50104.0</td>
+      <td>24360.0</td>
+      <td>50315.0</td>
+      <td>24397.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>106.367561</td>
+      <td>104.699371</td>
+      <td>107.900124</td>
+      <td>5.0</td>
+      <td>7.0</td>
+      <td>3.0</td>
+      <td>17.299999</td>
+      <td>17.0</td>
+      <td>17.100000</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>2.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>NaN</td>
+      <td>458859.0</td>
+      <td>936053.0</td>
+      <td>452601.0</td>
+      <td>923017.0</td>
+      <td>444988.0</td>
+      <td>907252.0</td>
+      <td>436223.0</td>
+      <td>889171.0</td>
+      <td>426514.0</td>
+      <td>...</td>
+      <td>0.1</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+      <td>32.700001</td>
+      <td>11.1</td>
+      <td>16.700001</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>NaN</td>
+      <td>484535.0</td>
+      <td>980663.0</td>
+      <td>486901.0</td>
+      <td>985215.0</td>
+      <td>489516.0</td>
+      <td>990194.0</td>
+      <td>492299.0</td>
+      <td>995445.0</td>
+      <td>495165.0</td>
+      <td>...</td>
+      <td>18.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>27.700001</td>
+      <td>23.1</td>
+      <td>25.200001</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>NaN</td>
+      <td>226616.0</td>
+      <td>457329.0</td>
+      <td>220950.0</td>
+      <td>445451.0</td>
+      <td>215890.0</td>
+      <td>434876.0</td>
+      <td>211367.0</td>
+      <td>425454.0</td>
+      <td>207311.0</td>
+      <td>...</td>
+      <td>12.6</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+      <td>8.000000</td>
+      <td>7.3</td>
+      <td>7.700000</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>NaN</td>
+      <td>181422.0</td>
+      <td>364761.0</td>
+      <td>179761.0</td>
+      <td>361101.0</td>
+      <td>177982.0</td>
+      <td>357261.0</td>
+      <td>176130.0</td>
+      <td>353321.0</td>
+      <td>174240.0</td>
+      <td>...</td>
+      <td>13.9</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>4.0</td>
+      <td>5.100000</td>
+      <td>5.1</td>
+      <td>5.100000</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 243 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Split-dataset-into-a-dataframe-containing-year-data-and-a-dataframe-for-the-float-precentages-data">Split dataset into a dataframe containing year-data and a dataframe for the float-precentages-data<a class="anchor-link" href="#Split-dataset-into-a-dataframe-containing-year-data-and-a-dataframe-for-the-float-precentages-data">&#182;</a></h3><p>This i done for better imputation results</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">int_cols</span> <span class="o">=</span> <span class="n">find_all_integer_columns</span><span class="p">(</span><span class="n">countryXindicator</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_float</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="n">int_cols</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">countryXindicator_float</span><span class="o">.</span><span class="n">index</span><span class="o">.</span><span class="n">to_list</span><span class="p">())</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;ABW&#39;, &#39;AFG&#39;, &#39;AGO&#39;, &#39;ALB&#39;, &#39;AND&#39;, &#39;ARB&#39;, &#39;ARE&#39;, &#39;ARG&#39;, &#39;ARM&#39;, &#39;ASM&#39;, &#39;ATG&#39;, &#39;AUS&#39;, &#39;AUT&#39;, &#39;AZE&#39;, &#39;BDI&#39;, &#39;BEL&#39;, &#39;BEN&#39;, &#39;BFA&#39;, &#39;BGD&#39;, &#39;BGR&#39;, &#39;BHR&#39;, &#39;BHS&#39;, &#39;BIH&#39;, &#39;BLR&#39;, &#39;BLZ&#39;, &#39;BMU&#39;, &#39;BOL&#39;, &#39;BRA&#39;, &#39;BRB&#39;, &#39;BRN&#39;, &#39;BTN&#39;, &#39;BWA&#39;, &#39;CAF&#39;, &#39;CAN&#39;, &#39;CHE&#39;, &#39;CHI&#39;, &#39;CHL&#39;, &#39;CHN&#39;, &#39;CIV&#39;, &#39;CMR&#39;, &#39;COD&#39;, &#39;COG&#39;, &#39;COL&#39;, &#39;COM&#39;, &#39;CPV&#39;, &#39;CRI&#39;, &#39;CUB&#39;, &#39;CUW&#39;, &#39;CYM&#39;, &#39;CYP&#39;, &#39;CZE&#39;, &#39;DEU&#39;, &#39;DJI&#39;, &#39;DMA&#39;, &#39;DNK&#39;, &#39;DOM&#39;, &#39;DZA&#39;, &#39;EAP&#39;, &#39;EAS&#39;, &#39;ECA&#39;, &#39;ECS&#39;, &#39;ECU&#39;, &#39;EGY&#39;, &#39;EMU&#39;, &#39;ERI&#39;, &#39;ESP&#39;, &#39;EST&#39;, &#39;ETH&#39;, &#39;EUU&#39;, &#39;FIN&#39;, &#39;FJI&#39;, &#39;FRA&#39;, &#39;FRO&#39;, &#39;FSM&#39;, &#39;GAB&#39;, &#39;GBR&#39;, &#39;GEO&#39;, &#39;GHA&#39;, &#39;GIB&#39;, &#39;GIN&#39;, &#39;GMB&#39;, &#39;GNB&#39;, &#39;GNQ&#39;, &#39;GRC&#39;, &#39;GRD&#39;, &#39;GRL&#39;, &#39;GTM&#39;, &#39;GUM&#39;, &#39;GUY&#39;, &#39;HIC&#39;, &#39;HKG&#39;, &#39;HND&#39;, &#39;HPC&#39;, &#39;HRV&#39;, &#39;HTI&#39;, &#39;HUN&#39;, &#39;IDN&#39;, &#39;IMN&#39;, &#39;IND&#39;, &#39;IRL&#39;, &#39;IRN&#39;, &#39;IRQ&#39;, &#39;ISL&#39;, &#39;ISR&#39;, &#39;ITA&#39;, &#39;JAM&#39;, &#39;JOR&#39;, &#39;JPN&#39;, &#39;KAZ&#39;, &#39;KEN&#39;, &#39;KGZ&#39;, &#39;KHM&#39;, &#39;KIR&#39;, &#39;KNA&#39;, &#39;KOR&#39;, &#39;KWT&#39;, &#39;LAC&#39;, &#39;LAO&#39;, &#39;LBN&#39;, &#39;LBR&#39;, &#39;LBY&#39;, &#39;LCA&#39;, &#39;LCN&#39;, &#39;LDC&#39;, &#39;LIC&#39;, &#39;LIE&#39;, &#39;LKA&#39;, &#39;LMC&#39;, &#39;LMY&#39;, &#39;LSO&#39;, &#39;LTU&#39;, &#39;LUX&#39;, &#39;LVA&#39;, &#39;MAC&#39;, &#39;MAR&#39;, &#39;MCO&#39;, &#39;MDA&#39;, &#39;MDG&#39;, &#39;MDV&#39;, &#39;MEA&#39;, &#39;MEX&#39;, &#39;MHL&#39;, &#39;MIC&#39;, &#39;MKD&#39;, &#39;MLI&#39;, &#39;MLT&#39;, &#39;MMR&#39;, &#39;MNA&#39;, &#39;MNE&#39;, &#39;MNG&#39;, &#39;MNP&#39;, &#39;MOZ&#39;, &#39;MRT&#39;, &#39;MUS&#39;, &#39;MWI&#39;, &#39;MYS&#39;, &#39;NAC&#39;, &#39;NAM&#39;, &#39;NCL&#39;, &#39;NER&#39;, &#39;NGA&#39;, &#39;NIC&#39;, &#39;NLD&#39;, &#39;NOR&#39;, &#39;NPL&#39;, &#39;NRU&#39;, &#39;NZL&#39;, &#39;OED&#39;, &#39;OMN&#39;, &#39;PAK&#39;, &#39;PAN&#39;, &#39;PER&#39;, &#39;PHL&#39;, &#39;PLW&#39;, &#39;PNG&#39;, &#39;POL&#39;, &#39;PRI&#39;, &#39;PRK&#39;, &#39;PRT&#39;, &#39;PRY&#39;, &#39;PSE&#39;, &#39;PYF&#39;, &#39;QAT&#39;, &#39;ROU&#39;, &#39;RUS&#39;, &#39;RWA&#39;, &#39;SAS&#39;, &#39;SAU&#39;, &#39;SDN&#39;, &#39;SEN&#39;, &#39;SGP&#39;, &#39;SLB&#39;, &#39;SLE&#39;, &#39;SLV&#39;, &#39;SMR&#39;, &#39;SOM&#39;, &#39;SRB&#39;, &#39;SSA&#39;, &#39;SSD&#39;, &#39;SSF&#39;, &#39;STP&#39;, &#39;SUR&#39;, &#39;SVK&#39;, &#39;SVN&#39;, &#39;SWE&#39;, &#39;SWZ&#39;, &#39;SXM&#39;, &#39;SYC&#39;, &#39;SYR&#39;, &#39;TCA&#39;, &#39;TCD&#39;, &#39;TGO&#39;, &#39;THA&#39;, &#39;TJK&#39;, &#39;TKM&#39;, &#39;TLS&#39;, &#39;TON&#39;, &#39;TTO&#39;, &#39;TUN&#39;, &#39;TUR&#39;, &#39;TUV&#39;, &#39;TZA&#39;, &#39;UGA&#39;, &#39;UKR&#39;, &#39;UMC&#39;, &#39;URY&#39;, &#39;USA&#39;, &#39;UZB&#39;, &#39;VCT&#39;, &#39;VEN&#39;, &#39;VGB&#39;, &#39;VIR&#39;, &#39;VNM&#39;, &#39;VUT&#39;, &#39;WLD&#39;, &#39;WSM&#39;, &#39;XKX&#39;, &#39;YEM&#39;, &#39;ZAF&#39;, &#39;ZMB&#39;, &#39;ZWE&#39;]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_year</span> <span class="o">=</span> <span class="n">countryXindicator</span><span class="p">[</span><span class="n">int_cols</span><span class="p">]</span>
+<span class="n">countryXindicator_year</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[18]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Age population, age 0, female, UNESCO</th>
+      <th>Age population, age 0, total, UNESCO</th>
+      <th>Age population, age 01, female, UNESCO</th>
+      <th>Age population, age 01, total, UNESCO</th>
+      <th>Age population, age 02, female, UNESCO</th>
+      <th>Age population, age 02, total, UNESCO</th>
+      <th>Age population, age 03, female, UNESCO</th>
+      <th>Age population, age 03, total, UNESCO</th>
+      <th>Age population, age 04, female, UNESCO</th>
+      <th>Age population, age 04, total, UNESCO</th>
+      <th>...</th>
+      <th>Population, ages 7-13, male</th>
+      <th>Population, ages 7-13, total</th>
+      <th>Population, ages 7-9, female</th>
+      <th>Population, ages 7-9, male</th>
+      <th>Population, ages 7-9, total</th>
+      <th>Population, female</th>
+      <th>Population, male</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>542.0</td>
+      <td>1112.0</td>
+      <td>572.0</td>
+      <td>1170.0</td>
+      <td>600.0</td>
+      <td>1224.0</td>
+      <td>623.0</td>
+      <td>1269.0</td>
+      <td>643.0</td>
+      <td>1310.0</td>
+      <td>...</td>
+      <td>5152.0</td>
+      <td>10124.0</td>
+      <td>2095.0</td>
+      <td>2169.0</td>
+      <td>4264.0</td>
+      <td>54743.0</td>
+      <td>49598.0</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>682677.0</td>
+      <td>1403010.0</td>
+      <td>650389.0</td>
+      <td>1338500.0</td>
+      <td>620880.0</td>
+      <td>1279403.0</td>
+      <td>593957.0</td>
+      <td>1225345.0</td>
+      <td>569425.0</td>
+      <td>1175957.0</td>
+      <td>...</td>
+      <td>3481981.0</td>
+      <td>6728457.0</td>
+      <td>1475542.0</td>
+      <td>1580498.0</td>
+      <td>3056040.0</td>
+      <td>16346869.0</td>
+      <td>17389625.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>414919.0</td>
+      <td>832093.0</td>
+      <td>396537.0</td>
+      <td>793950.0</td>
+      <td>379705.0</td>
+      <td>759164.0</td>
+      <td>364295.0</td>
+      <td>727455.0</td>
+      <td>350180.0</td>
+      <td>698548.0</td>
+      <td>...</td>
+      <td>1988558.0</td>
+      <td>3995534.0</td>
+      <td>913109.0</td>
+      <td>904577.0</td>
+      <td>1817686.0</td>
+      <td>14205741.0</td>
+      <td>13653564.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>23697.0</td>
+      <td>49105.0</td>
+      <td>24026.0</td>
+      <td>49709.0</td>
+      <td>24243.0</td>
+      <td>50104.0</td>
+      <td>24360.0</td>
+      <td>50315.0</td>
+      <td>24397.0</td>
+      <td>50378.0</td>
+      <td>...</td>
+      <td>179160.0</td>
+      <td>346732.0</td>
+      <td>72246.0</td>
+      <td>77107.0</td>
+      <td>149353.0</td>
+      <td>1426369.0</td>
+      <td>1454334.0</td>
+      <td>5.0</td>
+      <td>7.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>2.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>458859.0</td>
+      <td>936053.0</td>
+      <td>452601.0</td>
+      <td>923017.0</td>
+      <td>444988.0</td>
+      <td>907252.0</td>
+      <td>436223.0</td>
+      <td>889171.0</td>
+      <td>426514.0</td>
+      <td>869195.0</td>
+      <td>...</td>
+      <td>2614331.0</td>
+      <td>5137180.0</td>
+      <td>1147011.0</td>
+      <td>1189006.0</td>
+      <td>2336017.0</td>
+      <td>13315678.0</td>
+      <td>13600529.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>484535.0</td>
+      <td>980663.0</td>
+      <td>486901.0</td>
+      <td>985215.0</td>
+      <td>489516.0</td>
+      <td>990194.0</td>
+      <td>492299.0</td>
+      <td>995445.0</td>
+      <td>495165.0</td>
+      <td>1000810.0</td>
+      <td>...</td>
+      <td>3615273.0</td>
+      <td>7175459.0</td>
+      <td>1516934.0</td>
+      <td>1543083.0</td>
+      <td>3060017.0</td>
+      <td>27999778.0</td>
+      <td>27012199.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>226616.0</td>
+      <td>457329.0</td>
+      <td>220950.0</td>
+      <td>445451.0</td>
+      <td>215890.0</td>
+      <td>434876.0</td>
+      <td>211367.0</td>
+      <td>425454.0</td>
+      <td>207311.0</td>
+      <td>417041.0</td>
+      <td>...</td>
+      <td>1334582.0</td>
+      <td>2657396.0</td>
+      <td>583300.0</td>
+      <td>588617.0</td>
+      <td>1171917.0</td>
+      <td>8112243.0</td>
+      <td>7988344.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>181422.0</td>
+      <td>364761.0</td>
+      <td>179761.0</td>
+      <td>361101.0</td>
+      <td>177982.0</td>
+      <td>357261.0</td>
+      <td>176130.0</td>
+      <td>353321.0</td>
+      <td>174240.0</td>
+      <td>349351.0</td>
+      <td>...</td>
+      <td>1156372.0</td>
+      <td>2310111.0</td>
+      <td>501606.0</td>
+      <td>502943.0</td>
+      <td>1004549.0</td>
+      <td>8099354.0</td>
+      <td>7678097.0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>4.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 195 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">countryXindicator_year</span> <span class="o">=</span> <span class="n">countryXindicator_year</span><span class="p">[[</span><span class="n">colname</span> <span class="k">for</span> <span class="n">colname</span> <span class="ow">in</span> <span class="n">countryXindicator_year</span><span class="o">.</span><span class="n">columns</span> <span class="k">if</span> <span class="s2">&quot;years&quot;</span> <span class="ow">in</span> <span class="n">colname</span><span class="p">]]</span>
+<span class="n">countryXindicator_year</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[19]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>13.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>9.0</td>
+      <td>13.0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>6.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>9.0</td>
+      <td>11.0</td>
+      <td>6.0</td>
+      <td>5.0</td>
+      <td>7.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>10.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>2.0</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>9.0</td>
+      <td>12.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>6.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9.0</td>
+      <td>14.0</td>
+      <td>7.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>7.0</td>
+      <td>14.0</td>
+      <td>7.0</td>
+      <td>7.0</td>
+      <td>5.0</td>
+      <td>3.0</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>7.0</td>
+      <td>13.0</td>
+      <td>6.0</td>
+      <td>7.0</td>
+      <td>6.0</td>
+      <td>4.0</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 6 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Impute-both-dataframes">Impute both dataframes<a class="anchor-link" href="#Impute-both-dataframes">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered celltag_outputPrepend">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_float</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator_float</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (241, 48)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.23
+[IterativeImputer] Change: 185.571939565928, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.42
+[IterativeImputer] Change: 84.11443482287976, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.62
+[IterativeImputer] Change: 40.004149972043805, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.82
+[IterativeImputer] Change: 20.57199335577451, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 5/100, elapsed time 1.01
+[IterativeImputer] Change: 12.447852809025877, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 6/100, elapsed time 1.21
+[IterativeImputer] Change: 10.982023559420153, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 7/100, elapsed time 1.41
+[IterativeImputer] Change: 9.335158590713679, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 8/100, elapsed time 1.62
+[IterativeImputer] Change: 8.566696528569699, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 9/100, elapsed time 1.83
+[IterativeImputer] Change: 7.68743911493866, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 10/100, elapsed time 2.03
+[IterativeImputer] Change: 6.844171756725839, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 11/100, elapsed time 2.24
+[IterativeImputer] Change: 6.065545725434555, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 12/100, elapsed time 2.44
+[IterativeImputer] Change: 5.36616411150322, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 13/100, elapsed time 2.64
+[IterativeImputer] Change: 4.744028755257943, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 14/100, elapsed time 2.84
+[IterativeImputer] Change: 4.1901923804245715, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 15/100, elapsed time 3.04
+[IterativeImputer] Change: 3.70294072516266, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 16/100, elapsed time 3.24
+[IterativeImputer] Change: 3.2688619527108522, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 17/100, elapsed time 3.44
+[IterativeImputer] Change: 2.88345738531942, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 18/100, elapsed time 3.64
+[IterativeImputer] Change: 2.532294563247444, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 19/100, elapsed time 3.84
+[IterativeImputer] Change: 2.2119869217502828, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 20/100, elapsed time 4.05
+[IterativeImputer] Change: 1.9202443611257713, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 21/100, elapsed time 4.26
+[IterativeImputer] Change: 1.6606990496546086, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 22/100, elapsed time 4.46
+[IterativeImputer] Change: 1.6559282826221846, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 23/100, elapsed time 4.66
+[IterativeImputer] Change: 1.6520065848505072, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 24/100, elapsed time 4.87
+[IterativeImputer] Change: 1.648782063252183, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 25/100, elapsed time 5.07
+[IterativeImputer] Change: 1.6461831356141814, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 26/100, elapsed time 5.27
+[IterativeImputer] Change: 1.644058054001174, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 27/100, elapsed time 5.48
+[IterativeImputer] Change: 1.6423013079998188, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 28/100, elapsed time 5.68
+[IterativeImputer] Change: 1.6408741216707456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 29/100, elapsed time 5.87
+[IterativeImputer] Change: 1.6396788922926566, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 30/100, elapsed time 6.08
+[IterativeImputer] Change: 1.638655100233116, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 31/100, elapsed time 6.28
+[IterativeImputer] Change: 1.6377695134752297, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 32/100, elapsed time 6.48
+[IterativeImputer] Change: 1.6369872536064, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 33/100, elapsed time 6.68
+[IterativeImputer] Change: 1.636221623251295, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 34/100, elapsed time 6.89
+[IterativeImputer] Change: 1.6355083766661642, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 35/100, elapsed time 7.09
+[IterativeImputer] Change: 1.634821858203819, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 36/100, elapsed time 7.30
+[IterativeImputer] Change: 1.6341370631609828, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 37/100, elapsed time 7.50
+[IterativeImputer] Change: 1.6334747186241456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 38/100, elapsed time 7.72
+[IterativeImputer] Change: 1.645652531918897, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 39/100, elapsed time 7.92
+[IterativeImputer] Change: 1.652182711035818, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 40/100, elapsed time 8.13
+[IterativeImputer] Change: 1.6532662904419548, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 41/100, elapsed time 8.33
+[IterativeImputer] Change: 1.649451831600862, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 42/100, elapsed time 8.51
+[IterativeImputer] Change: 1.6408222980663139, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 43/100, elapsed time 8.72
+[IterativeImputer] Change: 1.6294400496414387, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 44/100, elapsed time 8.92
+[IterativeImputer] Change: 1.6287678524729357, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 45/100, elapsed time 9.12
+[IterativeImputer] Change: 1.6281047469396985, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 46/100, elapsed time 9.32
+[IterativeImputer] Change: 1.6274834308429378, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 47/100, elapsed time 9.52
+[IterativeImputer] Change: 1.6270130873718072, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 48/100, elapsed time 9.72
+[IterativeImputer] Change: 1.6262940758389055, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 49/100, elapsed time 9.95
+[IterativeImputer] Change: 1.6257297763508762, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 50/100, elapsed time 10.16
+[IterativeImputer] Change: 1.6252298538321177, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 51/100, elapsed time 10.36
+[IterativeImputer] Change: 1.624722930666042, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 52/100, elapsed time 10.57
+[IterativeImputer] Change: 1.6242577689697895, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 53/100, elapsed time 10.78
+[IterativeImputer] Change: 1.6238212014114874, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 54/100, elapsed time 10.99
+[IterativeImputer] Change: 1.6234519318135652, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 55/100, elapsed time 11.19
+[IterativeImputer] Change: 1.6231115358163457, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 56/100, elapsed time 11.40
+[IterativeImputer] Change: 1.6228249713969374, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 57/100, elapsed time 11.59
+[IterativeImputer] Change: 1.6225670613424206, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 58/100, elapsed time 11.80
+[IterativeImputer] Change: 1.6222797867936543, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 59/100, elapsed time 12.00
+[IterativeImputer] Change: 1.6221342960698018, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 60/100, elapsed time 12.20
+[IterativeImputer] Change: 1.6219870713467206, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 61/100, elapsed time 12.39
+[IterativeImputer] Change: 1.6218646076142422, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 62/100, elapsed time 12.60
+[IterativeImputer] Change: 1.6217730363655758, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 63/100, elapsed time 12.80
+[IterativeImputer] Change: 1.621725788928061, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 64/100, elapsed time 13.00
+[IterativeImputer] Change: 1.6216920357302036, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 65/100, elapsed time 13.21
+[IterativeImputer] Change: 1.621698990708198, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 66/100, elapsed time 13.41
+[IterativeImputer] Change: 1.6217532944875095, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 67/100, elapsed time 13.61
+[IterativeImputer] Change: 1.6218227224444455, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 68/100, elapsed time 13.82
+[IterativeImputer] Change: 1.6218972339192113, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 69/100, elapsed time 14.01
+[IterativeImputer] Change: 1.6232902366910664, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 70/100, elapsed time 14.21
+[IterativeImputer] Change: 1.6249616723710512, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 71/100, elapsed time 14.41
+[IterativeImputer] Change: 1.6261259356463242, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 72/100, elapsed time 14.62
+[IterativeImputer] Change: 1.6281859862659571, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 73/100, elapsed time 14.82
+[IterativeImputer] Change: 1.63006029323919, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 74/100, elapsed time 15.03
+[IterativeImputer] Change: 1.6318311593012644, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 75/100, elapsed time 15.24
+[IterativeImputer] Change: 1.6336233225534909, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 76/100, elapsed time 15.44
+[IterativeImputer] Change: 1.6353960973093213, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 77/100, elapsed time 15.65
+[IterativeImputer] Change: 1.637182751172711, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 78/100, elapsed time 15.86
+[IterativeImputer] Change: 1.6389758111697363, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 79/100, elapsed time 16.06
+[IterativeImputer] Change: 1.6407763042253765, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 80/100, elapsed time 16.25
+[IterativeImputer] Change: 1.6425834310407716, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 81/100, elapsed time 16.45
+[IterativeImputer] Change: 1.6443968858747002, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 82/100, elapsed time 16.67
+[IterativeImputer] Change: 1.64625348689472, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 83/100, elapsed time 16.87
+[IterativeImputer] Change: 1.6481429500945106, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 84/100, elapsed time 17.07
+[IterativeImputer] Change: 1.6500518120410161, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 85/100, elapsed time 17.28
+[IterativeImputer] Change: 1.6519548194561064, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 86/100, elapsed time 17.48
+[IterativeImputer] Change: 1.6538680162736423, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 87/100, elapsed time 17.68
+[IterativeImputer] Change: 1.6552679864808504, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 88/100, elapsed time 17.88
+[IterativeImputer] Change: 1.6574626185722092, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 89/100, elapsed time 18.09
+[IterativeImputer] Change: 1.6594748268725177, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 90/100, elapsed time 18.30
+[IterativeImputer] Change: 1.6613749089305434, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 91/100, elapsed time 18.50
+[IterativeImputer] Change: 1.6632615294758013, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 92/100, elapsed time 18.70
+[IterativeImputer] Change: 1.6651267664591594, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 93/100, elapsed time 18.90
+[IterativeImputer] Change: 1.6669733028122995, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 94/100, elapsed time 19.11
+[IterativeImputer] Change: 1.6688041142649566, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 95/100, elapsed time 19.31
+[IterativeImputer] Change: 1.6706225132059456, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 96/100, elapsed time 19.52
+[IterativeImputer] Change: 1.672451264542782, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 97/100, elapsed time 19.72
+[IterativeImputer] Change: 1.6742766711767634, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 98/100, elapsed time 19.93
+[IterativeImputer] Change: 1.6761039010597747, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 99/100, elapsed time 20.13
+[IterativeImputer] Change: 1.6778935337913161, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Ending imputation round 100/100, elapsed time 20.33
+[IterativeImputer] Change: 1.679678914280904, scaled tolerance: 0.19410198974609402 
+[IterativeImputer] Completing matrix with shape (241, 48)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.01
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.02
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.02
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.03
+[IterativeImputer] Ending imputation round 5/100, elapsed time 0.04
+[IterativeImputer] Ending imputation round 6/100, elapsed time 0.05
+[IterativeImputer] Ending imputation round 7/100, elapsed time 0.05
+[IterativeImputer] Ending imputation round 8/100, elapsed time 0.06
+[IterativeImputer] Ending imputation round 9/100, elapsed time 0.07
+[IterativeImputer] Ending imputation round 10/100, elapsed time 0.07
+[IterativeImputer] Ending imputation round 11/100, elapsed time 0.08
+[IterativeImputer] Ending imputation round 12/100, elapsed time 0.09
+[IterativeImputer] Ending imputation round 13/100, elapsed time 0.09
+[IterativeImputer] Ending imputation round 14/100, elapsed time 0.10
+[IterativeImputer] Ending imputation round 15/100, elapsed time 0.11
+[IterativeImputer] Ending imputation round 16/100, elapsed time 0.12
+[IterativeImputer] Ending imputation round 17/100, elapsed time 0.12
+[IterativeImputer] Ending imputation round 18/100, elapsed time 0.13
+[IterativeImputer] Ending imputation round 19/100, elapsed time 0.14
+[IterativeImputer] Ending imputation round 20/100, elapsed time 0.14
+[IterativeImputer] Ending imputation round 21/100, elapsed time 0.15
+[IterativeImputer] Ending imputation round 22/100, elapsed time 0.16
+[IterativeImputer] Ending imputation round 23/100, elapsed time 0.16
+[IterativeImputer] Ending imputation round 24/100, elapsed time 0.17
+[IterativeImputer] Ending imputation round 25/100, elapsed time 0.18
+[IterativeImputer] Ending imputation round 26/100, elapsed time 0.19
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stderr output_text">
+<pre>C:\Users\joach\.conda\envs\wsenv\lib\site-packages\sklearn\impute\_iterative.py:685: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  warnings.warn(&#34;[IterativeImputer] Early stopping criterion not&#34;
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Ending imputation round 27/100, elapsed time 0.20
+[IterativeImputer] Ending imputation round 28/100, elapsed time 0.20
+[IterativeImputer] Ending imputation round 29/100, elapsed time 0.21
+[IterativeImputer] Ending imputation round 30/100, elapsed time 0.22
+[IterativeImputer] Ending imputation round 31/100, elapsed time 0.22
+[IterativeImputer] Ending imputation round 32/100, elapsed time 0.23
+[IterativeImputer] Ending imputation round 33/100, elapsed time 0.24
+[IterativeImputer] Ending imputation round 34/100, elapsed time 0.24
+[IterativeImputer] Ending imputation round 35/100, elapsed time 0.25
+[IterativeImputer] Ending imputation round 36/100, elapsed time 0.25
+[IterativeImputer] Ending imputation round 37/100, elapsed time 0.26
+[IterativeImputer] Ending imputation round 38/100, elapsed time 0.27
+[IterativeImputer] Ending imputation round 39/100, elapsed time 0.27
+[IterativeImputer] Ending imputation round 40/100, elapsed time 0.28
+[IterativeImputer] Ending imputation round 41/100, elapsed time 0.28
+[IterativeImputer] Ending imputation round 42/100, elapsed time 0.29
+[IterativeImputer] Ending imputation round 43/100, elapsed time 0.30
+[IterativeImputer] Ending imputation round 44/100, elapsed time 0.30
+[IterativeImputer] Ending imputation round 45/100, elapsed time 0.31
+[IterativeImputer] Ending imputation round 46/100, elapsed time 0.31
+[IterativeImputer] Ending imputation round 47/100, elapsed time 0.32
+[IterativeImputer] Ending imputation round 48/100, elapsed time 0.33
+[IterativeImputer] Ending imputation round 49/100, elapsed time 0.33
+[IterativeImputer] Ending imputation round 50/100, elapsed time 0.34
+[IterativeImputer] Ending imputation round 51/100, elapsed time 0.34
+[IterativeImputer] Ending imputation round 52/100, elapsed time 0.35
+[IterativeImputer] Ending imputation round 53/100, elapsed time 0.36
+[IterativeImputer] Ending imputation round 54/100, elapsed time 0.36
+[IterativeImputer] Ending imputation round 55/100, elapsed time 0.37
+[IterativeImputer] Ending imputation round 56/100, elapsed time 0.37
+[IterativeImputer] Ending imputation round 57/100, elapsed time 0.38
+[IterativeImputer] Ending imputation round 58/100, elapsed time 0.39
+[IterativeImputer] Ending imputation round 59/100, elapsed time 0.39
+[IterativeImputer] Ending imputation round 60/100, elapsed time 0.40
+[IterativeImputer] Ending imputation round 61/100, elapsed time 0.41
+[IterativeImputer] Ending imputation round 62/100, elapsed time 0.41
+[IterativeImputer] Ending imputation round 63/100, elapsed time 0.42
+[IterativeImputer] Ending imputation round 64/100, elapsed time 0.42
+[IterativeImputer] Ending imputation round 65/100, elapsed time 0.43
+[IterativeImputer] Ending imputation round 66/100, elapsed time 0.44
+[IterativeImputer] Ending imputation round 67/100, elapsed time 0.44
+[IterativeImputer] Ending imputation round 68/100, elapsed time 0.45
+[IterativeImputer] Ending imputation round 69/100, elapsed time 0.46
+[IterativeImputer] Ending imputation round 70/100, elapsed time 0.46
+[IterativeImputer] Ending imputation round 71/100, elapsed time 0.47
+[IterativeImputer] Ending imputation round 72/100, elapsed time 0.48
+[IterativeImputer] Ending imputation round 73/100, elapsed time 0.48
+[IterativeImputer] Ending imputation round 74/100, elapsed time 0.49
+[IterativeImputer] Ending imputation round 75/100, elapsed time 0.49
+[IterativeImputer] Ending imputation round 76/100, elapsed time 0.50
+[IterativeImputer] Ending imputation round 77/100, elapsed time 0.51
+[IterativeImputer] Ending imputation round 78/100, elapsed time 0.51
+[IterativeImputer] Ending imputation round 79/100, elapsed time 0.52
+[IterativeImputer] Ending imputation round 80/100, elapsed time 0.52
+[IterativeImputer] Ending imputation round 81/100, elapsed time 0.53
+[IterativeImputer] Ending imputation round 82/100, elapsed time 0.54
+[IterativeImputer] Ending imputation round 83/100, elapsed time 0.54
+[IterativeImputer] Ending imputation round 84/100, elapsed time 0.55
+[IterativeImputer] Ending imputation round 85/100, elapsed time 0.55
+[IterativeImputer] Ending imputation round 86/100, elapsed time 0.56
+[IterativeImputer] Ending imputation round 87/100, elapsed time 0.57
+[IterativeImputer] Ending imputation round 88/100, elapsed time 0.58
+[IterativeImputer] Ending imputation round 89/100, elapsed time 0.58
+[IterativeImputer] Ending imputation round 90/100, elapsed time 0.59
+[IterativeImputer] Ending imputation round 91/100, elapsed time 0.59
+[IterativeImputer] Ending imputation round 92/100, elapsed time 0.60
+[IterativeImputer] Ending imputation round 93/100, elapsed time 0.61
+[IterativeImputer] Ending imputation round 94/100, elapsed time 0.62
+[IterativeImputer] Ending imputation round 95/100, elapsed time 0.62
+[IterativeImputer] Ending imputation round 96/100, elapsed time 0.63
+[IterativeImputer] Ending imputation round 97/100, elapsed time 0.64
+[IterativeImputer] Ending imputation round 98/100, elapsed time 0.64
+[IterativeImputer] Ending imputation round 99/100, elapsed time 0.65
+[IterativeImputer] Ending imputation round 100/100, elapsed time 0.65
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_year</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">countryXindicator_year</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (241, 6)
+[IterativeImputer] Ending imputation round 1/100, elapsed time 0.01
+[IterativeImputer] Change: 1.6443802657682207, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 2/100, elapsed time 0.02
+[IterativeImputer] Change: 0.0830316620808409, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 3/100, elapsed time 0.03
+[IterativeImputer] Change: 0.0289166641679115, scaled tolerance: 0.015 
+[IterativeImputer] Ending imputation round 4/100, elapsed time 0.04
+[IterativeImputer] Change: 0.009636184792338298, scaled tolerance: 0.015 
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (241, 6)
+[IterativeImputer] Ending imputation round 1/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 3/4, elapsed time 0.00
+[IterativeImputer] Ending imputation round 4/4, elapsed time 0.00
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Convert-years-float-to-int">Convert years float to int<a class="anchor-link" href="#Convert-years-float-to-int">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_countryXindicator_year</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">round</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="o">.</span><span class="n">astype</span><span class="p">(</span><span class="nb">int</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Comparison-correlation-plot-float-precentages-data">Comparison correlation plot float-precentages-data<a class="anchor-link" href="#Comparison-correlation-plot-float-precentages-data">&#182;</a></h3><p>Before Imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator_float</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[23]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>After imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_float</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">yticklabels</span><span class="o">=</span><span class="kc">False</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[24]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
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+</div>
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+<div class="output_area">
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+    <div class="prompt"></div>
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+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Comparison-correlation-plot-yeardata">Comparison correlation plot yeardata<a class="anchor-link" href="#Comparison-correlation-plot-yeardata">&#182;</a></h3><p>Before imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">countryXindicator_year</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[25]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<p>After imputation</p>
+
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">corr_calc</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr_calc</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[26]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:xlabel=&#39;Indicator Name&#39;, ylabel=&#39;Indicator Name&#39;&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_png output_subarea ">
+<img 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
+"
+>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Merge-imputed-dataframes">Merge imputed dataframes<a class="anchor-link" href="#Merge-imputed-dataframes">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[27]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_data</span> <span class="o">=</span> <span class="n">imputed_countryXindicator_year</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">imputed_countryXindicator_float</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;inner&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;Country Code&quot;</span><span class="p">)</span>
+<span class="n">imputed_data</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[27]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th>Indicator Name</th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, female (%)</th>
+      <th>Gross enrolment ratio, lower secondary, male (%)</th>
+      <th>...</th>
+      <th>Population growth (annual %)</th>
+      <th>Population, female (% of total)</th>
+      <th>Population, male (% of total)</th>
+      <th>Prevalence of HIV, total (% of population ages 15-49)</th>
+      <th>Primary completion rate, both sexes (%)</th>
+      <th>Primary completion rate, female (%)</th>
+      <th>Primary completion rate, male (%)</th>
+      <th>Unemployment, female (% of female labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, male (% of male labor force) (modeled ILO estimate)</th>
+      <th>Unemployment, total (% of total labor force) (modeled ILO estimate)</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>13</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.636541</td>
+      <td>91.072857</td>
+      <td>90.689076</td>
+      <td>91.406452</td>
+      <td>...</td>
+      <td>0.524658</td>
+      <td>52.465521</td>
+      <td>47.534479</td>
+      <td>1.416423</td>
+      <td>91.125743</td>
+      <td>90.752535</td>
+      <td>91.425942</td>
+      <td>10.349564</td>
+      <td>8.746525</td>
+      <td>9.324957</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>9</td>
+      <td>13</td>
+      <td>7</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.416874</td>
+      <td>67.447617</td>
+      <td>49.580441</td>
+      <td>84.329559</td>
+      <td>...</td>
+      <td>2.943234</td>
+      <td>48.454558</td>
+      <td>51.545442</td>
+      <td>0.100000</td>
+      <td>93.312781</td>
+      <td>88.498878</td>
+      <td>97.920359</td>
+      <td>12.700000</td>
+      <td>7.700000</td>
+      <td>8.600000</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>6</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.446703</td>
+      <td>90.903513</td>
+      <td>90.527003</td>
+      <td>91.325392</td>
+      <td>...</td>
+      <td>3.428021</td>
+      <td>50.991010</td>
+      <td>49.008990</td>
+      <td>1.900000</td>
+      <td>92.486172</td>
+      <td>92.930030</td>
+      <td>92.143730</td>
+      <td>6.700000</td>
+      <td>5.700000</td>
+      <td>6.200000</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>9</td>
+      <td>11</td>
+      <td>6</td>
+      <td>5</td>
+      <td>7</td>
+      <td>3</td>
+      <td>99.516937</td>
+      <td>101.488373</td>
+      <td>99.889503</td>
+      <td>102.980438</td>
+      <td>...</td>
+      <td>-0.291206</td>
+      <td>49.514599</td>
+      <td>50.485401</td>
+      <td>0.100000</td>
+      <td>106.367561</td>
+      <td>104.699371</td>
+      <td>107.900124</td>
+      <td>17.299999</td>
+      <td>17.000000</td>
+      <td>17.100000</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>2</td>
+      <td>94.592438</td>
+      <td>91.281081</td>
+      <td>91.067359</td>
+      <td>91.467822</td>
+      <td>...</td>
+      <td>-1.537836</td>
+      <td>49.937398</td>
+      <td>50.062602</td>
+      <td>-0.301099</td>
+      <td>90.510694</td>
+      <td>89.175083</td>
+      <td>91.671974</td>
+      <td>14.798726</td>
+      <td>11.023894</td>
+      <td>11.875731</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>95.413339</td>
+      <td>91.084565</td>
+      <td>90.721799</td>
+      <td>91.429833</td>
+      <td>...</td>
+      <td>-1.103886</td>
+      <td>49.937397</td>
+      <td>50.062603</td>
+      <td>-0.423033</td>
+      <td>91.464884</td>
+      <td>91.250304</td>
+      <td>91.619722</td>
+      <td>9.662467</td>
+      <td>9.205525</td>
+      <td>9.289344</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>9</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>86.150744</td>
+      <td>90.902881</td>
+      <td>90.439904</td>
+      <td>91.274501</td>
+      <td>...</td>
+      <td>2.520254</td>
+      <td>49.470856</td>
+      <td>50.529144</td>
+      <td>0.100000</td>
+      <td>92.609481</td>
+      <td>92.837224</td>
+      <td>92.326815</td>
+      <td>32.700001</td>
+      <td>11.100000</td>
+      <td>16.700001</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.505376</td>
+      <td>91.062603</td>
+      <td>90.916364</td>
+      <td>91.240835</td>
+      <td>...</td>
+      <td>1.585325</td>
+      <td>50.897604</td>
+      <td>49.102396</td>
+      <td>18.900000</td>
+      <td>91.111444</td>
+      <td>91.824840</td>
+      <td>90.441719</td>
+      <td>27.700001</td>
+      <td>23.100000</td>
+      <td>25.200001</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>7</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>93.181744</td>
+      <td>91.012954</td>
+      <td>90.829133</td>
+      <td>91.267250</td>
+      <td>...</td>
+      <td>3.024123</td>
+      <td>50.384766</td>
+      <td>49.615234</td>
+      <td>12.600000</td>
+      <td>91.406170</td>
+      <td>91.905970</td>
+      <td>90.976530</td>
+      <td>8.000000</td>
+      <td>7.300000</td>
+      <td>7.700000</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>7</td>
+      <td>13</td>
+      <td>6</td>
+      <td>7</td>
+      <td>6</td>
+      <td>4</td>
+      <td>94.625610</td>
+      <td>91.047967</td>
+      <td>90.927321</td>
+      <td>91.251754</td>
+      <td>...</td>
+      <td>2.345643</td>
+      <td>51.334997</td>
+      <td>48.665003</td>
+      <td>13.900000</td>
+      <td>91.325104</td>
+      <td>91.913467</td>
+      <td>90.806284</td>
+      <td>5.100000</td>
+      <td>5.100000</td>
+      <td>5.100000</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 54 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[28]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span> <span class="o">=</span> <span class="n">imputed_data</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">df_c</span><span class="p">,</span> <span class="n">how</span><span class="o">=</span><span class="s1">&#39;left&#39;</span><span class="p">,</span> <span class="n">on</span><span class="o">=</span><span class="s2">&quot;Country Code&quot;</span><span class="p">)</span>
+<span class="n">bigtable</span><span class="o">.</span><span class="n">columns</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[28]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>Index([&#39;Country Code&#39;, &#39;Duration of compulsory education (years)&#39;,
+       &#39;Official entrance age to lower secondary education (years)&#39;,
+       &#39;Official entrance age to primary education (years)&#39;,
+       &#39;Theoretical duration of primary education (years)&#39;,
+       &#39;Theoretical duration of secondary education (years)&#39;,
+       &#39;Theoretical duration of upper secondary education (years)&#39;,
+       &#39;Adjusted net enrolment rate, primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, female (%)&#39;,
+       &#39;Gross enrolment ratio, lower secondary, male (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, female (%)&#39;,
+       &#39;Gross enrolment ratio, pre-primary, male (%)&#39;,
+       &#39;Gross enrolment ratio, primary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, primary, female (%)&#39;,
+       &#39;Gross enrolment ratio, primary, gender parity index (GPI)&#39;,
+       &#39;Gross enrolment ratio, primary, male (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, both sexes (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, female (%)&#39;,
+       &#39;Gross enrolment ratio, secondary, gender parity index (GPI)&#39;,
+       &#39;Gross enrolment ratio, secondary, male (%)&#39;,
+       &#39;Gross enrolment ratio, upper secondary, both sexes (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, both sexes (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, female (%)&#39;,
+       &#39;Gross intake ratio to Grade 1 of primary education, male (%)&#39;,
+       &#39;Internet users (per 100 people)&#39;,
+       &#39;Labor force, female (% of total labor force)&#39;,
+       &#39;Mortality rate, under-5 (per 1,000 live births)&#39;,
+       &#39;Net enrolment rate, primary, both sexes (%)&#39;,
+       &#39;Percentage of enrolment in pre-primary education in private institutions (%)&#39;,
+       &#39;Percentage of enrolment in primary education in private institutions (%)&#39;,
+       &#39;Percentage of enrolment in secondary education in private institutions (%)&#39;,
+       &#39;Percentage of female students enrolled in primary education who are over-age, female (%)&#39;,
+       &#39;Percentage of male students enrolled in primary education who are over-age, male (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, both sexes (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, female (%)&#39;,
+       &#39;Percentage of repeaters in primary education, all grades, male (%)&#39;,
+       &#39;Percentage of students enrolled in primary education who are over-age, both sexes (%)&#39;,
+       &#39;Percentage of students in pre-primary education who are female (%)&#39;,
+       &#39;Percentage of students in primary education who are female (%)&#39;,
+       &#39;Percentage of students in secondary education who are female (%)&#39;,
+       &#39;Percentage of students in secondary general education who are female (%)&#39;,
+       &#39;Population ages 0-14 (% of total)&#39;,
+       &#39;Population ages 15-64 (% of total)&#39;, &#39;Population growth (annual %)&#39;,
+       &#39;Population, female (% of total)&#39;, &#39;Population, male (% of total)&#39;,
+       &#39;Prevalence of HIV, total (% of population ages 15-49)&#39;,
+       &#39;Primary completion rate, both sexes (%)&#39;,
+       &#39;Primary completion rate, female (%)&#39;,
+       &#39;Primary completion rate, male (%)&#39;,
+       &#39;Unemployment, female (% of female labor force) (modeled ILO estimate)&#39;,
+       &#39;Unemployment, male (% of male labor force) (modeled ILO estimate)&#39;,
+       &#39;Unemployment, total (% of total labor force) (modeled ILO estimate)&#39;,
+       &#39;Short Name&#39;, &#39;Table Name&#39;, &#39;Long Name&#39;, &#39;2-alpha code&#39;,
+       &#39;Currency Unit&#39;, &#39;Special Notes&#39;, &#39;Region&#39;, &#39;Income Group&#39;, &#39;WB-2 code&#39;,
+       &#39;National accounts base year&#39;, &#39;National accounts reference year&#39;,
+       &#39;SNA price valuation&#39;, &#39;Lending category&#39;, &#39;Other groups&#39;,
+       &#39;System of National Accounts&#39;, &#39;Alternative conversion factor&#39;,
+       &#39;PPP survey year&#39;, &#39;Balance of Payments Manual in use&#39;,
+       &#39;External debt Reporting status&#39;, &#39;System of trade&#39;,
+       &#39;Government Accounting concept&#39;, &#39;IMF data dissemination standard&#39;,
+       &#39;Latest population census&#39;, &#39;Latest household survey&#39;,
+       &#39;Source of most recent Income and expenditure data&#39;,
+       &#39;Vital registration complete&#39;, &#39;Latest agricultural census&#39;,
+       &#39;Latest industrial data&#39;, &#39;Latest trade data&#39;,
+       &#39;Latest water withdrawal data&#39;, &#39;Unnamed: 31&#39;],
+      dtype=&#39;object&#39;)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">&#39;Country Code&#39;</span><span class="p">,</span> <span class="n">inplace</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[30]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[30]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Duration of compulsory education (years)</th>
+      <th>Official entrance age to lower secondary education (years)</th>
+      <th>Official entrance age to primary education (years)</th>
+      <th>Theoretical duration of primary education (years)</th>
+      <th>Theoretical duration of secondary education (years)</th>
+      <th>Theoretical duration of upper secondary education (years)</th>
+      <th>Adjusted net enrolment rate, primary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, both sexes (%)</th>
+      <th>Gross enrolment ratio, lower secondary, female (%)</th>
+      <th>Gross enrolment ratio, lower secondary, male (%)</th>
+      <th>...</th>
+      <th>IMF data dissemination standard</th>
+      <th>Latest population census</th>
+      <th>Latest household survey</th>
+      <th>Source of most recent Income and expenditure data</th>
+      <th>Vital registration complete</th>
+      <th>Latest agricultural census</th>
+      <th>Latest industrial data</th>
+      <th>Latest trade data</th>
+      <th>Latest water withdrawal data</th>
+      <th>Unnamed: 31</th>
+    </tr>
+    <tr>
+      <th>Country Code</th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+      <th></th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>ABW</th>
+      <td>13</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.636541</td>
+      <td>91.072857</td>
+      <td>90.689076</td>
+      <td>91.406452</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2010</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AFG</th>
+      <td>9</td>
+      <td>13</td>
+      <td>7</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.416874</td>
+      <td>67.447617</td>
+      <td>49.580441</td>
+      <td>84.329559</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1979</td>
+      <td>Multiple Indicator Cluster Survey (MICS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2013/14</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AGO</th>
+      <td>6</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>87.446703</td>
+      <td>90.903513</td>
+      <td>90.527003</td>
+      <td>91.325392</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>1970</td>
+      <td>Malaria Indicator Survey (MIS), 2011</td>
+      <td>Integrated household survey (IHS), 2008</td>
+      <td>NaN</td>
+      <td>2015</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ALB</th>
+      <td>9</td>
+      <td>11</td>
+      <td>6</td>
+      <td>5</td>
+      <td>7</td>
+      <td>3</td>
+      <td>99.516937</td>
+      <td>101.488373</td>
+      <td>99.889503</td>
+      <td>102.980438</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2008/09</td>
+      <td>Living Standards Measurement Study Survey (LSM...</td>
+      <td>Yes</td>
+      <td>2012</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2006</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>AND</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>2</td>
+      <td>94.592438</td>
+      <td>91.281081</td>
+      <td>91.067359</td>
+      <td>91.467822</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>2011. Population figures compiled from adminis...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>Yes</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>...</th>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <th>XKX</th>
+      <td>10</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>95.413339</td>
+      <td>91.084565</td>
+      <td>90.721799</td>
+      <td>91.429833</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2011</td>
+      <td>NaN</td>
+      <td>Integrated household survey (IHS), 2011</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>YEM</th>
+      <td>9</td>
+      <td>12</td>
+      <td>6</td>
+      <td>6</td>
+      <td>6</td>
+      <td>3</td>
+      <td>86.150744</td>
+      <td>90.902881</td>
+      <td>90.439904</td>
+      <td>91.274501</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2004</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2005</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2006.0</td>
+      <td>2012.0</td>
+      <td>2005</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZAF</th>
+      <td>9</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>96.505376</td>
+      <td>91.062603</td>
+      <td>90.916364</td>
+      <td>91.240835</td>
+      <td>...</td>
+      <td>Special Data Dissemination Standard (SDDS)</td>
+      <td>2011</td>
+      <td>Demographic and Health Survey (DHS), 2003; Wor...</td>
+      <td>Expenditure survey/budget survey (ES/BS), 2010</td>
+      <td>NaN</td>
+      <td>2007</td>
+      <td>2010.0</td>
+      <td>2012.0</td>
+      <td>2000</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZMB</th>
+      <td>7</td>
+      <td>14</td>
+      <td>7</td>
+      <td>7</td>
+      <td>5</td>
+      <td>3</td>
+      <td>93.181744</td>
+      <td>91.012954</td>
+      <td>90.829133</td>
+      <td>91.267250</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2010</td>
+      <td>Demographic and Health Survey (DHS), 2013</td>
+      <td>Integrated household survey (IHS), 2010</td>
+      <td>NaN</td>
+      <td>2010. Population and Housing Census.</td>
+      <td>NaN</td>
+      <td>2011.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <th>ZWE</th>
+      <td>7</td>
+      <td>13</td>
+      <td>6</td>
+      <td>7</td>
+      <td>6</td>
+      <td>4</td>
+      <td>94.625610</td>
+      <td>91.047967</td>
+      <td>90.927321</td>
+      <td>91.251754</td>
+      <td>...</td>
+      <td>General Data Dissemination System (GDDS)</td>
+      <td>2012</td>
+      <td>Demographic and Health Survey (DHS), 2010/11</td>
+      <td>Integrated household survey (IHS), 2011/12</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>2012.0</td>
+      <td>2002</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>241 rows × 85 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[31]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">bigtable</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/preprocessed/edstats_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span> 
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_hdro_v2-checkpoint.html b/documentation/WaterSecurity/notebooks/prep_hdro_v2-checkpoint.html
new file mode 100644
index 0000000..8f3ab4f
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+  content: "\e191";
+}
+.glyphicon-sound-6-1:before {
+  content: "\e192";
+}
+.glyphicon-sound-7-1:before {
+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
+.glyphicon-equalizer:before {
+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
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+  content: "\e227";
+}
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+  content: "\00a5";
+}
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+  content: "\00a5";
+}
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+  content: "\20bd";
+}
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+  content: "\20bd";
+}
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+  content: "\e230";
+}
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+  content: "\e231";
+}
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+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
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+  content: "\e235";
+}
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+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
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+  content: "\e238";
+}
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+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
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+  content: "\e241";
+}
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+  content: "\e242";
+}
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+  content: "\e243";
+}
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+  content: "\e244";
+}
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+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
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+  content: "\e247";
+}
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+  content: "\e248";
+}
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+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
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+  content: "\e252";
+}
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+  content: "\e253";
+}
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+  content: "\e254";
+}
+.glyphicon-superscript:before {
+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
+.h1,
+.h2,
+.h3,
+.h4,
+.h5,
+.h6 {
+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
+h2 small,
+h3 small,
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+h6 .small,
+.h1 .small,
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+.h3 .small,
+.h4 .small,
+.h5 .small,
+.h6 .small {
+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
+.h1,
+h2,
+.h2,
+h3,
+.h3 {
+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
+.h1 small,
+h2 small,
+.h2 small,
+h3 small,
+.h3 small,
+h1 .small,
+.h1 .small,
+h2 .small,
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+h3 .small,
+.h3 .small {
+  font-size: 65%;
+}
+h4,
+.h4,
+h5,
+.h5,
+h6,
+.h6 {
+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
+.h4 small,
+h5 small,
+.h5 small,
+h6 small,
+.h6 small,
+h4 .small,
+.h4 .small,
+h5 .small,
+.h5 .small,
+h6 .small,
+.h6 .small {
+  font-size: 75%;
+}
+h1,
+.h1 {
+  font-size: 33px;
+}
+h2,
+.h2 {
+  font-size: 27px;
+}
+h3,
+.h3 {
+  font-size: 23px;
+}
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+.h4 {
+  font-size: 17px;
+}
+h5,
+.h5 {
+  font-size: 13px;
+}
+h6,
+.h6 {
+  font-size: 12px;
+}
+p {
+  margin: 0 0 9px;
+}
+.lead {
+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
+.small {
+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
+.text-left {
+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
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+  width: 75%;
+}
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+  width: 66.66666667%;
+}
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+  width: 58.33333333%;
+}
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+  width: 50%;
+}
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+  width: 41.66666667%;
+}
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+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
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+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
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+  right: 91.66666667%;
+}
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+  right: 83.33333333%;
+}
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+  right: 75%;
+}
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+  right: 66.66666667%;
+}
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+  right: 58.33333333%;
+}
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+  right: 50%;
+}
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+  right: 41.66666667%;
+}
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+  right: 33.33333333%;
+}
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+  right: 25%;
+}
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+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
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+  left: 100%;
+}
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+  left: 91.66666667%;
+}
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+  left: 83.33333333%;
+}
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+  left: 75%;
+}
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+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
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+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
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+  margin-left: 83.33333333%;
+}
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+  margin-left: 75%;
+}
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+  margin-left: 66.66666667%;
+}
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+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
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+  margin-left: 41.66666667%;
+}
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+  margin-left: 33.33333333%;
+}
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+  margin-left: 25%;
+}
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+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
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+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+@-webkit-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
+    opacity: 1;
+  }
+}
+/*properties of tooltip after "expand"*/
+.bigtooltip {
+  overflow: auto;
+  height: 200px;
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+}
+/*properties of tooltip before "expand"*/
+.smalltooltip {
+  -webkit-transition-property: height;
+  -webkit-transition-duration: 500ms;
+  -moz-transition-property: height;
+  -moz-transition-duration: 500ms;
+  transition-property: height;
+  transition-duration: 500ms;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  height: 80px;
+}
+.tooltipbuttons {
+  position: absolute;
+  padding-right: 15px;
+  top: 0px;
+  right: 0px;
+}
+.tooltiptext {
+  /*avoid the button to overlap on some docstring*/
+  padding-right: 30px;
+}
+.ipython_tooltip {
+  max-width: 700px;
+  /*fade-in animation when inserted*/
+  -webkit-animation: fadeOut 400ms;
+  -moz-animation: fadeOut 400ms;
+  animation: fadeOut 400ms;
+  -webkit-animation: fadeIn 400ms;
+  -moz-animation: fadeIn 400ms;
+  animation: fadeIn 400ms;
+  vertical-align: middle;
+  background-color: #f7f7f7;
+  overflow: visible;
+  border: #ababab 1px solid;
+  outline: none;
+  padding: 3px;
+  margin: 0px;
+  padding-left: 7px;
+  font-family: monospace;
+  min-height: 50px;
+  -moz-box-shadow: 0px 6px 10px -1px #adadad;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  border-radius: 2px;
+  position: absolute;
+  z-index: 1000;
+}
+.ipython_tooltip a {
+  float: right;
+}
+.ipython_tooltip .tooltiptext pre {
+  border: 0;
+  border-radius: 0;
+  font-size: 100%;
+  background-color: #f7f7f7;
+}
+.pretooltiparrow {
+  left: 0px;
+  margin: 0px;
+  top: -16px;
+  width: 40px;
+  height: 16px;
+  overflow: hidden;
+  position: absolute;
+}
+.pretooltiparrow:before {
+  background-color: #f7f7f7;
+  border: 1px #ababab solid;
+  z-index: 11;
+  content: "";
+  position: absolute;
+  left: 15px;
+  top: 10px;
+  width: 25px;
+  height: 25px;
+  -webkit-transform: rotate(45deg);
+  -moz-transform: rotate(45deg);
+  -ms-transform: rotate(45deg);
+  -o-transform: rotate(45deg);
+}
+ul.typeahead-list i {
+  margin-left: -10px;
+  width: 18px;
+}
+[dir="rtl"] ul.typeahead-list i {
+  margin-left: 0;
+  margin-right: -10px;
+}
+ul.typeahead-list {
+  max-height: 80vh;
+  overflow: auto;
+}
+ul.typeahead-list > li > a {
+  /** Firefox bug **/
+  /* see https://github.com/jupyter/notebook/issues/559 */
+  white-space: normal;
+}
+ul.typeahead-list  > li > a.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .typeahead-list {
+  text-align: right;
+}
+.cmd-palette .modal-body {
+  padding: 7px;
+}
+.cmd-palette form {
+  background: white;
+}
+.cmd-palette input {
+  outline: none;
+}
+.no-shortcut {
+  min-width: 20px;
+  color: transparent;
+}
+[dir="rtl"] .no-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .command-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+.command-shortcut:before {
+  content: "(command mode)";
+  padding-right: 3px;
+  color: #777777;
+}
+.edit-shortcut:before {
+  content: "(edit)";
+  padding-right: 3px;
+  color: #777777;
+}
+[dir="rtl"] .edit-shortcut.pull-right {
+  float: left !important;
+  float: left;
+}
+#find-and-replace #replace-preview .match,
+#find-and-replace #replace-preview .insert {
+  background-color: #BBDEFB;
+  border-color: #90CAF9;
+  border-style: solid;
+  border-width: 1px;
+  border-radius: 0px;
+}
+[dir="ltr"] #find-and-replace .input-group-btn + .form-control {
+  border-left: none;
+}
+[dir="rtl"] #find-and-replace .input-group-btn + .form-control {
+  border-right: none;
+}
+#find-and-replace #replace-preview .replace .match {
+  background-color: #FFCDD2;
+  border-color: #EF9A9A;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview .replace .insert {
+  background-color: #C8E6C9;
+  border-color: #A5D6A7;
+  border-radius: 0px;
+}
+#find-and-replace #replace-preview {
+  max-height: 60vh;
+  overflow: auto;
+}
+#find-and-replace #replace-preview pre {
+  padding: 5px 10px;
+}
+.terminal-app {
+  background: #EEE;
+}
+.terminal-app #header {
+  background: #fff;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.terminal-app .terminal {
+  width: 100%;
+  float: left;
+  font-family: monospace;
+  color: white;
+  background: black;
+  padding: 0.4em;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.4);
+}
+.terminal-app .terminal,
+.terminal-app .terminal dummy-screen {
+  line-height: 1em;
+  font-size: 14px;
+}
+.terminal-app .terminal .xterm-rows {
+  padding: 10px;
+}
+.terminal-app .terminal-cursor {
+  color: black;
+  background: white;
+}
+.terminal-app #terminado-container {
+  margin-top: 20px;
+}
+/*# sourceMappingURL=style.min.css.map */
+    </style>
+<style type="text/css">
+    pre { line-height: 125%; }
+td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
+td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
+.highlight .hll { background-color: #ffffcc }
+.highlight { background: #f8f8f8; }
+.highlight .c { color: #408080; font-style: italic } /* Comment */
+.highlight .err { border: 1px solid #FF0000 } /* Error */
+.highlight .k { color: #008000; font-weight: bold } /* Keyword */
+.highlight .o { color: #666666 } /* Operator */
+.highlight .ch { color: #408080; font-style: italic } /* Comment.Hashbang */
+.highlight .cm { color: #408080; font-style: italic } /* Comment.Multiline */
+.highlight .cp { color: #BC7A00 } /* Comment.Preproc */
+.highlight .cpf { color: #408080; font-style: italic } /* Comment.PreprocFile */
+.highlight .c1 { color: #408080; font-style: italic } /* Comment.Single */
+.highlight .cs { color: #408080; font-style: italic } /* Comment.Special */
+.highlight .gd { color: #A00000 } /* Generic.Deleted */
+.highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .gr { color: #FF0000 } /* Generic.Error */
+.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
+.highlight .gi { color: #00A000 } /* Generic.Inserted */
+.highlight .go { color: #888888 } /* Generic.Output */
+.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
+.highlight .gs { font-weight: bold } /* Generic.Strong */
+.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
+.highlight .gt { color: #0044DD } /* Generic.Traceback */
+.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
+.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
+.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
+.highlight .kp { color: #008000 } /* Keyword.Pseudo */
+.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
+.highlight .kt { color: #B00040 } /* Keyword.Type */
+.highlight .m { color: #666666 } /* Literal.Number */
+.highlight .s { color: #BA2121 } /* Literal.String */
+.highlight .na { color: #7D9029 } /* Name.Attribute */
+.highlight .nb { color: #008000 } /* Name.Builtin */
+.highlight .nc { color: #0000FF; font-weight: bold } /* Name.Class */
+.highlight .no { color: #880000 } /* Name.Constant */
+.highlight .nd { color: #AA22FF } /* Name.Decorator */
+.highlight .ni { color: #999999; font-weight: bold } /* Name.Entity */
+.highlight .ne { color: #D2413A; font-weight: bold } /* Name.Exception */
+.highlight .nf { color: #0000FF } /* Name.Function */
+.highlight .nl { color: #A0A000 } /* Name.Label */
+.highlight .nn { color: #0000FF; font-weight: bold } /* Name.Namespace */
+.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
+.highlight .nv { color: #19177C } /* Name.Variable */
+.highlight .ow { color: #AA22FF; font-weight: bold } /* Operator.Word */
+.highlight .w { color: #bbbbbb } /* Text.Whitespace */
+.highlight .mb { color: #666666 } /* Literal.Number.Bin */
+.highlight .mf { color: #666666 } /* Literal.Number.Float */
+.highlight .mh { color: #666666 } /* Literal.Number.Hex */
+.highlight .mi { color: #666666 } /* Literal.Number.Integer */
+.highlight .mo { color: #666666 } /* Literal.Number.Oct */
+.highlight .sa { color: #BA2121 } /* Literal.String.Affix */
+.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
+.highlight .sc { color: #BA2121 } /* Literal.String.Char */
+.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
+.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
+.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
+.highlight .se { color: #BB6622; font-weight: bold } /* Literal.String.Escape */
+.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
+.highlight .si { color: #BB6688; font-weight: bold } /* Literal.String.Interpol */
+.highlight .sx { color: #008000 } /* Literal.String.Other */
+.highlight .sr { color: #BB6688 } /* Literal.String.Regex */
+.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
+.highlight .ss { color: #19177C } /* Literal.String.Symbol */
+.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
+.highlight .fm { color: #0000FF } /* Name.Function.Magic */
+.highlight .vc { color: #19177C } /* Name.Variable.Class */
+.highlight .vg { color: #19177C } /* Name.Variable.Global */
+.highlight .vi { color: #19177C } /* Name.Variable.Instance */
+.highlight .vm { color: #19177C } /* Name.Variable.Magic */
+.highlight .il { color: #666666 } /* Literal.Number.Integer.Long */
+    </style>
+
+
+<style type="text/css">
+/* Overrides of notebook CSS for static HTML export */
+body {
+  overflow: visible;
+  padding: 8px;
+}
+
+div#notebook {
+  overflow: visible;
+  border-top: none;
+}@media print {
+  div.cell {
+    display: block;
+    page-break-inside: avoid;
+  } 
+  div.output_wrapper { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+  div.output { 
+    display: block;
+    page-break-inside: avoid; 
+  }
+}
+</style>
+
+<!-- Custom stylesheet, it must be in the same directory as the html file -->
+<link rel="stylesheet" href="custom.css">
+
+<!-- Loading mathjax macro -->
+<!-- Load mathjax -->
+    <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.5/latest.js?config=TeX-AMS_HTML"></script>
+    <!-- MathJax configuration -->
+    <script type="text/x-mathjax-config">
+    MathJax.Hub.Config({
+        tex2jax: {
+            inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+            displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+            processEscapes: true,
+            processEnvironments: true
+        },
+        // Center justify equations in code and markdown cells. Elsewhere
+        // we use CSS to left justify single line equations in code cells.
+        displayAlign: 'center',
+        "HTML-CSS": {
+            styles: {'.MathJax_Display': {"margin": 0}},
+            linebreaks: { automatic: true }
+        }
+    });
+    </script>
+    <!-- End of mathjax configuration --></head>
+<body>
+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[159]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> 
+<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="kn">import</span> <span class="n">scatter_matrix</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">json</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
+<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="kn">import</span> <span class="n">PCA</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="o">!</span>pip install plotly
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled</span> <span class="kn">import</span> <span class="n">hdro_inicator_values</span> <span class="k">as</span> <span class="n">inicator_values</span><span class="p">,</span> <span class="n">hdro_country_name</span> <span class="k">as</span> <span class="n">country_name</span><span class="p">,</span> <span class="n">hdro_indicator_name</span> <span class="k">as</span> <span class="n">indicator_name</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Requirement already satisfied: plotly in /opt/anaconda3/lib/python3.7/site-packages (4.14.3)
+Requirement already satisfied: retrying&gt;=1.3.3 in /opt/anaconda3/lib/python3.7/site-packages (from plotly) (1.3.3)
+Requirement already satisfied: six in /opt/anaconda3/lib/python3.7/site-packages (from plotly) (1.12.0)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[148]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#print(inicator_values)</span>
+<span class="c1">#print(country_name)</span>
+<span class="c1">#print(indicator_name)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Unwrap-values-to-create-good-df">Unwrap values to create good df<a class="anchor-link" href="#Unwrap-values-to-create-good-df">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[149]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_inicator_values</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">inicator_values</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+<span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">indicator_name</span><span class="p">[</span><span class="n">nm</span><span class="p">]</span> <span class="k">for</span> <span class="n">nm</span> <span class="ow">in</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
+<span class="n">df_inicator_values</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;2019&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">notnull</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+<span class="n">df_inicator_values</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[149]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>
+      <th>Percentage of primary schools with access to the internet</th>
+      <th>Percentage of secondary schools with access to the internet</th>
+      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>
+      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>
+      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>
+      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>
+      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>
+      <th>Primary school teachers trained to teach (%)</th>
+      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>AFG</td>
+      <td>26.080</td>
+      <td>13.220</td>
+      <td>36.920</td>
+      <td>1.948</td>
+      <td>6.006</td>
+      <td>27.244</td>
+      <td>68.957</td>
+      <td>79.726</td>
+      <td>38.042</td>
+      <td>25.8</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>AGO</td>
+      <td>30.232</td>
+      <td>23.133</td>
+      <td>38.056</td>
+      <td>4.023</td>
+      <td>6.359</td>
+      <td>30.000</td>
+      <td>150.526</td>
+      <td>65.995</td>
+      <td>31.825</td>
+      <td>66.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ALB</td>
+      <td>93.174</td>
+      <td>93.700</td>
+      <td>92.497</td>
+      <td>9.702</td>
+      <td>10.614</td>
+      <td>29.508</td>
+      <td>19.642</td>
+      <td>52.852</td>
+      <td>2.881</td>
+      <td>61.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>AND</td>
+      <td>72.327</td>
+      <td>71.484</td>
+      <td>73.327</td>
+      <td>10.439</td>
+      <td>10.564</td>
+      <td>46.429</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0.077</td>
+      <td>88.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ARG</td>
+      <td>57.158</td>
+      <td>59.161</td>
+      <td>54.828</td>
+      <td>11.123</td>
+      <td>10.729</td>
+      <td>39.877</td>
+      <td>62.782</td>
+      <td>21.805</td>
+      <td>44.781</td>
+      <td>92.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <td>WSM</td>
+      <td>74.942</td>
+      <td>79.127</td>
+      <td>71.583</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>10.000</td>
+      <td>23.886</td>
+      <td>29.983</td>
+      <td>0.197</td>
+      <td>18.1</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>YEM</td>
+      <td>28.020</td>
+      <td>19.920</td>
+      <td>36.918</td>
+      <td>2.880</td>
+      <td>5.146</td>
+      <td>0.971</td>
+      <td>60.352</td>
+      <td>45.627</td>
+      <td>29.162</td>
+      <td>37.3</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZAF</td>
+      <td>75.478</td>
+      <td>74.977</td>
+      <td>78.207</td>
+      <td>10.031</td>
+      <td>10.291</td>
+      <td>45.333</td>
+      <td>67.908</td>
+      <td>10.298</td>
+      <td>58.558</td>
+      <td>66.9</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZMB</td>
+      <td>44.440</td>
+      <td>38.488</td>
+      <td>54.068</td>
+      <td>6.283</td>
+      <td>8.176</td>
+      <td>17.964</td>
+      <td>120.112</td>
+      <td>78.134</td>
+      <td>17.861</td>
+      <td>44.1</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZWE</td>
+      <td>64.935</td>
+      <td>59.792</td>
+      <td>70.783</td>
+      <td>8.066</td>
+      <td>8.923</td>
+      <td>34.571</td>
+      <td>86.135</td>
+      <td>64.739</td>
+      <td>14.645</td>
+      <td>32.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>195 rows × 98 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Display-the-max,-min-and-mean-number-of-null-values-per-column">Display the max, min and mean number of null values per column<a class="anchor-link" href="#Display-the-max,-min-and-mean-number-of-null-values-per-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[150]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 98.97435897435898 %
+Min: 0.0 %
+Mean: 37.566718995290415 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[150]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(0.0, 98.97435897435898)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="There-is-a-high-number-of-missing-values,-we-therefore-remove-columns-where-more-than-50%-of-the-data-is-missing">There is a high number of missing values, we therefore remove columns where more than 50% of the data is missing<a class="anchor-link" href="#There-is-a-high-number-of-missing-values,-we-therefore-remove-columns-where-more-than-50%-of-the-data-is-missing">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[151]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Again-see-the-max,-min-and-mean-number-of-missing-values-per-column">Again see the max, min and mean number of missing values per column<a class="anchor-link" href="#Again-see-the-max,-min-and-mean-number-of-missing-values-per-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[152]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">min_missing</span><span class="p">,</span> <span class="n">max_missing</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 49.743589743589745 %
+Min: 0.0 %
+Mean: 10.616150019135096 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[153]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_inicator_values</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[153]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gender Development Index (GDI)</th>
+      <th>Estimated gross national income per capita, female (2017 PPP $)</th>
+      <th>Estimated gross national income per capita, male (2017 PPP $)</th>
+      <th>Human Development Index (HDI), female</th>
+      <th>Human Development Index (HDI), male</th>
+      <th>Inequality-adjusted income index</th>
+      <th>Overall loss in HDI due to inequality (%)</th>
+      <th>Inequality in income (%)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>count</td>
+      <td>175.000000</td>
+      <td>167.000000</td>
+      <td>167.000000</td>
+      <td>174.000000</td>
+      <td>174.000000</td>
+      <td>193.000000</td>
+      <td>185.000000</td>
+      <td>180.000000</td>
+      <td>195.000000</td>
+      <td>195.000000</td>
+      <td>...</td>
+      <td>167.000000</td>
+      <td>178.000000</td>
+      <td>178.000000</td>
+      <td>167.000000</td>
+      <td>167.000000</td>
+      <td>156.000000</td>
+      <td>152.000000</td>
+      <td>156.000000</td>
+      <td>152.000000</td>
+      <td>152.000000</td>
+    </tr>
+    <tr>
+      <td>mean</td>
+      <td>61.068074</td>
+      <td>61.736012</td>
+      <td>65.823587</td>
+      <td>8.480017</td>
+      <td>9.133402</td>
+      <td>22.981295</td>
+      <td>48.309346</td>
+      <td>38.258011</td>
+      <td>39.391426</td>
+      <td>59.257436</td>
+      <td>...</td>
+      <td>0.938994</td>
+      <td>14440.998511</td>
+      <td>24458.331354</td>
+      <td>0.702683</td>
+      <td>0.742186</td>
+      <td>0.545064</td>
+      <td>19.389145</td>
+      <td>23.401385</td>
+      <td>19.002599</td>
+      <td>0.595250</td>
+    </tr>
+    <tr>
+      <td>std</td>
+      <td>29.610798</td>
+      <td>29.284050</td>
+      <td>26.395358</td>
+      <td>3.421332</td>
+      <td>2.802984</td>
+      <td>11.828784</td>
+      <td>40.528834</td>
+      <td>27.774415</td>
+      <td>146.485855</td>
+      <td>23.231038</td>
+      <td>...</td>
+      <td>0.074559</td>
+      <td>15359.935986</td>
+      <td>23943.482628</td>
+      <td>0.165867</td>
+      <td>0.143194</td>
+      <td>0.172789</td>
+      <td>9.948718</td>
+      <td>9.744004</td>
+      <td>9.777324</td>
+      <td>0.190002</td>
+    </tr>
+    <tr>
+      <td>min</td>
+      <td>0.000000</td>
+      <td>1.738000</td>
+      <td>9.000000</td>
+      <td>1.070000</td>
+      <td>2.256000</td>
+      <td>0.100000</td>
+      <td>0.283000</td>
+      <td>0.144000</td>
+      <td>0.011000</td>
+      <td>13.200000</td>
+      <td>...</td>
+      <td>0.488000</td>
+      <td>186.041000</td>
+      <td>640.105000</td>
+      <td>0.270000</td>
+      <td>0.432000</td>
+      <td>0.176000</td>
+      <td>4.444000</td>
+      <td>8.500000</td>
+      <td>4.424000</td>
+      <td>0.232000</td>
+    </tr>
+    <tr>
+      <td>25%</td>
+      <td>37.296500</td>
+      <td>36.925000</td>
+      <td>45.356500</td>
+      <td>5.850000</td>
+      <td>6.733750</td>
+      <td>14.765000</td>
+      <td>13.177000</td>
+      <td>12.538250</td>
+      <td>2.081000</td>
+      <td>41.200000</td>
+      <td>...</td>
+      <td>0.908500</td>
+      <td>2925.614250</td>
+      <td>6275.933750</td>
+      <td>0.577000</td>
+      <td>0.621500</td>
+      <td>0.404750</td>
+      <td>10.792250</td>
+      <td>16.603000</td>
+      <td>10.594000</td>
+      <td>0.431500</td>
+    </tr>
+    <tr>
+      <td>50%</td>
+      <td>64.828000</td>
+      <td>68.067000</td>
+      <td>70.682000</td>
+      <td>9.111000</td>
+      <td>9.252500</td>
+      <td>21.094000</td>
+      <td>40.536000</td>
+      <td>32.533500</td>
+      <td>8.772000</td>
+      <td>60.000000</td>
+      <td>...</td>
+      <td>0.965000</td>
+      <td>8399.442500</td>
+      <td>16951.357000</td>
+      <td>0.730000</td>
+      <td>0.760000</td>
+      <td>0.527500</td>
+      <td>17.934500</td>
+      <td>21.779500</td>
+      <td>17.526000</td>
+      <td>0.604000</td>
+    </tr>
+    <tr>
+      <td>75%</td>
+      <td>89.145000</td>
+      <td>87.990500</td>
+      <td>90.916500</td>
+      <td>11.230500</td>
+      <td>11.551000</td>
+      <td>30.000000</td>
+      <td>70.504000</td>
+      <td>63.345500</td>
+      <td>28.562500</td>
+      <td>78.000000</td>
+      <td>...</td>
+      <td>0.986000</td>
+      <td>22583.779500</td>
+      <td>35488.476000</td>
+      <td>0.831500</td>
+      <td>0.848500</td>
+      <td>0.691750</td>
+      <td>27.615250</td>
+      <td>28.625000</td>
+      <td>27.012500</td>
+      <td>0.767250</td>
+    </tr>
+    <tr>
+      <td>max</td>
+      <td>100.000000</td>
+      <td>100.000000</td>
+      <td>100.000000</td>
+      <td>13.882000</td>
+      <td>14.431000</td>
+      <td>55.660000</td>
+      <td>186.538000</td>
+      <td>94.581000</td>
+      <td>1433.784000</td>
+      <td>100.000000</td>
+      <td>...</td>
+      <td>1.036000</td>
+      <td>71387.276000</td>
+      <td>107833.029000</td>
+      <td>0.949000</td>
+      <td>0.965000</td>
+      <td>0.858000</td>
+      <td>45.307000</td>
+      <td>56.996000</td>
+      <td>44.167000</td>
+      <td>0.899000</td>
+    </tr>
+  </tbody>
+</table>
+<p>8 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[43]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Find columns that only contain integers or null values</span>
+<span class="c1">#find_all_integer_columns(df_inicator_values)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[154]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[154]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([&#39;Population with at least some secondary education (% ages 25 and older)&#39;,
+       &#39;Population with at least some secondary education, female (% ages 25 and older)&#39;,
+       &#39;Population with at least some secondary education, male (% ages 25 and older)&#39;,
+       &#39;Mean years of schooling, female (years)&#39;,
+       &#39;Mean years of schooling, male (years)&#39;,
+       &#39;Share of seats in parliament (% held by women)&#39;,
+       &#39;Adolescent birth rate (births per 1,000 women ages 15-19)&#39;,
+       &#39;Vulnerable employment (% of total employment)&#39;,
+       &#39;Total population (millions)&#39;, &#39;Urban population (%)&#39;,
+       &#39;Labour force participation rate (% ages 15 and older), female&#39;,
+       &#39;Labour force participation rate (% ages 15 and older), male&#39;,
+       &#39;Sex ratio at birth (male to female births)&#39;,
+       &#39;Remittances, inflows (% of GDP)&#39;,
+       &#39;Foreign direct investment, net inflows (% of GDP)&#39;,
+       &#39;Population ages 15?64 (millions)&#39;,
+       &#39;Infants lacking immunization, measles (% of one-year-olds)&#39;,
+       &#39;Infants lacking immunization, DTP (% of one-year-olds)&#39;,
+       &#39;Gross fixed capital formation (% of GDP)&#39;,
+       &#39;Gender Inequality Index (GII)&#39;,
+       &#39;Life expectancy at birth (years)&#39;,
+       &#39;Expected years of schooling (years)&#39;,
+       &#39;Inequality-adjusted education index&#39;,
+       &#39;Inequality-adjusted life expectancy index&#39;,
+       &#39;Inequality in education (%)&#39;, &#39;Inequality in life expectancy (%)&#39;,
+       &#39;Mean years of schooling (years)&#39;, &#39;Life expectancy index&#39;,
+       &#39;Income index&#39;, &#39;Education index&#39;,
+       &#39;Unemployment, youth (% ages 15?24)&#39;,
+       &#39;Private capital flows (% of GDP)&#39;,
+       &#39;Life expectancy at birth, female (years)&#39;,
+       &#39;Life expectancy at birth, male (years)&#39;,
+       &#39;Young age (0-14) dependency ratio (per 100 people ages 15-64)&#39;,
+       &#39;Old-age (65 and older) dependency ratio (per 100 people ages 15-64)&#39;,
+       &#39;Expected years of schooling, female (years)&#39;,
+       &#39;Expected years of schooling, male (years)&#39;,
+       &#39;Population ages 65 and older (millions)&#39;,
+       &#39;Population under age 5 (millions)&#39;,
+       &#39;Exports and imports (% of GDP)&#39;, &#39;Human Development Index (HDI)&#39;,
+       &#39;Unemployment, total (% of labour force)&#39;, &#39;HDI rank&#39;,
+       &#39;Youth not in school or employment (% ages 15-24)&#39;,
+       &#39;Labour force participation rate (% ages 15 and older)&#39;,
+       &#39;Employment to population ratio (% ages 15 and older)&#39;,
+       &#39;Employment in agriculture (% of total employment)&#39;,
+       &#39;Employment in services (% of total employment)&#39;,
+       &#39;Working poor at PPP$3.20 a day (% of total employment)&#39;,
+       &#39;Total unemployment rate (female to male ratio)&#39;,
+       &#39;Youth unemployment rate (female to male ratio)&#39;,
+       &#39;Share of employment in nonagriculture, female (% of total employment in nonagriculture)&#39;,
+       &#39;Gross capital formation (% of GDP)&#39;,
+       &#39;Gross domestic product (GDP), total (2017 PPP $ billions)&#39;,
+       &#39;GDP per capita (2017 PPP $)&#39;,
+       &#39;Gross national income (GNI) per capita (constant 2017 PPP$)&#39;,
+       &#39;Gender Development Index (GDI)&#39;,
+       &#39;Estimated gross national income per capita, female (2017 PPP $)&#39;,
+       &#39;Estimated gross national income per capita, male (2017 PPP $)&#39;,
+       &#39;Human Development Index (HDI), female&#39;,
+       &#39;Human Development Index (HDI), male&#39;,
+       &#39;Inequality-adjusted income index&#39;,
+       &#39;Overall loss in HDI due to inequality (%)&#39;,
+       &#39;Inequality in income (%)&#39;, &#39;Coefficient of human inequality&#39;,
+       &#39;Inequality-adjusted HDI (IHDI)&#39;], dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[161]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">size</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[161]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f8a6180c0d0&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
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+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[167]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">percentage_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">money_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">index_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">year_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">rest</span> <span class="o">=</span> <span class="p">[]</span>
+
+<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">:</span>
+    <span class="k">if</span> <span class="s1">&#39;%&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">percentage_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;$&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">money_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;years&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">year_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;index&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
+        <span class="n">index_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">rest</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">percentage_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">percentage_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">money_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">money_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">index_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">index_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">year_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">year_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">rest</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">rest</span><span class="p">))</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">percentage_columns</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">money_columns</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">index_columns</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">year_columns</span><span class="p">)</span><span class="o">+</span><span class="nb">len</span><span class="p">(</span><span class="n">rest</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;Population with at least some secondary education (% ages 25 and older)&#39;, &#39;Population with at least some secondary education, female (% ages 25 and older)&#39;, &#39;Population with at least some secondary education, male (% ages 25 and older)&#39;, &#39;Share of seats in parliament (% held by women)&#39;, &#39;Vulnerable employment (% of total employment)&#39;, &#39;Urban population (%)&#39;, &#39;Labour force participation rate (% ages 15 and older), female&#39;, &#39;Labour force participation rate (% ages 15 and older), male&#39;, &#39;Remittances, inflows (% of GDP)&#39;, &#39;Foreign direct investment, net inflows (% of GDP)&#39;, &#39;Infants lacking immunization, measles (% of one-year-olds)&#39;, &#39;Infants lacking immunization, DTP (% of one-year-olds)&#39;, &#39;Gross fixed capital formation (% of GDP)&#39;, &#39;Inequality in education (%)&#39;, &#39;Inequality in life expectancy (%)&#39;, &#39;Unemployment, youth (% ages 15?24)&#39;, &#39;Private capital flows (% of GDP)&#39;, &#39;Exports and imports (% of GDP)&#39;, &#39;Unemployment, total (% of labour force)&#39;, &#39;Youth not in school or employment (% ages 15-24)&#39;, &#39;Labour force participation rate (% ages 15 and older)&#39;, &#39;Employment to population ratio (% ages 15 and older)&#39;, &#39;Employment in agriculture (% of total employment)&#39;, &#39;Employment in services (% of total employment)&#39;, &#39;Working poor at PPP$3.20 a day (% of total employment)&#39;, &#39;Share of employment in nonagriculture, female (% of total employment in nonagriculture)&#39;, &#39;Gross capital formation (% of GDP)&#39;, &#39;Overall loss in HDI due to inequality (%)&#39;, &#39;Inequality in income (%)&#39;] 
+ 29
+[&#39;Gross domestic product (GDP), total (2017 PPP $ billions)&#39;, &#39;GDP per capita (2017 PPP $)&#39;, &#39;Gross national income (GNI) per capita (constant 2017 PPP$)&#39;, &#39;Estimated gross national income per capita, female (2017 PPP $)&#39;, &#39;Estimated gross national income per capita, male (2017 PPP $)&#39;] 
+ 5
+[&#39;Gender Inequality Index (GII)&#39;, &#39;Inequality-adjusted education index&#39;, &#39;Inequality-adjusted life expectancy index&#39;, &#39;Life expectancy index&#39;, &#39;Income index&#39;, &#39;Education index&#39;, &#39;Human Development Index (HDI)&#39;, &#39;Gender Development Index (GDI)&#39;, &#39;Human Development Index (HDI), female&#39;, &#39;Human Development Index (HDI), male&#39;, &#39;Inequality-adjusted income index&#39;] 
+ 11
+[&#39;Mean years of schooling, female (years)&#39;, &#39;Mean years of schooling, male (years)&#39;, &#39;Life expectancy at birth (years)&#39;, &#39;Expected years of schooling (years)&#39;, &#39;Mean years of schooling (years)&#39;, &#39;Life expectancy at birth, female (years)&#39;, &#39;Life expectancy at birth, male (years)&#39;, &#39;Expected years of schooling, female (years)&#39;, &#39;Expected years of schooling, male (years)&#39;] 
+ 9
+[&#39;Adolescent birth rate (births per 1,000 women ages 15-19)&#39;, &#39;Total population (millions)&#39;, &#39;Sex ratio at birth (male to female births)&#39;, &#39;Population ages 15?64 (millions)&#39;, &#39;Young age (0-14) dependency ratio (per 100 people ages 15-64)&#39;, &#39;Old-age (65 and older) dependency ratio (per 100 people ages 15-64)&#39;, &#39;Population ages 65 and older (millions)&#39;, &#39;Population under age 5 (millions)&#39;, &#39;HDI rank&#39;, &#39;Total unemployment rate (female to male ratio)&#39;, &#39;Youth unemployment rate (female to male ratio)&#39;, &#39;Coefficient of human inequality&#39;, &#39;Inequality-adjusted HDI (IHDI)&#39;] 
+ 13
+67
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Dataframe-is-splitted">Dataframe is splitted<a class="anchor-link" href="#Dataframe-is-splitted">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[168]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">split_df1</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">percentage_columns</span><span class="p">]</span>
+<span class="n">split_df2</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">money_columns</span><span class="p">]</span>
+<span class="n">split_df3</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">index_columns</span><span class="p">]</span>
+<span class="n">split_df4</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">year_columns</span><span class="p">]</span>
+<span class="n">split_df5</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">rest</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[170]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 1 -&#39;</span><span class="p">)</span>
+<span class="n">min1</span><span class="p">,</span> <span class="n">max1</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 2 -&#39;</span><span class="p">)</span>
+<span class="n">min2</span><span class="p">,</span> <span class="n">max2</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df2</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 3 -&#39;</span><span class="p">)</span>
+<span class="n">min3</span><span class="p">,</span> <span class="n">max3</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df3</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 4 -&#39;</span><span class="p">)</span>
+<span class="n">min4</span><span class="p">,</span> <span class="n">max4</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df4</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 5 -&#39;</span><span class="p">)</span>
+<span class="n">min5</span><span class="p">,</span> <span class="n">max5</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df5</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>- Dataframe 1 -
+Max, min and mean number of missing values for the columns
+Max: 49.743589743589745 %
+Min: 0.0 %
+Mean: 14.624226348364274 %
+- Dataframe 2 -
+Max, min and mean number of missing values for the columns
+Max: 8.717948717948717 %
+Min: 2.051282051282051 %
+Mean: 6.153846153846153 %
+- Dataframe 3 -
+Max, min and mean number of missing values for the columns
+Max: 20.0 %
+Min: 2.051282051282051 %
+Mean: 9.790209790209792 %
+- Dataframe 4 -
+Max, min and mean number of missing values for the columns
+Max: 10.76923076923077 %
+Min: 1.0256410256410255 %
+Mean: 5.584045584045585 %
+- Dataframe 5 -
+Max, min and mean number of missing values for the columns
+Max: 22.05128205128205 %
+Min: 0.0 %
+Mean: 7.57396449704142 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Imputation-of-the-individual-datasets">Imputation of the individual datasets<a class="anchor-link" href="#Imputation-of-the-individual-datasets">&#182;</a></h2><h3 id="idf---&gt;-stands-for-imputed-dataframe">idf --&gt; stands for imputed dataframe<a class="anchor-link" href="#idf---&gt;-stands-for-imputed-dataframe">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[176]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idf1</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df1</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max1</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf1</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf1</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 29)
+[IterativeImputer] Ending imputation round 1/49, elapsed time 0.59
+[IterativeImputer] Ending imputation round 2/49, elapsed time 0.64
+[IterativeImputer] Ending imputation round 3/49, elapsed time 0.70
+[IterativeImputer] Ending imputation round 4/49, elapsed time 0.76
+[IterativeImputer] Ending imputation round 5/49, elapsed time 0.83
+[IterativeImputer] Ending imputation round 6/49, elapsed time 0.89
+[IterativeImputer] Ending imputation round 7/49, elapsed time 0.94
+[IterativeImputer] Ending imputation round 8/49, elapsed time 1.00
+[IterativeImputer] Ending imputation round 9/49, elapsed time 1.06
+[IterativeImputer] Ending imputation round 10/49, elapsed time 1.13
+[IterativeImputer] Ending imputation round 11/49, elapsed time 1.18
+[IterativeImputer] Ending imputation round 12/49, elapsed time 1.23
+[IterativeImputer] Ending imputation round 13/49, elapsed time 1.30
+[IterativeImputer] Ending imputation round 14/49, elapsed time 1.36
+[IterativeImputer] Ending imputation round 15/49, elapsed time 1.42
+[IterativeImputer] Ending imputation round 16/49, elapsed time 1.48
+[IterativeImputer] Ending imputation round 17/49, elapsed time 1.58
+[IterativeImputer] Ending imputation round 18/49, elapsed time 1.65
+[IterativeImputer] Ending imputation round 19/49, elapsed time 1.71
+[IterativeImputer] Ending imputation round 20/49, elapsed time 1.78
+[IterativeImputer] Ending imputation round 21/49, elapsed time 1.88
+[IterativeImputer] Ending imputation round 22/49, elapsed time 1.94
+[IterativeImputer] Ending imputation round 23/49, elapsed time 2.04
+[IterativeImputer] Ending imputation round 24/49, elapsed time 2.13
+[IterativeImputer] Ending imputation round 25/49, elapsed time 2.21
+[IterativeImputer] Ending imputation round 26/49, elapsed time 2.28
+[IterativeImputer] Ending imputation round 27/49, elapsed time 2.46
+[IterativeImputer] Ending imputation round 28/49, elapsed time 2.53
+[IterativeImputer] Ending imputation round 29/49, elapsed time 2.60
+[IterativeImputer] Ending imputation round 30/49, elapsed time 2.66
+[IterativeImputer] Ending imputation round 31/49, elapsed time 2.76
+[IterativeImputer] Ending imputation round 32/49, elapsed time 2.85
+[IterativeImputer] Ending imputation round 33/49, elapsed time 2.95
+[IterativeImputer] Ending imputation round 34/49, elapsed time 3.06
+[IterativeImputer] Ending imputation round 35/49, elapsed time 3.16
+[IterativeImputer] Ending imputation round 36/49, elapsed time 3.23
+[IterativeImputer] Ending imputation round 37/49, elapsed time 3.29
+[IterativeImputer] Ending imputation round 38/49, elapsed time 3.36
+[IterativeImputer] Ending imputation round 39/49, elapsed time 3.40
+[IterativeImputer] Ending imputation round 40/49, elapsed time 3.46
+[IterativeImputer] Ending imputation round 41/49, elapsed time 3.55
+[IterativeImputer] Ending imputation round 42/49, elapsed time 3.60
+[IterativeImputer] Ending imputation round 43/49, elapsed time 3.66
+[IterativeImputer] Ending imputation round 44/49, elapsed time 3.71
+[IterativeImputer] Ending imputation round 45/49, elapsed time 3.77
+[IterativeImputer] Ending imputation round 46/49, elapsed time 3.83
+[IterativeImputer] Ending imputation round 47/49, elapsed time 3.90
+[IterativeImputer] Ending imputation round 48/49, elapsed time 4.00
+[IterativeImputer] Ending imputation round 49/49, elapsed time 4.05
+[IterativeImputer] Completing matrix with shape (195, 29)
+[IterativeImputer] Ending imputation round 1/49, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/49, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/49, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 5/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 6/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 7/49, elapsed time 0.03
+[IterativeImputer] Ending imputation round 8/49, elapsed time 0.03
+[IterativeImputer] Ending imputation round 9/49, elapsed time 0.04
+[IterativeImputer] Ending imputation round 10/49, elapsed time 0.04
+[IterativeImputer] Ending imputation round 11/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 12/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 13/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 14/49, elapsed time 0.06
+[IterativeImputer] Ending imputation round 15/49, elapsed time 0.06
+[IterativeImputer] Ending imputation round 16/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 17/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 18/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 19/49, elapsed time 0.08
+[IterativeImputer] Ending imputation round 20/49, elapsed time 0.08
+[IterativeImputer] Ending imputation round 21/49, elapsed time 0.09
+[IterativeImputer] Ending imputation round 22/49, elapsed time 0.09
+[IterativeImputer] Ending imputation round 23/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 24/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 25/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 26/49, elapsed time 0.11
+[IterativeImputer] Ending imputation round 27/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 28/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 29/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 30/49, elapsed time 0.13
+[IterativeImputer] Ending imputation round 31/49, elapsed time 0.14
+[IterativeImputer] Ending imputation round 32/49, elapsed time 0.14/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning:
+
+[IterativeImputer] Early stopping criterion not reached.
+
+
+[IterativeImputer] Ending imputation round 33/49, elapsed time 0.16
+[IterativeImputer] Ending imputation round 34/49, elapsed time 0.17
+[IterativeImputer] Ending imputation round 35/49, elapsed time 0.18
+[IterativeImputer] Ending imputation round 36/49, elapsed time 0.19
+[IterativeImputer] Ending imputation round 37/49, elapsed time 0.19
+[IterativeImputer] Ending imputation round 38/49, elapsed time 0.21
+[IterativeImputer] Ending imputation round 39/49, elapsed time 0.22
+[IterativeImputer] Ending imputation round 40/49, elapsed time 0.23
+[IterativeImputer] Ending imputation round 41/49, elapsed time 0.24
+[IterativeImputer] Ending imputation round 42/49, elapsed time 0.24
+[IterativeImputer] Ending imputation round 43/49, elapsed time 0.25
+[IterativeImputer] Ending imputation round 44/49, elapsed time 0.25
+[IterativeImputer] Ending imputation round 45/49, elapsed time 0.25
+[IterativeImputer] Ending imputation round 46/49, elapsed time 0.26
+[IterativeImputer] Ending imputation round 47/49, elapsed time 0.27
+[IterativeImputer] Ending imputation round 48/49, elapsed time 0.28
+[IterativeImputer] Ending imputation round 49/49, elapsed time 0.28
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[176]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f8a43103150&gt;</pre>
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+
+</div>
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+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[181]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idf2</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df2</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max2</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf2</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf2</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
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+
+<div class="output_wrapper">
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+
+<div class="output_area">
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+    <div class="prompt"></div>
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+<pre>[IterativeImputer] Completing matrix with shape (195, 5)
+[IterativeImputer] Ending imputation round 1/8, elapsed time 0.05
+[IterativeImputer] Ending imputation round 2/8, elapsed time 0.08
+[IterativeImputer] Ending imputation round 3/8, elapsed time 0.10
+[IterativeImputer] Ending imputation round 4/8, elapsed time 0.20
+[IterativeImputer] Ending imputation round 5/8, elapsed time 0.25
+[IterativeImputer] Ending imputation round 6/8, elapsed time 0.26
+[IterativeImputer] Ending imputation round 7/8, elapsed time 0.27
+[IterativeImputer] Ending imputation round 8/8, elapsed time 0.29
+[IterativeImputer] Completing matrix with shape (195, 5)
+[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/8, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/8, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/8, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/8, elapsed time 0.02
+[IterativeImputer] Ending imputation round 6/8, elapsed time 0.02
+[IterativeImputer] Ending imputation round 7/8, elapsed time 0.02
+[IterativeImputer] Ending imputation round 8/8, elapsed time 0.03
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning:
+
+[IterativeImputer] Early stopping criterion not reached.
+
+</pre>
+</div>
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+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[181]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
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+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[183]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idf3</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df3</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max3</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf3</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf3</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
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+
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+
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+<div class="output_area">
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+<pre>[IterativeImputer] Completing matrix with shape (195, 11)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.05
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.09
+[IterativeImputer] Ending imputation round 3/20, elapsed time 0.11
+[IterativeImputer] Ending imputation round 4/20, elapsed time 0.14
+[IterativeImputer] Ending imputation round 5/20, elapsed time 0.17
+[IterativeImputer] Ending imputation round 6/20, elapsed time 0.20
+[IterativeImputer] Ending imputation round 7/20, elapsed time 0.23
+[IterativeImputer] Ending imputation round 8/20, elapsed time 0.29
+[IterativeImputer] Ending imputation round 9/20, elapsed time 0.35
+[IterativeImputer] Ending imputation round 10/20, elapsed time 0.40
+[IterativeImputer] Ending imputation round 11/20, elapsed time 0.43
+[IterativeImputer] Ending imputation round 12/20, elapsed time 0.48
+[IterativeImputer] Ending imputation round 13/20, elapsed time 0.52
+[IterativeImputer] Ending imputation round 14/20, elapsed time 0.55
+[IterativeImputer] Ending imputation round 15/20, elapsed time 0.58
+[IterativeImputer] Ending imputation round 16/20, elapsed time 0.61
+[IterativeImputer] Ending imputation round 17/20, elapsed time 0.63
+[IterativeImputer] Ending imputation round 18/20, elapsed time 0.66
+[IterativeImputer] Ending imputation round 19/20, elapsed time 0.69
+[IterativeImputer] Ending imputation round 20/20, elapsed time 0.74
+[IterativeImputer] Completing matrix with shape (195, 11)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 5/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 6/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 7/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 8/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 9/20, elapsed time 0.04
+[IterativeImputer] Ending imputation round 10/20, elapsed time 0.04
+[IterativeImputer] Ending imputation round 11/20, elapsed time 0.04
+[IterativeImputer] Ending imputation round 12/20, elapsed time 0.05
+[IterativeImputer] Ending imputation round 13/20, elapsed time 0.05
+[IterativeImputer] Ending imputation round 14/20, elapsed time 0.06
+[IterativeImputer] Ending imputation round 15/20, elapsed time 0.07
+[IterativeImputer] Ending imputation round 16/20, elapsed time 0.07
+[IterativeImputer] Ending imputation round 17/20, elapsed time 0.07
+[IterativeImputer] Ending imputation round 18/20, elapsed time 0.08
+[IterativeImputer] Ending imputation round 19/20, elapsed time 0.08
+[IterativeImputer] Ending imputation round 20/20, elapsed time 0.08
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning:
+
+[IterativeImputer] Early stopping criterion not reached.
+
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[183]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f8a43781d50&gt;</pre>
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+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[184]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idf4</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df4</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max4</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf4</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf4</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.03
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.05
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.07
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.09
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.10
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.12
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.13
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.15
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.17
+[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.02
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning:
+
+[IterativeImputer] Early stopping criterion not reached.
+
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.04
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.05
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.05
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.06
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.06
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.07
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.07
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.07
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[184]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f8a4378a490&gt;</pre>
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+
+</div>
+
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+
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+
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+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[185]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">idf5</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df5</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max5</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf5</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf5</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
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+
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+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 13)
+[IterativeImputer] Ending imputation round 1/22, elapsed time 0.07
+[IterativeImputer] Ending imputation round 2/22, elapsed time 0.13
+[IterativeImputer] Ending imputation round 3/22, elapsed time 0.15
+[IterativeImputer] Ending imputation round 4/22, elapsed time 0.18
+[IterativeImputer] Ending imputation round 5/22, elapsed time 0.21
+[IterativeImputer] Ending imputation round 6/22, elapsed time 0.25
+[IterativeImputer] Ending imputation round 7/22, elapsed time 0.31
+[IterativeImputer] Ending imputation round 8/22, elapsed time 0.34
+[IterativeImputer] Ending imputation round 9/22, elapsed time 0.37
+[IterativeImputer] Ending imputation round 10/22, elapsed time 0.39
+[IterativeImputer] Ending imputation round 11/22, elapsed time 0.41
+[IterativeImputer] Ending imputation round 12/22, elapsed time 0.43
+[IterativeImputer] Ending imputation round 13/22, elapsed time 0.46
+[IterativeImputer] Ending imputation round 14/22, elapsed time 0.49
+[IterativeImputer] Ending imputation round 15/22, elapsed time 0.52
+[IterativeImputer] Ending imputation round 16/22, elapsed time 0.54
+[IterativeImputer] Ending imputation round 17/22, elapsed time 0.56
+[IterativeImputer] Ending imputation round 18/22, elapsed time 0.58
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (195, 13)
+[IterativeImputer] Ending imputation round 1/18, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/18, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/18, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/18, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/18, elapsed time 0.01
+[IterativeImputer] Ending imputation round 6/18, elapsed time 0.02
+[IterativeImputer] Ending imputation round 7/18, elapsed time 0.02
+[IterativeImputer] Ending imputation round 8/18, elapsed time 0.02
+[IterativeImputer] Ending imputation round 9/18, elapsed time 0.02
+[IterativeImputer] Ending imputation round 10/18, elapsed time 0.03
+[IterativeImputer] Ending imputation round 11/18, elapsed time 0.03
+[IterativeImputer] Ending imputation round 12/18, elapsed time 0.03
+[IterativeImputer] Ending imputation round 13/18, elapsed time 0.04
+[IterativeImputer] Ending imputation round 14/18, elapsed time 0.04
+[IterativeImputer] Ending imputation round 15/18, elapsed time 0.04
+[IterativeImputer] Ending imputation round 16/18, elapsed time 0.04
+[IterativeImputer] Ending imputation round 17/18, elapsed time 0.05
+[IterativeImputer] Ending imputation round 18/18, elapsed time 0.05
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[185]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
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+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h1 id="Imputation-of-the-whole-dataset">Imputation of the whole dataset<a class="anchor-link" href="#Imputation-of-the-whole-dataset">&#182;</a></h1>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">iter_number</span> <span class="o">=</span> <span class="p">(</span><span class="n">max_missing</span> <span class="o">+</span> <span class="n">min_missing</span><span class="p">)</span> <span class="o">//</span> <span class="mi">2</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">iter_number</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>24.0
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[137]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_df</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span><span class="nb">int</span><span class="p">(</span><span class="n">iter_number</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 67)
+[IterativeImputer] Ending imputation round 1/24, elapsed time 0.63
+[IterativeImputer] Ending imputation round 2/24, elapsed time 1.17
+[IterativeImputer] Ending imputation round 3/24, elapsed time 1.49
+[IterativeImputer] Ending imputation round 4/24, elapsed time 1.85
+[IterativeImputer] Ending imputation round 5/24, elapsed time 2.17
+[IterativeImputer] Ending imputation round 6/24, elapsed time 2.54
+[IterativeImputer] Ending imputation round 7/24, elapsed time 2.92
+[IterativeImputer] Ending imputation round 8/24, elapsed time 3.16
+[IterativeImputer] Ending imputation round 9/24, elapsed time 3.45
+[IterativeImputer] Ending imputation round 10/24, elapsed time 3.69
+[IterativeImputer] Ending imputation round 11/24, elapsed time 3.96
+[IterativeImputer] Ending imputation round 12/24, elapsed time 4.20
+[IterativeImputer] Ending imputation round 13/24, elapsed time 4.63
+[IterativeImputer] Ending imputation round 14/24, elapsed time 4.97
+[IterativeImputer] Ending imputation round 15/24, elapsed time 5.29
+[IterativeImputer] Ending imputation round 16/24, elapsed time 5.53
+[IterativeImputer] Ending imputation round 17/24, elapsed time 5.84
+[IterativeImputer] Ending imputation round 18/24, elapsed time 6.17
+[IterativeImputer] Ending imputation round 19/24, elapsed time 6.50
+[IterativeImputer] Ending imputation round 20/24, elapsed time 6.87
+[IterativeImputer] Ending imputation round 21/24, elapsed time 7.12
+[IterativeImputer] Ending imputation round 22/24, elapsed time 7.53
+[IterativeImputer] Ending imputation round 23/24, elapsed time 7.83
+[IterativeImputer] Ending imputation round 24/24, elapsed time 8.42
+[IterativeImputer] Completing matrix with shape (195, 67)
+[IterativeImputer] Ending imputation round 1/24, elapsed time 0.01
+[IterativeImputer] Ending imputation round 2/24, elapsed time 0.03
+[IterativeImputer] Ending imputation round 3/24, elapsed time 0.05
+[IterativeImputer] Ending imputation round 4/24, elapsed time 0.07
+[IterativeImputer] Ending imputation round 5/24, elapsed time 0.08
+[IterativeImputer] Ending imputation round 6/24, elapsed time 0.10
+[IterativeImputer] Ending imputation round 7/24, elapsed time 0.11
+[IterativeImputer] Ending imputation round 8/24, elapsed time 0.13
+[IterativeImputer] Ending imputation round 9/24, elapsed time 0.14
+[IterativeImputer] Ending imputation round 10/24, elapsed time 0.16
+[IterativeImputer] Ending imputation round 11/24, elapsed time 0.17
+[IterativeImputer] Ending imputation round 12/24, elapsed time 0.19
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning:
+
+[IterativeImputer] Early stopping criterion not reached.
+
+[IterativeImputer] Ending imputation round 13/24, elapsed time 0.21
+[IterativeImputer] Ending imputation round 14/24, elapsed time 0.23
+[IterativeImputer] Ending imputation round 15/24, elapsed time 0.23
+[IterativeImputer] Ending imputation round 16/24, elapsed time 0.25
+[IterativeImputer] Ending imputation round 17/24, elapsed time 0.26
+[IterativeImputer] Ending imputation round 18/24, elapsed time 0.27
+[IterativeImputer] Ending imputation round 19/24, elapsed time 0.28
+[IterativeImputer] Ending imputation round 20/24, elapsed time 0.29
+[IterativeImputer] Ending imputation round 21/24, elapsed time 0.30
+[IterativeImputer] Ending imputation round 22/24, elapsed time 0.32
+[IterativeImputer] Ending imputation round 23/24, elapsed time 0.32
+[IterativeImputer] Ending imputation round 24/24, elapsed time 0.33
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="n">imputed_df</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
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+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
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+
+
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+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gender Development Index (GDI)</th>
+      <th>Estimated gross national income per capita, female (2017 PPP $)</th>
+      <th>Estimated gross national income per capita, male (2017 PPP $)</th>
+      <th>Human Development Index (HDI), female</th>
+      <th>Human Development Index (HDI), male</th>
+      <th>Inequality-adjusted income index</th>
+      <th>Overall loss in HDI due to inequality (%)</th>
+      <th>Inequality in income (%)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>AFG</td>
+      <td>26.080</td>
+      <td>13.220</td>
+      <td>36.920</td>
+      <td>1.948000</td>
+      <td>6.006000</td>
+      <td>27.244</td>
+      <td>68.957000</td>
+      <td>79.726000</td>
+      <td>38.042</td>
+      <td>25.8</td>
+      <td>...</td>
+      <td>0.659000</td>
+      <td>819.385000</td>
+      <td>3565.86500</td>
+      <td>0.391000</td>
+      <td>0.593000</td>
+      <td>0.361292</td>
+      <td>32.762327</td>
+      <td>23.402395</td>
+      <td>32.367091</td>
+      <td>0.334824</td>
+    </tr>
+    <tr>
+      <td>AGO</td>
+      <td>30.232</td>
+      <td>23.133</td>
+      <td>38.056</td>
+      <td>4.023000</td>
+      <td>6.359000</td>
+      <td>30.000</td>
+      <td>150.526000</td>
+      <td>65.995000</td>
+      <td>31.825</td>
+      <td>66.2</td>
+      <td>...</td>
+      <td>0.903000</td>
+      <td>5205.049000</td>
+      <td>7022.23100</td>
+      <td>0.552000</td>
+      <td>0.611000</td>
+      <td>0.442000</td>
+      <td>31.670000</td>
+      <td>28.900000</td>
+      <td>31.733000</td>
+      <td>0.397000</td>
+    </tr>
+    <tr>
+      <td>ALB</td>
+      <td>93.174</td>
+      <td>93.700</td>
+      <td>92.497</td>
+      <td>9.702000</td>
+      <td>10.614000</td>
+      <td>29.508</td>
+      <td>19.642000</td>
+      <td>52.852000</td>
+      <td>2.881</td>
+      <td>61.2</td>
+      <td>...</td>
+      <td>0.967000</td>
+      <td>11004.455000</td>
+      <td>16884.66700</td>
+      <td>0.780000</td>
+      <td>0.807000</td>
+      <td>0.648000</td>
+      <td>10.943000</td>
+      <td>13.179000</td>
+      <td>10.893000</td>
+      <td>0.708000</td>
+    </tr>
+    <tr>
+      <td>AND</td>
+      <td>72.327</td>
+      <td>71.484</td>
+      <td>73.327</td>
+      <td>10.439000</td>
+      <td>10.564000</td>
+      <td>46.429</td>
+      <td>21.568735</td>
+      <td>11.997487</td>
+      <td>0.077</td>
+      <td>88.0</td>
+      <td>...</td>
+      <td>0.915642</td>
+      <td>41463.356187</td>
+      <td>67486.52232</td>
+      <td>0.834249</td>
+      <td>0.901073</td>
+      <td>0.729514</td>
+      <td>16.483879</td>
+      <td>23.403984</td>
+      <td>16.000341</td>
+      <td>0.748567</td>
+    </tr>
+    <tr>
+      <td>ARG</td>
+      <td>57.158</td>
+      <td>59.161</td>
+      <td>54.828</td>
+      <td>11.123000</td>
+      <td>10.729000</td>
+      <td>39.877</td>
+      <td>62.782000</td>
+      <td>21.805000</td>
+      <td>44.781</td>
+      <td>92.0</td>
+      <td>...</td>
+      <td>0.993000</td>
+      <td>14872.167000</td>
+      <td>27825.75700</td>
+      <td>0.835000</td>
+      <td>0.840000</td>
+      <td>0.606000</td>
+      <td>13.728000</td>
+      <td>25.159000</td>
+      <td>13.238000</td>
+      <td>0.729000</td>
+    </tr>
+    <tr>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <td>WSM</td>
+      <td>74.942</td>
+      <td>79.127</td>
+      <td>71.583</td>
+      <td>11.119509</td>
+      <td>10.420492</td>
+      <td>10.000</td>
+      <td>23.886000</td>
+      <td>29.983000</td>
+      <td>0.197</td>
+      <td>18.1</td>
+      <td>...</td>
+      <td>0.944219</td>
+      <td>4054.375000</td>
+      <td>8410.10900</td>
+      <td>0.686380</td>
+      <td>0.724672</td>
+      <td>0.491508</td>
+      <td>13.063131</td>
+      <td>23.403162</td>
+      <td>12.767383</td>
+      <td>0.614683</td>
+    </tr>
+    <tr>
+      <td>YEM</td>
+      <td>28.020</td>
+      <td>19.920</td>
+      <td>36.918</td>
+      <td>2.880000</td>
+      <td>5.146000</td>
+      <td>0.971</td>
+      <td>60.352000</td>
+      <td>45.627000</td>
+      <td>29.162</td>
+      <td>37.3</td>
+      <td>...</td>
+      <td>0.488000</td>
+      <td>186.041000</td>
+      <td>2980.03500</td>
+      <td>0.270000</td>
+      <td>0.553000</td>
+      <td>0.327000</td>
+      <td>31.702000</td>
+      <td>21.800000</td>
+      <td>30.867000</td>
+      <td>0.321000</td>
+    </tr>
+    <tr>
+      <td>ZAF</td>
+      <td>75.478</td>
+      <td>74.977</td>
+      <td>78.207</td>
+      <td>10.031000</td>
+      <td>10.291000</td>
+      <td>45.333</td>
+      <td>67.908000</td>
+      <td>10.298000</td>
+      <td>58.558</td>
+      <td>66.9</td>
+      <td>...</td>
+      <td>0.986000</td>
+      <td>9247.751000</td>
+      <td>15094.54600</td>
+      <td>0.702000</td>
+      <td>0.712000</td>
+      <td>0.312000</td>
+      <td>33.992000</td>
+      <td>56.996000</td>
+      <td>31.163000</td>
+      <td>0.468000</td>
+    </tr>
+    <tr>
+      <td>ZMB</td>
+      <td>44.440</td>
+      <td>38.488</td>
+      <td>54.068</td>
+      <td>6.283000</td>
+      <td>8.176000</td>
+      <td>17.964</td>
+      <td>120.112000</td>
+      <td>78.134000</td>
+      <td>17.861</td>
+      <td>44.1</td>
+      <td>...</td>
+      <td>0.958000</td>
+      <td>3379.549000</td>
+      <td>3270.42200</td>
+      <td>0.569000</td>
+      <td>0.593000</td>
+      <td>0.292000</td>
+      <td>31.336000</td>
+      <td>44.840000</td>
+      <td>30.592000</td>
+      <td>0.401000</td>
+    </tr>
+    <tr>
+      <td>ZWE</td>
+      <td>64.935</td>
+      <td>59.792</td>
+      <td>70.783</td>
+      <td>8.066000</td>
+      <td>8.923000</td>
+      <td>34.571</td>
+      <td>86.135000</td>
+      <td>64.739000</td>
+      <td>14.645</td>
+      <td>32.2</td>
+      <td>...</td>
+      <td>0.931000</td>
+      <td>2374.612000</td>
+      <td>2984.89600</td>
+      <td>0.550000</td>
+      <td>0.590000</td>
+      <td>0.353000</td>
+      <td>22.767000</td>
+      <td>28.769000</td>
+      <td>22.525000</td>
+      <td>0.441000</td>
+    </tr>
+  </tbody>
+</table>
+<p>195 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#scatter_matrix(imputed_df, figsize=(size, size)) Takes a lot of time to work, visualization is not that great. But it can stay, just in case</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#sns.heatmap(corr, annot = True, vmin=-1, vmax=1, center= 0, fmt=&#39;.1g&#39;, cmap= &#39;coolwarm&#39;, linewidths=1, linecolor=&#39;black&#39;, square=True, yticklabels=False, xticklabels=False)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f8a6be8cdd0&gt;</pre>
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+
+</div>
+
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+
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+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[42]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">map_columns</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="n">count</span> <span class="o">=</span> <span class="mi">0</span>
+<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
+    <span class="n">map_columns</span><span class="p">[</span><span class="n">count</span><span class="p">]</span> <span class="o">=</span> <span class="n">col</span>
+    <span class="n">count</span> <span class="o">+=</span> <span class="mi">1</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">map_columns</span><span class="p">)</span>
+
+<span class="c1">#Makes it easier to check the correlations</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>{0: &#39;Population with at least some secondary education (% ages 25 and older)&#39;, 1: &#39;Population with at least some secondary education, female (% ages 25 and older)&#39;, 2: &#39;Population with at least some secondary education, male (% ages 25 and older)&#39;, 3: &#39;Mean years of schooling, female (years)&#39;, 4: &#39;Mean years of schooling, male (years)&#39;, 5: &#39;Share of seats in parliament (% held by women)&#39;, 6: &#39;Adolescent birth rate (births per 1,000 women ages 15-19)&#39;, 7: &#39;Vulnerable employment (% of total employment)&#39;, 8: &#39;Total population (millions)&#39;, 9: &#39;Urban population (%)&#39;, 10: &#39;Labour force participation rate (% ages 15 and older), female&#39;, 11: &#39;Labour force participation rate (% ages 15 and older), male&#39;, 12: &#39;Sex ratio at birth (male to female births)&#39;, 13: &#39;Remittances, inflows (% of GDP)&#39;, 14: &#39;Foreign direct investment, net inflows (% of GDP)&#39;, 15: &#39;Population ages 15?64 (millions)&#39;, 16: &#39;Infants lacking immunization, measles (% of one-year-olds)&#39;, 17: &#39;Infants lacking immunization, DTP (% of one-year-olds)&#39;, 18: &#39;Gross fixed capital formation (% of GDP)&#39;, 19: &#39;Gender Inequality Index (GII)&#39;, 20: &#39;Life expectancy at birth (years)&#39;, 21: &#39;Expected years of schooling (years)&#39;, 22: &#39;Inequality-adjusted education index&#39;, 23: &#39;Inequality-adjusted life expectancy index&#39;, 24: &#39;Inequality in education (%)&#39;, 25: &#39;Inequality in life expectancy (%)&#39;, 26: &#39;Mean years of schooling (years)&#39;, 27: &#39;Life expectancy index&#39;, 28: &#39;Income index&#39;, 29: &#39;Education index&#39;, 30: &#39;Unemployment, youth (% ages 15?24)&#39;, 31: &#39;Private capital flows (% of GDP)&#39;, 32: &#39;Life expectancy at birth, female (years)&#39;, 33: &#39;Life expectancy at birth, male (years)&#39;, 34: &#39;Young age (0-14) dependency ratio (per 100 people ages 15-64)&#39;, 35: &#39;Old-age (65 and older) dependency ratio (per 100 people ages 15-64)&#39;, 36: &#39;Expected years of schooling, female (years)&#39;, 37: &#39;Expected years of schooling, male (years)&#39;, 38: &#39;Population ages 65 and older (millions)&#39;, 39: &#39;Population under age 5 (millions)&#39;, 40: &#39;Exports and imports (% of GDP)&#39;, 41: &#39;Human Development Index (HDI)&#39;, 42: &#39;Unemployment, total (% of labour force)&#39;, 43: &#39;HDI rank&#39;, 44: &#39;Youth not in school or employment (% ages 15-24)&#39;, 45: &#39;Labour force participation rate (% ages 15 and older)&#39;, 46: &#39;Employment to population ratio (% ages 15 and older)&#39;, 47: &#39;Employment in agriculture (% of total employment)&#39;, 48: &#39;Employment in services (% of total employment)&#39;, 49: &#39;Working poor at PPP$3.20 a day (% of total employment)&#39;, 50: &#39;Total unemployment rate (female to male ratio)&#39;, 51: &#39;Youth unemployment rate (female to male ratio)&#39;, 52: &#39;Share of employment in nonagriculture, female (% of total employment in nonagriculture)&#39;, 53: &#39;Gross capital formation (% of GDP)&#39;, 54: &#39;Gross domestic product (GDP), total (2017 PPP $ billions)&#39;, 55: &#39;GDP per capita (2017 PPP $)&#39;, 56: &#39;Gross national income (GNI) per capita (constant 2017 PPP$)&#39;, 57: &#39;Gender Development Index (GDI)&#39;, 58: &#39;Estimated gross national income per capita, female (2017 PPP $)&#39;, 59: &#39;Estimated gross national income per capita, male (2017 PPP $)&#39;, 60: &#39;Human Development Index (HDI), female&#39;, 61: &#39;Human Development Index (HDI), male&#39;, 62: &#39;Inequality-adjusted income index&#39;, 63: &#39;Overall loss in HDI due to inequality (%)&#39;, 64: &#39;Inequality in income (%)&#39;, 65: &#39;Coefficient of human inequality&#39;, 66: &#39;Inequality-adjusted HDI (IHDI)&#39;}
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[43]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[[26.08       13.22       36.92       ... 23.40239465 32.36709094
+   0.33482394]
+ [30.232      23.133      38.056      ... 28.9        31.733
+   0.397     ]
+ [93.174      93.7        92.497      ... 13.179      10.893
+   0.708     ]
+ ...
+ [75.478      74.977      78.207      ... 56.996      31.163
+   0.468     ]
+ [44.44       38.488      54.068      ... 44.84       30.592
+   0.401     ]
+ [64.935      59.792      70.783      ... 28.769      22.525
+   0.441     ]]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[44]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">imputed_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(195, 67)
+(195, 67)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[45]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">display</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+<div class="output_text output_subarea ">
+<pre>array([[-1.23937651e+00, -1.53575927e+00, -9.67770574e-01, ...,
+         1.00848260e-04,  1.54283328e+00, -1.49474833e+00],
+       [-1.09115273e+00, -1.20078779e+00, -9.25717124e-01, ...,
+         6.32931604e-01,  1.47104631e+00, -1.14014979e+00],
+       [ 1.15583694e+00,  1.18375092e+00,  1.08962783e+00, ...,
+        -1.17671672e+00, -8.88300426e-01,  6.33525610e-01],
+       ...,
+       [ 5.24100909e-01,  5.51079584e-01,  5.60628007e-01, ...,
+         3.86706934e+00,  1.40651524e+00, -7.35227114e-01],
+       [-5.83936096e-01, -6.81924979e-01, -3.32970786e-01, ...,
+         2.46778907e+00,  1.34187095e+00, -1.11733725e+00],
+       [ 1.47722465e-01,  3.79612664e-02,  2.85799827e-01, ...,
+         6.17852160e-01,  4.28586392e-01, -8.89211795e-01]])</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="We-want-to-check-if-the-mean-of-the-normalized-dataset-is-0-and-std-is-1">We want to check if the mean of the normalized dataset is 0 and std is 1<a class="anchor-link" href="#We-want-to-check-if-the-mean-of-the-normalized-dataset-is-0-and-std-is-1">&#182;</a></h3><h3 id="It-looks-like-it">It looks like it<a class="anchor-link" href="#It-looks-like-it">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[34]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[34]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(-7.613929047563262e-18, 1.0)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="To-show-the-normalized-data">To show the normalized data<a class="anchor-link" href="#To-show-the-normalized-data">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[50]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">feat_cols</span> <span class="o">=</span> <span class="n">imputed_df</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+<span class="c1">#print(feat_cols)</span>
+<span class="n">normalized_imputed_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">feat_cols</span><span class="p">)</span>
+<span class="n">normalized_imputed_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[50]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gender Development Index (GDI)</th>
+      <th>Estimated gross national income per capita, female (2017 PPP $)</th>
+      <th>Estimated gross national income per capita, male (2017 PPP $)</th>
+      <th>Human Development Index (HDI), female</th>
+      <th>Human Development Index (HDI), male</th>
+      <th>Inequality-adjusted income index</th>
+      <th>Overall loss in HDI due to inequality (%)</th>
+      <th>Inequality in income (%)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>-1.239377</td>
+      <td>-1.535759</td>
+      <td>-0.967771</td>
+      <td>-1.942292</td>
+      <td>-1.112727</td>
+      <td>0.361838</td>
+      <td>0.533260</td>
+      <td>1.562488</td>
+      <td>-0.009236</td>
+      <td>-1.443911</td>
+      <td>...</td>
+      <td>-3.734095</td>
+      <td>-0.874370</td>
+      <td>-0.860080</td>
+      <td>-1.896431</td>
+      <td>-1.038168</td>
+      <td>-1.150008</td>
+      <td>1.520166</td>
+      <td>0.000101</td>
+      <td>1.542833</td>
+      <td>-1.494748</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>-1.091153</td>
+      <td>-1.200788</td>
+      <td>-0.925717</td>
+      <td>-1.319112</td>
+      <td>-0.983828</td>
+      <td>0.596448</td>
+      <td>2.577045</td>
+      <td>1.053248</td>
+      <td>-0.051786</td>
+      <td>0.299618</td>
+      <td>...</td>
+      <td>-0.448076</td>
+      <td>-0.599552</td>
+      <td>-0.722613</td>
+      <td>-0.896440</td>
+      <td>-0.908711</td>
+      <td>-0.664713</td>
+      <td>1.398583</td>
+      <td>0.632932</td>
+      <td>1.471046</td>
+      <td>-1.140150</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>1.155837</td>
+      <td>1.183751</td>
+      <td>1.089628</td>
+      <td>0.386450</td>
+      <td>0.569897</td>
+      <td>0.554566</td>
+      <td>-0.702372</td>
+      <td>0.565815</td>
+      <td>-0.249884</td>
+      <td>0.083835</td>
+      <td>...</td>
+      <td>0.413830</td>
+      <td>-0.236145</td>
+      <td>-0.330362</td>
+      <td>0.519697</td>
+      <td>0.500934</td>
+      <td>0.573955</td>
+      <td>-0.908449</td>
+      <td>-1.176717</td>
+      <td>-0.888300</td>
+      <td>0.633526</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>0.411612</td>
+      <td>0.433047</td>
+      <td>0.379976</td>
+      <td>0.607792</td>
+      <td>0.551640</td>
+      <td>1.994999</td>
+      <td>-0.654096</td>
+      <td>-0.949352</td>
+      <td>-0.269075</td>
+      <td>1.240433</td>
+      <td>...</td>
+      <td>-0.277818</td>
+      <td>1.672497</td>
+      <td>1.682187</td>
+      <td>0.856642</td>
+      <td>1.177510</td>
+      <td>1.064095</td>
+      <td>-0.291718</td>
+      <td>0.000284</td>
+      <td>-0.310086</td>
+      <td>0.864885</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>-0.129912</td>
+      <td>0.016639</td>
+      <td>-0.304836</td>
+      <td>0.813216</td>
+      <td>0.611890</td>
+      <td>1.437247</td>
+      <td>0.378540</td>
+      <td>-0.585622</td>
+      <td>0.036887</td>
+      <td>1.413060</td>
+      <td>...</td>
+      <td>0.763980</td>
+      <td>0.006217</td>
+      <td>0.104790</td>
+      <td>0.861308</td>
+      <td>0.738272</td>
+      <td>0.321411</td>
+      <td>-0.598463</td>
+      <td>0.202304</td>
+      <td>-0.622817</td>
+      <td>0.753291</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Now-we-start-with-the-PCA-Part">Now we start with the PCA Part<a class="anchor-link" href="#Now-we-start-with-the-PCA-Part">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[109]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_components</span> <span class="o">=</span> <span class="mi">3</span>
+<span class="n">pca_imputed</span> <span class="o">=</span> <span class="n">PCA</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="n">num_components</span><span class="p">)</span>
+<span class="n">pComponents_imputed</span> <span class="o">=</span> <span class="n">pca_imputed</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">component_col</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;PC&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_components</span><span class="p">)]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">component_col</span><span class="p">)</span>
+
+<span class="n">percentage_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">element</span> <span class="o">*</span> <span class="mi">100</span> <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">pca_imputed</span><span class="o">.</span><span class="n">explained_variance_ratio_</span><span class="p">]</span>
+<span class="n">percentage_list</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">elem</span> <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">percentage_list</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;PC1&#39;, &#39;PC2&#39;, &#39;PC3&#39;]
+[&#39;49.80&#39;, &#39;7.90&#39;, &#39;7.20&#39;]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="PC-stands-for-principal-components">PC stands for principal components<a class="anchor-link" href="#PC-stands-for-principal-components">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[82]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pc_imputed_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">pComponents_imputed</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">component_col</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">pc_imputed_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">pc_imputed_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(195, 3)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[82]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>PC1</th>
+      <th>PC2</th>
+      <th>PC3</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>8.740608</td>
+      <td>3.668457</td>
+      <td>-0.157376</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>7.364151</td>
+      <td>-2.664102</td>
+      <td>0.136981</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>-3.265869</td>
+      <td>2.200737</td>
+      <td>-0.526536</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>-5.434715</td>
+      <td>-1.268159</td>
+      <td>-0.277446</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>-3.971686</td>
+      <td>0.572238</td>
+      <td>-0.254418</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[111]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Explained variation percentage per principal component: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">))</span>
+<span class="n">total_explained_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">pca_imputed</span><span class="o">.</span><span class="n">explained_variance_ratio_</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total percentage of the explained data by&#39;</span><span class="p">,</span><span class="n">pca_imputed</span><span class="o">.</span><span class="n">n_components</span><span class="p">,</span><span class="s1">&#39;components is: </span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="k">total_explained_percentage</span>)
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Percentage of the information that is lost for using&#39;</span><span class="p">,</span><span class="n">pca_imputed</span><span class="o">.</span><span class="n">n_components</span><span class="p">,</span><span class="s1">&#39;components is: </span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="p">(</span><span class="mi">100</span><span class="o">-</span><span class="n">total_explained_percentage</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Explained variation percentage per principal component: [&#39;49.80&#39;, &#39;7.90&#39;, &#39;7.20&#39;]
+Total percentage of the explained data by 3 components is: 64.90
+Percentage of the information that is lost for using 3 components is: 35.10
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Outliers-are-a-big-problem-as-it-can-be-seen-from-the-graph">Outliers are a big problem as it can be seen from the graph<a class="anchor-link" href="#Outliers-are-a-big-problem-as-it-can-be-seen-from-the-graph">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[117]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">l_dict</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">)):</span>
+    <span class="n">l_dict</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;PC&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39; &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">+</span><span class="s1">&#39;%&#39;</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">l_dict</span><span class="p">)</span>
+
+<span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">scatter_3d</span><span class="p">(</span>
+    <span class="n">pComponents_imputed</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">title</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;Total Explained Variance: </span><span class="si">{</span><span class="n">total_explained_percentage</span><span class="si">:</span><span class="s1">.2f</span><span class="si">}</span><span class="s1">%&#39;</span><span class="p">,</span>
+    <span class="n">labels</span><span class="o">=</span><span class="n">l_dict</span>
+<span class="p">)</span>
+
+<span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>{&#39;0&#39;: &#39;PC1 49.80%&#39;, &#39;1&#39;: &#39;PC2 7.90%&#39;, &#39;2&#39;: &#39;PC3 7.20%&#39;}
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[&nbsp;]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">imputed_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;data/unlabeled/hdro_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/notebooks/prep_hdro_v2.html b/documentation/WaterSecurity/notebooks/prep_hdro_v2.html
new file mode 100644
index 0000000..0aad399
--- /dev/null
+++ b/documentation/WaterSecurity/notebooks/prep_hdro_v2.html
@@ -0,0 +1,85511 @@
+<!DOCTYPE html>
+<html>
+<head><meta charset="utf-8" />
+
+<title>Notebook</title>
+
+<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.10/require.min.js"></script>
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+
+
+
+<style type="text/css">
+    /*!
+*
+* Twitter Bootstrap
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+}
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+  content: "\e003";
+}
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+  content: "\e005";
+}
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+  content: "\e006";
+}
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+  content: "\e007";
+}
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+  content: "\e008";
+}
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+  content: "\e009";
+}
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+  content: "\e010";
+}
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+  content: "\e011";
+}
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+  content: "\e012";
+}
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+  content: "\e013";
+}
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+  content: "\e014";
+}
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+  content: "\e015";
+}
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+  content: "\e016";
+}
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+  content: "\e017";
+}
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+  content: "\e018";
+}
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+  content: "\e019";
+}
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+  content: "\e020";
+}
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+  content: "\e021";
+}
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+  content: "\e022";
+}
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+  content: "\e023";
+}
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+  content: "\e024";
+}
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+  content: "\e025";
+}
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+  content: "\e026";
+}
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+  content: "\e027";
+}
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+  content: "\e028";
+}
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+  content: "\e029";
+}
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+  content: "\e030";
+}
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+  content: "\e031";
+}
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+  content: "\e032";
+}
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+  content: "\e033";
+}
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+  content: "\e034";
+}
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+  content: "\e035";
+}
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+  content: "\e036";
+}
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+  content: "\e037";
+}
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+  content: "\e038";
+}
+.glyphicon-qrcode:before {
+  content: "\e039";
+}
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+  content: "\e040";
+}
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+  content: "\e041";
+}
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+  content: "\e042";
+}
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+  content: "\e043";
+}
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+  content: "\e044";
+}
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+  content: "\e045";
+}
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+  content: "\e046";
+}
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+  content: "\e047";
+}
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+  content: "\e048";
+}
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+  content: "\e049";
+}
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+  content: "\e050";
+}
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+  content: "\e051";
+}
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+  content: "\e052";
+}
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+  content: "\e053";
+}
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+  content: "\e054";
+}
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+  content: "\e055";
+}
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+  content: "\e056";
+}
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+  content: "\e057";
+}
+.glyphicon-indent-right:before {
+  content: "\e058";
+}
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+  content: "\e059";
+}
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+  content: "\e060";
+}
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+  content: "\e062";
+}
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+  content: "\e063";
+}
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+  content: "\e064";
+}
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+  content: "\e065";
+}
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+  content: "\e066";
+}
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+  content: "\e067";
+}
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+  content: "\e068";
+}
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+  content: "\e069";
+}
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+  content: "\e070";
+}
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+  content: "\e071";
+}
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+  content: "\e072";
+}
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+  content: "\e073";
+}
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+  content: "\e074";
+}
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+  content: "\e075";
+}
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+  content: "\e076";
+}
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+  content: "\e077";
+}
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+  content: "\e078";
+}
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+  content: "\e079";
+}
+.glyphicon-chevron-right:before {
+  content: "\e080";
+}
+.glyphicon-plus-sign:before {
+  content: "\e081";
+}
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+  content: "\e082";
+}
+.glyphicon-remove-sign:before {
+  content: "\e083";
+}
+.glyphicon-ok-sign:before {
+  content: "\e084";
+}
+.glyphicon-question-sign:before {
+  content: "\e085";
+}
+.glyphicon-info-sign:before {
+  content: "\e086";
+}
+.glyphicon-screenshot:before {
+  content: "\e087";
+}
+.glyphicon-remove-circle:before {
+  content: "\e088";
+}
+.glyphicon-ok-circle:before {
+  content: "\e089";
+}
+.glyphicon-ban-circle:before {
+  content: "\e090";
+}
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+  content: "\e091";
+}
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+  content: "\e092";
+}
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+  content: "\e093";
+}
+.glyphicon-arrow-down:before {
+  content: "\e094";
+}
+.glyphicon-share-alt:before {
+  content: "\e095";
+}
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+  content: "\e096";
+}
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+  content: "\e097";
+}
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+  content: "\e101";
+}
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+  content: "\e102";
+}
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+  content: "\e103";
+}
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+  content: "\e104";
+}
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+  content: "\e105";
+}
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+  content: "\e106";
+}
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+  content: "\e107";
+}
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+  content: "\e108";
+}
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+  content: "\e109";
+}
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+  content: "\e110";
+}
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+  content: "\e111";
+}
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+  content: "\e112";
+}
+.glyphicon-chevron-up:before {
+  content: "\e113";
+}
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+  content: "\e114";
+}
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+  content: "\e115";
+}
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+  content: "\e116";
+}
+.glyphicon-folder-close:before {
+  content: "\e117";
+}
+.glyphicon-folder-open:before {
+  content: "\e118";
+}
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+  content: "\e119";
+}
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+  content: "\e120";
+}
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+  content: "\e121";
+}
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+  content: "\e122";
+}
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+  content: "\e123";
+}
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+  content: "\e124";
+}
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+  content: "\e125";
+}
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+  content: "\e126";
+}
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+  content: "\e127";
+}
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+  content: "\e128";
+}
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+  content: "\e129";
+}
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+  content: "\e130";
+}
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+  content: "\e131";
+}
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+  content: "\e132";
+}
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+  content: "\e133";
+}
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+  content: "\e134";
+}
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+  content: "\e135";
+}
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+  content: "\e136";
+}
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+  content: "\e137";
+}
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+  content: "\e138";
+}
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+  content: "\e139";
+}
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+  content: "\e140";
+}
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+  content: "\e141";
+}
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+  content: "\e142";
+}
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+  content: "\e143";
+}
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+  content: "\e144";
+}
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+  content: "\e145";
+}
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+  content: "\e146";
+}
+.glyphicon-usd:before {
+  content: "\e148";
+}
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+  content: "\e149";
+}
+.glyphicon-sort:before {
+  content: "\e150";
+}
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+  content: "\e151";
+}
+.glyphicon-sort-by-alphabet-alt:before {
+  content: "\e152";
+}
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+  content: "\e153";
+}
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+  content: "\e154";
+}
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+  content: "\e155";
+}
+.glyphicon-sort-by-attributes-alt:before {
+  content: "\e156";
+}
+.glyphicon-unchecked:before {
+  content: "\e157";
+}
+.glyphicon-expand:before {
+  content: "\e158";
+}
+.glyphicon-collapse-down:before {
+  content: "\e159";
+}
+.glyphicon-collapse-up:before {
+  content: "\e160";
+}
+.glyphicon-log-in:before {
+  content: "\e161";
+}
+.glyphicon-flash:before {
+  content: "\e162";
+}
+.glyphicon-log-out:before {
+  content: "\e163";
+}
+.glyphicon-new-window:before {
+  content: "\e164";
+}
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+  content: "\e165";
+}
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+  content: "\e166";
+}
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+  content: "\e167";
+}
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+  content: "\e168";
+}
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+  content: "\e169";
+}
+.glyphicon-export:before {
+  content: "\e170";
+}
+.glyphicon-send:before {
+  content: "\e171";
+}
+.glyphicon-floppy-disk:before {
+  content: "\e172";
+}
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+  content: "\e173";
+}
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+  content: "\e174";
+}
+.glyphicon-floppy-save:before {
+  content: "\e175";
+}
+.glyphicon-floppy-open:before {
+  content: "\e176";
+}
+.glyphicon-credit-card:before {
+  content: "\e177";
+}
+.glyphicon-transfer:before {
+  content: "\e178";
+}
+.glyphicon-cutlery:before {
+  content: "\e179";
+}
+.glyphicon-header:before {
+  content: "\e180";
+}
+.glyphicon-compressed:before {
+  content: "\e181";
+}
+.glyphicon-earphone:before {
+  content: "\e182";
+}
+.glyphicon-phone-alt:before {
+  content: "\e183";
+}
+.glyphicon-tower:before {
+  content: "\e184";
+}
+.glyphicon-stats:before {
+  content: "\e185";
+}
+.glyphicon-sd-video:before {
+  content: "\e186";
+}
+.glyphicon-hd-video:before {
+  content: "\e187";
+}
+.glyphicon-subtitles:before {
+  content: "\e188";
+}
+.glyphicon-sound-stereo:before {
+  content: "\e189";
+}
+.glyphicon-sound-dolby:before {
+  content: "\e190";
+}
+.glyphicon-sound-5-1:before {
+  content: "\e191";
+}
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+  content: "\e192";
+}
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+  content: "\e193";
+}
+.glyphicon-copyright-mark:before {
+  content: "\e194";
+}
+.glyphicon-registration-mark:before {
+  content: "\e195";
+}
+.glyphicon-cloud-download:before {
+  content: "\e197";
+}
+.glyphicon-cloud-upload:before {
+  content: "\e198";
+}
+.glyphicon-tree-conifer:before {
+  content: "\e199";
+}
+.glyphicon-tree-deciduous:before {
+  content: "\e200";
+}
+.glyphicon-cd:before {
+  content: "\e201";
+}
+.glyphicon-save-file:before {
+  content: "\e202";
+}
+.glyphicon-open-file:before {
+  content: "\e203";
+}
+.glyphicon-level-up:before {
+  content: "\e204";
+}
+.glyphicon-copy:before {
+  content: "\e205";
+}
+.glyphicon-paste:before {
+  content: "\e206";
+}
+.glyphicon-alert:before {
+  content: "\e209";
+}
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+  content: "\e210";
+}
+.glyphicon-king:before {
+  content: "\e211";
+}
+.glyphicon-queen:before {
+  content: "\e212";
+}
+.glyphicon-pawn:before {
+  content: "\e213";
+}
+.glyphicon-bishop:before {
+  content: "\e214";
+}
+.glyphicon-knight:before {
+  content: "\e215";
+}
+.glyphicon-baby-formula:before {
+  content: "\e216";
+}
+.glyphicon-tent:before {
+  content: "\26fa";
+}
+.glyphicon-blackboard:before {
+  content: "\e218";
+}
+.glyphicon-bed:before {
+  content: "\e219";
+}
+.glyphicon-apple:before {
+  content: "\f8ff";
+}
+.glyphicon-erase:before {
+  content: "\e221";
+}
+.glyphicon-hourglass:before {
+  content: "\231b";
+}
+.glyphicon-lamp:before {
+  content: "\e223";
+}
+.glyphicon-duplicate:before {
+  content: "\e224";
+}
+.glyphicon-piggy-bank:before {
+  content: "\e225";
+}
+.glyphicon-scissors:before {
+  content: "\e226";
+}
+.glyphicon-bitcoin:before {
+  content: "\e227";
+}
+.glyphicon-btc:before {
+  content: "\e227";
+}
+.glyphicon-xbt:before {
+  content: "\e227";
+}
+.glyphicon-yen:before {
+  content: "\00a5";
+}
+.glyphicon-jpy:before {
+  content: "\00a5";
+}
+.glyphicon-ruble:before {
+  content: "\20bd";
+}
+.glyphicon-rub:before {
+  content: "\20bd";
+}
+.glyphicon-scale:before {
+  content: "\e230";
+}
+.glyphicon-ice-lolly:before {
+  content: "\e231";
+}
+.glyphicon-ice-lolly-tasted:before {
+  content: "\e232";
+}
+.glyphicon-education:before {
+  content: "\e233";
+}
+.glyphicon-option-horizontal:before {
+  content: "\e234";
+}
+.glyphicon-option-vertical:before {
+  content: "\e235";
+}
+.glyphicon-menu-hamburger:before {
+  content: "\e236";
+}
+.glyphicon-modal-window:before {
+  content: "\e237";
+}
+.glyphicon-oil:before {
+  content: "\e238";
+}
+.glyphicon-grain:before {
+  content: "\e239";
+}
+.glyphicon-sunglasses:before {
+  content: "\e240";
+}
+.glyphicon-text-size:before {
+  content: "\e241";
+}
+.glyphicon-text-color:before {
+  content: "\e242";
+}
+.glyphicon-text-background:before {
+  content: "\e243";
+}
+.glyphicon-object-align-top:before {
+  content: "\e244";
+}
+.glyphicon-object-align-bottom:before {
+  content: "\e245";
+}
+.glyphicon-object-align-horizontal:before {
+  content: "\e246";
+}
+.glyphicon-object-align-left:before {
+  content: "\e247";
+}
+.glyphicon-object-align-vertical:before {
+  content: "\e248";
+}
+.glyphicon-object-align-right:before {
+  content: "\e249";
+}
+.glyphicon-triangle-right:before {
+  content: "\e250";
+}
+.glyphicon-triangle-left:before {
+  content: "\e251";
+}
+.glyphicon-triangle-bottom:before {
+  content: "\e252";
+}
+.glyphicon-triangle-top:before {
+  content: "\e253";
+}
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+  content: "\e254";
+}
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+  content: "\e255";
+}
+.glyphicon-subscript:before {
+  content: "\e256";
+}
+.glyphicon-menu-left:before {
+  content: "\e257";
+}
+.glyphicon-menu-right:before {
+  content: "\e258";
+}
+.glyphicon-menu-down:before {
+  content: "\e259";
+}
+.glyphicon-menu-up:before {
+  content: "\e260";
+}
+* {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+*:before,
+*:after {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+html {
+  font-size: 10px;
+  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
+}
+body {
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #000;
+  background-color: #fff;
+}
+input,
+button,
+select,
+textarea {
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+}
+a {
+  color: #337ab7;
+  text-decoration: none;
+}
+a:hover,
+a:focus {
+  color: #23527c;
+  text-decoration: underline;
+}
+a:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+figure {
+  margin: 0;
+}
+img {
+  vertical-align: middle;
+}
+.img-responsive,
+.thumbnail > img,
+.thumbnail a > img,
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  display: block;
+  max-width: 100%;
+  height: auto;
+}
+.img-rounded {
+  border-radius: 3px;
+}
+.img-thumbnail {
+  padding: 4px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: all 0.2s ease-in-out;
+  -o-transition: all 0.2s ease-in-out;
+  transition: all 0.2s ease-in-out;
+  display: inline-block;
+  max-width: 100%;
+  height: auto;
+}
+.img-circle {
+  border-radius: 50%;
+}
+hr {
+  margin-top: 18px;
+  margin-bottom: 18px;
+  border: 0;
+  border-top: 1px solid #eeeeee;
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  margin: -1px;
+  padding: 0;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+[role="button"] {
+  cursor: pointer;
+}
+h1,
+h2,
+h3,
+h4,
+h5,
+h6,
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+  font-family: inherit;
+  font-weight: 500;
+  line-height: 1.1;
+  color: inherit;
+}
+h1 small,
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+  font-weight: normal;
+  line-height: 1;
+  color: #777777;
+}
+h1,
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+h3,
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+  margin-top: 18px;
+  margin-bottom: 9px;
+}
+h1 small,
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+}
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+  margin-top: 9px;
+  margin-bottom: 9px;
+}
+h4 small,
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+h6 small,
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+h4 .small,
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+h6 .small,
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+  font-size: 75%;
+}
+h1,
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+  font-size: 33px;
+}
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+  font-size: 27px;
+}
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+}
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+  font-size: 17px;
+}
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+  font-size: 13px;
+}
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+  font-size: 12px;
+}
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+  margin: 0 0 9px;
+}
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+  margin-bottom: 18px;
+  font-size: 14px;
+  font-weight: 300;
+  line-height: 1.4;
+}
+@media (min-width: 768px) {
+  .lead {
+    font-size: 19.5px;
+  }
+}
+small,
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+  font-size: 92%;
+}
+mark,
+.mark {
+  background-color: #fcf8e3;
+  padding: .2em;
+}
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+  text-align: left;
+}
+.text-right {
+  text-align: right;
+}
+.text-center {
+  text-align: center;
+}
+.text-justify {
+  text-align: justify;
+}
+.text-nowrap {
+  white-space: nowrap;
+}
+.text-lowercase {
+  text-transform: lowercase;
+}
+.text-uppercase {
+  text-transform: uppercase;
+}
+.text-capitalize {
+  text-transform: capitalize;
+}
+.text-muted {
+  color: #777777;
+}
+.text-primary {
+  color: #337ab7;
+}
+a.text-primary:hover,
+a.text-primary:focus {
+  color: #286090;
+}
+.text-success {
+  color: #3c763d;
+}
+a.text-success:hover,
+a.text-success:focus {
+  color: #2b542c;
+}
+.text-info {
+  color: #31708f;
+}
+a.text-info:hover,
+a.text-info:focus {
+  color: #245269;
+}
+.text-warning {
+  color: #8a6d3b;
+}
+a.text-warning:hover,
+a.text-warning:focus {
+  color: #66512c;
+}
+.text-danger {
+  color: #a94442;
+}
+a.text-danger:hover,
+a.text-danger:focus {
+  color: #843534;
+}
+.bg-primary {
+  color: #fff;
+  background-color: #337ab7;
+}
+a.bg-primary:hover,
+a.bg-primary:focus {
+  background-color: #286090;
+}
+.bg-success {
+  background-color: #dff0d8;
+}
+a.bg-success:hover,
+a.bg-success:focus {
+  background-color: #c1e2b3;
+}
+.bg-info {
+  background-color: #d9edf7;
+}
+a.bg-info:hover,
+a.bg-info:focus {
+  background-color: #afd9ee;
+}
+.bg-warning {
+  background-color: #fcf8e3;
+}
+a.bg-warning:hover,
+a.bg-warning:focus {
+  background-color: #f7ecb5;
+}
+.bg-danger {
+  background-color: #f2dede;
+}
+a.bg-danger:hover,
+a.bg-danger:focus {
+  background-color: #e4b9b9;
+}
+.page-header {
+  padding-bottom: 8px;
+  margin: 36px 0 18px;
+  border-bottom: 1px solid #eeeeee;
+}
+ul,
+ol {
+  margin-top: 0;
+  margin-bottom: 9px;
+}
+ul ul,
+ol ul,
+ul ol,
+ol ol {
+  margin-bottom: 0;
+}
+.list-unstyled {
+  padding-left: 0;
+  list-style: none;
+}
+.list-inline {
+  padding-left: 0;
+  list-style: none;
+  margin-left: -5px;
+}
+.list-inline > li {
+  display: inline-block;
+  padding-left: 5px;
+  padding-right: 5px;
+}
+dl {
+  margin-top: 0;
+  margin-bottom: 18px;
+}
+dt,
+dd {
+  line-height: 1.42857143;
+}
+dt {
+  font-weight: bold;
+}
+dd {
+  margin-left: 0;
+}
+@media (min-width: 541px) {
+  .dl-horizontal dt {
+    float: left;
+    width: 160px;
+    clear: left;
+    text-align: right;
+    overflow: hidden;
+    text-overflow: ellipsis;
+    white-space: nowrap;
+  }
+  .dl-horizontal dd {
+    margin-left: 180px;
+  }
+}
+abbr[title],
+abbr[data-original-title] {
+  cursor: help;
+  border-bottom: 1px dotted #777777;
+}
+.initialism {
+  font-size: 90%;
+  text-transform: uppercase;
+}
+blockquote {
+  padding: 9px 18px;
+  margin: 0 0 18px;
+  font-size: inherit;
+  border-left: 5px solid #eeeeee;
+}
+blockquote p:last-child,
+blockquote ul:last-child,
+blockquote ol:last-child {
+  margin-bottom: 0;
+}
+blockquote footer,
+blockquote small,
+blockquote .small {
+  display: block;
+  font-size: 80%;
+  line-height: 1.42857143;
+  color: #777777;
+}
+blockquote footer:before,
+blockquote small:before,
+blockquote .small:before {
+  content: '\2014 \00A0';
+}
+.blockquote-reverse,
+blockquote.pull-right {
+  padding-right: 15px;
+  padding-left: 0;
+  border-right: 5px solid #eeeeee;
+  border-left: 0;
+  text-align: right;
+}
+.blockquote-reverse footer:before,
+blockquote.pull-right footer:before,
+.blockquote-reverse small:before,
+blockquote.pull-right small:before,
+.blockquote-reverse .small:before,
+blockquote.pull-right .small:before {
+  content: '';
+}
+.blockquote-reverse footer:after,
+blockquote.pull-right footer:after,
+.blockquote-reverse small:after,
+blockquote.pull-right small:after,
+.blockquote-reverse .small:after,
+blockquote.pull-right .small:after {
+  content: '\00A0 \2014';
+}
+address {
+  margin-bottom: 18px;
+  font-style: normal;
+  line-height: 1.42857143;
+}
+code,
+kbd,
+pre,
+samp {
+  font-family: monospace;
+}
+code {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #c7254e;
+  background-color: #f9f2f4;
+  border-radius: 2px;
+}
+kbd {
+  padding: 2px 4px;
+  font-size: 90%;
+  color: #888;
+  background-color: transparent;
+  border-radius: 1px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+}
+kbd kbd {
+  padding: 0;
+  font-size: 100%;
+  font-weight: bold;
+  box-shadow: none;
+}
+pre {
+  display: block;
+  padding: 8.5px;
+  margin: 0 0 9px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  word-break: break-all;
+  word-wrap: break-word;
+  color: #333333;
+  background-color: #f5f5f5;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+pre code {
+  padding: 0;
+  font-size: inherit;
+  color: inherit;
+  white-space: pre-wrap;
+  background-color: transparent;
+  border-radius: 0;
+}
+.pre-scrollable {
+  max-height: 340px;
+  overflow-y: scroll;
+}
+.container {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+@media (min-width: 768px) {
+  .container {
+    width: 768px;
+  }
+}
+@media (min-width: 992px) {
+  .container {
+    width: 940px;
+  }
+}
+@media (min-width: 1200px) {
+  .container {
+    width: 1140px;
+  }
+}
+.container-fluid {
+  margin-right: auto;
+  margin-left: auto;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
+  position: relative;
+  min-height: 1px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
+  float: left;
+}
+.col-xs-12 {
+  width: 100%;
+}
+.col-xs-11 {
+  width: 91.66666667%;
+}
+.col-xs-10 {
+  width: 83.33333333%;
+}
+.col-xs-9 {
+  width: 75%;
+}
+.col-xs-8 {
+  width: 66.66666667%;
+}
+.col-xs-7 {
+  width: 58.33333333%;
+}
+.col-xs-6 {
+  width: 50%;
+}
+.col-xs-5 {
+  width: 41.66666667%;
+}
+.col-xs-4 {
+  width: 33.33333333%;
+}
+.col-xs-3 {
+  width: 25%;
+}
+.col-xs-2 {
+  width: 16.66666667%;
+}
+.col-xs-1 {
+  width: 8.33333333%;
+}
+.col-xs-pull-12 {
+  right: 100%;
+}
+.col-xs-pull-11 {
+  right: 91.66666667%;
+}
+.col-xs-pull-10 {
+  right: 83.33333333%;
+}
+.col-xs-pull-9 {
+  right: 75%;
+}
+.col-xs-pull-8 {
+  right: 66.66666667%;
+}
+.col-xs-pull-7 {
+  right: 58.33333333%;
+}
+.col-xs-pull-6 {
+  right: 50%;
+}
+.col-xs-pull-5 {
+  right: 41.66666667%;
+}
+.col-xs-pull-4 {
+  right: 33.33333333%;
+}
+.col-xs-pull-3 {
+  right: 25%;
+}
+.col-xs-pull-2 {
+  right: 16.66666667%;
+}
+.col-xs-pull-1 {
+  right: 8.33333333%;
+}
+.col-xs-pull-0 {
+  right: auto;
+}
+.col-xs-push-12 {
+  left: 100%;
+}
+.col-xs-push-11 {
+  left: 91.66666667%;
+}
+.col-xs-push-10 {
+  left: 83.33333333%;
+}
+.col-xs-push-9 {
+  left: 75%;
+}
+.col-xs-push-8 {
+  left: 66.66666667%;
+}
+.col-xs-push-7 {
+  left: 58.33333333%;
+}
+.col-xs-push-6 {
+  left: 50%;
+}
+.col-xs-push-5 {
+  left: 41.66666667%;
+}
+.col-xs-push-4 {
+  left: 33.33333333%;
+}
+.col-xs-push-3 {
+  left: 25%;
+}
+.col-xs-push-2 {
+  left: 16.66666667%;
+}
+.col-xs-push-1 {
+  left: 8.33333333%;
+}
+.col-xs-push-0 {
+  left: auto;
+}
+.col-xs-offset-12 {
+  margin-left: 100%;
+}
+.col-xs-offset-11 {
+  margin-left: 91.66666667%;
+}
+.col-xs-offset-10 {
+  margin-left: 83.33333333%;
+}
+.col-xs-offset-9 {
+  margin-left: 75%;
+}
+.col-xs-offset-8 {
+  margin-left: 66.66666667%;
+}
+.col-xs-offset-7 {
+  margin-left: 58.33333333%;
+}
+.col-xs-offset-6 {
+  margin-left: 50%;
+}
+.col-xs-offset-5 {
+  margin-left: 41.66666667%;
+}
+.col-xs-offset-4 {
+  margin-left: 33.33333333%;
+}
+.col-xs-offset-3 {
+  margin-left: 25%;
+}
+.col-xs-offset-2 {
+  margin-left: 16.66666667%;
+}
+.col-xs-offset-1 {
+  margin-left: 8.33333333%;
+}
+.col-xs-offset-0 {
+  margin-left: 0%;
+}
+@media (min-width: 768px) {
+  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
+    float: left;
+  }
+  .col-sm-12 {
+    width: 100%;
+  }
+  .col-sm-11 {
+    width: 91.66666667%;
+  }
+  .col-sm-10 {
+    width: 83.33333333%;
+  }
+  .col-sm-9 {
+    width: 75%;
+  }
+  .col-sm-8 {
+    width: 66.66666667%;
+  }
+  .col-sm-7 {
+    width: 58.33333333%;
+  }
+  .col-sm-6 {
+    width: 50%;
+  }
+  .col-sm-5 {
+    width: 41.66666667%;
+  }
+  .col-sm-4 {
+    width: 33.33333333%;
+  }
+  .col-sm-3 {
+    width: 25%;
+  }
+  .col-sm-2 {
+    width: 16.66666667%;
+  }
+  .col-sm-1 {
+    width: 8.33333333%;
+  }
+  .col-sm-pull-12 {
+    right: 100%;
+  }
+  .col-sm-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-sm-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-sm-pull-9 {
+    right: 75%;
+  }
+  .col-sm-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-sm-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-sm-pull-6 {
+    right: 50%;
+  }
+  .col-sm-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-sm-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-sm-pull-3 {
+    right: 25%;
+  }
+  .col-sm-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-sm-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-sm-pull-0 {
+    right: auto;
+  }
+  .col-sm-push-12 {
+    left: 100%;
+  }
+  .col-sm-push-11 {
+    left: 91.66666667%;
+  }
+  .col-sm-push-10 {
+    left: 83.33333333%;
+  }
+  .col-sm-push-9 {
+    left: 75%;
+  }
+  .col-sm-push-8 {
+    left: 66.66666667%;
+  }
+  .col-sm-push-7 {
+    left: 58.33333333%;
+  }
+  .col-sm-push-6 {
+    left: 50%;
+  }
+  .col-sm-push-5 {
+    left: 41.66666667%;
+  }
+  .col-sm-push-4 {
+    left: 33.33333333%;
+  }
+  .col-sm-push-3 {
+    left: 25%;
+  }
+  .col-sm-push-2 {
+    left: 16.66666667%;
+  }
+  .col-sm-push-1 {
+    left: 8.33333333%;
+  }
+  .col-sm-push-0 {
+    left: auto;
+  }
+  .col-sm-offset-12 {
+    margin-left: 100%;
+  }
+  .col-sm-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-sm-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-sm-offset-9 {
+    margin-left: 75%;
+  }
+  .col-sm-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-sm-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-sm-offset-6 {
+    margin-left: 50%;
+  }
+  .col-sm-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-sm-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-sm-offset-3 {
+    margin-left: 25%;
+  }
+  .col-sm-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-sm-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-sm-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 992px) {
+  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
+    float: left;
+  }
+  .col-md-12 {
+    width: 100%;
+  }
+  .col-md-11 {
+    width: 91.66666667%;
+  }
+  .col-md-10 {
+    width: 83.33333333%;
+  }
+  .col-md-9 {
+    width: 75%;
+  }
+  .col-md-8 {
+    width: 66.66666667%;
+  }
+  .col-md-7 {
+    width: 58.33333333%;
+  }
+  .col-md-6 {
+    width: 50%;
+  }
+  .col-md-5 {
+    width: 41.66666667%;
+  }
+  .col-md-4 {
+    width: 33.33333333%;
+  }
+  .col-md-3 {
+    width: 25%;
+  }
+  .col-md-2 {
+    width: 16.66666667%;
+  }
+  .col-md-1 {
+    width: 8.33333333%;
+  }
+  .col-md-pull-12 {
+    right: 100%;
+  }
+  .col-md-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-md-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-md-pull-9 {
+    right: 75%;
+  }
+  .col-md-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-md-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-md-pull-6 {
+    right: 50%;
+  }
+  .col-md-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-md-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-md-pull-3 {
+    right: 25%;
+  }
+  .col-md-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-md-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-md-pull-0 {
+    right: auto;
+  }
+  .col-md-push-12 {
+    left: 100%;
+  }
+  .col-md-push-11 {
+    left: 91.66666667%;
+  }
+  .col-md-push-10 {
+    left: 83.33333333%;
+  }
+  .col-md-push-9 {
+    left: 75%;
+  }
+  .col-md-push-8 {
+    left: 66.66666667%;
+  }
+  .col-md-push-7 {
+    left: 58.33333333%;
+  }
+  .col-md-push-6 {
+    left: 50%;
+  }
+  .col-md-push-5 {
+    left: 41.66666667%;
+  }
+  .col-md-push-4 {
+    left: 33.33333333%;
+  }
+  .col-md-push-3 {
+    left: 25%;
+  }
+  .col-md-push-2 {
+    left: 16.66666667%;
+  }
+  .col-md-push-1 {
+    left: 8.33333333%;
+  }
+  .col-md-push-0 {
+    left: auto;
+  }
+  .col-md-offset-12 {
+    margin-left: 100%;
+  }
+  .col-md-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-md-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-md-offset-9 {
+    margin-left: 75%;
+  }
+  .col-md-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-md-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-md-offset-6 {
+    margin-left: 50%;
+  }
+  .col-md-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-md-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-md-offset-3 {
+    margin-left: 25%;
+  }
+  .col-md-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-md-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-md-offset-0 {
+    margin-left: 0%;
+  }
+}
+@media (min-width: 1200px) {
+  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
+    float: left;
+  }
+  .col-lg-12 {
+    width: 100%;
+  }
+  .col-lg-11 {
+    width: 91.66666667%;
+  }
+  .col-lg-10 {
+    width: 83.33333333%;
+  }
+  .col-lg-9 {
+    width: 75%;
+  }
+  .col-lg-8 {
+    width: 66.66666667%;
+  }
+  .col-lg-7 {
+    width: 58.33333333%;
+  }
+  .col-lg-6 {
+    width: 50%;
+  }
+  .col-lg-5 {
+    width: 41.66666667%;
+  }
+  .col-lg-4 {
+    width: 33.33333333%;
+  }
+  .col-lg-3 {
+    width: 25%;
+  }
+  .col-lg-2 {
+    width: 16.66666667%;
+  }
+  .col-lg-1 {
+    width: 8.33333333%;
+  }
+  .col-lg-pull-12 {
+    right: 100%;
+  }
+  .col-lg-pull-11 {
+    right: 91.66666667%;
+  }
+  .col-lg-pull-10 {
+    right: 83.33333333%;
+  }
+  .col-lg-pull-9 {
+    right: 75%;
+  }
+  .col-lg-pull-8 {
+    right: 66.66666667%;
+  }
+  .col-lg-pull-7 {
+    right: 58.33333333%;
+  }
+  .col-lg-pull-6 {
+    right: 50%;
+  }
+  .col-lg-pull-5 {
+    right: 41.66666667%;
+  }
+  .col-lg-pull-4 {
+    right: 33.33333333%;
+  }
+  .col-lg-pull-3 {
+    right: 25%;
+  }
+  .col-lg-pull-2 {
+    right: 16.66666667%;
+  }
+  .col-lg-pull-1 {
+    right: 8.33333333%;
+  }
+  .col-lg-pull-0 {
+    right: auto;
+  }
+  .col-lg-push-12 {
+    left: 100%;
+  }
+  .col-lg-push-11 {
+    left: 91.66666667%;
+  }
+  .col-lg-push-10 {
+    left: 83.33333333%;
+  }
+  .col-lg-push-9 {
+    left: 75%;
+  }
+  .col-lg-push-8 {
+    left: 66.66666667%;
+  }
+  .col-lg-push-7 {
+    left: 58.33333333%;
+  }
+  .col-lg-push-6 {
+    left: 50%;
+  }
+  .col-lg-push-5 {
+    left: 41.66666667%;
+  }
+  .col-lg-push-4 {
+    left: 33.33333333%;
+  }
+  .col-lg-push-3 {
+    left: 25%;
+  }
+  .col-lg-push-2 {
+    left: 16.66666667%;
+  }
+  .col-lg-push-1 {
+    left: 8.33333333%;
+  }
+  .col-lg-push-0 {
+    left: auto;
+  }
+  .col-lg-offset-12 {
+    margin-left: 100%;
+  }
+  .col-lg-offset-11 {
+    margin-left: 91.66666667%;
+  }
+  .col-lg-offset-10 {
+    margin-left: 83.33333333%;
+  }
+  .col-lg-offset-9 {
+    margin-left: 75%;
+  }
+  .col-lg-offset-8 {
+    margin-left: 66.66666667%;
+  }
+  .col-lg-offset-7 {
+    margin-left: 58.33333333%;
+  }
+  .col-lg-offset-6 {
+    margin-left: 50%;
+  }
+  .col-lg-offset-5 {
+    margin-left: 41.66666667%;
+  }
+  .col-lg-offset-4 {
+    margin-left: 33.33333333%;
+  }
+  .col-lg-offset-3 {
+    margin-left: 25%;
+  }
+  .col-lg-offset-2 {
+    margin-left: 16.66666667%;
+  }
+  .col-lg-offset-1 {
+    margin-left: 8.33333333%;
+  }
+  .col-lg-offset-0 {
+    margin-left: 0%;
+  }
+}
+table {
+  background-color: transparent;
+}
+caption {
+  padding-top: 8px;
+  padding-bottom: 8px;
+  color: #777777;
+  text-align: left;
+}
+th {
+  text-align: left;
+}
+.table {
+  width: 100%;
+  max-width: 100%;
+  margin-bottom: 18px;
+}
+.table > thead > tr > th,
+.table > tbody > tr > th,
+.table > tfoot > tr > th,
+.table > thead > tr > td,
+.table > tbody > tr > td,
+.table > tfoot > tr > td {
+  padding: 8px;
+  line-height: 1.42857143;
+  vertical-align: top;
+  border-top: 1px solid #ddd;
+}
+.table > thead > tr > th {
+  vertical-align: bottom;
+  border-bottom: 2px solid #ddd;
+}
+.table > caption + thead > tr:first-child > th,
+.table > colgroup + thead > tr:first-child > th,
+.table > thead:first-child > tr:first-child > th,
+.table > caption + thead > tr:first-child > td,
+.table > colgroup + thead > tr:first-child > td,
+.table > thead:first-child > tr:first-child > td {
+  border-top: 0;
+}
+.table > tbody + tbody {
+  border-top: 2px solid #ddd;
+}
+.table .table {
+  background-color: #fff;
+}
+.table-condensed > thead > tr > th,
+.table-condensed > tbody > tr > th,
+.table-condensed > tfoot > tr > th,
+.table-condensed > thead > tr > td,
+.table-condensed > tbody > tr > td,
+.table-condensed > tfoot > tr > td {
+  padding: 5px;
+}
+.table-bordered {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > tbody > tr > th,
+.table-bordered > tfoot > tr > th,
+.table-bordered > thead > tr > td,
+.table-bordered > tbody > tr > td,
+.table-bordered > tfoot > tr > td {
+  border: 1px solid #ddd;
+}
+.table-bordered > thead > tr > th,
+.table-bordered > thead > tr > td {
+  border-bottom-width: 2px;
+}
+.table-striped > tbody > tr:nth-of-type(odd) {
+  background-color: #f9f9f9;
+}
+.table-hover > tbody > tr:hover {
+  background-color: #f5f5f5;
+}
+table col[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-column;
+}
+table td[class*="col-"],
+table th[class*="col-"] {
+  position: static;
+  float: none;
+  display: table-cell;
+}
+.table > thead > tr > td.active,
+.table > tbody > tr > td.active,
+.table > tfoot > tr > td.active,
+.table > thead > tr > th.active,
+.table > tbody > tr > th.active,
+.table > tfoot > tr > th.active,
+.table > thead > tr.active > td,
+.table > tbody > tr.active > td,
+.table > tfoot > tr.active > td,
+.table > thead > tr.active > th,
+.table > tbody > tr.active > th,
+.table > tfoot > tr.active > th {
+  background-color: #f5f5f5;
+}
+.table-hover > tbody > tr > td.active:hover,
+.table-hover > tbody > tr > th.active:hover,
+.table-hover > tbody > tr.active:hover > td,
+.table-hover > tbody > tr:hover > .active,
+.table-hover > tbody > tr.active:hover > th {
+  background-color: #e8e8e8;
+}
+.table > thead > tr > td.success,
+.table > tbody > tr > td.success,
+.table > tfoot > tr > td.success,
+.table > thead > tr > th.success,
+.table > tbody > tr > th.success,
+.table > tfoot > tr > th.success,
+.table > thead > tr.success > td,
+.table > tbody > tr.success > td,
+.table > tfoot > tr.success > td,
+.table > thead > tr.success > th,
+.table > tbody > tr.success > th,
+.table > tfoot > tr.success > th {
+  background-color: #dff0d8;
+}
+.table-hover > tbody > tr > td.success:hover,
+.table-hover > tbody > tr > th.success:hover,
+.table-hover > tbody > tr.success:hover > td,
+.table-hover > tbody > tr:hover > .success,
+.table-hover > tbody > tr.success:hover > th {
+  background-color: #d0e9c6;
+}
+.table > thead > tr > td.info,
+.table > tbody > tr > td.info,
+.table > tfoot > tr > td.info,
+.table > thead > tr > th.info,
+.table > tbody > tr > th.info,
+.table > tfoot > tr > th.info,
+.table > thead > tr.info > td,
+.table > tbody > tr.info > td,
+.table > tfoot > tr.info > td,
+.table > thead > tr.info > th,
+.table > tbody > tr.info > th,
+.table > tfoot > tr.info > th {
+  background-color: #d9edf7;
+}
+.table-hover > tbody > tr > td.info:hover,
+.table-hover > tbody > tr > th.info:hover,
+.table-hover > tbody > tr.info:hover > td,
+.table-hover > tbody > tr:hover > .info,
+.table-hover > tbody > tr.info:hover > th {
+  background-color: #c4e3f3;
+}
+.table > thead > tr > td.warning,
+.table > tbody > tr > td.warning,
+.table > tfoot > tr > td.warning,
+.table > thead > tr > th.warning,
+.table > tbody > tr > th.warning,
+.table > tfoot > tr > th.warning,
+.table > thead > tr.warning > td,
+.table > tbody > tr.warning > td,
+.table > tfoot > tr.warning > td,
+.table > thead > tr.warning > th,
+.table > tbody > tr.warning > th,
+.table > tfoot > tr.warning > th {
+  background-color: #fcf8e3;
+}
+.table-hover > tbody > tr > td.warning:hover,
+.table-hover > tbody > tr > th.warning:hover,
+.table-hover > tbody > tr.warning:hover > td,
+.table-hover > tbody > tr:hover > .warning,
+.table-hover > tbody > tr.warning:hover > th {
+  background-color: #faf2cc;
+}
+.table > thead > tr > td.danger,
+.table > tbody > tr > td.danger,
+.table > tfoot > tr > td.danger,
+.table > thead > tr > th.danger,
+.table > tbody > tr > th.danger,
+.table > tfoot > tr > th.danger,
+.table > thead > tr.danger > td,
+.table > tbody > tr.danger > td,
+.table > tfoot > tr.danger > td,
+.table > thead > tr.danger > th,
+.table > tbody > tr.danger > th,
+.table > tfoot > tr.danger > th {
+  background-color: #f2dede;
+}
+.table-hover > tbody > tr > td.danger:hover,
+.table-hover > tbody > tr > th.danger:hover,
+.table-hover > tbody > tr.danger:hover > td,
+.table-hover > tbody > tr:hover > .danger,
+.table-hover > tbody > tr.danger:hover > th {
+  background-color: #ebcccc;
+}
+.table-responsive {
+  overflow-x: auto;
+  min-height: 0.01%;
+}
+@media screen and (max-width: 767px) {
+  .table-responsive {
+    width: 100%;
+    margin-bottom: 13.5px;
+    overflow-y: hidden;
+    -ms-overflow-style: -ms-autohiding-scrollbar;
+    border: 1px solid #ddd;
+  }
+  .table-responsive > .table {
+    margin-bottom: 0;
+  }
+  .table-responsive > .table > thead > tr > th,
+  .table-responsive > .table > tbody > tr > th,
+  .table-responsive > .table > tfoot > tr > th,
+  .table-responsive > .table > thead > tr > td,
+  .table-responsive > .table > tbody > tr > td,
+  .table-responsive > .table > tfoot > tr > td {
+    white-space: nowrap;
+  }
+  .table-responsive > .table-bordered {
+    border: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:first-child,
+  .table-responsive > .table-bordered > tbody > tr > th:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+  .table-responsive > .table-bordered > thead > tr > td:first-child,
+  .table-responsive > .table-bordered > tbody > tr > td:first-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+    border-left: 0;
+  }
+  .table-responsive > .table-bordered > thead > tr > th:last-child,
+  .table-responsive > .table-bordered > tbody > tr > th:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+  .table-responsive > .table-bordered > thead > tr > td:last-child,
+  .table-responsive > .table-bordered > tbody > tr > td:last-child,
+  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+    border-right: 0;
+  }
+  .table-responsive > .table-bordered > tbody > tr:last-child > th,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
+  .table-responsive > .table-bordered > tbody > tr:last-child > td,
+  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
+    border-bottom: 0;
+  }
+}
+fieldset {
+  padding: 0;
+  margin: 0;
+  border: 0;
+  min-width: 0;
+}
+legend {
+  display: block;
+  width: 100%;
+  padding: 0;
+  margin-bottom: 18px;
+  font-size: 19.5px;
+  line-height: inherit;
+  color: #333333;
+  border: 0;
+  border-bottom: 1px solid #e5e5e5;
+}
+label {
+  display: inline-block;
+  max-width: 100%;
+  margin-bottom: 5px;
+  font-weight: bold;
+}
+input[type="search"] {
+  -webkit-box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  box-sizing: border-box;
+}
+input[type="radio"],
+input[type="checkbox"] {
+  margin: 4px 0 0;
+  margin-top: 1px \9;
+  line-height: normal;
+}
+input[type="file"] {
+  display: block;
+}
+input[type="range"] {
+  display: block;
+  width: 100%;
+}
+select[multiple],
+select[size] {
+  height: auto;
+}
+input[type="file"]:focus,
+input[type="radio"]:focus,
+input[type="checkbox"]:focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+output {
+  display: block;
+  padding-top: 7px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+}
+.form-control {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+}
+.form-control:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.form-control::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.form-control:-ms-input-placeholder {
+  color: #999;
+}
+.form-control::-webkit-input-placeholder {
+  color: #999;
+}
+.form-control::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.form-control[disabled],
+.form-control[readonly],
+fieldset[disabled] .form-control {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.form-control[disabled],
+fieldset[disabled] .form-control {
+  cursor: not-allowed;
+}
+textarea.form-control {
+  height: auto;
+}
+input[type="search"] {
+  -webkit-appearance: none;
+}
+@media screen and (-webkit-min-device-pixel-ratio: 0) {
+  input[type="date"].form-control,
+  input[type="time"].form-control,
+  input[type="datetime-local"].form-control,
+  input[type="month"].form-control {
+    line-height: 32px;
+  }
+  input[type="date"].input-sm,
+  input[type="time"].input-sm,
+  input[type="datetime-local"].input-sm,
+  input[type="month"].input-sm,
+  .input-group-sm input[type="date"],
+  .input-group-sm input[type="time"],
+  .input-group-sm input[type="datetime-local"],
+  .input-group-sm input[type="month"] {
+    line-height: 30px;
+  }
+  input[type="date"].input-lg,
+  input[type="time"].input-lg,
+  input[type="datetime-local"].input-lg,
+  input[type="month"].input-lg,
+  .input-group-lg input[type="date"],
+  .input-group-lg input[type="time"],
+  .input-group-lg input[type="datetime-local"],
+  .input-group-lg input[type="month"] {
+    line-height: 45px;
+  }
+}
+.form-group {
+  margin-bottom: 15px;
+}
+.radio,
+.checkbox {
+  position: relative;
+  display: block;
+  margin-top: 10px;
+  margin-bottom: 10px;
+}
+.radio label,
+.checkbox label {
+  min-height: 18px;
+  padding-left: 20px;
+  margin-bottom: 0;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio input[type="radio"],
+.radio-inline input[type="radio"],
+.checkbox input[type="checkbox"],
+.checkbox-inline input[type="checkbox"] {
+  position: absolute;
+  margin-left: -20px;
+  margin-top: 4px \9;
+}
+.radio + .radio,
+.checkbox + .checkbox {
+  margin-top: -5px;
+}
+.radio-inline,
+.checkbox-inline {
+  position: relative;
+  display: inline-block;
+  padding-left: 20px;
+  margin-bottom: 0;
+  vertical-align: middle;
+  font-weight: normal;
+  cursor: pointer;
+}
+.radio-inline + .radio-inline,
+.checkbox-inline + .checkbox-inline {
+  margin-top: 0;
+  margin-left: 10px;
+}
+input[type="radio"][disabled],
+input[type="checkbox"][disabled],
+input[type="radio"].disabled,
+input[type="checkbox"].disabled,
+fieldset[disabled] input[type="radio"],
+fieldset[disabled] input[type="checkbox"] {
+  cursor: not-allowed;
+}
+.radio-inline.disabled,
+.checkbox-inline.disabled,
+fieldset[disabled] .radio-inline,
+fieldset[disabled] .checkbox-inline {
+  cursor: not-allowed;
+}
+.radio.disabled label,
+.checkbox.disabled label,
+fieldset[disabled] .radio label,
+fieldset[disabled] .checkbox label {
+  cursor: not-allowed;
+}
+.form-control-static {
+  padding-top: 7px;
+  padding-bottom: 7px;
+  margin-bottom: 0;
+  min-height: 31px;
+}
+.form-control-static.input-lg,
+.form-control-static.input-sm {
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-sm {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-sm {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-sm,
+select[multiple].input-sm {
+  height: auto;
+}
+.form-group-sm .form-control {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.form-group-sm select.form-control {
+  height: 30px;
+  line-height: 30px;
+}
+.form-group-sm textarea.form-control,
+.form-group-sm select[multiple].form-control {
+  height: auto;
+}
+.form-group-sm .form-control-static {
+  height: 30px;
+  min-height: 30px;
+  padding: 6px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.input-lg {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-lg {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-lg,
+select[multiple].input-lg {
+  height: auto;
+}
+.form-group-lg .form-control {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.form-group-lg select.form-control {
+  height: 45px;
+  line-height: 45px;
+}
+.form-group-lg textarea.form-control,
+.form-group-lg select[multiple].form-control {
+  height: auto;
+}
+.form-group-lg .form-control-static {
+  height: 45px;
+  min-height: 35px;
+  padding: 11px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.has-feedback {
+  position: relative;
+}
+.has-feedback .form-control {
+  padding-right: 40px;
+}
+.form-control-feedback {
+  position: absolute;
+  top: 0;
+  right: 0;
+  z-index: 2;
+  display: block;
+  width: 32px;
+  height: 32px;
+  line-height: 32px;
+  text-align: center;
+  pointer-events: none;
+}
+.input-lg + .form-control-feedback,
+.input-group-lg + .form-control-feedback,
+.form-group-lg .form-control + .form-control-feedback {
+  width: 45px;
+  height: 45px;
+  line-height: 45px;
+}
+.input-sm + .form-control-feedback,
+.input-group-sm + .form-control-feedback,
+.form-group-sm .form-control + .form-control-feedback {
+  width: 30px;
+  height: 30px;
+  line-height: 30px;
+}
+.has-success .help-block,
+.has-success .control-label,
+.has-success .radio,
+.has-success .checkbox,
+.has-success .radio-inline,
+.has-success .checkbox-inline,
+.has-success.radio label,
+.has-success.checkbox label,
+.has-success.radio-inline label,
+.has-success.checkbox-inline label {
+  color: #3c763d;
+}
+.has-success .form-control {
+  border-color: #3c763d;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-success .form-control:focus {
+  border-color: #2b542c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
+}
+.has-success .input-group-addon {
+  color: #3c763d;
+  border-color: #3c763d;
+  background-color: #dff0d8;
+}
+.has-success .form-control-feedback {
+  color: #3c763d;
+}
+.has-warning .help-block,
+.has-warning .control-label,
+.has-warning .radio,
+.has-warning .checkbox,
+.has-warning .radio-inline,
+.has-warning .checkbox-inline,
+.has-warning.radio label,
+.has-warning.checkbox label,
+.has-warning.radio-inline label,
+.has-warning.checkbox-inline label {
+  color: #8a6d3b;
+}
+.has-warning .form-control {
+  border-color: #8a6d3b;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-warning .form-control:focus {
+  border-color: #66512c;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
+}
+.has-warning .input-group-addon {
+  color: #8a6d3b;
+  border-color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+.has-warning .form-control-feedback {
+  color: #8a6d3b;
+}
+.has-error .help-block,
+.has-error .control-label,
+.has-error .radio,
+.has-error .checkbox,
+.has-error .radio-inline,
+.has-error .checkbox-inline,
+.has-error.radio label,
+.has-error.checkbox label,
+.has-error.radio-inline label,
+.has-error.checkbox-inline label {
+  color: #a94442;
+}
+.has-error .form-control {
+  border-color: #a94442;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+}
+.has-error .form-control:focus {
+  border-color: #843534;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
+}
+.has-error .input-group-addon {
+  color: #a94442;
+  border-color: #a94442;
+  background-color: #f2dede;
+}
+.has-error .form-control-feedback {
+  color: #a94442;
+}
+.has-feedback label ~ .form-control-feedback {
+  top: 23px;
+}
+.has-feedback label.sr-only ~ .form-control-feedback {
+  top: 0;
+}
+.help-block {
+  display: block;
+  margin-top: 5px;
+  margin-bottom: 10px;
+  color: #404040;
+}
+@media (min-width: 768px) {
+  .form-inline .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .form-inline .form-control-static {
+    display: inline-block;
+  }
+  .form-inline .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .form-inline .input-group .input-group-addon,
+  .form-inline .input-group .input-group-btn,
+  .form-inline .input-group .form-control {
+    width: auto;
+  }
+  .form-inline .input-group > .form-control {
+    width: 100%;
+  }
+  .form-inline .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio,
+  .form-inline .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .form-inline .radio label,
+  .form-inline .checkbox label {
+    padding-left: 0;
+  }
+  .form-inline .radio input[type="radio"],
+  .form-inline .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .form-inline .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox,
+.form-horizontal .radio-inline,
+.form-horizontal .checkbox-inline {
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-top: 7px;
+}
+.form-horizontal .radio,
+.form-horizontal .checkbox {
+  min-height: 25px;
+}
+.form-horizontal .form-group {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .control-label {
+    text-align: right;
+    margin-bottom: 0;
+    padding-top: 7px;
+  }
+}
+.form-horizontal .has-feedback .form-control-feedback {
+  right: 0px;
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-lg .control-label {
+    padding-top: 11px;
+    font-size: 17px;
+  }
+}
+@media (min-width: 768px) {
+  .form-horizontal .form-group-sm .control-label {
+    padding-top: 6px;
+    font-size: 12px;
+  }
+}
+.btn {
+  display: inline-block;
+  margin-bottom: 0;
+  font-weight: normal;
+  text-align: center;
+  vertical-align: middle;
+  touch-action: manipulation;
+  cursor: pointer;
+  background-image: none;
+  border: 1px solid transparent;
+  white-space: nowrap;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  border-radius: 2px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+.btn:focus,
+.btn:active:focus,
+.btn.active:focus,
+.btn.focus,
+.btn:active.focus,
+.btn.active.focus {
+  outline: 5px auto -webkit-focus-ring-color;
+  outline-offset: -2px;
+}
+.btn:hover,
+.btn:focus,
+.btn.focus {
+  color: #333;
+  text-decoration: none;
+}
+.btn:active,
+.btn.active {
+  outline: 0;
+  background-image: none;
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn.disabled,
+.btn[disabled],
+fieldset[disabled] .btn {
+  cursor: not-allowed;
+  opacity: 0.65;
+  filter: alpha(opacity=65);
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+a.btn.disabled,
+fieldset[disabled] a.btn {
+  pointer-events: none;
+}
+.btn-default {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default:focus,
+.btn-default.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.btn-default:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.btn-default:active:hover,
+.btn-default.active:hover,
+.open > .dropdown-toggle.btn-default:hover,
+.btn-default:active:focus,
+.btn-default.active:focus,
+.open > .dropdown-toggle.btn-default:focus,
+.btn-default:active.focus,
+.btn-default.active.focus,
+.open > .dropdown-toggle.btn-default.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.btn-default:active,
+.btn-default.active,
+.open > .dropdown-toggle.btn-default {
+  background-image: none;
+}
+.btn-default.disabled:hover,
+.btn-default[disabled]:hover,
+fieldset[disabled] .btn-default:hover,
+.btn-default.disabled:focus,
+.btn-default[disabled]:focus,
+fieldset[disabled] .btn-default:focus,
+.btn-default.disabled.focus,
+.btn-default[disabled].focus,
+fieldset[disabled] .btn-default.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.btn-default .badge {
+  color: #fff;
+  background-color: #333;
+}
+.btn-primary {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary:focus,
+.btn-primary.focus {
+  color: #fff;
+  background-color: #286090;
+  border-color: #122b40;
+}
+.btn-primary:hover {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  color: #fff;
+  background-color: #286090;
+  border-color: #204d74;
+}
+.btn-primary:active:hover,
+.btn-primary.active:hover,
+.open > .dropdown-toggle.btn-primary:hover,
+.btn-primary:active:focus,
+.btn-primary.active:focus,
+.open > .dropdown-toggle.btn-primary:focus,
+.btn-primary:active.focus,
+.btn-primary.active.focus,
+.open > .dropdown-toggle.btn-primary.focus {
+  color: #fff;
+  background-color: #204d74;
+  border-color: #122b40;
+}
+.btn-primary:active,
+.btn-primary.active,
+.open > .dropdown-toggle.btn-primary {
+  background-image: none;
+}
+.btn-primary.disabled:hover,
+.btn-primary[disabled]:hover,
+fieldset[disabled] .btn-primary:hover,
+.btn-primary.disabled:focus,
+.btn-primary[disabled]:focus,
+fieldset[disabled] .btn-primary:focus,
+.btn-primary.disabled.focus,
+.btn-primary[disabled].focus,
+fieldset[disabled] .btn-primary.focus {
+  background-color: #337ab7;
+  border-color: #2e6da4;
+}
+.btn-primary .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.btn-success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success:focus,
+.btn-success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.btn-success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.btn-success:active:hover,
+.btn-success.active:hover,
+.open > .dropdown-toggle.btn-success:hover,
+.btn-success:active:focus,
+.btn-success.active:focus,
+.open > .dropdown-toggle.btn-success:focus,
+.btn-success:active.focus,
+.btn-success.active.focus,
+.open > .dropdown-toggle.btn-success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.btn-success:active,
+.btn-success.active,
+.open > .dropdown-toggle.btn-success {
+  background-image: none;
+}
+.btn-success.disabled:hover,
+.btn-success[disabled]:hover,
+fieldset[disabled] .btn-success:hover,
+.btn-success.disabled:focus,
+.btn-success[disabled]:focus,
+fieldset[disabled] .btn-success:focus,
+.btn-success.disabled.focus,
+.btn-success[disabled].focus,
+fieldset[disabled] .btn-success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.btn-success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.btn-info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info:focus,
+.btn-info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.btn-info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.btn-info:active:hover,
+.btn-info.active:hover,
+.open > .dropdown-toggle.btn-info:hover,
+.btn-info:active:focus,
+.btn-info.active:focus,
+.open > .dropdown-toggle.btn-info:focus,
+.btn-info:active.focus,
+.btn-info.active.focus,
+.open > .dropdown-toggle.btn-info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.btn-info:active,
+.btn-info.active,
+.open > .dropdown-toggle.btn-info {
+  background-image: none;
+}
+.btn-info.disabled:hover,
+.btn-info[disabled]:hover,
+fieldset[disabled] .btn-info:hover,
+.btn-info.disabled:focus,
+.btn-info[disabled]:focus,
+fieldset[disabled] .btn-info:focus,
+.btn-info.disabled.focus,
+.btn-info[disabled].focus,
+fieldset[disabled] .btn-info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.btn-info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.btn-warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning:focus,
+.btn-warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.btn-warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.btn-warning:active:hover,
+.btn-warning.active:hover,
+.open > .dropdown-toggle.btn-warning:hover,
+.btn-warning:active:focus,
+.btn-warning.active:focus,
+.open > .dropdown-toggle.btn-warning:focus,
+.btn-warning:active.focus,
+.btn-warning.active.focus,
+.open > .dropdown-toggle.btn-warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.btn-warning:active,
+.btn-warning.active,
+.open > .dropdown-toggle.btn-warning {
+  background-image: none;
+}
+.btn-warning.disabled:hover,
+.btn-warning[disabled]:hover,
+fieldset[disabled] .btn-warning:hover,
+.btn-warning.disabled:focus,
+.btn-warning[disabled]:focus,
+fieldset[disabled] .btn-warning:focus,
+.btn-warning.disabled.focus,
+.btn-warning[disabled].focus,
+fieldset[disabled] .btn-warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.btn-warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.btn-danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger:focus,
+.btn-danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.btn-danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.btn-danger:active:hover,
+.btn-danger.active:hover,
+.open > .dropdown-toggle.btn-danger:hover,
+.btn-danger:active:focus,
+.btn-danger.active:focus,
+.open > .dropdown-toggle.btn-danger:focus,
+.btn-danger:active.focus,
+.btn-danger.active.focus,
+.open > .dropdown-toggle.btn-danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.btn-danger:active,
+.btn-danger.active,
+.open > .dropdown-toggle.btn-danger {
+  background-image: none;
+}
+.btn-danger.disabled:hover,
+.btn-danger[disabled]:hover,
+fieldset[disabled] .btn-danger:hover,
+.btn-danger.disabled:focus,
+.btn-danger[disabled]:focus,
+fieldset[disabled] .btn-danger:focus,
+.btn-danger.disabled.focus,
+.btn-danger[disabled].focus,
+fieldset[disabled] .btn-danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.btn-danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+.btn-link {
+  color: #337ab7;
+  font-weight: normal;
+  border-radius: 0;
+}
+.btn-link,
+.btn-link:active,
+.btn-link.active,
+.btn-link[disabled],
+fieldset[disabled] .btn-link {
+  background-color: transparent;
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn-link,
+.btn-link:hover,
+.btn-link:focus,
+.btn-link:active {
+  border-color: transparent;
+}
+.btn-link:hover,
+.btn-link:focus {
+  color: #23527c;
+  text-decoration: underline;
+  background-color: transparent;
+}
+.btn-link[disabled]:hover,
+fieldset[disabled] .btn-link:hover,
+.btn-link[disabled]:focus,
+fieldset[disabled] .btn-link:focus {
+  color: #777777;
+  text-decoration: none;
+}
+.btn-lg,
+.btn-group-lg > .btn {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+.btn-sm,
+.btn-group-sm > .btn {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-xs,
+.btn-group-xs > .btn {
+  padding: 1px 5px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+.btn-block {
+  display: block;
+  width: 100%;
+}
+.btn-block + .btn-block {
+  margin-top: 5px;
+}
+input[type="submit"].btn-block,
+input[type="reset"].btn-block,
+input[type="button"].btn-block {
+  width: 100%;
+}
+.fade {
+  opacity: 0;
+  -webkit-transition: opacity 0.15s linear;
+  -o-transition: opacity 0.15s linear;
+  transition: opacity 0.15s linear;
+}
+.fade.in {
+  opacity: 1;
+}
+.collapse {
+  display: none;
+}
+.collapse.in {
+  display: block;
+}
+tr.collapse.in {
+  display: table-row;
+}
+tbody.collapse.in {
+  display: table-row-group;
+}
+.collapsing {
+  position: relative;
+  height: 0;
+  overflow: hidden;
+  -webkit-transition-property: height, visibility;
+  transition-property: height, visibility;
+  -webkit-transition-duration: 0.35s;
+  transition-duration: 0.35s;
+  -webkit-transition-timing-function: ease;
+  transition-timing-function: ease;
+}
+.caret {
+  display: inline-block;
+  width: 0;
+  height: 0;
+  margin-left: 2px;
+  vertical-align: middle;
+  border-top: 4px dashed;
+  border-top: 4px solid \9;
+  border-right: 4px solid transparent;
+  border-left: 4px solid transparent;
+}
+.dropup,
+.dropdown {
+  position: relative;
+}
+.dropdown-toggle:focus {
+  outline: 0;
+}
+.dropdown-menu {
+  position: absolute;
+  top: 100%;
+  left: 0;
+  z-index: 1000;
+  display: none;
+  float: left;
+  min-width: 160px;
+  padding: 5px 0;
+  margin: 2px 0 0;
+  list-style: none;
+  font-size: 13px;
+  text-align: left;
+  background-color: #fff;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.15);
+  border-radius: 2px;
+  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
+  background-clip: padding-box;
+}
+.dropdown-menu.pull-right {
+  right: 0;
+  left: auto;
+}
+.dropdown-menu .divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.dropdown-menu > li > a {
+  display: block;
+  padding: 3px 20px;
+  clear: both;
+  font-weight: normal;
+  line-height: 1.42857143;
+  color: #333333;
+  white-space: nowrap;
+}
+.dropdown-menu > li > a:hover,
+.dropdown-menu > li > a:focus {
+  text-decoration: none;
+  color: #262626;
+  background-color: #f5f5f5;
+}
+.dropdown-menu > .active > a,
+.dropdown-menu > .active > a:hover,
+.dropdown-menu > .active > a:focus {
+  color: #fff;
+  text-decoration: none;
+  outline: 0;
+  background-color: #337ab7;
+}
+.dropdown-menu > .disabled > a,
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  color: #777777;
+}
+.dropdown-menu > .disabled > a:hover,
+.dropdown-menu > .disabled > a:focus {
+  text-decoration: none;
+  background-color: transparent;
+  background-image: none;
+  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
+  cursor: not-allowed;
+}
+.open > .dropdown-menu {
+  display: block;
+}
+.open > a {
+  outline: 0;
+}
+.dropdown-menu-right {
+  left: auto;
+  right: 0;
+}
+.dropdown-menu-left {
+  left: 0;
+  right: auto;
+}
+.dropdown-header {
+  display: block;
+  padding: 3px 20px;
+  font-size: 12px;
+  line-height: 1.42857143;
+  color: #777777;
+  white-space: nowrap;
+}
+.dropdown-backdrop {
+  position: fixed;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  top: 0;
+  z-index: 990;
+}
+.pull-right > .dropdown-menu {
+  right: 0;
+  left: auto;
+}
+.dropup .caret,
+.navbar-fixed-bottom .dropdown .caret {
+  border-top: 0;
+  border-bottom: 4px dashed;
+  border-bottom: 4px solid \9;
+  content: "";
+}
+.dropup .dropdown-menu,
+.navbar-fixed-bottom .dropdown .dropdown-menu {
+  top: auto;
+  bottom: 100%;
+  margin-bottom: 2px;
+}
+@media (min-width: 541px) {
+  .navbar-right .dropdown-menu {
+    left: auto;
+    right: 0;
+  }
+  .navbar-right .dropdown-menu-left {
+    left: 0;
+    right: auto;
+  }
+}
+.btn-group,
+.btn-group-vertical {
+  position: relative;
+  display: inline-block;
+  vertical-align: middle;
+}
+.btn-group > .btn,
+.btn-group-vertical > .btn {
+  position: relative;
+  float: left;
+}
+.btn-group > .btn:hover,
+.btn-group-vertical > .btn:hover,
+.btn-group > .btn:focus,
+.btn-group-vertical > .btn:focus,
+.btn-group > .btn:active,
+.btn-group-vertical > .btn:active,
+.btn-group > .btn.active,
+.btn-group-vertical > .btn.active {
+  z-index: 2;
+}
+.btn-group .btn + .btn,
+.btn-group .btn + .btn-group,
+.btn-group .btn-group + .btn,
+.btn-group .btn-group + .btn-group {
+  margin-left: -1px;
+}
+.btn-toolbar {
+  margin-left: -5px;
+}
+.btn-toolbar .btn,
+.btn-toolbar .btn-group,
+.btn-toolbar .input-group {
+  float: left;
+}
+.btn-toolbar > .btn,
+.btn-toolbar > .btn-group,
+.btn-toolbar > .input-group {
+  margin-left: 5px;
+}
+.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
+  border-radius: 0;
+}
+.btn-group > .btn:first-child {
+  margin-left: 0;
+}
+.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn:last-child:not(:first-child),
+.btn-group > .dropdown-toggle:not(:first-child) {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group > .btn-group {
+  float: left;
+}
+.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group .dropdown-toggle:active,
+.btn-group.open .dropdown-toggle {
+  outline: 0;
+}
+.btn-group > .btn + .dropdown-toggle {
+  padding-left: 8px;
+  padding-right: 8px;
+}
+.btn-group > .btn-lg + .dropdown-toggle {
+  padding-left: 12px;
+  padding-right: 12px;
+}
+.btn-group.open .dropdown-toggle {
+  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
+}
+.btn-group.open .dropdown-toggle.btn-link {
+  -webkit-box-shadow: none;
+  box-shadow: none;
+}
+.btn .caret {
+  margin-left: 0;
+}
+.btn-lg .caret {
+  border-width: 5px 5px 0;
+  border-bottom-width: 0;
+}
+.dropup .btn-lg .caret {
+  border-width: 0 5px 5px;
+}
+.btn-group-vertical > .btn,
+.btn-group-vertical > .btn-group,
+.btn-group-vertical > .btn-group > .btn {
+  display: block;
+  float: none;
+  width: 100%;
+  max-width: 100%;
+}
+.btn-group-vertical > .btn-group > .btn {
+  float: none;
+}
+.btn-group-vertical > .btn + .btn,
+.btn-group-vertical > .btn + .btn-group,
+.btn-group-vertical > .btn-group + .btn,
+.btn-group-vertical > .btn-group + .btn-group {
+  margin-top: -1px;
+  margin-left: 0;
+}
+.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn:first-child:not(:last-child) {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn:last-child:not(:first-child) {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
+  border-radius: 0;
+}
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
+.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.btn-group-justified {
+  display: table;
+  width: 100%;
+  table-layout: fixed;
+  border-collapse: separate;
+}
+.btn-group-justified > .btn,
+.btn-group-justified > .btn-group {
+  float: none;
+  display: table-cell;
+  width: 1%;
+}
+.btn-group-justified > .btn-group .btn {
+  width: 100%;
+}
+.btn-group-justified > .btn-group .dropdown-menu {
+  left: auto;
+}
+[data-toggle="buttons"] > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
+[data-toggle="buttons"] > .btn input[type="checkbox"],
+[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
+  position: absolute;
+  clip: rect(0, 0, 0, 0);
+  pointer-events: none;
+}
+.input-group {
+  position: relative;
+  display: table;
+  border-collapse: separate;
+}
+.input-group[class*="col-"] {
+  float: none;
+  padding-left: 0;
+  padding-right: 0;
+}
+.input-group .form-control {
+  position: relative;
+  z-index: 2;
+  float: left;
+  width: 100%;
+  margin-bottom: 0;
+}
+.input-group .form-control:focus {
+  z-index: 3;
+}
+.input-group-lg > .form-control,
+.input-group-lg > .input-group-addon,
+.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+  border-radius: 3px;
+}
+select.input-group-lg > .form-control,
+select.input-group-lg > .input-group-addon,
+select.input-group-lg > .input-group-btn > .btn {
+  height: 45px;
+  line-height: 45px;
+}
+textarea.input-group-lg > .form-control,
+textarea.input-group-lg > .input-group-addon,
+textarea.input-group-lg > .input-group-btn > .btn,
+select[multiple].input-group-lg > .form-control,
+select[multiple].input-group-lg > .input-group-addon,
+select[multiple].input-group-lg > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-sm > .form-control,
+.input-group-sm > .input-group-addon,
+.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+}
+select.input-group-sm > .form-control,
+select.input-group-sm > .input-group-addon,
+select.input-group-sm > .input-group-btn > .btn {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.input-group-sm > .form-control,
+textarea.input-group-sm > .input-group-addon,
+textarea.input-group-sm > .input-group-btn > .btn,
+select[multiple].input-group-sm > .form-control,
+select[multiple].input-group-sm > .input-group-addon,
+select[multiple].input-group-sm > .input-group-btn > .btn {
+  height: auto;
+}
+.input-group-addon,
+.input-group-btn,
+.input-group .form-control {
+  display: table-cell;
+}
+.input-group-addon:not(:first-child):not(:last-child),
+.input-group-btn:not(:first-child):not(:last-child),
+.input-group .form-control:not(:first-child):not(:last-child) {
+  border-radius: 0;
+}
+.input-group-addon,
+.input-group-btn {
+  width: 1%;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+.input-group-addon {
+  padding: 6px 12px;
+  font-size: 13px;
+  font-weight: normal;
+  line-height: 1;
+  color: #555555;
+  text-align: center;
+  background-color: #eeeeee;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+}
+.input-group-addon.input-sm {
+  padding: 5px 10px;
+  font-size: 12px;
+  border-radius: 1px;
+}
+.input-group-addon.input-lg {
+  padding: 10px 16px;
+  font-size: 17px;
+  border-radius: 3px;
+}
+.input-group-addon input[type="radio"],
+.input-group-addon input[type="checkbox"] {
+  margin-top: 0;
+}
+.input-group .form-control:first-child,
+.input-group-addon:first-child,
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group > .btn,
+.input-group-btn:first-child > .dropdown-toggle,
+.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
+.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
+  border-bottom-right-radius: 0;
+  border-top-right-radius: 0;
+}
+.input-group-addon:first-child {
+  border-right: 0;
+}
+.input-group .form-control:last-child,
+.input-group-addon:last-child,
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group > .btn,
+.input-group-btn:last-child > .dropdown-toggle,
+.input-group-btn:first-child > .btn:not(:first-child),
+.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
+  border-bottom-left-radius: 0;
+  border-top-left-radius: 0;
+}
+.input-group-addon:last-child {
+  border-left: 0;
+}
+.input-group-btn {
+  position: relative;
+  font-size: 0;
+  white-space: nowrap;
+}
+.input-group-btn > .btn {
+  position: relative;
+}
+.input-group-btn > .btn + .btn {
+  margin-left: -1px;
+}
+.input-group-btn > .btn:hover,
+.input-group-btn > .btn:focus,
+.input-group-btn > .btn:active {
+  z-index: 2;
+}
+.input-group-btn:first-child > .btn,
+.input-group-btn:first-child > .btn-group {
+  margin-right: -1px;
+}
+.input-group-btn:last-child > .btn,
+.input-group-btn:last-child > .btn-group {
+  z-index: 2;
+  margin-left: -1px;
+}
+.nav {
+  margin-bottom: 0;
+  padding-left: 0;
+  list-style: none;
+}
+.nav > li {
+  position: relative;
+  display: block;
+}
+.nav > li > a {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+}
+.nav > li > a:hover,
+.nav > li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.nav > li.disabled > a {
+  color: #777777;
+}
+.nav > li.disabled > a:hover,
+.nav > li.disabled > a:focus {
+  color: #777777;
+  text-decoration: none;
+  background-color: transparent;
+  cursor: not-allowed;
+}
+.nav .open > a,
+.nav .open > a:hover,
+.nav .open > a:focus {
+  background-color: #eeeeee;
+  border-color: #337ab7;
+}
+.nav .nav-divider {
+  height: 1px;
+  margin: 8px 0;
+  overflow: hidden;
+  background-color: #e5e5e5;
+}
+.nav > li > a > img {
+  max-width: none;
+}
+.nav-tabs {
+  border-bottom: 1px solid #ddd;
+}
+.nav-tabs > li {
+  float: left;
+  margin-bottom: -1px;
+}
+.nav-tabs > li > a {
+  margin-right: 2px;
+  line-height: 1.42857143;
+  border: 1px solid transparent;
+  border-radius: 2px 2px 0 0;
+}
+.nav-tabs > li > a:hover {
+  border-color: #eeeeee #eeeeee #ddd;
+}
+.nav-tabs > li.active > a,
+.nav-tabs > li.active > a:hover,
+.nav-tabs > li.active > a:focus {
+  color: #555555;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-bottom-color: transparent;
+  cursor: default;
+}
+.nav-tabs.nav-justified {
+  width: 100%;
+  border-bottom: 0;
+}
+.nav-tabs.nav-justified > li {
+  float: none;
+}
+.nav-tabs.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-tabs.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-tabs.nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs.nav-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs.nav-justified > .active > a,
+.nav-tabs.nav-justified > .active > a:hover,
+.nav-tabs.nav-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs.nav-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs.nav-justified > .active > a,
+  .nav-tabs.nav-justified > .active > a:hover,
+  .nav-tabs.nav-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.nav-pills > li {
+  float: left;
+}
+.nav-pills > li > a {
+  border-radius: 2px;
+}
+.nav-pills > li + li {
+  margin-left: 2px;
+}
+.nav-pills > li.active > a,
+.nav-pills > li.active > a:hover,
+.nav-pills > li.active > a:focus {
+  color: #fff;
+  background-color: #337ab7;
+}
+.nav-stacked > li {
+  float: none;
+}
+.nav-stacked > li + li {
+  margin-top: 2px;
+  margin-left: 0;
+}
+.nav-justified {
+  width: 100%;
+}
+.nav-justified > li {
+  float: none;
+}
+.nav-justified > li > a {
+  text-align: center;
+  margin-bottom: 5px;
+}
+.nav-justified > .dropdown .dropdown-menu {
+  top: auto;
+  left: auto;
+}
+@media (min-width: 768px) {
+  .nav-justified > li {
+    display: table-cell;
+    width: 1%;
+  }
+  .nav-justified > li > a {
+    margin-bottom: 0;
+  }
+}
+.nav-tabs-justified {
+  border-bottom: 0;
+}
+.nav-tabs-justified > li > a {
+  margin-right: 0;
+  border-radius: 2px;
+}
+.nav-tabs-justified > .active > a,
+.nav-tabs-justified > .active > a:hover,
+.nav-tabs-justified > .active > a:focus {
+  border: 1px solid #ddd;
+}
+@media (min-width: 768px) {
+  .nav-tabs-justified > li > a {
+    border-bottom: 1px solid #ddd;
+    border-radius: 2px 2px 0 0;
+  }
+  .nav-tabs-justified > .active > a,
+  .nav-tabs-justified > .active > a:hover,
+  .nav-tabs-justified > .active > a:focus {
+    border-bottom-color: #fff;
+  }
+}
+.tab-content > .tab-pane {
+  display: none;
+}
+.tab-content > .active {
+  display: block;
+}
+.nav-tabs .dropdown-menu {
+  margin-top: -1px;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar {
+  position: relative;
+  min-height: 30px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+}
+@media (min-width: 541px) {
+  .navbar {
+    border-radius: 2px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-header {
+    float: left;
+  }
+}
+.navbar-collapse {
+  overflow-x: visible;
+  padding-right: 0px;
+  padding-left: 0px;
+  border-top: 1px solid transparent;
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
+  -webkit-overflow-scrolling: touch;
+}
+.navbar-collapse.in {
+  overflow-y: auto;
+}
+@media (min-width: 541px) {
+  .navbar-collapse {
+    width: auto;
+    border-top: 0;
+    box-shadow: none;
+  }
+  .navbar-collapse.collapse {
+    display: block !important;
+    height: auto !important;
+    padding-bottom: 0;
+    overflow: visible !important;
+  }
+  .navbar-collapse.in {
+    overflow-y: visible;
+  }
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-static-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    padding-left: 0;
+    padding-right: 0;
+  }
+}
+.navbar-fixed-top .navbar-collapse,
+.navbar-fixed-bottom .navbar-collapse {
+  max-height: 340px;
+}
+@media (max-device-width: 540px) and (orientation: landscape) {
+  .navbar-fixed-top .navbar-collapse,
+  .navbar-fixed-bottom .navbar-collapse {
+    max-height: 200px;
+  }
+}
+.container > .navbar-header,
+.container-fluid > .navbar-header,
+.container > .navbar-collapse,
+.container-fluid > .navbar-collapse {
+  margin-right: 0px;
+  margin-left: 0px;
+}
+@media (min-width: 541px) {
+  .container > .navbar-header,
+  .container-fluid > .navbar-header,
+  .container > .navbar-collapse,
+  .container-fluid > .navbar-collapse {
+    margin-right: 0;
+    margin-left: 0;
+  }
+}
+.navbar-static-top {
+  z-index: 1000;
+  border-width: 0 0 1px;
+}
+@media (min-width: 541px) {
+  .navbar-static-top {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top,
+.navbar-fixed-bottom {
+  position: fixed;
+  right: 0;
+  left: 0;
+  z-index: 1030;
+}
+@media (min-width: 541px) {
+  .navbar-fixed-top,
+  .navbar-fixed-bottom {
+    border-radius: 0;
+  }
+}
+.navbar-fixed-top {
+  top: 0;
+  border-width: 0 0 1px;
+}
+.navbar-fixed-bottom {
+  bottom: 0;
+  margin-bottom: 0;
+  border-width: 1px 0 0;
+}
+.navbar-brand {
+  float: left;
+  padding: 6px 0px;
+  font-size: 17px;
+  line-height: 18px;
+  height: 30px;
+}
+.navbar-brand:hover,
+.navbar-brand:focus {
+  text-decoration: none;
+}
+.navbar-brand > img {
+  display: block;
+}
+@media (min-width: 541px) {
+  .navbar > .container .navbar-brand,
+  .navbar > .container-fluid .navbar-brand {
+    margin-left: 0px;
+  }
+}
+.navbar-toggle {
+  position: relative;
+  float: right;
+  margin-right: 0px;
+  padding: 9px 10px;
+  margin-top: -2px;
+  margin-bottom: -2px;
+  background-color: transparent;
+  background-image: none;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.navbar-toggle:focus {
+  outline: 0;
+}
+.navbar-toggle .icon-bar {
+  display: block;
+  width: 22px;
+  height: 2px;
+  border-radius: 1px;
+}
+.navbar-toggle .icon-bar + .icon-bar {
+  margin-top: 4px;
+}
+@media (min-width: 541px) {
+  .navbar-toggle {
+    display: none;
+  }
+}
+.navbar-nav {
+  margin: 3px 0px;
+}
+.navbar-nav > li > a {
+  padding-top: 10px;
+  padding-bottom: 10px;
+  line-height: 18px;
+}
+@media (max-width: 540px) {
+  .navbar-nav .open .dropdown-menu {
+    position: static;
+    float: none;
+    width: auto;
+    margin-top: 0;
+    background-color: transparent;
+    border: 0;
+    box-shadow: none;
+  }
+  .navbar-nav .open .dropdown-menu > li > a,
+  .navbar-nav .open .dropdown-menu .dropdown-header {
+    padding: 5px 15px 5px 25px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a {
+    line-height: 18px;
+  }
+  .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-nav .open .dropdown-menu > li > a:focus {
+    background-image: none;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-nav {
+    float: left;
+    margin: 0;
+  }
+  .navbar-nav > li {
+    float: left;
+  }
+  .navbar-nav > li > a {
+    padding-top: 6px;
+    padding-bottom: 6px;
+  }
+}
+.navbar-form {
+  margin-left: 0px;
+  margin-right: 0px;
+  padding: 10px 0px;
+  border-top: 1px solid transparent;
+  border-bottom: 1px solid transparent;
+  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+@media (min-width: 768px) {
+  .navbar-form .form-group {
+    display: inline-block;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control {
+    display: inline-block;
+    width: auto;
+    vertical-align: middle;
+  }
+  .navbar-form .form-control-static {
+    display: inline-block;
+  }
+  .navbar-form .input-group {
+    display: inline-table;
+    vertical-align: middle;
+  }
+  .navbar-form .input-group .input-group-addon,
+  .navbar-form .input-group .input-group-btn,
+  .navbar-form .input-group .form-control {
+    width: auto;
+  }
+  .navbar-form .input-group > .form-control {
+    width: 100%;
+  }
+  .navbar-form .control-label {
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio,
+  .navbar-form .checkbox {
+    display: inline-block;
+    margin-top: 0;
+    margin-bottom: 0;
+    vertical-align: middle;
+  }
+  .navbar-form .radio label,
+  .navbar-form .checkbox label {
+    padding-left: 0;
+  }
+  .navbar-form .radio input[type="radio"],
+  .navbar-form .checkbox input[type="checkbox"] {
+    position: relative;
+    margin-left: 0;
+  }
+  .navbar-form .has-feedback .form-control-feedback {
+    top: 0;
+  }
+}
+@media (max-width: 540px) {
+  .navbar-form .form-group {
+    margin-bottom: 5px;
+  }
+  .navbar-form .form-group:last-child {
+    margin-bottom: 0;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-form {
+    width: auto;
+    border: 0;
+    margin-left: 0;
+    margin-right: 0;
+    padding-top: 0;
+    padding-bottom: 0;
+    -webkit-box-shadow: none;
+    box-shadow: none;
+  }
+}
+.navbar-nav > li > .dropdown-menu {
+  margin-top: 0;
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
+  margin-bottom: 0;
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+  border-bottom-right-radius: 0;
+  border-bottom-left-radius: 0;
+}
+.navbar-btn {
+  margin-top: -1px;
+  margin-bottom: -1px;
+}
+.navbar-btn.btn-sm {
+  margin-top: 0px;
+  margin-bottom: 0px;
+}
+.navbar-btn.btn-xs {
+  margin-top: 4px;
+  margin-bottom: 4px;
+}
+.navbar-text {
+  margin-top: 6px;
+  margin-bottom: 6px;
+}
+@media (min-width: 541px) {
+  .navbar-text {
+    float: left;
+    margin-left: 0px;
+    margin-right: 0px;
+  }
+}
+@media (min-width: 541px) {
+  .navbar-left {
+    float: left !important;
+    float: left;
+  }
+  .navbar-right {
+    float: right !important;
+    float: right;
+    margin-right: 0px;
+  }
+  .navbar-right ~ .navbar-right {
+    margin-right: 0;
+  }
+}
+.navbar-default {
+  background-color: #f8f8f8;
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-brand {
+  color: #777;
+}
+.navbar-default .navbar-brand:hover,
+.navbar-default .navbar-brand:focus {
+  color: #5e5e5e;
+  background-color: transparent;
+}
+.navbar-default .navbar-text {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a {
+  color: #777;
+}
+.navbar-default .navbar-nav > li > a:hover,
+.navbar-default .navbar-nav > li > a:focus {
+  color: #333;
+  background-color: transparent;
+}
+.navbar-default .navbar-nav > .active > a,
+.navbar-default .navbar-nav > .active > a:hover,
+.navbar-default .navbar-nav > .active > a:focus {
+  color: #555;
+  background-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .disabled > a,
+.navbar-default .navbar-nav > .disabled > a:hover,
+.navbar-default .navbar-nav > .disabled > a:focus {
+  color: #ccc;
+  background-color: transparent;
+}
+.navbar-default .navbar-toggle {
+  border-color: #ddd;
+}
+.navbar-default .navbar-toggle:hover,
+.navbar-default .navbar-toggle:focus {
+  background-color: #ddd;
+}
+.navbar-default .navbar-toggle .icon-bar {
+  background-color: #888;
+}
+.navbar-default .navbar-collapse,
+.navbar-default .navbar-form {
+  border-color: #e7e7e7;
+}
+.navbar-default .navbar-nav > .open > a,
+.navbar-default .navbar-nav > .open > a:hover,
+.navbar-default .navbar-nav > .open > a:focus {
+  background-color: #e7e7e7;
+  color: #555;
+}
+@media (max-width: 540px) {
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
+    color: #777;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #333;
+    background-color: transparent;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #555;
+    background-color: #e7e7e7;
+  }
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #ccc;
+    background-color: transparent;
+  }
+}
+.navbar-default .navbar-link {
+  color: #777;
+}
+.navbar-default .navbar-link:hover {
+  color: #333;
+}
+.navbar-default .btn-link {
+  color: #777;
+}
+.navbar-default .btn-link:hover,
+.navbar-default .btn-link:focus {
+  color: #333;
+}
+.navbar-default .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-default .btn-link:hover,
+.navbar-default .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-default .btn-link:focus {
+  color: #ccc;
+}
+.navbar-inverse {
+  background-color: #222;
+  border-color: #080808;
+}
+.navbar-inverse .navbar-brand {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-brand:hover,
+.navbar-inverse .navbar-brand:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-text {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-nav > li > a:hover,
+.navbar-inverse .navbar-nav > li > a:focus {
+  color: #fff;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-nav > .active > a,
+.navbar-inverse .navbar-nav > .active > a:hover,
+.navbar-inverse .navbar-nav > .active > a:focus {
+  color: #fff;
+  background-color: #080808;
+}
+.navbar-inverse .navbar-nav > .disabled > a,
+.navbar-inverse .navbar-nav > .disabled > a:hover,
+.navbar-inverse .navbar-nav > .disabled > a:focus {
+  color: #444;
+  background-color: transparent;
+}
+.navbar-inverse .navbar-toggle {
+  border-color: #333;
+}
+.navbar-inverse .navbar-toggle:hover,
+.navbar-inverse .navbar-toggle:focus {
+  background-color: #333;
+}
+.navbar-inverse .navbar-toggle .icon-bar {
+  background-color: #fff;
+}
+.navbar-inverse .navbar-collapse,
+.navbar-inverse .navbar-form {
+  border-color: #101010;
+}
+.navbar-inverse .navbar-nav > .open > a,
+.navbar-inverse .navbar-nav > .open > a:hover,
+.navbar-inverse .navbar-nav > .open > a:focus {
+  background-color: #080808;
+  color: #fff;
+}
+@media (max-width: 540px) {
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
+    border-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
+    color: #9d9d9d;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
+    color: #fff;
+    background-color: transparent;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
+    color: #fff;
+    background-color: #080808;
+  }
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
+  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
+    color: #444;
+    background-color: transparent;
+  }
+}
+.navbar-inverse .navbar-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .navbar-link:hover {
+  color: #fff;
+}
+.navbar-inverse .btn-link {
+  color: #9d9d9d;
+}
+.navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link:focus {
+  color: #fff;
+}
+.navbar-inverse .btn-link[disabled]:hover,
+fieldset[disabled] .navbar-inverse .btn-link:hover,
+.navbar-inverse .btn-link[disabled]:focus,
+fieldset[disabled] .navbar-inverse .btn-link:focus {
+  color: #444;
+}
+.breadcrumb {
+  padding: 8px 15px;
+  margin-bottom: 18px;
+  list-style: none;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+}
+.breadcrumb > li {
+  display: inline-block;
+}
+.breadcrumb > li + li:before {
+  content: "/\00a0";
+  padding: 0 5px;
+  color: #5e5e5e;
+}
+.breadcrumb > .active {
+  color: #777777;
+}
+.pagination {
+  display: inline-block;
+  padding-left: 0;
+  margin: 18px 0;
+  border-radius: 2px;
+}
+.pagination > li {
+  display: inline;
+}
+.pagination > li > a,
+.pagination > li > span {
+  position: relative;
+  float: left;
+  padding: 6px 12px;
+  line-height: 1.42857143;
+  text-decoration: none;
+  color: #337ab7;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  margin-left: -1px;
+}
+.pagination > li:first-child > a,
+.pagination > li:first-child > span {
+  margin-left: 0;
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.pagination > li:last-child > a,
+.pagination > li:last-child > span {
+  border-bottom-right-radius: 2px;
+  border-top-right-radius: 2px;
+}
+.pagination > li > a:hover,
+.pagination > li > span:hover,
+.pagination > li > a:focus,
+.pagination > li > span:focus {
+  z-index: 2;
+  color: #23527c;
+  background-color: #eeeeee;
+  border-color: #ddd;
+}
+.pagination > .active > a,
+.pagination > .active > span,
+.pagination > .active > a:hover,
+.pagination > .active > span:hover,
+.pagination > .active > a:focus,
+.pagination > .active > span:focus {
+  z-index: 3;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+  cursor: default;
+}
+.pagination > .disabled > span,
+.pagination > .disabled > span:hover,
+.pagination > .disabled > span:focus,
+.pagination > .disabled > a,
+.pagination > .disabled > a:hover,
+.pagination > .disabled > a:focus {
+  color: #777777;
+  background-color: #fff;
+  border-color: #ddd;
+  cursor: not-allowed;
+}
+.pagination-lg > li > a,
+.pagination-lg > li > span {
+  padding: 10px 16px;
+  font-size: 17px;
+  line-height: 1.3333333;
+}
+.pagination-lg > li:first-child > a,
+.pagination-lg > li:first-child > span {
+  border-bottom-left-radius: 3px;
+  border-top-left-radius: 3px;
+}
+.pagination-lg > li:last-child > a,
+.pagination-lg > li:last-child > span {
+  border-bottom-right-radius: 3px;
+  border-top-right-radius: 3px;
+}
+.pagination-sm > li > a,
+.pagination-sm > li > span {
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+}
+.pagination-sm > li:first-child > a,
+.pagination-sm > li:first-child > span {
+  border-bottom-left-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.pagination-sm > li:last-child > a,
+.pagination-sm > li:last-child > span {
+  border-bottom-right-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.pager {
+  padding-left: 0;
+  margin: 18px 0;
+  list-style: none;
+  text-align: center;
+}
+.pager li {
+  display: inline;
+}
+.pager li > a,
+.pager li > span {
+  display: inline-block;
+  padding: 5px 14px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 15px;
+}
+.pager li > a:hover,
+.pager li > a:focus {
+  text-decoration: none;
+  background-color: #eeeeee;
+}
+.pager .next > a,
+.pager .next > span {
+  float: right;
+}
+.pager .previous > a,
+.pager .previous > span {
+  float: left;
+}
+.pager .disabled > a,
+.pager .disabled > a:hover,
+.pager .disabled > a:focus,
+.pager .disabled > span {
+  color: #777777;
+  background-color: #fff;
+  cursor: not-allowed;
+}
+.label {
+  display: inline;
+  padding: .2em .6em .3em;
+  font-size: 75%;
+  font-weight: bold;
+  line-height: 1;
+  color: #fff;
+  text-align: center;
+  white-space: nowrap;
+  vertical-align: baseline;
+  border-radius: .25em;
+}
+a.label:hover,
+a.label:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.label:empty {
+  display: none;
+}
+.btn .label {
+  position: relative;
+  top: -1px;
+}
+.label-default {
+  background-color: #777777;
+}
+.label-default[href]:hover,
+.label-default[href]:focus {
+  background-color: #5e5e5e;
+}
+.label-primary {
+  background-color: #337ab7;
+}
+.label-primary[href]:hover,
+.label-primary[href]:focus {
+  background-color: #286090;
+}
+.label-success {
+  background-color: #5cb85c;
+}
+.label-success[href]:hover,
+.label-success[href]:focus {
+  background-color: #449d44;
+}
+.label-info {
+  background-color: #5bc0de;
+}
+.label-info[href]:hover,
+.label-info[href]:focus {
+  background-color: #31b0d5;
+}
+.label-warning {
+  background-color: #f0ad4e;
+}
+.label-warning[href]:hover,
+.label-warning[href]:focus {
+  background-color: #ec971f;
+}
+.label-danger {
+  background-color: #d9534f;
+}
+.label-danger[href]:hover,
+.label-danger[href]:focus {
+  background-color: #c9302c;
+}
+.badge {
+  display: inline-block;
+  min-width: 10px;
+  padding: 3px 7px;
+  font-size: 12px;
+  font-weight: bold;
+  color: #fff;
+  line-height: 1;
+  vertical-align: middle;
+  white-space: nowrap;
+  text-align: center;
+  background-color: #777777;
+  border-radius: 10px;
+}
+.badge:empty {
+  display: none;
+}
+.btn .badge {
+  position: relative;
+  top: -1px;
+}
+.btn-xs .badge,
+.btn-group-xs > .btn .badge {
+  top: 0;
+  padding: 1px 5px;
+}
+a.badge:hover,
+a.badge:focus {
+  color: #fff;
+  text-decoration: none;
+  cursor: pointer;
+}
+.list-group-item.active > .badge,
+.nav-pills > .active > a > .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.list-group-item > .badge {
+  float: right;
+}
+.list-group-item > .badge + .badge {
+  margin-right: 5px;
+}
+.nav-pills > li > a > .badge {
+  margin-left: 3px;
+}
+.jumbotron {
+  padding-top: 30px;
+  padding-bottom: 30px;
+  margin-bottom: 30px;
+  color: inherit;
+  background-color: #eeeeee;
+}
+.jumbotron h1,
+.jumbotron .h1 {
+  color: inherit;
+}
+.jumbotron p {
+  margin-bottom: 15px;
+  font-size: 20px;
+  font-weight: 200;
+}
+.jumbotron > hr {
+  border-top-color: #d5d5d5;
+}
+.container .jumbotron,
+.container-fluid .jumbotron {
+  border-radius: 3px;
+  padding-left: 0px;
+  padding-right: 0px;
+}
+.jumbotron .container {
+  max-width: 100%;
+}
+@media screen and (min-width: 768px) {
+  .jumbotron {
+    padding-top: 48px;
+    padding-bottom: 48px;
+  }
+  .container .jumbotron,
+  .container-fluid .jumbotron {
+    padding-left: 60px;
+    padding-right: 60px;
+  }
+  .jumbotron h1,
+  .jumbotron .h1 {
+    font-size: 59px;
+  }
+}
+.thumbnail {
+  display: block;
+  padding: 4px;
+  margin-bottom: 18px;
+  line-height: 1.42857143;
+  background-color: #fff;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  -webkit-transition: border 0.2s ease-in-out;
+  -o-transition: border 0.2s ease-in-out;
+  transition: border 0.2s ease-in-out;
+}
+.thumbnail > img,
+.thumbnail a > img {
+  margin-left: auto;
+  margin-right: auto;
+}
+a.thumbnail:hover,
+a.thumbnail:focus,
+a.thumbnail.active {
+  border-color: #337ab7;
+}
+.thumbnail .caption {
+  padding: 9px;
+  color: #000;
+}
+.alert {
+  padding: 15px;
+  margin-bottom: 18px;
+  border: 1px solid transparent;
+  border-radius: 2px;
+}
+.alert h4 {
+  margin-top: 0;
+  color: inherit;
+}
+.alert .alert-link {
+  font-weight: bold;
+}
+.alert > p,
+.alert > ul {
+  margin-bottom: 0;
+}
+.alert > p + p {
+  margin-top: 5px;
+}
+.alert-dismissable,
+.alert-dismissible {
+  padding-right: 35px;
+}
+.alert-dismissable .close,
+.alert-dismissible .close {
+  position: relative;
+  top: -2px;
+  right: -21px;
+  color: inherit;
+}
+.alert-success {
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+  color: #3c763d;
+}
+.alert-success hr {
+  border-top-color: #c9e2b3;
+}
+.alert-success .alert-link {
+  color: #2b542c;
+}
+.alert-info {
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+  color: #31708f;
+}
+.alert-info hr {
+  border-top-color: #a6e1ec;
+}
+.alert-info .alert-link {
+  color: #245269;
+}
+.alert-warning {
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+  color: #8a6d3b;
+}
+.alert-warning hr {
+  border-top-color: #f7e1b5;
+}
+.alert-warning .alert-link {
+  color: #66512c;
+}
+.alert-danger {
+  background-color: #f2dede;
+  border-color: #ebccd1;
+  color: #a94442;
+}
+.alert-danger hr {
+  border-top-color: #e4b9c0;
+}
+.alert-danger .alert-link {
+  color: #843534;
+}
+@-webkit-keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+@keyframes progress-bar-stripes {
+  from {
+    background-position: 40px 0;
+  }
+  to {
+    background-position: 0 0;
+  }
+}
+.progress {
+  overflow: hidden;
+  height: 18px;
+  margin-bottom: 18px;
+  background-color: #f5f5f5;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
+}
+.progress-bar {
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 18px;
+  color: #fff;
+  text-align: center;
+  background-color: #337ab7;
+  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
+  -webkit-transition: width 0.6s ease;
+  -o-transition: width 0.6s ease;
+  transition: width 0.6s ease;
+}
+.progress-striped .progress-bar,
+.progress-bar-striped {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-size: 40px 40px;
+}
+.progress.active .progress-bar,
+.progress-bar.active {
+  -webkit-animation: progress-bar-stripes 2s linear infinite;
+  -o-animation: progress-bar-stripes 2s linear infinite;
+  animation: progress-bar-stripes 2s linear infinite;
+}
+.progress-bar-success {
+  background-color: #5cb85c;
+}
+.progress-striped .progress-bar-success {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-info {
+  background-color: #5bc0de;
+}
+.progress-striped .progress-bar-info {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-warning {
+  background-color: #f0ad4e;
+}
+.progress-striped .progress-bar-warning {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.progress-bar-danger {
+  background-color: #d9534f;
+}
+.progress-striped .progress-bar-danger {
+  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
+}
+.media {
+  margin-top: 15px;
+}
+.media:first-child {
+  margin-top: 0;
+}
+.media,
+.media-body {
+  zoom: 1;
+  overflow: hidden;
+}
+.media-body {
+  width: 10000px;
+}
+.media-object {
+  display: block;
+}
+.media-object.img-thumbnail {
+  max-width: none;
+}
+.media-right,
+.media > .pull-right {
+  padding-left: 10px;
+}
+.media-left,
+.media > .pull-left {
+  padding-right: 10px;
+}
+.media-left,
+.media-right,
+.media-body {
+  display: table-cell;
+  vertical-align: top;
+}
+.media-middle {
+  vertical-align: middle;
+}
+.media-bottom {
+  vertical-align: bottom;
+}
+.media-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.media-list {
+  padding-left: 0;
+  list-style: none;
+}
+.list-group {
+  margin-bottom: 20px;
+  padding-left: 0;
+}
+.list-group-item {
+  position: relative;
+  display: block;
+  padding: 10px 15px;
+  margin-bottom: -1px;
+  background-color: #fff;
+  border: 1px solid #ddd;
+}
+.list-group-item:first-child {
+  border-top-right-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.list-group-item:last-child {
+  margin-bottom: 0;
+  border-bottom-right-radius: 2px;
+  border-bottom-left-radius: 2px;
+}
+a.list-group-item,
+button.list-group-item {
+  color: #555;
+}
+a.list-group-item .list-group-item-heading,
+button.list-group-item .list-group-item-heading {
+  color: #333;
+}
+a.list-group-item:hover,
+button.list-group-item:hover,
+a.list-group-item:focus,
+button.list-group-item:focus {
+  text-decoration: none;
+  color: #555;
+  background-color: #f5f5f5;
+}
+button.list-group-item {
+  width: 100%;
+  text-align: left;
+}
+.list-group-item.disabled,
+.list-group-item.disabled:hover,
+.list-group-item.disabled:focus {
+  background-color: #eeeeee;
+  color: #777777;
+  cursor: not-allowed;
+}
+.list-group-item.disabled .list-group-item-heading,
+.list-group-item.disabled:hover .list-group-item-heading,
+.list-group-item.disabled:focus .list-group-item-heading {
+  color: inherit;
+}
+.list-group-item.disabled .list-group-item-text,
+.list-group-item.disabled:hover .list-group-item-text,
+.list-group-item.disabled:focus .list-group-item-text {
+  color: #777777;
+}
+.list-group-item.active,
+.list-group-item.active:hover,
+.list-group-item.active:focus {
+  z-index: 2;
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.list-group-item.active .list-group-item-heading,
+.list-group-item.active:hover .list-group-item-heading,
+.list-group-item.active:focus .list-group-item-heading,
+.list-group-item.active .list-group-item-heading > small,
+.list-group-item.active:hover .list-group-item-heading > small,
+.list-group-item.active:focus .list-group-item-heading > small,
+.list-group-item.active .list-group-item-heading > .small,
+.list-group-item.active:hover .list-group-item-heading > .small,
+.list-group-item.active:focus .list-group-item-heading > .small {
+  color: inherit;
+}
+.list-group-item.active .list-group-item-text,
+.list-group-item.active:hover .list-group-item-text,
+.list-group-item.active:focus .list-group-item-text {
+  color: #c7ddef;
+}
+.list-group-item-success {
+  color: #3c763d;
+  background-color: #dff0d8;
+}
+a.list-group-item-success,
+button.list-group-item-success {
+  color: #3c763d;
+}
+a.list-group-item-success .list-group-item-heading,
+button.list-group-item-success .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-success:hover,
+button.list-group-item-success:hover,
+a.list-group-item-success:focus,
+button.list-group-item-success:focus {
+  color: #3c763d;
+  background-color: #d0e9c6;
+}
+a.list-group-item-success.active,
+button.list-group-item-success.active,
+a.list-group-item-success.active:hover,
+button.list-group-item-success.active:hover,
+a.list-group-item-success.active:focus,
+button.list-group-item-success.active:focus {
+  color: #fff;
+  background-color: #3c763d;
+  border-color: #3c763d;
+}
+.list-group-item-info {
+  color: #31708f;
+  background-color: #d9edf7;
+}
+a.list-group-item-info,
+button.list-group-item-info {
+  color: #31708f;
+}
+a.list-group-item-info .list-group-item-heading,
+button.list-group-item-info .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-info:hover,
+button.list-group-item-info:hover,
+a.list-group-item-info:focus,
+button.list-group-item-info:focus {
+  color: #31708f;
+  background-color: #c4e3f3;
+}
+a.list-group-item-info.active,
+button.list-group-item-info.active,
+a.list-group-item-info.active:hover,
+button.list-group-item-info.active:hover,
+a.list-group-item-info.active:focus,
+button.list-group-item-info.active:focus {
+  color: #fff;
+  background-color: #31708f;
+  border-color: #31708f;
+}
+.list-group-item-warning {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+}
+a.list-group-item-warning,
+button.list-group-item-warning {
+  color: #8a6d3b;
+}
+a.list-group-item-warning .list-group-item-heading,
+button.list-group-item-warning .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-warning:hover,
+button.list-group-item-warning:hover,
+a.list-group-item-warning:focus,
+button.list-group-item-warning:focus {
+  color: #8a6d3b;
+  background-color: #faf2cc;
+}
+a.list-group-item-warning.active,
+button.list-group-item-warning.active,
+a.list-group-item-warning.active:hover,
+button.list-group-item-warning.active:hover,
+a.list-group-item-warning.active:focus,
+button.list-group-item-warning.active:focus {
+  color: #fff;
+  background-color: #8a6d3b;
+  border-color: #8a6d3b;
+}
+.list-group-item-danger {
+  color: #a94442;
+  background-color: #f2dede;
+}
+a.list-group-item-danger,
+button.list-group-item-danger {
+  color: #a94442;
+}
+a.list-group-item-danger .list-group-item-heading,
+button.list-group-item-danger .list-group-item-heading {
+  color: inherit;
+}
+a.list-group-item-danger:hover,
+button.list-group-item-danger:hover,
+a.list-group-item-danger:focus,
+button.list-group-item-danger:focus {
+  color: #a94442;
+  background-color: #ebcccc;
+}
+a.list-group-item-danger.active,
+button.list-group-item-danger.active,
+a.list-group-item-danger.active:hover,
+button.list-group-item-danger.active:hover,
+a.list-group-item-danger.active:focus,
+button.list-group-item-danger.active:focus {
+  color: #fff;
+  background-color: #a94442;
+  border-color: #a94442;
+}
+.list-group-item-heading {
+  margin-top: 0;
+  margin-bottom: 5px;
+}
+.list-group-item-text {
+  margin-bottom: 0;
+  line-height: 1.3;
+}
+.panel {
+  margin-bottom: 18px;
+  background-color: #fff;
+  border: 1px solid transparent;
+  border-radius: 2px;
+  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.panel-body {
+  padding: 15px;
+}
+.panel-heading {
+  padding: 10px 15px;
+  border-bottom: 1px solid transparent;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel-heading > .dropdown .dropdown-toggle {
+  color: inherit;
+}
+.panel-title {
+  margin-top: 0;
+  margin-bottom: 0;
+  font-size: 15px;
+  color: inherit;
+}
+.panel-title > a,
+.panel-title > small,
+.panel-title > .small,
+.panel-title > small > a,
+.panel-title > .small > a {
+  color: inherit;
+}
+.panel-footer {
+  padding: 10px 15px;
+  background-color: #f5f5f5;
+  border-top: 1px solid #ddd;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .list-group,
+.panel > .panel-collapse > .list-group {
+  margin-bottom: 0;
+}
+.panel > .list-group .list-group-item,
+.panel > .panel-collapse > .list-group .list-group-item {
+  border-width: 1px 0;
+  border-radius: 0;
+}
+.panel > .list-group:first-child .list-group-item:first-child,
+.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
+  border-top: 0;
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .list-group:last-child .list-group-item:last-child,
+.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
+  border-bottom: 0;
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
+  border-top-right-radius: 0;
+  border-top-left-radius: 0;
+}
+.panel-heading + .list-group .list-group-item:first-child {
+  border-top-width: 0;
+}
+.list-group + .panel-footer {
+  border-top-width: 0;
+}
+.panel > .table,
+.panel > .table-responsive > .table,
+.panel > .panel-collapse > .table {
+  margin-bottom: 0;
+}
+.panel > .table caption,
+.panel > .table-responsive > .table caption,
+.panel > .panel-collapse > .table caption {
+  padding-left: 15px;
+  padding-right: 15px;
+}
+.panel > .table:first-child,
+.panel > .table-responsive:first-child > .table:first-child {
+  border-top-right-radius: 1px;
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
+  border-top-left-radius: 1px;
+  border-top-right-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
+  border-top-left-radius: 1px;
+}
+.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
+.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
+.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
+.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
+  border-top-right-radius: 1px;
+}
+.panel > .table:last-child,
+.panel > .table-responsive:last-child > .table:last-child {
+  border-bottom-right-radius: 1px;
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
+  border-bottom-left-radius: 1px;
+  border-bottom-right-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
+  border-bottom-left-radius: 1px;
+}
+.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
+.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
+.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
+.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
+  border-bottom-right-radius: 1px;
+}
+.panel > .panel-body + .table,
+.panel > .panel-body + .table-responsive,
+.panel > .table + .panel-body,
+.panel > .table-responsive + .panel-body {
+  border-top: 1px solid #ddd;
+}
+.panel > .table > tbody:first-child > tr:first-child th,
+.panel > .table > tbody:first-child > tr:first-child td {
+  border-top: 0;
+}
+.panel > .table-bordered,
+.panel > .table-responsive > .table-bordered {
+  border: 0;
+}
+.panel > .table-bordered > thead > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
+.panel > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
+.panel > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
+.panel > .table-bordered > thead > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
+.panel > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
+.panel > .table-bordered > tfoot > tr > td:first-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
+  border-left: 0;
+}
+.panel > .table-bordered > thead > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
+.panel > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
+.panel > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
+.panel > .table-bordered > thead > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
+.panel > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
+.panel > .table-bordered > tfoot > tr > td:last-child,
+.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
+  border-right: 0;
+}
+.panel > .table-bordered > thead > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
+.panel > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
+.panel > .table-bordered > thead > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
+.panel > .table-bordered > tbody > tr:first-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
+  border-bottom: 0;
+}
+.panel > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
+.panel > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
+.panel > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
+.panel > .table-bordered > tfoot > tr:last-child > th,
+.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
+  border-bottom: 0;
+}
+.panel > .table-responsive {
+  border: 0;
+  margin-bottom: 0;
+}
+.panel-group {
+  margin-bottom: 18px;
+}
+.panel-group .panel {
+  margin-bottom: 0;
+  border-radius: 2px;
+}
+.panel-group .panel + .panel {
+  margin-top: 5px;
+}
+.panel-group .panel-heading {
+  border-bottom: 0;
+}
+.panel-group .panel-heading + .panel-collapse > .panel-body,
+.panel-group .panel-heading + .panel-collapse > .list-group {
+  border-top: 1px solid #ddd;
+}
+.panel-group .panel-footer {
+  border-top: 0;
+}
+.panel-group .panel-footer + .panel-collapse .panel-body {
+  border-bottom: 1px solid #ddd;
+}
+.panel-default {
+  border-color: #ddd;
+}
+.panel-default > .panel-heading {
+  color: #333333;
+  background-color: #f5f5f5;
+  border-color: #ddd;
+}
+.panel-default > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ddd;
+}
+.panel-default > .panel-heading .badge {
+  color: #f5f5f5;
+  background-color: #333333;
+}
+.panel-default > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ddd;
+}
+.panel-primary {
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading {
+  color: #fff;
+  background-color: #337ab7;
+  border-color: #337ab7;
+}
+.panel-primary > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #337ab7;
+}
+.panel-primary > .panel-heading .badge {
+  color: #337ab7;
+  background-color: #fff;
+}
+.panel-primary > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #337ab7;
+}
+.panel-success {
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading {
+  color: #3c763d;
+  background-color: #dff0d8;
+  border-color: #d6e9c6;
+}
+.panel-success > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #d6e9c6;
+}
+.panel-success > .panel-heading .badge {
+  color: #dff0d8;
+  background-color: #3c763d;
+}
+.panel-success > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #d6e9c6;
+}
+.panel-info {
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading {
+  color: #31708f;
+  background-color: #d9edf7;
+  border-color: #bce8f1;
+}
+.panel-info > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #bce8f1;
+}
+.panel-info > .panel-heading .badge {
+  color: #d9edf7;
+  background-color: #31708f;
+}
+.panel-info > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #bce8f1;
+}
+.panel-warning {
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading {
+  color: #8a6d3b;
+  background-color: #fcf8e3;
+  border-color: #faebcc;
+}
+.panel-warning > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #faebcc;
+}
+.panel-warning > .panel-heading .badge {
+  color: #fcf8e3;
+  background-color: #8a6d3b;
+}
+.panel-warning > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #faebcc;
+}
+.panel-danger {
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading {
+  color: #a94442;
+  background-color: #f2dede;
+  border-color: #ebccd1;
+}
+.panel-danger > .panel-heading + .panel-collapse > .panel-body {
+  border-top-color: #ebccd1;
+}
+.panel-danger > .panel-heading .badge {
+  color: #f2dede;
+  background-color: #a94442;
+}
+.panel-danger > .panel-footer + .panel-collapse > .panel-body {
+  border-bottom-color: #ebccd1;
+}
+.embed-responsive {
+  position: relative;
+  display: block;
+  height: 0;
+  padding: 0;
+  overflow: hidden;
+}
+.embed-responsive .embed-responsive-item,
+.embed-responsive iframe,
+.embed-responsive embed,
+.embed-responsive object,
+.embed-responsive video {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  height: 100%;
+  width: 100%;
+  border: 0;
+}
+.embed-responsive-16by9 {
+  padding-bottom: 56.25%;
+}
+.embed-responsive-4by3 {
+  padding-bottom: 75%;
+}
+.well {
+  min-height: 20px;
+  padding: 19px;
+  margin-bottom: 20px;
+  background-color: #f5f5f5;
+  border: 1px solid #e3e3e3;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
+}
+.well blockquote {
+  border-color: #ddd;
+  border-color: rgba(0, 0, 0, 0.15);
+}
+.well-lg {
+  padding: 24px;
+  border-radius: 3px;
+}
+.well-sm {
+  padding: 9px;
+  border-radius: 1px;
+}
+.close {
+  float: right;
+  font-size: 19.5px;
+  font-weight: bold;
+  line-height: 1;
+  color: #000;
+  text-shadow: 0 1px 0 #fff;
+  opacity: 0.2;
+  filter: alpha(opacity=20);
+}
+.close:hover,
+.close:focus {
+  color: #000;
+  text-decoration: none;
+  cursor: pointer;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+button.close {
+  padding: 0;
+  cursor: pointer;
+  background: transparent;
+  border: 0;
+  -webkit-appearance: none;
+}
+.modal-open {
+  overflow: hidden;
+}
+.modal {
+  display: none;
+  overflow: hidden;
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1050;
+  -webkit-overflow-scrolling: touch;
+  outline: 0;
+}
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, -25%);
+  -ms-transform: translate(0, -25%);
+  -o-transform: translate(0, -25%);
+  transform: translate(0, -25%);
+  -webkit-transition: -webkit-transform 0.3s ease-out;
+  -moz-transition: -moz-transform 0.3s ease-out;
+  -o-transition: -o-transform 0.3s ease-out;
+  transition: transform 0.3s ease-out;
+}
+.modal.in .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+.modal-open .modal {
+  overflow-x: hidden;
+  overflow-y: auto;
+}
+.modal-dialog {
+  position: relative;
+  width: auto;
+  margin: 10px;
+}
+.modal-content {
+  position: relative;
+  background-color: #fff;
+  border: 1px solid #999;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
+  background-clip: padding-box;
+  outline: 0;
+}
+.modal-backdrop {
+  position: fixed;
+  top: 0;
+  right: 0;
+  bottom: 0;
+  left: 0;
+  z-index: 1040;
+  background-color: #000;
+}
+.modal-backdrop.fade {
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.modal-backdrop.in {
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+}
+.modal-header {
+  padding: 15px;
+  border-bottom: 1px solid #e5e5e5;
+}
+.modal-header .close {
+  margin-top: -2px;
+}
+.modal-title {
+  margin: 0;
+  line-height: 1.42857143;
+}
+.modal-body {
+  position: relative;
+  padding: 15px;
+}
+.modal-footer {
+  padding: 15px;
+  text-align: right;
+  border-top: 1px solid #e5e5e5;
+}
+.modal-footer .btn + .btn {
+  margin-left: 5px;
+  margin-bottom: 0;
+}
+.modal-footer .btn-group .btn + .btn {
+  margin-left: -1px;
+}
+.modal-footer .btn-block + .btn-block {
+  margin-left: 0;
+}
+.modal-scrollbar-measure {
+  position: absolute;
+  top: -9999px;
+  width: 50px;
+  height: 50px;
+  overflow: scroll;
+}
+@media (min-width: 768px) {
+  .modal-dialog {
+    width: 600px;
+    margin: 30px auto;
+  }
+  .modal-content {
+    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
+  }
+  .modal-sm {
+    width: 300px;
+  }
+}
+@media (min-width: 992px) {
+  .modal-lg {
+    width: 900px;
+  }
+}
+.tooltip {
+  position: absolute;
+  z-index: 1070;
+  display: block;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 12px;
+  opacity: 0;
+  filter: alpha(opacity=0);
+}
+.tooltip.in {
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.tooltip.top {
+  margin-top: -3px;
+  padding: 5px 0;
+}
+.tooltip.right {
+  margin-left: 3px;
+  padding: 0 5px;
+}
+.tooltip.bottom {
+  margin-top: 3px;
+  padding: 5px 0;
+}
+.tooltip.left {
+  margin-left: -3px;
+  padding: 0 5px;
+}
+.tooltip-inner {
+  max-width: 200px;
+  padding: 3px 8px;
+  color: #fff;
+  text-align: center;
+  background-color: #000;
+  border-radius: 2px;
+}
+.tooltip-arrow {
+  position: absolute;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.tooltip.top .tooltip-arrow {
+  bottom: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-left .tooltip-arrow {
+  bottom: 0;
+  right: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.top-right .tooltip-arrow {
+  bottom: 0;
+  left: 5px;
+  margin-bottom: -5px;
+  border-width: 5px 5px 0;
+  border-top-color: #000;
+}
+.tooltip.right .tooltip-arrow {
+  top: 50%;
+  left: 0;
+  margin-top: -5px;
+  border-width: 5px 5px 5px 0;
+  border-right-color: #000;
+}
+.tooltip.left .tooltip-arrow {
+  top: 50%;
+  right: 0;
+  margin-top: -5px;
+  border-width: 5px 0 5px 5px;
+  border-left-color: #000;
+}
+.tooltip.bottom .tooltip-arrow {
+  top: 0;
+  left: 50%;
+  margin-left: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-left .tooltip-arrow {
+  top: 0;
+  right: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.tooltip.bottom-right .tooltip-arrow {
+  top: 0;
+  left: 5px;
+  margin-top: -5px;
+  border-width: 0 5px 5px;
+  border-bottom-color: #000;
+}
+.popover {
+  position: absolute;
+  top: 0;
+  left: 0;
+  z-index: 1060;
+  display: none;
+  max-width: 276px;
+  padding: 1px;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+  font-style: normal;
+  font-weight: normal;
+  letter-spacing: normal;
+  line-break: auto;
+  line-height: 1.42857143;
+  text-align: left;
+  text-align: start;
+  text-decoration: none;
+  text-shadow: none;
+  text-transform: none;
+  white-space: normal;
+  word-break: normal;
+  word-spacing: normal;
+  word-wrap: normal;
+  font-size: 13px;
+  background-color: #fff;
+  background-clip: padding-box;
+  border: 1px solid #ccc;
+  border: 1px solid rgba(0, 0, 0, 0.2);
+  border-radius: 3px;
+  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
+}
+.popover.top {
+  margin-top: -10px;
+}
+.popover.right {
+  margin-left: 10px;
+}
+.popover.bottom {
+  margin-top: 10px;
+}
+.popover.left {
+  margin-left: -10px;
+}
+.popover-title {
+  margin: 0;
+  padding: 8px 14px;
+  font-size: 13px;
+  background-color: #f7f7f7;
+  border-bottom: 1px solid #ebebeb;
+  border-radius: 2px 2px 0 0;
+}
+.popover-content {
+  padding: 9px 14px;
+}
+.popover > .arrow,
+.popover > .arrow:after {
+  position: absolute;
+  display: block;
+  width: 0;
+  height: 0;
+  border-color: transparent;
+  border-style: solid;
+}
+.popover > .arrow {
+  border-width: 11px;
+}
+.popover > .arrow:after {
+  border-width: 10px;
+  content: "";
+}
+.popover.top > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-bottom-width: 0;
+  border-top-color: #999999;
+  border-top-color: rgba(0, 0, 0, 0.25);
+  bottom: -11px;
+}
+.popover.top > .arrow:after {
+  content: " ";
+  bottom: 1px;
+  margin-left: -10px;
+  border-bottom-width: 0;
+  border-top-color: #fff;
+}
+.popover.right > .arrow {
+  top: 50%;
+  left: -11px;
+  margin-top: -11px;
+  border-left-width: 0;
+  border-right-color: #999999;
+  border-right-color: rgba(0, 0, 0, 0.25);
+}
+.popover.right > .arrow:after {
+  content: " ";
+  left: 1px;
+  bottom: -10px;
+  border-left-width: 0;
+  border-right-color: #fff;
+}
+.popover.bottom > .arrow {
+  left: 50%;
+  margin-left: -11px;
+  border-top-width: 0;
+  border-bottom-color: #999999;
+  border-bottom-color: rgba(0, 0, 0, 0.25);
+  top: -11px;
+}
+.popover.bottom > .arrow:after {
+  content: " ";
+  top: 1px;
+  margin-left: -10px;
+  border-top-width: 0;
+  border-bottom-color: #fff;
+}
+.popover.left > .arrow {
+  top: 50%;
+  right: -11px;
+  margin-top: -11px;
+  border-right-width: 0;
+  border-left-color: #999999;
+  border-left-color: rgba(0, 0, 0, 0.25);
+}
+.popover.left > .arrow:after {
+  content: " ";
+  right: 1px;
+  border-right-width: 0;
+  border-left-color: #fff;
+  bottom: -10px;
+}
+.carousel {
+  position: relative;
+}
+.carousel-inner {
+  position: relative;
+  overflow: hidden;
+  width: 100%;
+}
+.carousel-inner > .item {
+  display: none;
+  position: relative;
+  -webkit-transition: 0.6s ease-in-out left;
+  -o-transition: 0.6s ease-in-out left;
+  transition: 0.6s ease-in-out left;
+}
+.carousel-inner > .item > img,
+.carousel-inner > .item > a > img {
+  line-height: 1;
+}
+@media all and (transform-3d), (-webkit-transform-3d) {
+  .carousel-inner > .item {
+    -webkit-transition: -webkit-transform 0.6s ease-in-out;
+    -moz-transition: -moz-transform 0.6s ease-in-out;
+    -o-transition: -o-transform 0.6s ease-in-out;
+    transition: transform 0.6s ease-in-out;
+    -webkit-backface-visibility: hidden;
+    -moz-backface-visibility: hidden;
+    backface-visibility: hidden;
+    -webkit-perspective: 1000px;
+    -moz-perspective: 1000px;
+    perspective: 1000px;
+  }
+  .carousel-inner > .item.next,
+  .carousel-inner > .item.active.right {
+    -webkit-transform: translate3d(100%, 0, 0);
+    transform: translate3d(100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.prev,
+  .carousel-inner > .item.active.left {
+    -webkit-transform: translate3d(-100%, 0, 0);
+    transform: translate3d(-100%, 0, 0);
+    left: 0;
+  }
+  .carousel-inner > .item.next.left,
+  .carousel-inner > .item.prev.right,
+  .carousel-inner > .item.active {
+    -webkit-transform: translate3d(0, 0, 0);
+    transform: translate3d(0, 0, 0);
+    left: 0;
+  }
+}
+.carousel-inner > .active,
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  display: block;
+}
+.carousel-inner > .active {
+  left: 0;
+}
+.carousel-inner > .next,
+.carousel-inner > .prev {
+  position: absolute;
+  top: 0;
+  width: 100%;
+}
+.carousel-inner > .next {
+  left: 100%;
+}
+.carousel-inner > .prev {
+  left: -100%;
+}
+.carousel-inner > .next.left,
+.carousel-inner > .prev.right {
+  left: 0;
+}
+.carousel-inner > .active.left {
+  left: -100%;
+}
+.carousel-inner > .active.right {
+  left: 100%;
+}
+.carousel-control {
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  width: 15%;
+  opacity: 0.5;
+  filter: alpha(opacity=50);
+  font-size: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-control.left {
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
+}
+.carousel-control.right {
+  left: auto;
+  right: 0;
+  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
+  background-repeat: repeat-x;
+  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
+}
+.carousel-control:hover,
+.carousel-control:focus {
+  outline: 0;
+  color: #fff;
+  text-decoration: none;
+  opacity: 0.9;
+  filter: alpha(opacity=90);
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-left,
+.carousel-control .glyphicon-chevron-right {
+  position: absolute;
+  top: 50%;
+  margin-top: -10px;
+  z-index: 5;
+  display: inline-block;
+}
+.carousel-control .icon-prev,
+.carousel-control .glyphicon-chevron-left {
+  left: 50%;
+  margin-left: -10px;
+}
+.carousel-control .icon-next,
+.carousel-control .glyphicon-chevron-right {
+  right: 50%;
+  margin-right: -10px;
+}
+.carousel-control .icon-prev,
+.carousel-control .icon-next {
+  width: 20px;
+  height: 20px;
+  line-height: 1;
+  font-family: serif;
+}
+.carousel-control .icon-prev:before {
+  content: '\2039';
+}
+.carousel-control .icon-next:before {
+  content: '\203a';
+}
+.carousel-indicators {
+  position: absolute;
+  bottom: 10px;
+  left: 50%;
+  z-index: 15;
+  width: 60%;
+  margin-left: -30%;
+  padding-left: 0;
+  list-style: none;
+  text-align: center;
+}
+.carousel-indicators li {
+  display: inline-block;
+  width: 10px;
+  height: 10px;
+  margin: 1px;
+  text-indent: -999px;
+  border: 1px solid #fff;
+  border-radius: 10px;
+  cursor: pointer;
+  background-color: #000 \9;
+  background-color: rgba(0, 0, 0, 0);
+}
+.carousel-indicators .active {
+  margin: 0;
+  width: 12px;
+  height: 12px;
+  background-color: #fff;
+}
+.carousel-caption {
+  position: absolute;
+  left: 15%;
+  right: 15%;
+  bottom: 20px;
+  z-index: 10;
+  padding-top: 20px;
+  padding-bottom: 20px;
+  color: #fff;
+  text-align: center;
+  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
+}
+.carousel-caption .btn {
+  text-shadow: none;
+}
+@media screen and (min-width: 768px) {
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-prev,
+  .carousel-control .icon-next {
+    width: 30px;
+    height: 30px;
+    margin-top: -10px;
+    font-size: 30px;
+  }
+  .carousel-control .glyphicon-chevron-left,
+  .carousel-control .icon-prev {
+    margin-left: -10px;
+  }
+  .carousel-control .glyphicon-chevron-right,
+  .carousel-control .icon-next {
+    margin-right: -10px;
+  }
+  .carousel-caption {
+    left: 20%;
+    right: 20%;
+    padding-bottom: 30px;
+  }
+  .carousel-indicators {
+    bottom: 20px;
+  }
+}
+.clearfix:before,
+.clearfix:after,
+.dl-horizontal dd:before,
+.dl-horizontal dd:after,
+.container:before,
+.container:after,
+.container-fluid:before,
+.container-fluid:after,
+.row:before,
+.row:after,
+.form-horizontal .form-group:before,
+.form-horizontal .form-group:after,
+.btn-toolbar:before,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:before,
+.btn-group-vertical > .btn-group:after,
+.nav:before,
+.nav:after,
+.navbar:before,
+.navbar:after,
+.navbar-header:before,
+.navbar-header:after,
+.navbar-collapse:before,
+.navbar-collapse:after,
+.pager:before,
+.pager:after,
+.panel-body:before,
+.panel-body:after,
+.modal-header:before,
+.modal-header:after,
+.modal-footer:before,
+.modal-footer:after,
+.item_buttons:before,
+.item_buttons:after {
+  content: " ";
+  display: table;
+}
+.clearfix:after,
+.dl-horizontal dd:after,
+.container:after,
+.container-fluid:after,
+.row:after,
+.form-horizontal .form-group:after,
+.btn-toolbar:after,
+.btn-group-vertical > .btn-group:after,
+.nav:after,
+.navbar:after,
+.navbar-header:after,
+.navbar-collapse:after,
+.pager:after,
+.panel-body:after,
+.modal-header:after,
+.modal-footer:after,
+.item_buttons:after {
+  clear: both;
+}
+.center-block {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.pull-right {
+  float: right !important;
+}
+.pull-left {
+  float: left !important;
+}
+.hide {
+  display: none !important;
+}
+.show {
+  display: block !important;
+}
+.invisible {
+  visibility: hidden;
+}
+.text-hide {
+  font: 0/0 a;
+  color: transparent;
+  text-shadow: none;
+  background-color: transparent;
+  border: 0;
+}
+.hidden {
+  display: none !important;
+}
+.affix {
+  position: fixed;
+}
+@-ms-viewport {
+  width: device-width;
+}
+.visible-xs,
+.visible-sm,
+.visible-md,
+.visible-lg {
+  display: none !important;
+}
+.visible-xs-block,
+.visible-xs-inline,
+.visible-xs-inline-block,
+.visible-sm-block,
+.visible-sm-inline,
+.visible-sm-inline-block,
+.visible-md-block,
+.visible-md-inline,
+.visible-md-inline-block,
+.visible-lg-block,
+.visible-lg-inline,
+.visible-lg-inline-block {
+  display: none !important;
+}
+@media (max-width: 767px) {
+  .visible-xs {
+    display: block !important;
+  }
+  table.visible-xs {
+    display: table !important;
+  }
+  tr.visible-xs {
+    display: table-row !important;
+  }
+  th.visible-xs,
+  td.visible-xs {
+    display: table-cell !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-block {
+    display: block !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline {
+    display: inline !important;
+  }
+}
+@media (max-width: 767px) {
+  .visible-xs-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm {
+    display: block !important;
+  }
+  table.visible-sm {
+    display: table !important;
+  }
+  tr.visible-sm {
+    display: table-row !important;
+  }
+  th.visible-sm,
+  td.visible-sm {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-block {
+    display: block !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .visible-sm-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md {
+    display: block !important;
+  }
+  table.visible-md {
+    display: table !important;
+  }
+  tr.visible-md {
+    display: table-row !important;
+  }
+  th.visible-md,
+  td.visible-md {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-block {
+    display: block !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .visible-md-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg {
+    display: block !important;
+  }
+  table.visible-lg {
+    display: table !important;
+  }
+  tr.visible-lg {
+    display: table-row !important;
+  }
+  th.visible-lg,
+  td.visible-lg {
+    display: table-cell !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-block {
+    display: block !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline {
+    display: inline !important;
+  }
+}
+@media (min-width: 1200px) {
+  .visible-lg-inline-block {
+    display: inline-block !important;
+  }
+}
+@media (max-width: 767px) {
+  .hidden-xs {
+    display: none !important;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  .hidden-sm {
+    display: none !important;
+  }
+}
+@media (min-width: 992px) and (max-width: 1199px) {
+  .hidden-md {
+    display: none !important;
+  }
+}
+@media (min-width: 1200px) {
+  .hidden-lg {
+    display: none !important;
+  }
+}
+.visible-print {
+  display: none !important;
+}
+@media print {
+  .visible-print {
+    display: block !important;
+  }
+  table.visible-print {
+    display: table !important;
+  }
+  tr.visible-print {
+    display: table-row !important;
+  }
+  th.visible-print,
+  td.visible-print {
+    display: table-cell !important;
+  }
+}
+.visible-print-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-block {
+    display: block !important;
+  }
+}
+.visible-print-inline {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline {
+    display: inline !important;
+  }
+}
+.visible-print-inline-block {
+  display: none !important;
+}
+@media print {
+  .visible-print-inline-block {
+    display: inline-block !important;
+  }
+}
+@media print {
+  .hidden-print {
+    display: none !important;
+  }
+}
+/*!
+*
+* Font Awesome
+*
+*/
+/*!
+ *  Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
+ *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
+ */
+/* FONT PATH
+ * -------------------------- */
+@font-face {
+  font-family: 'FontAwesome';
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
+  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
+  font-weight: normal;
+  font-style: normal;
+}
+.fa {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+}
+/* makes the font 33% larger relative to the icon container */
+.fa-lg {
+  font-size: 1.33333333em;
+  line-height: 0.75em;
+  vertical-align: -15%;
+}
+.fa-2x {
+  font-size: 2em;
+}
+.fa-3x {
+  font-size: 3em;
+}
+.fa-4x {
+  font-size: 4em;
+}
+.fa-5x {
+  font-size: 5em;
+}
+.fa-fw {
+  width: 1.28571429em;
+  text-align: center;
+}
+.fa-ul {
+  padding-left: 0;
+  margin-left: 2.14285714em;
+  list-style-type: none;
+}
+.fa-ul > li {
+  position: relative;
+}
+.fa-li {
+  position: absolute;
+  left: -2.14285714em;
+  width: 2.14285714em;
+  top: 0.14285714em;
+  text-align: center;
+}
+.fa-li.fa-lg {
+  left: -1.85714286em;
+}
+.fa-border {
+  padding: .2em .25em .15em;
+  border: solid 0.08em #eee;
+  border-radius: .1em;
+}
+.fa-pull-left {
+  float: left;
+}
+.fa-pull-right {
+  float: right;
+}
+.fa.fa-pull-left {
+  margin-right: .3em;
+}
+.fa.fa-pull-right {
+  margin-left: .3em;
+}
+/* Deprecated as of 4.4.0 */
+.pull-right {
+  float: right;
+}
+.pull-left {
+  float: left;
+}
+.fa.pull-left {
+  margin-right: .3em;
+}
+.fa.pull-right {
+  margin-left: .3em;
+}
+.fa-spin {
+  -webkit-animation: fa-spin 2s infinite linear;
+  animation: fa-spin 2s infinite linear;
+}
+.fa-pulse {
+  -webkit-animation: fa-spin 1s infinite steps(8);
+  animation: fa-spin 1s infinite steps(8);
+}
+@-webkit-keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+@keyframes fa-spin {
+  0% {
+    -webkit-transform: rotate(0deg);
+    transform: rotate(0deg);
+  }
+  100% {
+    -webkit-transform: rotate(359deg);
+    transform: rotate(359deg);
+  }
+}
+.fa-rotate-90 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
+  -webkit-transform: rotate(90deg);
+  -ms-transform: rotate(90deg);
+  transform: rotate(90deg);
+}
+.fa-rotate-180 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
+  -webkit-transform: rotate(180deg);
+  -ms-transform: rotate(180deg);
+  transform: rotate(180deg);
+}
+.fa-rotate-270 {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
+  -webkit-transform: rotate(270deg);
+  -ms-transform: rotate(270deg);
+  transform: rotate(270deg);
+}
+.fa-flip-horizontal {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
+  -webkit-transform: scale(-1, 1);
+  -ms-transform: scale(-1, 1);
+  transform: scale(-1, 1);
+}
+.fa-flip-vertical {
+  -ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
+  -webkit-transform: scale(1, -1);
+  -ms-transform: scale(1, -1);
+  transform: scale(1, -1);
+}
+:root .fa-rotate-90,
+:root .fa-rotate-180,
+:root .fa-rotate-270,
+:root .fa-flip-horizontal,
+:root .fa-flip-vertical {
+  filter: none;
+}
+.fa-stack {
+  position: relative;
+  display: inline-block;
+  width: 2em;
+  height: 2em;
+  line-height: 2em;
+  vertical-align: middle;
+}
+.fa-stack-1x,
+.fa-stack-2x {
+  position: absolute;
+  left: 0;
+  width: 100%;
+  text-align: center;
+}
+.fa-stack-1x {
+  line-height: inherit;
+}
+.fa-stack-2x {
+  font-size: 2em;
+}
+.fa-inverse {
+  color: #fff;
+}
+/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
+   readers do not read off random characters that represent icons */
+.fa-glass:before {
+  content: "\f000";
+}
+.fa-music:before {
+  content: "\f001";
+}
+.fa-search:before {
+  content: "\f002";
+}
+.fa-envelope-o:before {
+  content: "\f003";
+}
+.fa-heart:before {
+  content: "\f004";
+}
+.fa-star:before {
+  content: "\f005";
+}
+.fa-star-o:before {
+  content: "\f006";
+}
+.fa-user:before {
+  content: "\f007";
+}
+.fa-film:before {
+  content: "\f008";
+}
+.fa-th-large:before {
+  content: "\f009";
+}
+.fa-th:before {
+  content: "\f00a";
+}
+.fa-th-list:before {
+  content: "\f00b";
+}
+.fa-check:before {
+  content: "\f00c";
+}
+.fa-remove:before,
+.fa-close:before,
+.fa-times:before {
+  content: "\f00d";
+}
+.fa-search-plus:before {
+  content: "\f00e";
+}
+.fa-search-minus:before {
+  content: "\f010";
+}
+.fa-power-off:before {
+  content: "\f011";
+}
+.fa-signal:before {
+  content: "\f012";
+}
+.fa-gear:before,
+.fa-cog:before {
+  content: "\f013";
+}
+.fa-trash-o:before {
+  content: "\f014";
+}
+.fa-home:before {
+  content: "\f015";
+}
+.fa-file-o:before {
+  content: "\f016";
+}
+.fa-clock-o:before {
+  content: "\f017";
+}
+.fa-road:before {
+  content: "\f018";
+}
+.fa-download:before {
+  content: "\f019";
+}
+.fa-arrow-circle-o-down:before {
+  content: "\f01a";
+}
+.fa-arrow-circle-o-up:before {
+  content: "\f01b";
+}
+.fa-inbox:before {
+  content: "\f01c";
+}
+.fa-play-circle-o:before {
+  content: "\f01d";
+}
+.fa-rotate-right:before,
+.fa-repeat:before {
+  content: "\f01e";
+}
+.fa-refresh:before {
+  content: "\f021";
+}
+.fa-list-alt:before {
+  content: "\f022";
+}
+.fa-lock:before {
+  content: "\f023";
+}
+.fa-flag:before {
+  content: "\f024";
+}
+.fa-headphones:before {
+  content: "\f025";
+}
+.fa-volume-off:before {
+  content: "\f026";
+}
+.fa-volume-down:before {
+  content: "\f027";
+}
+.fa-volume-up:before {
+  content: "\f028";
+}
+.fa-qrcode:before {
+  content: "\f029";
+}
+.fa-barcode:before {
+  content: "\f02a";
+}
+.fa-tag:before {
+  content: "\f02b";
+}
+.fa-tags:before {
+  content: "\f02c";
+}
+.fa-book:before {
+  content: "\f02d";
+}
+.fa-bookmark:before {
+  content: "\f02e";
+}
+.fa-print:before {
+  content: "\f02f";
+}
+.fa-camera:before {
+  content: "\f030";
+}
+.fa-font:before {
+  content: "\f031";
+}
+.fa-bold:before {
+  content: "\f032";
+}
+.fa-italic:before {
+  content: "\f033";
+}
+.fa-text-height:before {
+  content: "\f034";
+}
+.fa-text-width:before {
+  content: "\f035";
+}
+.fa-align-left:before {
+  content: "\f036";
+}
+.fa-align-center:before {
+  content: "\f037";
+}
+.fa-align-right:before {
+  content: "\f038";
+}
+.fa-align-justify:before {
+  content: "\f039";
+}
+.fa-list:before {
+  content: "\f03a";
+}
+.fa-dedent:before,
+.fa-outdent:before {
+  content: "\f03b";
+}
+.fa-indent:before {
+  content: "\f03c";
+}
+.fa-video-camera:before {
+  content: "\f03d";
+}
+.fa-photo:before,
+.fa-image:before,
+.fa-picture-o:before {
+  content: "\f03e";
+}
+.fa-pencil:before {
+  content: "\f040";
+}
+.fa-map-marker:before {
+  content: "\f041";
+}
+.fa-adjust:before {
+  content: "\f042";
+}
+.fa-tint:before {
+  content: "\f043";
+}
+.fa-edit:before,
+.fa-pencil-square-o:before {
+  content: "\f044";
+}
+.fa-share-square-o:before {
+  content: "\f045";
+}
+.fa-check-square-o:before {
+  content: "\f046";
+}
+.fa-arrows:before {
+  content: "\f047";
+}
+.fa-step-backward:before {
+  content: "\f048";
+}
+.fa-fast-backward:before {
+  content: "\f049";
+}
+.fa-backward:before {
+  content: "\f04a";
+}
+.fa-play:before {
+  content: "\f04b";
+}
+.fa-pause:before {
+  content: "\f04c";
+}
+.fa-stop:before {
+  content: "\f04d";
+}
+.fa-forward:before {
+  content: "\f04e";
+}
+.fa-fast-forward:before {
+  content: "\f050";
+}
+.fa-step-forward:before {
+  content: "\f051";
+}
+.fa-eject:before {
+  content: "\f052";
+}
+.fa-chevron-left:before {
+  content: "\f053";
+}
+.fa-chevron-right:before {
+  content: "\f054";
+}
+.fa-plus-circle:before {
+  content: "\f055";
+}
+.fa-minus-circle:before {
+  content: "\f056";
+}
+.fa-times-circle:before {
+  content: "\f057";
+}
+.fa-check-circle:before {
+  content: "\f058";
+}
+.fa-question-circle:before {
+  content: "\f059";
+}
+.fa-info-circle:before {
+  content: "\f05a";
+}
+.fa-crosshairs:before {
+  content: "\f05b";
+}
+.fa-times-circle-o:before {
+  content: "\f05c";
+}
+.fa-check-circle-o:before {
+  content: "\f05d";
+}
+.fa-ban:before {
+  content: "\f05e";
+}
+.fa-arrow-left:before {
+  content: "\f060";
+}
+.fa-arrow-right:before {
+  content: "\f061";
+}
+.fa-arrow-up:before {
+  content: "\f062";
+}
+.fa-arrow-down:before {
+  content: "\f063";
+}
+.fa-mail-forward:before,
+.fa-share:before {
+  content: "\f064";
+}
+.fa-expand:before {
+  content: "\f065";
+}
+.fa-compress:before {
+  content: "\f066";
+}
+.fa-plus:before {
+  content: "\f067";
+}
+.fa-minus:before {
+  content: "\f068";
+}
+.fa-asterisk:before {
+  content: "\f069";
+}
+.fa-exclamation-circle:before {
+  content: "\f06a";
+}
+.fa-gift:before {
+  content: "\f06b";
+}
+.fa-leaf:before {
+  content: "\f06c";
+}
+.fa-fire:before {
+  content: "\f06d";
+}
+.fa-eye:before {
+  content: "\f06e";
+}
+.fa-eye-slash:before {
+  content: "\f070";
+}
+.fa-warning:before,
+.fa-exclamation-triangle:before {
+  content: "\f071";
+}
+.fa-plane:before {
+  content: "\f072";
+}
+.fa-calendar:before {
+  content: "\f073";
+}
+.fa-random:before {
+  content: "\f074";
+}
+.fa-comment:before {
+  content: "\f075";
+}
+.fa-magnet:before {
+  content: "\f076";
+}
+.fa-chevron-up:before {
+  content: "\f077";
+}
+.fa-chevron-down:before {
+  content: "\f078";
+}
+.fa-retweet:before {
+  content: "\f079";
+}
+.fa-shopping-cart:before {
+  content: "\f07a";
+}
+.fa-folder:before {
+  content: "\f07b";
+}
+.fa-folder-open:before {
+  content: "\f07c";
+}
+.fa-arrows-v:before {
+  content: "\f07d";
+}
+.fa-arrows-h:before {
+  content: "\f07e";
+}
+.fa-bar-chart-o:before,
+.fa-bar-chart:before {
+  content: "\f080";
+}
+.fa-twitter-square:before {
+  content: "\f081";
+}
+.fa-facebook-square:before {
+  content: "\f082";
+}
+.fa-camera-retro:before {
+  content: "\f083";
+}
+.fa-key:before {
+  content: "\f084";
+}
+.fa-gears:before,
+.fa-cogs:before {
+  content: "\f085";
+}
+.fa-comments:before {
+  content: "\f086";
+}
+.fa-thumbs-o-up:before {
+  content: "\f087";
+}
+.fa-thumbs-o-down:before {
+  content: "\f088";
+}
+.fa-star-half:before {
+  content: "\f089";
+}
+.fa-heart-o:before {
+  content: "\f08a";
+}
+.fa-sign-out:before {
+  content: "\f08b";
+}
+.fa-linkedin-square:before {
+  content: "\f08c";
+}
+.fa-thumb-tack:before {
+  content: "\f08d";
+}
+.fa-external-link:before {
+  content: "\f08e";
+}
+.fa-sign-in:before {
+  content: "\f090";
+}
+.fa-trophy:before {
+  content: "\f091";
+}
+.fa-github-square:before {
+  content: "\f092";
+}
+.fa-upload:before {
+  content: "\f093";
+}
+.fa-lemon-o:before {
+  content: "\f094";
+}
+.fa-phone:before {
+  content: "\f095";
+}
+.fa-square-o:before {
+  content: "\f096";
+}
+.fa-bookmark-o:before {
+  content: "\f097";
+}
+.fa-phone-square:before {
+  content: "\f098";
+}
+.fa-twitter:before {
+  content: "\f099";
+}
+.fa-facebook-f:before,
+.fa-facebook:before {
+  content: "\f09a";
+}
+.fa-github:before {
+  content: "\f09b";
+}
+.fa-unlock:before {
+  content: "\f09c";
+}
+.fa-credit-card:before {
+  content: "\f09d";
+}
+.fa-feed:before,
+.fa-rss:before {
+  content: "\f09e";
+}
+.fa-hdd-o:before {
+  content: "\f0a0";
+}
+.fa-bullhorn:before {
+  content: "\f0a1";
+}
+.fa-bell:before {
+  content: "\f0f3";
+}
+.fa-certificate:before {
+  content: "\f0a3";
+}
+.fa-hand-o-right:before {
+  content: "\f0a4";
+}
+.fa-hand-o-left:before {
+  content: "\f0a5";
+}
+.fa-hand-o-up:before {
+  content: "\f0a6";
+}
+.fa-hand-o-down:before {
+  content: "\f0a7";
+}
+.fa-arrow-circle-left:before {
+  content: "\f0a8";
+}
+.fa-arrow-circle-right:before {
+  content: "\f0a9";
+}
+.fa-arrow-circle-up:before {
+  content: "\f0aa";
+}
+.fa-arrow-circle-down:before {
+  content: "\f0ab";
+}
+.fa-globe:before {
+  content: "\f0ac";
+}
+.fa-wrench:before {
+  content: "\f0ad";
+}
+.fa-tasks:before {
+  content: "\f0ae";
+}
+.fa-filter:before {
+  content: "\f0b0";
+}
+.fa-briefcase:before {
+  content: "\f0b1";
+}
+.fa-arrows-alt:before {
+  content: "\f0b2";
+}
+.fa-group:before,
+.fa-users:before {
+  content: "\f0c0";
+}
+.fa-chain:before,
+.fa-link:before {
+  content: "\f0c1";
+}
+.fa-cloud:before {
+  content: "\f0c2";
+}
+.fa-flask:before {
+  content: "\f0c3";
+}
+.fa-cut:before,
+.fa-scissors:before {
+  content: "\f0c4";
+}
+.fa-copy:before,
+.fa-files-o:before {
+  content: "\f0c5";
+}
+.fa-paperclip:before {
+  content: "\f0c6";
+}
+.fa-save:before,
+.fa-floppy-o:before {
+  content: "\f0c7";
+}
+.fa-square:before {
+  content: "\f0c8";
+}
+.fa-navicon:before,
+.fa-reorder:before,
+.fa-bars:before {
+  content: "\f0c9";
+}
+.fa-list-ul:before {
+  content: "\f0ca";
+}
+.fa-list-ol:before {
+  content: "\f0cb";
+}
+.fa-strikethrough:before {
+  content: "\f0cc";
+}
+.fa-underline:before {
+  content: "\f0cd";
+}
+.fa-table:before {
+  content: "\f0ce";
+}
+.fa-magic:before {
+  content: "\f0d0";
+}
+.fa-truck:before {
+  content: "\f0d1";
+}
+.fa-pinterest:before {
+  content: "\f0d2";
+}
+.fa-pinterest-square:before {
+  content: "\f0d3";
+}
+.fa-google-plus-square:before {
+  content: "\f0d4";
+}
+.fa-google-plus:before {
+  content: "\f0d5";
+}
+.fa-money:before {
+  content: "\f0d6";
+}
+.fa-caret-down:before {
+  content: "\f0d7";
+}
+.fa-caret-up:before {
+  content: "\f0d8";
+}
+.fa-caret-left:before {
+  content: "\f0d9";
+}
+.fa-caret-right:before {
+  content: "\f0da";
+}
+.fa-columns:before {
+  content: "\f0db";
+}
+.fa-unsorted:before,
+.fa-sort:before {
+  content: "\f0dc";
+}
+.fa-sort-down:before,
+.fa-sort-desc:before {
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+.fa-venus-double:before {
+  content: "\f226";
+}
+.fa-mars-double:before {
+  content: "\f227";
+}
+.fa-venus-mars:before {
+  content: "\f228";
+}
+.fa-mars-stroke:before {
+  content: "\f229";
+}
+.fa-mars-stroke-v:before {
+  content: "\f22a";
+}
+.fa-mars-stroke-h:before {
+  content: "\f22b";
+}
+.fa-neuter:before {
+  content: "\f22c";
+}
+.fa-genderless:before {
+  content: "\f22d";
+}
+.fa-facebook-official:before {
+  content: "\f230";
+}
+.fa-pinterest-p:before {
+  content: "\f231";
+}
+.fa-whatsapp:before {
+  content: "\f232";
+}
+.fa-server:before {
+  content: "\f233";
+}
+.fa-user-plus:before {
+  content: "\f234";
+}
+.fa-user-times:before {
+  content: "\f235";
+}
+.fa-hotel:before,
+.fa-bed:before {
+  content: "\f236";
+}
+.fa-viacoin:before {
+  content: "\f237";
+}
+.fa-train:before {
+  content: "\f238";
+}
+.fa-subway:before {
+  content: "\f239";
+}
+.fa-medium:before {
+  content: "\f23a";
+}
+.fa-yc:before,
+.fa-y-combinator:before {
+  content: "\f23b";
+}
+.fa-optin-monster:before {
+  content: "\f23c";
+}
+.fa-opencart:before {
+  content: "\f23d";
+}
+.fa-expeditedssl:before {
+  content: "\f23e";
+}
+.fa-battery-4:before,
+.fa-battery:before,
+.fa-battery-full:before {
+  content: "\f240";
+}
+.fa-battery-3:before,
+.fa-battery-three-quarters:before {
+  content: "\f241";
+}
+.fa-battery-2:before,
+.fa-battery-half:before {
+  content: "\f242";
+}
+.fa-battery-1:before,
+.fa-battery-quarter:before {
+  content: "\f243";
+}
+.fa-battery-0:before,
+.fa-battery-empty:before {
+  content: "\f244";
+}
+.fa-mouse-pointer:before {
+  content: "\f245";
+}
+.fa-i-cursor:before {
+  content: "\f246";
+}
+.fa-object-group:before {
+  content: "\f247";
+}
+.fa-object-ungroup:before {
+  content: "\f248";
+}
+.fa-sticky-note:before {
+  content: "\f249";
+}
+.fa-sticky-note-o:before {
+  content: "\f24a";
+}
+.fa-cc-jcb:before {
+  content: "\f24b";
+}
+.fa-cc-diners-club:before {
+  content: "\f24c";
+}
+.fa-clone:before {
+  content: "\f24d";
+}
+.fa-balance-scale:before {
+  content: "\f24e";
+}
+.fa-hourglass-o:before {
+  content: "\f250";
+}
+.fa-hourglass-1:before,
+.fa-hourglass-start:before {
+  content: "\f251";
+}
+.fa-hourglass-2:before,
+.fa-hourglass-half:before {
+  content: "\f252";
+}
+.fa-hourglass-3:before,
+.fa-hourglass-end:before {
+  content: "\f253";
+}
+.fa-hourglass:before {
+  content: "\f254";
+}
+.fa-hand-grab-o:before,
+.fa-hand-rock-o:before {
+  content: "\f255";
+}
+.fa-hand-stop-o:before,
+.fa-hand-paper-o:before {
+  content: "\f256";
+}
+.fa-hand-scissors-o:before {
+  content: "\f257";
+}
+.fa-hand-lizard-o:before {
+  content: "\f258";
+}
+.fa-hand-spock-o:before {
+  content: "\f259";
+}
+.fa-hand-pointer-o:before {
+  content: "\f25a";
+}
+.fa-hand-peace-o:before {
+  content: "\f25b";
+}
+.fa-trademark:before {
+  content: "\f25c";
+}
+.fa-registered:before {
+  content: "\f25d";
+}
+.fa-creative-commons:before {
+  content: "\f25e";
+}
+.fa-gg:before {
+  content: "\f260";
+}
+.fa-gg-circle:before {
+  content: "\f261";
+}
+.fa-tripadvisor:before {
+  content: "\f262";
+}
+.fa-odnoklassniki:before {
+  content: "\f263";
+}
+.fa-odnoklassniki-square:before {
+  content: "\f264";
+}
+.fa-get-pocket:before {
+  content: "\f265";
+}
+.fa-wikipedia-w:before {
+  content: "\f266";
+}
+.fa-safari:before {
+  content: "\f267";
+}
+.fa-chrome:before {
+  content: "\f268";
+}
+.fa-firefox:before {
+  content: "\f269";
+}
+.fa-opera:before {
+  content: "\f26a";
+}
+.fa-internet-explorer:before {
+  content: "\f26b";
+}
+.fa-tv:before,
+.fa-television:before {
+  content: "\f26c";
+}
+.fa-contao:before {
+  content: "\f26d";
+}
+.fa-500px:before {
+  content: "\f26e";
+}
+.fa-amazon:before {
+  content: "\f270";
+}
+.fa-calendar-plus-o:before {
+  content: "\f271";
+}
+.fa-calendar-minus-o:before {
+  content: "\f272";
+}
+.fa-calendar-times-o:before {
+  content: "\f273";
+}
+.fa-calendar-check-o:before {
+  content: "\f274";
+}
+.fa-industry:before {
+  content: "\f275";
+}
+.fa-map-pin:before {
+  content: "\f276";
+}
+.fa-map-signs:before {
+  content: "\f277";
+}
+.fa-map-o:before {
+  content: "\f278";
+}
+.fa-map:before {
+  content: "\f279";
+}
+.fa-commenting:before {
+  content: "\f27a";
+}
+.fa-commenting-o:before {
+  content: "\f27b";
+}
+.fa-houzz:before {
+  content: "\f27c";
+}
+.fa-vimeo:before {
+  content: "\f27d";
+}
+.fa-black-tie:before {
+  content: "\f27e";
+}
+.fa-fonticons:before {
+  content: "\f280";
+}
+.fa-reddit-alien:before {
+  content: "\f281";
+}
+.fa-edge:before {
+  content: "\f282";
+}
+.fa-credit-card-alt:before {
+  content: "\f283";
+}
+.fa-codiepie:before {
+  content: "\f284";
+}
+.fa-modx:before {
+  content: "\f285";
+}
+.fa-fort-awesome:before {
+  content: "\f286";
+}
+.fa-usb:before {
+  content: "\f287";
+}
+.fa-product-hunt:before {
+  content: "\f288";
+}
+.fa-mixcloud:before {
+  content: "\f289";
+}
+.fa-scribd:before {
+  content: "\f28a";
+}
+.fa-pause-circle:before {
+  content: "\f28b";
+}
+.fa-pause-circle-o:before {
+  content: "\f28c";
+}
+.fa-stop-circle:before {
+  content: "\f28d";
+}
+.fa-stop-circle-o:before {
+  content: "\f28e";
+}
+.fa-shopping-bag:before {
+  content: "\f290";
+}
+.fa-shopping-basket:before {
+  content: "\f291";
+}
+.fa-hashtag:before {
+  content: "\f292";
+}
+.fa-bluetooth:before {
+  content: "\f293";
+}
+.fa-bluetooth-b:before {
+  content: "\f294";
+}
+.fa-percent:before {
+  content: "\f295";
+}
+.fa-gitlab:before {
+  content: "\f296";
+}
+.fa-wpbeginner:before {
+  content: "\f297";
+}
+.fa-wpforms:before {
+  content: "\f298";
+}
+.fa-envira:before {
+  content: "\f299";
+}
+.fa-universal-access:before {
+  content: "\f29a";
+}
+.fa-wheelchair-alt:before {
+  content: "\f29b";
+}
+.fa-question-circle-o:before {
+  content: "\f29c";
+}
+.fa-blind:before {
+  content: "\f29d";
+}
+.fa-audio-description:before {
+  content: "\f29e";
+}
+.fa-volume-control-phone:before {
+  content: "\f2a0";
+}
+.fa-braille:before {
+  content: "\f2a1";
+}
+.fa-assistive-listening-systems:before {
+  content: "\f2a2";
+}
+.fa-asl-interpreting:before,
+.fa-american-sign-language-interpreting:before {
+  content: "\f2a3";
+}
+.fa-deafness:before,
+.fa-hard-of-hearing:before,
+.fa-deaf:before {
+  content: "\f2a4";
+}
+.fa-glide:before {
+  content: "\f2a5";
+}
+.fa-glide-g:before {
+  content: "\f2a6";
+}
+.fa-signing:before,
+.fa-sign-language:before {
+  content: "\f2a7";
+}
+.fa-low-vision:before {
+  content: "\f2a8";
+}
+.fa-viadeo:before {
+  content: "\f2a9";
+}
+.fa-viadeo-square:before {
+  content: "\f2aa";
+}
+.fa-snapchat:before {
+  content: "\f2ab";
+}
+.fa-snapchat-ghost:before {
+  content: "\f2ac";
+}
+.fa-snapchat-square:before {
+  content: "\f2ad";
+}
+.fa-pied-piper:before {
+  content: "\f2ae";
+}
+.fa-first-order:before {
+  content: "\f2b0";
+}
+.fa-yoast:before {
+  content: "\f2b1";
+}
+.fa-themeisle:before {
+  content: "\f2b2";
+}
+.fa-google-plus-circle:before,
+.fa-google-plus-official:before {
+  content: "\f2b3";
+}
+.fa-fa:before,
+.fa-font-awesome:before {
+  content: "\f2b4";
+}
+.fa-handshake-o:before {
+  content: "\f2b5";
+}
+.fa-envelope-open:before {
+  content: "\f2b6";
+}
+.fa-envelope-open-o:before {
+  content: "\f2b7";
+}
+.fa-linode:before {
+  content: "\f2b8";
+}
+.fa-address-book:before {
+  content: "\f2b9";
+}
+.fa-address-book-o:before {
+  content: "\f2ba";
+}
+.fa-vcard:before,
+.fa-address-card:before {
+  content: "\f2bb";
+}
+.fa-vcard-o:before,
+.fa-address-card-o:before {
+  content: "\f2bc";
+}
+.fa-user-circle:before {
+  content: "\f2bd";
+}
+.fa-user-circle-o:before {
+  content: "\f2be";
+}
+.fa-user-o:before {
+  content: "\f2c0";
+}
+.fa-id-badge:before {
+  content: "\f2c1";
+}
+.fa-drivers-license:before,
+.fa-id-card:before {
+  content: "\f2c2";
+}
+.fa-drivers-license-o:before,
+.fa-id-card-o:before {
+  content: "\f2c3";
+}
+.fa-quora:before {
+  content: "\f2c4";
+}
+.fa-free-code-camp:before {
+  content: "\f2c5";
+}
+.fa-telegram:before {
+  content: "\f2c6";
+}
+.fa-thermometer-4:before,
+.fa-thermometer:before,
+.fa-thermometer-full:before {
+  content: "\f2c7";
+}
+.fa-thermometer-3:before,
+.fa-thermometer-three-quarters:before {
+  content: "\f2c8";
+}
+.fa-thermometer-2:before,
+.fa-thermometer-half:before {
+  content: "\f2c9";
+}
+.fa-thermometer-1:before,
+.fa-thermometer-quarter:before {
+  content: "\f2ca";
+}
+.fa-thermometer-0:before,
+.fa-thermometer-empty:before {
+  content: "\f2cb";
+}
+.fa-shower:before {
+  content: "\f2cc";
+}
+.fa-bathtub:before,
+.fa-s15:before,
+.fa-bath:before {
+  content: "\f2cd";
+}
+.fa-podcast:before {
+  content: "\f2ce";
+}
+.fa-window-maximize:before {
+  content: "\f2d0";
+}
+.fa-window-minimize:before {
+  content: "\f2d1";
+}
+.fa-window-restore:before {
+  content: "\f2d2";
+}
+.fa-times-rectangle:before,
+.fa-window-close:before {
+  content: "\f2d3";
+}
+.fa-times-rectangle-o:before,
+.fa-window-close-o:before {
+  content: "\f2d4";
+}
+.fa-bandcamp:before {
+  content: "\f2d5";
+}
+.fa-grav:before {
+  content: "\f2d6";
+}
+.fa-etsy:before {
+  content: "\f2d7";
+}
+.fa-imdb:before {
+  content: "\f2d8";
+}
+.fa-ravelry:before {
+  content: "\f2d9";
+}
+.fa-eercast:before {
+  content: "\f2da";
+}
+.fa-microchip:before {
+  content: "\f2db";
+}
+.fa-snowflake-o:before {
+  content: "\f2dc";
+}
+.fa-superpowers:before {
+  content: "\f2dd";
+}
+.fa-wpexplorer:before {
+  content: "\f2de";
+}
+.fa-meetup:before {
+  content: "\f2e0";
+}
+.sr-only {
+  position: absolute;
+  width: 1px;
+  height: 1px;
+  padding: 0;
+  margin: -1px;
+  overflow: hidden;
+  clip: rect(0, 0, 0, 0);
+  border: 0;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+.sr-only-focusable:active,
+.sr-only-focusable:focus {
+  position: static;
+  width: auto;
+  height: auto;
+  margin: 0;
+  overflow: visible;
+  clip: auto;
+}
+/*!
+*
+* IPython base
+*
+*/
+.modal.fade .modal-dialog {
+  -webkit-transform: translate(0, 0);
+  -ms-transform: translate(0, 0);
+  -o-transform: translate(0, 0);
+  transform: translate(0, 0);
+}
+code {
+  color: #000;
+}
+pre {
+  font-size: inherit;
+  line-height: inherit;
+}
+label {
+  font-weight: normal;
+}
+/* Make the page background atleast 100% the height of the view port */
+/* Make the page itself atleast 70% the height of the view port */
+.border-box-sizing {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.corner-all {
+  border-radius: 2px;
+}
+.no-padding {
+  padding: 0px;
+}
+/* Flexible box model classes */
+/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
+/* This file is a compatability layer.  It allows the usage of flexible box 
+model layouts accross multiple browsers, including older browsers.  The newest,
+universal implementation of the flexible box model is used when available (see
+`Modern browsers` comments below).  Browsers that are known to implement this 
+new spec completely include:
+
+    Firefox 28.0+
+    Chrome 29.0+
+    Internet Explorer 11+ 
+    Opera 17.0+
+
+Browsers not listed, including Safari, are supported via the styling under the
+`Old browsers` comments below.
+*/
+.hbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+.hbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.vbox {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+.vbox > * {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+}
+.hbox.reverse,
+.vbox.reverse,
+.reverse {
+  /* Old browsers */
+  -webkit-box-direction: reverse;
+  -moz-box-direction: reverse;
+  box-direction: reverse;
+  /* Modern browsers */
+  flex-direction: row-reverse;
+}
+.hbox.box-flex0,
+.vbox.box-flex0,
+.box-flex0 {
+  /* Old browsers */
+  -webkit-box-flex: 0;
+  -moz-box-flex: 0;
+  box-flex: 0;
+  /* Modern browsers */
+  flex: none;
+  width: auto;
+}
+.hbox.box-flex1,
+.vbox.box-flex1,
+.box-flex1 {
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex,
+.vbox.box-flex,
+.box-flex {
+  /* Old browsers */
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+.hbox.box-flex2,
+.vbox.box-flex2,
+.box-flex2 {
+  /* Old browsers */
+  -webkit-box-flex: 2;
+  -moz-box-flex: 2;
+  box-flex: 2;
+  /* Modern browsers */
+  flex: 2;
+}
+.box-group1 {
+  /*  Deprecated */
+  -webkit-box-flex-group: 1;
+  -moz-box-flex-group: 1;
+  box-flex-group: 1;
+}
+.box-group2 {
+  /* Deprecated */
+  -webkit-box-flex-group: 2;
+  -moz-box-flex-group: 2;
+  box-flex-group: 2;
+}
+.hbox.start,
+.vbox.start,
+.start {
+  /* Old browsers */
+  -webkit-box-pack: start;
+  -moz-box-pack: start;
+  box-pack: start;
+  /* Modern browsers */
+  justify-content: flex-start;
+}
+.hbox.end,
+.vbox.end,
+.end {
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+}
+.hbox.center,
+.vbox.center,
+.center {
+  /* Old browsers */
+  -webkit-box-pack: center;
+  -moz-box-pack: center;
+  box-pack: center;
+  /* Modern browsers */
+  justify-content: center;
+}
+.hbox.baseline,
+.vbox.baseline,
+.baseline {
+  /* Old browsers */
+  -webkit-box-pack: baseline;
+  -moz-box-pack: baseline;
+  box-pack: baseline;
+  /* Modern browsers */
+  justify-content: baseline;
+}
+.hbox.stretch,
+.vbox.stretch,
+.stretch {
+  /* Old browsers */
+  -webkit-box-pack: stretch;
+  -moz-box-pack: stretch;
+  box-pack: stretch;
+  /* Modern browsers */
+  justify-content: stretch;
+}
+.hbox.align-start,
+.vbox.align-start,
+.align-start {
+  /* Old browsers */
+  -webkit-box-align: start;
+  -moz-box-align: start;
+  box-align: start;
+  /* Modern browsers */
+  align-items: flex-start;
+}
+.hbox.align-end,
+.vbox.align-end,
+.align-end {
+  /* Old browsers */
+  -webkit-box-align: end;
+  -moz-box-align: end;
+  box-align: end;
+  /* Modern browsers */
+  align-items: flex-end;
+}
+.hbox.align-center,
+.vbox.align-center,
+.align-center {
+  /* Old browsers */
+  -webkit-box-align: center;
+  -moz-box-align: center;
+  box-align: center;
+  /* Modern browsers */
+  align-items: center;
+}
+.hbox.align-baseline,
+.vbox.align-baseline,
+.align-baseline {
+  /* Old browsers */
+  -webkit-box-align: baseline;
+  -moz-box-align: baseline;
+  box-align: baseline;
+  /* Modern browsers */
+  align-items: baseline;
+}
+.hbox.align-stretch,
+.vbox.align-stretch,
+.align-stretch {
+  /* Old browsers */
+  -webkit-box-align: stretch;
+  -moz-box-align: stretch;
+  box-align: stretch;
+  /* Modern browsers */
+  align-items: stretch;
+}
+div.error {
+  margin: 2em;
+  text-align: center;
+}
+div.error > h1 {
+  font-size: 500%;
+  line-height: normal;
+}
+div.error > p {
+  font-size: 200%;
+  line-height: normal;
+}
+div.traceback-wrapper {
+  text-align: left;
+  max-width: 800px;
+  margin: auto;
+}
+div.traceback-wrapper pre.traceback {
+  max-height: 600px;
+  overflow: auto;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+body {
+  background-color: #fff;
+  /* This makes sure that the body covers the entire window and needs to
+       be in a different element than the display: box in wrapper below */
+  position: absolute;
+  left: 0px;
+  right: 0px;
+  top: 0px;
+  bottom: 0px;
+  overflow: visible;
+}
+body > #header {
+  /* Initially hidden to prevent FLOUC */
+  display: none;
+  background-color: #fff;
+  /* Display over codemirror */
+  position: relative;
+  z-index: 100;
+}
+body > #header #header-container {
+  display: flex;
+  flex-direction: row;
+  justify-content: space-between;
+  padding: 5px;
+  padding-bottom: 5px;
+  padding-top: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+body > #header .header-bar {
+  width: 100%;
+  height: 1px;
+  background: #e7e7e7;
+  margin-bottom: -1px;
+}
+@media print {
+  body > #header {
+    display: none !important;
+  }
+}
+#header-spacer {
+  width: 100%;
+  visibility: hidden;
+}
+@media print {
+  #header-spacer {
+    display: none;
+  }
+}
+#ipython_notebook {
+  padding-left: 0px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+[dir="rtl"] #ipython_notebook {
+  margin-right: 10px;
+  margin-left: 0;
+}
+[dir="rtl"] #ipython_notebook.pull-left {
+  float: right !important;
+  float: right;
+}
+.flex-spacer {
+  flex: 1;
+}
+#noscript {
+  width: auto;
+  padding-top: 16px;
+  padding-bottom: 16px;
+  text-align: center;
+  font-size: 22px;
+  color: red;
+  font-weight: bold;
+}
+#ipython_notebook img {
+  height: 28px;
+}
+#site {
+  width: 100%;
+  display: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  overflow: auto;
+}
+@media print {
+  #site {
+    height: auto !important;
+  }
+}
+/* Smaller buttons */
+.ui-button .ui-button-text {
+  padding: 0.2em 0.8em;
+  font-size: 77%;
+}
+input.ui-button {
+  padding: 0.3em 0.9em;
+}
+span#kernel_logo_widget {
+  margin: 0 10px;
+}
+span#login_widget {
+  float: right;
+}
+[dir="rtl"] span#login_widget {
+  float: left;
+}
+span#login_widget > .button,
+#logout {
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button:focus,
+#logout:focus,
+span#login_widget > .button.focus,
+#logout.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:hover,
+#logout:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+span#login_widget > .button:active:hover,
+#logout:active:hover,
+span#login_widget > .button.active:hover,
+#logout.active:hover,
+.open > .dropdown-togglespan#login_widget > .button:hover,
+.open > .dropdown-toggle#logout:hover,
+span#login_widget > .button:active:focus,
+#logout:active:focus,
+span#login_widget > .button.active:focus,
+#logout.active:focus,
+.open > .dropdown-togglespan#login_widget > .button:focus,
+.open > .dropdown-toggle#logout:focus,
+span#login_widget > .button:active.focus,
+#logout:active.focus,
+span#login_widget > .button.active.focus,
+#logout.active.focus,
+.open > .dropdown-togglespan#login_widget > .button.focus,
+.open > .dropdown-toggle#logout.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+span#login_widget > .button:active,
+#logout:active,
+span#login_widget > .button.active,
+#logout.active,
+.open > .dropdown-togglespan#login_widget > .button,
+.open > .dropdown-toggle#logout {
+  background-image: none;
+}
+span#login_widget > .button.disabled:hover,
+#logout.disabled:hover,
+span#login_widget > .button[disabled]:hover,
+#logout[disabled]:hover,
+fieldset[disabled] span#login_widget > .button:hover,
+fieldset[disabled] #logout:hover,
+span#login_widget > .button.disabled:focus,
+#logout.disabled:focus,
+span#login_widget > .button[disabled]:focus,
+#logout[disabled]:focus,
+fieldset[disabled] span#login_widget > .button:focus,
+fieldset[disabled] #logout:focus,
+span#login_widget > .button.disabled.focus,
+#logout.disabled.focus,
+span#login_widget > .button[disabled].focus,
+#logout[disabled].focus,
+fieldset[disabled] span#login_widget > .button.focus,
+fieldset[disabled] #logout.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+span#login_widget > .button .badge,
+#logout .badge {
+  color: #fff;
+  background-color: #333;
+}
+.nav-header {
+  text-transform: none;
+}
+#header > span {
+  margin-top: 10px;
+}
+.modal_stretch .modal-dialog {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  min-height: 80vh;
+}
+.modal_stretch .modal-dialog .modal-body {
+  max-height: calc(100vh - 200px);
+  overflow: auto;
+  flex: 1;
+}
+.modal-header {
+  cursor: move;
+}
+@media (min-width: 768px) {
+  .modal .modal-dialog {
+    width: 700px;
+  }
+}
+@media (min-width: 768px) {
+  select.form-control {
+    margin-left: 12px;
+    margin-right: 12px;
+  }
+}
+/*!
+*
+* IPython auth
+*
+*/
+.center-nav {
+  display: inline-block;
+  margin-bottom: -4px;
+}
+[dir="rtl"] .center-nav form.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] .center-nav .navbar-text {
+  float: right;
+}
+[dir="rtl"] .navbar-inner {
+  text-align: right;
+}
+[dir="rtl"] div.text-left {
+  text-align: right;
+}
+/*!
+*
+* IPython tree view
+*
+*/
+/* We need an invisible input field on top of the sentense*/
+/* "Drag file onto the list ..." */
+.alternate_upload {
+  background-color: none;
+  display: inline;
+}
+.alternate_upload.form {
+  padding: 0;
+  margin: 0;
+}
+.alternate_upload input.fileinput {
+  position: absolute;
+  display: block;
+  width: 100%;
+  height: 100%;
+  overflow: hidden;
+  cursor: pointer;
+  opacity: 0;
+  z-index: 2;
+}
+.alternate_upload .btn-xs > input.fileinput {
+  margin: -1px -5px;
+}
+.alternate_upload .btn-upload {
+  position: relative;
+  height: 22px;
+}
+::-webkit-file-upload-button {
+  cursor: pointer;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+ul#tabs {
+  margin-bottom: 4px;
+}
+ul#tabs a {
+  padding-top: 6px;
+  padding-bottom: 4px;
+}
+[dir="rtl"] ul#tabs.nav-tabs > li {
+  float: right;
+}
+[dir="rtl"] ul#tabs.nav.nav-tabs {
+  padding-right: 0;
+}
+ul.breadcrumb a:focus,
+ul.breadcrumb a:hover {
+  text-decoration: none;
+}
+ul.breadcrumb i.icon-home {
+  font-size: 16px;
+  margin-right: 4px;
+}
+ul.breadcrumb span {
+  color: #5e5e5e;
+}
+.list_toolbar {
+  padding: 4px 0 4px 0;
+  vertical-align: middle;
+}
+.list_toolbar .tree-buttons {
+  padding-top: 1px;
+}
+[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .list_toolbar .col-sm-4,
+[dir="rtl"] .list_toolbar .col-sm-8 {
+  float: right;
+}
+.dynamic-buttons {
+  padding-top: 3px;
+  display: inline-block;
+}
+.list_toolbar [class*="span"] {
+  min-height: 24px;
+}
+.list_header {
+  font-weight: bold;
+  background-color: #EEE;
+}
+.list_placeholder {
+  font-weight: bold;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+}
+.list_container {
+  margin-top: 4px;
+  margin-bottom: 20px;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+}
+.list_container > div {
+  border-bottom: 1px solid #ddd;
+}
+.list_container > div:hover .list-item {
+  background-color: red;
+}
+.list_container > div:last-child {
+  border: none;
+}
+.list_item:hover .list_item {
+  background-color: #ddd;
+}
+.list_item a {
+  text-decoration: none;
+}
+.list_item:hover {
+  background-color: #fafafa;
+}
+.list_header > div,
+.list_item > div {
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+.list_header > div input,
+.list_item > div input {
+  margin-right: 7px;
+  margin-left: 14px;
+  vertical-align: text-bottom;
+  line-height: 22px;
+  position: relative;
+  top: -1px;
+}
+.list_header > div .item_link,
+.list_item > div .item_link {
+  margin-left: -1px;
+  vertical-align: baseline;
+  line-height: 22px;
+}
+[dir="rtl"] .list_item > div input {
+  margin-right: 0;
+}
+.new-file input[type=checkbox] {
+  visibility: hidden;
+}
+.item_name {
+  line-height: 22px;
+  height: 24px;
+}
+.item_icon {
+  font-size: 14px;
+  color: #5e5e5e;
+  margin-right: 7px;
+  margin-left: 7px;
+  line-height: 22px;
+  vertical-align: baseline;
+}
+.item_modified {
+  margin-right: 7px;
+  margin-left: 7px;
+}
+[dir="rtl"] .item_modified.pull-right {
+  float: left !important;
+  float: left;
+}
+.item_buttons {
+  line-height: 1em;
+  margin-left: -5px;
+}
+.item_buttons .btn,
+.item_buttons .btn-group,
+.item_buttons .input-group {
+  float: left;
+}
+.item_buttons > .btn,
+.item_buttons > .btn-group,
+.item_buttons > .input-group {
+  margin-left: 5px;
+}
+.item_buttons .btn {
+  min-width: 13ex;
+}
+.item_buttons .running-indicator {
+  padding-top: 4px;
+  color: #5cb85c;
+}
+.item_buttons .kernel-name {
+  padding-top: 4px;
+  color: #5bc0de;
+  margin-right: 7px;
+  float: left;
+}
+[dir="rtl"] .item_buttons.pull-right {
+  float: left !important;
+  float: left;
+}
+[dir="rtl"] .item_buttons .kernel-name {
+  margin-left: 7px;
+  float: right;
+}
+.toolbar_info {
+  height: 24px;
+  line-height: 24px;
+}
+.list_item input:not([type=checkbox]) {
+  padding-top: 3px;
+  padding-bottom: 3px;
+  height: 22px;
+  line-height: 14px;
+  margin: 0px;
+}
+.highlight_text {
+  color: blue;
+}
+#project_name {
+  display: inline-block;
+  padding-left: 7px;
+  margin-left: -2px;
+}
+#project_name > .breadcrumb {
+  padding: 0px;
+  margin-bottom: 0px;
+  background-color: transparent;
+  font-weight: bold;
+}
+.sort_button {
+  display: inline-block;
+  padding-left: 7px;
+}
+[dir="rtl"] .sort_button.pull-right {
+  float: left !important;
+  float: left;
+}
+#tree-selector {
+  padding-right: 0px;
+}
+#button-select-all {
+  min-width: 50px;
+}
+[dir="rtl"] #button-select-all.btn {
+  float: right ;
+}
+#select-all {
+  margin-left: 7px;
+  margin-right: 2px;
+  margin-top: 2px;
+  height: 16px;
+}
+[dir="rtl"] #select-all.pull-left {
+  float: right !important;
+  float: right;
+}
+.menu_icon {
+  margin-right: 2px;
+}
+.tab-content .row {
+  margin-left: 0px;
+  margin-right: 0px;
+}
+.folder_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f114";
+}
+.folder_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.folder_icon:before.pull-left {
+  margin-right: .3em;
+}
+.folder_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+}
+.notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f02d";
+  position: relative;
+  top: -1px;
+  color: #5cb85c;
+}
+.running_notebook_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.running_notebook_icon:before.pull-left {
+  margin-right: .3em;
+}
+.running_notebook_icon:before.pull-right {
+  margin-left: .3em;
+}
+.file_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f016";
+  position: relative;
+  top: -2px;
+}
+.file_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.file_icon:before.pull-left {
+  margin-right: .3em;
+}
+.file_icon:before.pull-right {
+  margin-left: .3em;
+}
+#notebook_toolbar .pull-right {
+  padding-top: 0px;
+  margin-right: -1px;
+}
+ul#new-menu {
+  left: auto;
+  right: 0;
+}
+#new-menu .dropdown-header {
+  font-size: 10px;
+  border-bottom: 1px solid #e5e5e5;
+  padding: 0 0 3px;
+  margin: -3px 20px 0;
+}
+.kernel-menu-icon {
+  padding-right: 12px;
+  width: 24px;
+  content: "\f096";
+}
+.kernel-menu-icon:before {
+  content: "\f096";
+}
+.kernel-menu-icon-current:before {
+  content: "\f00c";
+}
+#tab_content {
+  padding-top: 20px;
+}
+#running .panel-group .panel {
+  margin-top: 3px;
+  margin-bottom: 1em;
+}
+#running .panel-group .panel .panel-heading {
+  background-color: #EEE;
+  padding-top: 4px;
+  padding-bottom: 4px;
+  padding-left: 7px;
+  padding-right: 7px;
+  line-height: 22px;
+}
+#running .panel-group .panel .panel-heading a:focus,
+#running .panel-group .panel .panel-heading a:hover {
+  text-decoration: none;
+}
+#running .panel-group .panel .panel-body {
+  padding: 0px;
+}
+#running .panel-group .panel .panel-body .list_container {
+  margin-top: 0px;
+  margin-bottom: 0px;
+  border: 0px;
+  border-radius: 0px;
+}
+#running .panel-group .panel .panel-body .list_container .list_item {
+  border-bottom: 1px solid #ddd;
+}
+#running .panel-group .panel .panel-body .list_container .list_item:last-child {
+  border-bottom: 0px;
+}
+.delete-button {
+  display: none;
+}
+.duplicate-button {
+  display: none;
+}
+.rename-button {
+  display: none;
+}
+.move-button {
+  display: none;
+}
+.download-button {
+  display: none;
+}
+.shutdown-button {
+  display: none;
+}
+.dynamic-instructions {
+  display: inline-block;
+  padding-top: 4px;
+}
+/*!
+*
+* IPython text editor webapp
+*
+*/
+.selected-keymap i.fa {
+  padding: 0px 5px;
+}
+.selected-keymap i.fa:before {
+  content: "\f00c";
+}
+#mode-menu {
+  overflow: auto;
+  max-height: 20em;
+}
+.edit_app #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+.edit_app #menubar .navbar {
+  /* Use a negative 1 bottom margin, so the border overlaps the border of the
+    header */
+  margin-bottom: -1px;
+}
+.dirty-indicator {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-dirty.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-dirty.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-dirty.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  width: 20px;
+}
+.dirty-indicator-clean.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean.pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f00c";
+}
+.dirty-indicator-clean:before.fa-pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.fa-pull-right {
+  margin-left: .3em;
+}
+.dirty-indicator-clean:before.pull-left {
+  margin-right: .3em;
+}
+.dirty-indicator-clean:before.pull-right {
+  margin-left: .3em;
+}
+#filename {
+  font-size: 16pt;
+  display: table;
+  padding: 0px 5px;
+}
+#current-mode {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+#texteditor-backdrop {
+  padding-top: 20px;
+  padding-bottom: 20px;
+}
+@media not print {
+  #texteditor-backdrop {
+    background-color: #EEE;
+  }
+}
+@media print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
+  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
+    background-color: #fff;
+  }
+}
+@media not print {
+  #texteditor-backdrop #texteditor-container {
+    padding: 0px;
+    background-color: #fff;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+.CodeMirror-dialog {
+  background-color: #fff;
+}
+/*!
+*
+* IPython notebook
+*
+*/
+/* CSS font colors for translated ANSI escape sequences */
+/* The color values are a mix of
+   http://www.xcolors.net/dl/baskerville-ivorylight and
+   http://www.xcolors.net/dl/euphrasia */
+.ansi-black-fg {
+  color: #3E424D;
+}
+.ansi-black-bg {
+  background-color: #3E424D;
+}
+.ansi-black-intense-fg {
+  color: #282C36;
+}
+.ansi-black-intense-bg {
+  background-color: #282C36;
+}
+.ansi-red-fg {
+  color: #E75C58;
+}
+.ansi-red-bg {
+  background-color: #E75C58;
+}
+.ansi-red-intense-fg {
+  color: #B22B31;
+}
+.ansi-red-intense-bg {
+  background-color: #B22B31;
+}
+.ansi-green-fg {
+  color: #00A250;
+}
+.ansi-green-bg {
+  background-color: #00A250;
+}
+.ansi-green-intense-fg {
+  color: #007427;
+}
+.ansi-green-intense-bg {
+  background-color: #007427;
+}
+.ansi-yellow-fg {
+  color: #DDB62B;
+}
+.ansi-yellow-bg {
+  background-color: #DDB62B;
+}
+.ansi-yellow-intense-fg {
+  color: #B27D12;
+}
+.ansi-yellow-intense-bg {
+  background-color: #B27D12;
+}
+.ansi-blue-fg {
+  color: #208FFB;
+}
+.ansi-blue-bg {
+  background-color: #208FFB;
+}
+.ansi-blue-intense-fg {
+  color: #0065CA;
+}
+.ansi-blue-intense-bg {
+  background-color: #0065CA;
+}
+.ansi-magenta-fg {
+  color: #D160C4;
+}
+.ansi-magenta-bg {
+  background-color: #D160C4;
+}
+.ansi-magenta-intense-fg {
+  color: #A03196;
+}
+.ansi-magenta-intense-bg {
+  background-color: #A03196;
+}
+.ansi-cyan-fg {
+  color: #60C6C8;
+}
+.ansi-cyan-bg {
+  background-color: #60C6C8;
+}
+.ansi-cyan-intense-fg {
+  color: #258F8F;
+}
+.ansi-cyan-intense-bg {
+  background-color: #258F8F;
+}
+.ansi-white-fg {
+  color: #C5C1B4;
+}
+.ansi-white-bg {
+  background-color: #C5C1B4;
+}
+.ansi-white-intense-fg {
+  color: #A1A6B2;
+}
+.ansi-white-intense-bg {
+  background-color: #A1A6B2;
+}
+.ansi-default-inverse-fg {
+  color: #FFFFFF;
+}
+.ansi-default-inverse-bg {
+  background-color: #000000;
+}
+.ansi-bold {
+  font-weight: bold;
+}
+.ansi-underline {
+  text-decoration: underline;
+}
+/* The following styles are deprecated an will be removed in a future version */
+.ansibold {
+  font-weight: bold;
+}
+.ansi-inverse {
+  outline: 0.5px dotted;
+}
+/* use dark versions for foreground, to improve visibility */
+.ansiblack {
+  color: black;
+}
+.ansired {
+  color: darkred;
+}
+.ansigreen {
+  color: darkgreen;
+}
+.ansiyellow {
+  color: #c4a000;
+}
+.ansiblue {
+  color: darkblue;
+}
+.ansipurple {
+  color: darkviolet;
+}
+.ansicyan {
+  color: steelblue;
+}
+.ansigray {
+  color: gray;
+}
+/* and light for background, for the same reason */
+.ansibgblack {
+  background-color: black;
+}
+.ansibgred {
+  background-color: red;
+}
+.ansibggreen {
+  background-color: green;
+}
+.ansibgyellow {
+  background-color: yellow;
+}
+.ansibgblue {
+  background-color: blue;
+}
+.ansibgpurple {
+  background-color: magenta;
+}
+.ansibgcyan {
+  background-color: cyan;
+}
+.ansibggray {
+  background-color: gray;
+}
+div.cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  border-radius: 2px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  border-width: 1px;
+  border-style: solid;
+  border-color: transparent;
+  width: 100%;
+  padding: 5px;
+  /* This acts as a spacer between cells, that is outside the border */
+  margin: 0px;
+  outline: none;
+  position: relative;
+  overflow: visible;
+}
+div.cell:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: transparent;
+}
+div.cell.jupyter-soft-selected {
+  border-left-color: #E3F2FD;
+  border-left-width: 1px;
+  padding-left: 5px;
+  border-right-color: #E3F2FD;
+  border-right-width: 1px;
+  background: #E3F2FD;
+}
+@media print {
+  div.cell.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+div.cell.selected,
+div.cell.selected.jupyter-soft-selected {
+  border-color: #ababab;
+}
+div.cell.selected:before,
+div.cell.selected.jupyter-soft-selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #42A5F5;
+}
+@media print {
+  div.cell.selected,
+  div.cell.selected.jupyter-soft-selected {
+    border-color: transparent;
+  }
+}
+.edit_mode div.cell.selected {
+  border-color: #66BB6A;
+}
+.edit_mode div.cell.selected:before {
+  position: absolute;
+  display: block;
+  top: -1px;
+  left: -1px;
+  width: 5px;
+  height: calc(100% +  2px);
+  content: '';
+  background: #66BB6A;
+}
+@media print {
+  .edit_mode div.cell.selected {
+    border-color: transparent;
+  }
+}
+.prompt {
+  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
+  min-width: 14ex;
+  /* This padding is tuned to match the padding on the CodeMirror editor. */
+  padding: 0.4em;
+  margin: 0px;
+  font-family: monospace;
+  text-align: right;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+  /* Don't highlight prompt number selection */
+  -webkit-touch-callout: none;
+  -webkit-user-select: none;
+  -khtml-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+  /* Use default cursor */
+  cursor: default;
+}
+@media (max-width: 540px) {
+  .prompt {
+    text-align: left;
+  }
+}
+div.inner_cell {
+  min-width: 0;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_area {
+  border: 1px solid #cfcfcf;
+  border-radius: 2px;
+  background: #f7f7f7;
+  line-height: 1.21429em;
+}
+/* This is needed so that empty prompt areas can collapse to zero height when there
+   is no content in the output_subarea and the prompt. The main purpose of this is
+   to make sure that empty JavaScript output_subareas have no height. */
+div.prompt:empty {
+  padding-top: 0;
+  padding-bottom: 0;
+}
+div.unrecognized_cell {
+  padding: 5px 5px 5px 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.unrecognized_cell .inner_cell {
+  border-radius: 2px;
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+  border: 1px solid #cfcfcf;
+  background: #eaeaea;
+}
+div.unrecognized_cell .inner_cell a {
+  color: inherit;
+  text-decoration: none;
+}
+div.unrecognized_cell .inner_cell a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+@media (max-width: 540px) {
+  div.unrecognized_cell > div.prompt {
+    display: none;
+  }
+}
+div.code_cell {
+  /* avoid page breaking on code cells when printing */
+}
+@media print {
+  div.code_cell {
+    page-break-inside: avoid;
+  }
+}
+/* any special styling for code cells that are currently running goes here */
+div.input {
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.input {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+/* input_area and input_prompt must match in top border and margin for alignment */
+div.input_prompt {
+  color: #303F9F;
+  border-top: 1px solid transparent;
+}
+div.input_area > div.highlight {
+  margin: 0.4em;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+div.input_area > div.highlight > pre {
+  margin: 0px;
+  border: none;
+  padding: 0px;
+  background-color: transparent;
+}
+/* The following gets added to the <head> if it is detected that the user has a
+ * monospace font with inconsistent normal/bold/italic height.  See
+ * notebookmain.js.  Such fonts will have keywords vertically offset with
+ * respect to the rest of the text.  The user should select a better font.
+ * See: https://github.com/ipython/ipython/issues/1503
+ *
+ * .CodeMirror span {
+ *      vertical-align: bottom;
+ * }
+ */
+.CodeMirror {
+  line-height: 1.21429em;
+  /* Changed from 1em to our global default */
+  font-size: 14px;
+  height: auto;
+  /* Changed to auto to autogrow */
+  background: none;
+  /* Changed from white to allow our bg to show through */
+}
+.CodeMirror-scroll {
+  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
+  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
+  overflow-y: hidden;
+  overflow-x: auto;
+}
+.CodeMirror-lines {
+  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
+  /* we have set a different line-height and want this to scale with that. */
+  /* Note that this should set vertical padding only, since CodeMirror assumes
+       that horizontal padding will be set on CodeMirror pre */
+  padding: 0.4em 0;
+}
+.CodeMirror-linenumber {
+  padding: 0 8px 0 4px;
+}
+.CodeMirror-gutters {
+  border-bottom-left-radius: 2px;
+  border-top-left-radius: 2px;
+}
+.CodeMirror pre {
+  /* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
+    use .CodeMirror-lines for vertical */
+  padding: 0 0.4em;
+  border: 0;
+  border-radius: 0;
+}
+.CodeMirror-cursor {
+  border-left: 1.4px solid black;
+}
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .CodeMirror-cursor {
+    border-left: 2px solid black;
+  }
+}
+@media screen and (min-width: 4320px) {
+  .CodeMirror-cursor {
+    border-left: 4px solid black;
+  }
+}
+/*
+
+Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
+Adapted from GitHub theme
+
+*/
+.highlight-base {
+  color: #000;
+}
+.highlight-variable {
+  color: #000;
+}
+.highlight-variable-2 {
+  color: #1a1a1a;
+}
+.highlight-variable-3 {
+  color: #333333;
+}
+.highlight-string {
+  color: #BA2121;
+}
+.highlight-comment {
+  color: #408080;
+  font-style: italic;
+}
+.highlight-number {
+  color: #080;
+}
+.highlight-atom {
+  color: #88F;
+}
+.highlight-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.highlight-builtin {
+  color: #008000;
+}
+.highlight-error {
+  color: #f00;
+}
+.highlight-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.highlight-meta {
+  color: #AA22FF;
+}
+/* previously not defined, copying from default codemirror */
+.highlight-def {
+  color: #00f;
+}
+.highlight-string-2 {
+  color: #f50;
+}
+.highlight-qualifier {
+  color: #555;
+}
+.highlight-bracket {
+  color: #997;
+}
+.highlight-tag {
+  color: #170;
+}
+.highlight-attribute {
+  color: #00c;
+}
+.highlight-header {
+  color: blue;
+}
+.highlight-quote {
+  color: #090;
+}
+.highlight-link {
+  color: #00c;
+}
+/* apply the same style to codemirror */
+.cm-s-ipython span.cm-keyword {
+  color: #008000;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-atom {
+  color: #88F;
+}
+.cm-s-ipython span.cm-number {
+  color: #080;
+}
+.cm-s-ipython span.cm-def {
+  color: #00f;
+}
+.cm-s-ipython span.cm-variable {
+  color: #000;
+}
+.cm-s-ipython span.cm-operator {
+  color: #AA22FF;
+  font-weight: bold;
+}
+.cm-s-ipython span.cm-variable-2 {
+  color: #1a1a1a;
+}
+.cm-s-ipython span.cm-variable-3 {
+  color: #333333;
+}
+.cm-s-ipython span.cm-comment {
+  color: #408080;
+  font-style: italic;
+}
+.cm-s-ipython span.cm-string {
+  color: #BA2121;
+}
+.cm-s-ipython span.cm-string-2 {
+  color: #f50;
+}
+.cm-s-ipython span.cm-meta {
+  color: #AA22FF;
+}
+.cm-s-ipython span.cm-qualifier {
+  color: #555;
+}
+.cm-s-ipython span.cm-builtin {
+  color: #008000;
+}
+.cm-s-ipython span.cm-bracket {
+  color: #997;
+}
+.cm-s-ipython span.cm-tag {
+  color: #170;
+}
+.cm-s-ipython span.cm-attribute {
+  color: #00c;
+}
+.cm-s-ipython span.cm-header {
+  color: blue;
+}
+.cm-s-ipython span.cm-quote {
+  color: #090;
+}
+.cm-s-ipython span.cm-link {
+  color: #00c;
+}
+.cm-s-ipython span.cm-error {
+  color: #f00;
+}
+.cm-s-ipython span.cm-tab {
+  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
+  background-position: right;
+  background-repeat: no-repeat;
+}
+div.output_wrapper {
+  /* this position must be relative to enable descendents to be absolute within it */
+  position: relative;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+  z-index: 1;
+}
+/* class for the output area when it should be height-limited */
+div.output_scroll {
+  /* ideally, this would be max-height, but FF barfs all over that */
+  height: 24em;
+  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
+  width: 100%;
+  overflow: auto;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
+  display: block;
+}
+/* output div while it is collapsed */
+div.output_collapsed {
+  margin: 0px;
+  padding: 0px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+div.out_prompt_overlay {
+  height: 100%;
+  padding: 0px 0.4em;
+  position: absolute;
+  border-radius: 2px;
+}
+div.out_prompt_overlay:hover {
+  /* use inner shadow to get border that is computed the same on WebKit/FF */
+  -webkit-box-shadow: inset 0 0 1px #000;
+  box-shadow: inset 0 0 1px #000;
+  background: rgba(240, 240, 240, 0.5);
+}
+div.output_prompt {
+  color: #D84315;
+}
+/* This class is the outer container of all output sections. */
+div.output_area {
+  padding: 0px;
+  page-break-inside: avoid;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+div.output_area .MathJax_Display {
+  text-align: left !important;
+}
+div.output_area .rendered_html table {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area .rendered_html img {
+  margin-left: 0;
+  margin-right: 0;
+}
+div.output_area img,
+div.output_area svg {
+  max-width: 100%;
+  height: auto;
+}
+div.output_area img.unconfined,
+div.output_area svg.unconfined {
+  max-width: none;
+}
+div.output_area .mglyph > img {
+  max-width: none;
+}
+/* This is needed to protect the pre formating from global settings such
+   as that of bootstrap */
+.output {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: vertical;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: vertical;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: vertical;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.output_area {
+    /* Old browsers */
+    display: -webkit-box;
+    -webkit-box-orient: vertical;
+    -webkit-box-align: stretch;
+    display: -moz-box;
+    -moz-box-orient: vertical;
+    -moz-box-align: stretch;
+    display: box;
+    box-orient: vertical;
+    box-align: stretch;
+    /* Modern browsers */
+    display: flex;
+    flex-direction: column;
+    align-items: stretch;
+  }
+}
+div.output_area pre {
+  margin: 0;
+  padding: 1px 0 1px 0;
+  border: 0;
+  vertical-align: baseline;
+  color: black;
+  background-color: transparent;
+  border-radius: 0;
+}
+/* This class is for the output subarea inside the output_area and after
+   the prompt div. */
+div.output_subarea {
+  overflow-x: auto;
+  padding: 0.4em;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+  max-width: calc(100% - 14ex);
+}
+div.output_scroll div.output_subarea {
+  overflow-x: visible;
+}
+/* The rest of the output_* classes are for special styling of the different
+   output types */
+/* all text output has this class: */
+div.output_text {
+  text-align: left;
+  color: #000;
+  /* This has to match that of the the CodeMirror class line-height below */
+  line-height: 1.21429em;
+}
+/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
+div.output_stderr {
+  background: #fdd;
+  /* very light red background for stderr */
+}
+div.output_latex {
+  text-align: left;
+}
+/* Empty output_javascript divs should have no height */
+div.output_javascript:empty {
+  padding: 0;
+}
+.js-error {
+  color: darkred;
+}
+/* raw_input styles */
+div.raw_input_container {
+  line-height: 1.21429em;
+  padding-top: 5px;
+}
+pre.raw_input_prompt {
+  /* nothing needed here. */
+}
+input.raw_input {
+  font-family: monospace;
+  font-size: inherit;
+  color: inherit;
+  width: auto;
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0em 0.25em;
+  margin: 0em 0.25em;
+}
+input.raw_input:focus {
+  box-shadow: none;
+}
+p.p-space {
+  margin-bottom: 10px;
+}
+div.output_unrecognized {
+  padding: 5px;
+  font-weight: bold;
+  color: red;
+}
+div.output_unrecognized a {
+  color: inherit;
+  text-decoration: none;
+}
+div.output_unrecognized a:hover {
+  color: inherit;
+  text-decoration: none;
+}
+.rendered_html {
+  color: #000;
+  /* any extras will just be numbers: */
+}
+.rendered_html em {
+  font-style: italic;
+}
+.rendered_html strong {
+  font-weight: bold;
+}
+.rendered_html u {
+  text-decoration: underline;
+}
+.rendered_html :link {
+  text-decoration: underline;
+}
+.rendered_html :visited {
+  text-decoration: underline;
+}
+.rendered_html h1 {
+  font-size: 185.7%;
+  margin: 1.08em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h2 {
+  font-size: 157.1%;
+  margin: 1.27em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h3 {
+  font-size: 128.6%;
+  margin: 1.55em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h4 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+}
+.rendered_html h5 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h6 {
+  font-size: 100%;
+  margin: 2em 0 0 0;
+  font-weight: bold;
+  line-height: 1.0;
+  font-style: italic;
+}
+.rendered_html h1:first-child {
+  margin-top: 0.538em;
+}
+.rendered_html h2:first-child {
+  margin-top: 0.636em;
+}
+.rendered_html h3:first-child {
+  margin-top: 0.777em;
+}
+.rendered_html h4:first-child {
+  margin-top: 1em;
+}
+.rendered_html h5:first-child {
+  margin-top: 1em;
+}
+.rendered_html h6:first-child {
+  margin-top: 1em;
+}
+.rendered_html ul:not(.list-inline),
+.rendered_html ol:not(.list-inline) {
+  padding-left: 2em;
+}
+.rendered_html ul {
+  list-style: disc;
+}
+.rendered_html ul ul {
+  list-style: square;
+  margin-top: 0;
+}
+.rendered_html ul ul ul {
+  list-style: circle;
+}
+.rendered_html ol {
+  list-style: decimal;
+}
+.rendered_html ol ol {
+  list-style: upper-alpha;
+  margin-top: 0;
+}
+.rendered_html ol ol ol {
+  list-style: lower-alpha;
+}
+.rendered_html ol ol ol ol {
+  list-style: lower-roman;
+}
+.rendered_html ol ol ol ol ol {
+  list-style: decimal;
+}
+.rendered_html * + ul {
+  margin-top: 1em;
+}
+.rendered_html * + ol {
+  margin-top: 1em;
+}
+.rendered_html hr {
+  color: black;
+  background-color: black;
+}
+.rendered_html pre {
+  margin: 1em 2em;
+  padding: 0px;
+  background-color: #fff;
+}
+.rendered_html code {
+  background-color: #eff0f1;
+}
+.rendered_html p code {
+  padding: 1px 5px;
+}
+.rendered_html pre code {
+  background-color: #fff;
+}
+.rendered_html pre,
+.rendered_html code {
+  border: 0;
+  color: #000;
+  font-size: 100%;
+}
+.rendered_html blockquote {
+  margin: 1em 2em;
+}
+.rendered_html table {
+  margin-left: auto;
+  margin-right: auto;
+  border: none;
+  border-collapse: collapse;
+  border-spacing: 0;
+  color: black;
+  font-size: 12px;
+  table-layout: fixed;
+}
+.rendered_html thead {
+  border-bottom: 1px solid black;
+  vertical-align: bottom;
+}
+.rendered_html tr,
+.rendered_html th,
+.rendered_html td {
+  text-align: right;
+  vertical-align: middle;
+  padding: 0.5em 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+.rendered_html th {
+  font-weight: bold;
+}
+.rendered_html tbody tr:nth-child(odd) {
+  background: #f5f5f5;
+}
+.rendered_html tbody tr:hover {
+  background: rgba(66, 165, 245, 0.2);
+}
+.rendered_html * + table {
+  margin-top: 1em;
+}
+.rendered_html p {
+  text-align: left;
+}
+.rendered_html * + p {
+  margin-top: 1em;
+}
+.rendered_html img {
+  display: block;
+  margin-left: auto;
+  margin-right: auto;
+}
+.rendered_html * + img {
+  margin-top: 1em;
+}
+.rendered_html img,
+.rendered_html svg {
+  max-width: 100%;
+  height: auto;
+}
+.rendered_html img.unconfined,
+.rendered_html svg.unconfined {
+  max-width: none;
+}
+.rendered_html .alert {
+  margin-bottom: initial;
+}
+.rendered_html * + .alert {
+  margin-top: 1em;
+}
+[dir="rtl"] .rendered_html p {
+  text-align: right;
+}
+div.text_cell {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+}
+@media (max-width: 540px) {
+  div.text_cell > div.prompt {
+    display: none;
+  }
+}
+div.text_cell_render {
+  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
+  outline: none;
+  resize: none;
+  width: inherit;
+  border-style: none;
+  padding: 0.5em 0.5em 0.5em 0.4em;
+  color: #000;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+a.anchor-link:link {
+  text-decoration: none;
+  padding: 0px 20px;
+  visibility: hidden;
+}
+h1:hover .anchor-link,
+h2:hover .anchor-link,
+h3:hover .anchor-link,
+h4:hover .anchor-link,
+h5:hover .anchor-link,
+h6:hover .anchor-link {
+  visibility: visible;
+}
+.text_cell.rendered .input_area {
+  display: none;
+}
+.text_cell.rendered .rendered_html {
+  overflow-x: auto;
+  overflow-y: hidden;
+}
+.text_cell.rendered .rendered_html tr,
+.text_cell.rendered .rendered_html th,
+.text_cell.rendered .rendered_html td {
+  max-width: none;
+}
+.text_cell.unrendered .text_cell_render {
+  display: none;
+}
+.text_cell .dropzone .input_area {
+  border: 2px dashed #bababa;
+  margin: -1px;
+}
+.cm-header-1,
+.cm-header-2,
+.cm-header-3,
+.cm-header-4,
+.cm-header-5,
+.cm-header-6 {
+  font-weight: bold;
+  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
+}
+.cm-header-1 {
+  font-size: 185.7%;
+}
+.cm-header-2 {
+  font-size: 157.1%;
+}
+.cm-header-3 {
+  font-size: 128.6%;
+}
+.cm-header-4 {
+  font-size: 110%;
+}
+.cm-header-5 {
+  font-size: 100%;
+  font-style: italic;
+}
+.cm-header-6 {
+  font-size: 100%;
+  font-style: italic;
+}
+/*!
+*
+* IPython notebook webapp
+*
+*/
+@media (max-width: 767px) {
+  .notebook_app {
+    padding-left: 0px;
+    padding-right: 0px;
+  }
+}
+#ipython-main-app {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook_panel {
+  margin: 0px;
+  padding: 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  height: 100%;
+}
+div#notebook {
+  font-size: 14px;
+  line-height: 20px;
+  overflow-y: hidden;
+  overflow-x: auto;
+  width: 100%;
+  /* This spaces the page away from the edge of the notebook area */
+  padding-top: 20px;
+  margin: 0px;
+  outline: none;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  min-height: 100%;
+}
+@media not print {
+  #notebook-container {
+    padding: 15px;
+    background-color: #fff;
+    min-height: 0;
+    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  }
+}
+@media print {
+  #notebook-container {
+    width: 100%;
+  }
+}
+div.ui-widget-content {
+  border: 1px solid #ababab;
+  outline: none;
+}
+pre.dialog {
+  background-color: #f7f7f7;
+  border: 1px solid #ddd;
+  border-radius: 2px;
+  padding: 0.4em;
+  padding-left: 2em;
+}
+p.dialog {
+  padding: 0.2em;
+}
+/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
+   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
+ */
+pre,
+code,
+kbd,
+samp {
+  white-space: pre-wrap;
+}
+#fonttest {
+  font-family: monospace;
+}
+p {
+  margin-bottom: 0;
+}
+.end_space {
+  min-height: 100px;
+  transition: height .2s ease;
+}
+.notebook_app > #header {
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+}
+@media not print {
+  .notebook_app {
+    background-color: #EEE;
+  }
+}
+kbd {
+  border-style: solid;
+  border-width: 1px;
+  box-shadow: none;
+  margin: 2px;
+  padding-left: 2px;
+  padding-right: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+.jupyter-keybindings {
+  padding: 1px;
+  line-height: 24px;
+  border-bottom: 1px solid gray;
+}
+.jupyter-keybindings input {
+  margin: 0;
+  padding: 0;
+  border: none;
+}
+.jupyter-keybindings i {
+  padding: 6px;
+}
+.well code {
+  background-color: #ffffff;
+  border-color: #ababab;
+  border-width: 1px;
+  border-style: solid;
+  padding: 2px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+}
+/* CSS for the cell toolbar */
+.celltoolbar {
+  border: thin solid #CFCFCF;
+  border-bottom: none;
+  background: #EEE;
+  border-radius: 2px 2px 0px 0px;
+  width: 100%;
+  height: 29px;
+  padding-right: 4px;
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  /* Old browsers */
+  -webkit-box-pack: end;
+  -moz-box-pack: end;
+  box-pack: end;
+  /* Modern browsers */
+  justify-content: flex-end;
+  display: -webkit-flex;
+}
+@media print {
+  .celltoolbar {
+    display: none;
+  }
+}
+.ctb_hideshow {
+  display: none;
+  vertical-align: bottom;
+}
+/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
+   Cell toolbars are only shown when the ctb_global_show class is also set.
+*/
+.ctb_global_show .ctb_show.ctb_hideshow {
+  display: block;
+}
+.ctb_global_show .ctb_show + .input_area,
+.ctb_global_show .ctb_show + div.text_cell_input,
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border-top-right-radius: 0px;
+  border-top-left-radius: 0px;
+}
+.ctb_global_show .ctb_show ~ div.text_cell_render {
+  border: 1px solid #cfcfcf;
+}
+.celltoolbar {
+  font-size: 87%;
+  padding-top: 3px;
+}
+.celltoolbar select {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  padding: 0px;
+  display: inline-block;
+}
+.celltoolbar select:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.celltoolbar select::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.celltoolbar select:-ms-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-webkit-input-placeholder {
+  color: #999;
+}
+.celltoolbar select::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.celltoolbar select[disabled],
+.celltoolbar select[readonly],
+fieldset[disabled] .celltoolbar select {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.celltoolbar select[disabled],
+fieldset[disabled] .celltoolbar select {
+  cursor: not-allowed;
+}
+textarea.celltoolbar select {
+  height: auto;
+}
+select.celltoolbar select {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.celltoolbar select,
+select[multiple].celltoolbar select {
+  height: auto;
+}
+.celltoolbar label {
+  margin-left: 5px;
+  margin-right: 5px;
+}
+.tags_button_container {
+  width: 100%;
+  display: flex;
+}
+.tag-container {
+  display: flex;
+  flex-direction: row;
+  flex-grow: 1;
+  overflow: hidden;
+  position: relative;
+}
+.tag-container > * {
+  margin: 0 4px;
+}
+.remove-tag-btn {
+  margin-left: 4px;
+}
+.tags-input {
+  display: flex;
+}
+.cell-tag:last-child:after {
+  content: "";
+  position: absolute;
+  right: 0;
+  width: 40px;
+  height: 100%;
+  /* Fade to background color of cell toolbar */
+  background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
+}
+.tags-input > * {
+  margin-left: 4px;
+}
+.cell-tag,
+.tags-input input,
+.tags-input button {
+  display: block;
+  width: 100%;
+  height: 32px;
+  padding: 6px 12px;
+  font-size: 13px;
+  line-height: 1.42857143;
+  color: #555555;
+  background-color: #fff;
+  background-image: none;
+  border: 1px solid #ccc;
+  border-radius: 2px;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
+  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
+  height: 30px;
+  padding: 5px 10px;
+  font-size: 12px;
+  line-height: 1.5;
+  border-radius: 1px;
+  box-shadow: none;
+  width: inherit;
+  font-size: inherit;
+  height: 22px;
+  line-height: 22px;
+  padding: 0px 4px;
+  display: inline-block;
+}
+.cell-tag:focus,
+.tags-input input:focus,
+.tags-input button:focus {
+  border-color: #66afe9;
+  outline: 0;
+  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
+}
+.cell-tag::-moz-placeholder,
+.tags-input input::-moz-placeholder,
+.tags-input button::-moz-placeholder {
+  color: #999;
+  opacity: 1;
+}
+.cell-tag:-ms-input-placeholder,
+.tags-input input:-ms-input-placeholder,
+.tags-input button:-ms-input-placeholder {
+  color: #999;
+}
+.cell-tag::-webkit-input-placeholder,
+.tags-input input::-webkit-input-placeholder,
+.tags-input button::-webkit-input-placeholder {
+  color: #999;
+}
+.cell-tag::-ms-expand,
+.tags-input input::-ms-expand,
+.tags-input button::-ms-expand {
+  border: 0;
+  background-color: transparent;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+.cell-tag[readonly],
+.tags-input input[readonly],
+.tags-input button[readonly],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  background-color: #eeeeee;
+  opacity: 1;
+}
+.cell-tag[disabled],
+.tags-input input[disabled],
+.tags-input button[disabled],
+fieldset[disabled] .cell-tag,
+fieldset[disabled] .tags-input input,
+fieldset[disabled] .tags-input button {
+  cursor: not-allowed;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button {
+  height: auto;
+}
+select.cell-tag,
+select.tags-input input,
+select.tags-input button {
+  height: 30px;
+  line-height: 30px;
+}
+textarea.cell-tag,
+textarea.tags-input input,
+textarea.tags-input button,
+select[multiple].cell-tag,
+select[multiple].tags-input input,
+select[multiple].tags-input button {
+  height: auto;
+}
+.cell-tag,
+.tags-input button {
+  padding: 0px 4px;
+}
+.cell-tag {
+  background-color: #fff;
+  white-space: nowrap;
+}
+.tags-input input[type=text]:focus {
+  outline: none;
+  box-shadow: none;
+  border-color: #ccc;
+}
+.completions {
+  position: absolute;
+  z-index: 110;
+  overflow: hidden;
+  border: 1px solid #ababab;
+  border-radius: 2px;
+  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
+  box-shadow: 0px 6px 10px -1px #adadad;
+  line-height: 1;
+}
+.completions select {
+  background: white;
+  outline: none;
+  border: none;
+  padding: 0px;
+  margin: 0px;
+  overflow: auto;
+  font-family: monospace;
+  font-size: 110%;
+  color: #000;
+  width: auto;
+}
+.completions select option.context {
+  color: #286090;
+}
+#kernel_logo_widget .current_kernel_logo {
+  display: none;
+  margin-top: -1px;
+  margin-bottom: -1px;
+  width: 32px;
+  height: 32px;
+}
+[dir="rtl"] #kernel_logo_widget {
+  float: left !important;
+  float: left;
+}
+.modal .modal-body .move-path {
+  display: flex;
+  flex-direction: row;
+  justify-content: space;
+  align-items: center;
+}
+.modal .modal-body .move-path .server-root {
+  padding-right: 20px;
+}
+.modal .modal-body .move-path .path-input {
+  flex: 1;
+}
+#menubar {
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+  margin-top: 1px;
+}
+#menubar .navbar {
+  border-top: 1px;
+  border-radius: 0px 0px 2px 2px;
+  margin-bottom: 0px;
+}
+#menubar .navbar-toggle {
+  float: left;
+  padding-top: 7px;
+  padding-bottom: 7px;
+  border: none;
+}
+#menubar .navbar-collapse {
+  clear: left;
+}
+[dir="rtl"] #menubar .navbar-toggle {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-collapse {
+  clear: right;
+}
+[dir="rtl"] #menubar .navbar-nav {
+  float: right;
+}
+[dir="rtl"] #menubar .nav {
+  padding-right: 0px;
+}
+[dir="rtl"] #menubar .navbar-nav > li {
+  float: right;
+}
+[dir="rtl"] #menubar .navbar-right {
+  float: left !important;
+}
+[dir="rtl"] ul.dropdown-menu {
+  text-align: right;
+  left: auto;
+}
+[dir="rtl"] ul#new-menu.dropdown-menu {
+  right: auto;
+  left: 0;
+}
+.nav-wrapper {
+  border-bottom: 1px solid #e7e7e7;
+}
+i.menu-icon {
+  padding-top: 4px;
+}
+[dir="rtl"] i.menu-icon.pull-right {
+  float: left !important;
+  float: left;
+}
+ul#help_menu li a {
+  overflow: hidden;
+  padding-right: 2.2em;
+}
+ul#help_menu li a i {
+  margin-right: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a {
+  padding-left: 2.2em;
+}
+[dir="rtl"] ul#help_menu li a i {
+  margin-right: 0;
+  margin-left: -1.2em;
+}
+[dir="rtl"] ul#help_menu li a i.pull-right {
+  float: left !important;
+  float: left;
+}
+.dropdown-submenu {
+  position: relative;
+}
+.dropdown-submenu > .dropdown-menu {
+  top: 0;
+  left: 100%;
+  margin-top: -6px;
+  margin-left: -1px;
+}
+[dir="rtl"] .dropdown-submenu > .dropdown-menu {
+  right: 100%;
+  margin-right: -1px;
+}
+.dropdown-submenu:hover > .dropdown-menu {
+  display: block;
+}
+.dropdown-submenu > a:after {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  display: block;
+  content: "\f0da";
+  float: right;
+  color: #333333;
+  margin-top: 2px;
+  margin-right: -10px;
+}
+.dropdown-submenu > a:after.fa-pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.fa-pull-right {
+  margin-left: .3em;
+}
+.dropdown-submenu > a:after.pull-left {
+  margin-right: .3em;
+}
+.dropdown-submenu > a:after.pull-right {
+  margin-left: .3em;
+}
+[dir="rtl"] .dropdown-submenu > a:after {
+  float: left;
+  content: "\f0d9";
+  margin-right: 0;
+  margin-left: -10px;
+}
+.dropdown-submenu:hover > a:after {
+  color: #262626;
+}
+.dropdown-submenu.pull-left {
+  float: none;
+}
+.dropdown-submenu.pull-left > .dropdown-menu {
+  left: -100%;
+  margin-left: 10px;
+}
+#notification_area {
+  float: right !important;
+  float: right;
+  z-index: 10;
+}
+[dir="rtl"] #notification_area {
+  float: left !important;
+  float: left;
+}
+.indicator_area {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] .indicator_area {
+  float: left !important;
+  float: left;
+}
+#kernel_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  border-left: 1px solid;
+}
+#kernel_indicator .kernel_indicator_name {
+  padding-left: 5px;
+  padding-right: 5px;
+}
+[dir="rtl"] #kernel_indicator {
+  float: left !important;
+  float: left;
+  border-left: 0;
+  border-right: 1px solid;
+}
+#modal_indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+}
+[dir="rtl"] #modal_indicator {
+  float: left !important;
+  float: left;
+}
+#readonly-indicator {
+  float: right !important;
+  float: right;
+  color: #777;
+  margin-left: 5px;
+  margin-right: 5px;
+  width: 11px;
+  z-index: 10;
+  text-align: center;
+  width: auto;
+  margin-top: 2px;
+  margin-bottom: 0px;
+  margin-left: 0px;
+  margin-right: 0px;
+  display: none;
+}
+.modal_indicator:before {
+  width: 1.28571429em;
+  text-align: center;
+}
+.edit_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f040";
+}
+.edit_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.edit_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.edit_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: ' ';
+}
+.command_mode .modal_indicator:before.fa-pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.fa-pull-right {
+  margin-left: .3em;
+}
+.command_mode .modal_indicator:before.pull-left {
+  margin-right: .3em;
+}
+.command_mode .modal_indicator:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f10c";
+}
+.kernel_idle_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_idle_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_idle_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f111";
+}
+.kernel_busy_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_busy_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_busy_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f1e2";
+}
+.kernel_dead_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_dead_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_dead_icon:before.pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before {
+  display: inline-block;
+  font: normal normal normal 14px/1 FontAwesome;
+  font-size: inherit;
+  text-rendering: auto;
+  -webkit-font-smoothing: antialiased;
+  -moz-osx-font-smoothing: grayscale;
+  content: "\f127";
+}
+.kernel_disconnected_icon:before.fa-pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.fa-pull-right {
+  margin-left: .3em;
+}
+.kernel_disconnected_icon:before.pull-left {
+  margin-right: .3em;
+}
+.kernel_disconnected_icon:before.pull-right {
+  margin-left: .3em;
+}
+.notification_widget {
+  color: #777;
+  z-index: 10;
+  background: rgba(240, 240, 240, 0.5);
+  margin-right: 4px;
+  color: #333;
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget:focus,
+.notification_widget.focus {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #8c8c8c;
+}
+.notification_widget:hover {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  color: #333;
+  background-color: #e6e6e6;
+  border-color: #adadad;
+}
+.notification_widget:active:hover,
+.notification_widget.active:hover,
+.open > .dropdown-toggle.notification_widget:hover,
+.notification_widget:active:focus,
+.notification_widget.active:focus,
+.open > .dropdown-toggle.notification_widget:focus,
+.notification_widget:active.focus,
+.notification_widget.active.focus,
+.open > .dropdown-toggle.notification_widget.focus {
+  color: #333;
+  background-color: #d4d4d4;
+  border-color: #8c8c8c;
+}
+.notification_widget:active,
+.notification_widget.active,
+.open > .dropdown-toggle.notification_widget {
+  background-image: none;
+}
+.notification_widget.disabled:hover,
+.notification_widget[disabled]:hover,
+fieldset[disabled] .notification_widget:hover,
+.notification_widget.disabled:focus,
+.notification_widget[disabled]:focus,
+fieldset[disabled] .notification_widget:focus,
+.notification_widget.disabled.focus,
+.notification_widget[disabled].focus,
+fieldset[disabled] .notification_widget.focus {
+  background-color: #fff;
+  border-color: #ccc;
+}
+.notification_widget .badge {
+  color: #fff;
+  background-color: #333;
+}
+.notification_widget.warning {
+  color: #fff;
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning:focus,
+.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #985f0d;
+}
+.notification_widget.warning:hover {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  color: #fff;
+  background-color: #ec971f;
+  border-color: #d58512;
+}
+.notification_widget.warning:active:hover,
+.notification_widget.warning.active:hover,
+.open > .dropdown-toggle.notification_widget.warning:hover,
+.notification_widget.warning:active:focus,
+.notification_widget.warning.active:focus,
+.open > .dropdown-toggle.notification_widget.warning:focus,
+.notification_widget.warning:active.focus,
+.notification_widget.warning.active.focus,
+.open > .dropdown-toggle.notification_widget.warning.focus {
+  color: #fff;
+  background-color: #d58512;
+  border-color: #985f0d;
+}
+.notification_widget.warning:active,
+.notification_widget.warning.active,
+.open > .dropdown-toggle.notification_widget.warning {
+  background-image: none;
+}
+.notification_widget.warning.disabled:hover,
+.notification_widget.warning[disabled]:hover,
+fieldset[disabled] .notification_widget.warning:hover,
+.notification_widget.warning.disabled:focus,
+.notification_widget.warning[disabled]:focus,
+fieldset[disabled] .notification_widget.warning:focus,
+.notification_widget.warning.disabled.focus,
+.notification_widget.warning[disabled].focus,
+fieldset[disabled] .notification_widget.warning.focus {
+  background-color: #f0ad4e;
+  border-color: #eea236;
+}
+.notification_widget.warning .badge {
+  color: #f0ad4e;
+  background-color: #fff;
+}
+.notification_widget.success {
+  color: #fff;
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success:focus,
+.notification_widget.success.focus {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #255625;
+}
+.notification_widget.success:hover {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  color: #fff;
+  background-color: #449d44;
+  border-color: #398439;
+}
+.notification_widget.success:active:hover,
+.notification_widget.success.active:hover,
+.open > .dropdown-toggle.notification_widget.success:hover,
+.notification_widget.success:active:focus,
+.notification_widget.success.active:focus,
+.open > .dropdown-toggle.notification_widget.success:focus,
+.notification_widget.success:active.focus,
+.notification_widget.success.active.focus,
+.open > .dropdown-toggle.notification_widget.success.focus {
+  color: #fff;
+  background-color: #398439;
+  border-color: #255625;
+}
+.notification_widget.success:active,
+.notification_widget.success.active,
+.open > .dropdown-toggle.notification_widget.success {
+  background-image: none;
+}
+.notification_widget.success.disabled:hover,
+.notification_widget.success[disabled]:hover,
+fieldset[disabled] .notification_widget.success:hover,
+.notification_widget.success.disabled:focus,
+.notification_widget.success[disabled]:focus,
+fieldset[disabled] .notification_widget.success:focus,
+.notification_widget.success.disabled.focus,
+.notification_widget.success[disabled].focus,
+fieldset[disabled] .notification_widget.success.focus {
+  background-color: #5cb85c;
+  border-color: #4cae4c;
+}
+.notification_widget.success .badge {
+  color: #5cb85c;
+  background-color: #fff;
+}
+.notification_widget.info {
+  color: #fff;
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info:focus,
+.notification_widget.info.focus {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #1b6d85;
+}
+.notification_widget.info:hover {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  color: #fff;
+  background-color: #31b0d5;
+  border-color: #269abc;
+}
+.notification_widget.info:active:hover,
+.notification_widget.info.active:hover,
+.open > .dropdown-toggle.notification_widget.info:hover,
+.notification_widget.info:active:focus,
+.notification_widget.info.active:focus,
+.open > .dropdown-toggle.notification_widget.info:focus,
+.notification_widget.info:active.focus,
+.notification_widget.info.active.focus,
+.open > .dropdown-toggle.notification_widget.info.focus {
+  color: #fff;
+  background-color: #269abc;
+  border-color: #1b6d85;
+}
+.notification_widget.info:active,
+.notification_widget.info.active,
+.open > .dropdown-toggle.notification_widget.info {
+  background-image: none;
+}
+.notification_widget.info.disabled:hover,
+.notification_widget.info[disabled]:hover,
+fieldset[disabled] .notification_widget.info:hover,
+.notification_widget.info.disabled:focus,
+.notification_widget.info[disabled]:focus,
+fieldset[disabled] .notification_widget.info:focus,
+.notification_widget.info.disabled.focus,
+.notification_widget.info[disabled].focus,
+fieldset[disabled] .notification_widget.info.focus {
+  background-color: #5bc0de;
+  border-color: #46b8da;
+}
+.notification_widget.info .badge {
+  color: #5bc0de;
+  background-color: #fff;
+}
+.notification_widget.danger {
+  color: #fff;
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger:focus,
+.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #761c19;
+}
+.notification_widget.danger:hover {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  color: #fff;
+  background-color: #c9302c;
+  border-color: #ac2925;
+}
+.notification_widget.danger:active:hover,
+.notification_widget.danger.active:hover,
+.open > .dropdown-toggle.notification_widget.danger:hover,
+.notification_widget.danger:active:focus,
+.notification_widget.danger.active:focus,
+.open > .dropdown-toggle.notification_widget.danger:focus,
+.notification_widget.danger:active.focus,
+.notification_widget.danger.active.focus,
+.open > .dropdown-toggle.notification_widget.danger.focus {
+  color: #fff;
+  background-color: #ac2925;
+  border-color: #761c19;
+}
+.notification_widget.danger:active,
+.notification_widget.danger.active,
+.open > .dropdown-toggle.notification_widget.danger {
+  background-image: none;
+}
+.notification_widget.danger.disabled:hover,
+.notification_widget.danger[disabled]:hover,
+fieldset[disabled] .notification_widget.danger:hover,
+.notification_widget.danger.disabled:focus,
+.notification_widget.danger[disabled]:focus,
+fieldset[disabled] .notification_widget.danger:focus,
+.notification_widget.danger.disabled.focus,
+.notification_widget.danger[disabled].focus,
+fieldset[disabled] .notification_widget.danger.focus {
+  background-color: #d9534f;
+  border-color: #d43f3a;
+}
+.notification_widget.danger .badge {
+  color: #d9534f;
+  background-color: #fff;
+}
+div#pager {
+  background-color: #fff;
+  font-size: 14px;
+  line-height: 20px;
+  overflow: hidden;
+  display: none;
+  position: fixed;
+  bottom: 0px;
+  width: 100%;
+  max-height: 50%;
+  padding-top: 8px;
+  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
+  /* Display over codemirror */
+  z-index: 100;
+  /* Hack which prevents jquery ui resizable from changing top. */
+  top: auto !important;
+}
+div#pager pre {
+  line-height: 1.21429em;
+  color: #000;
+  background-color: #f7f7f7;
+  padding: 0.4em;
+}
+div#pager #pager-button-area {
+  position: absolute;
+  top: 8px;
+  right: 20px;
+}
+div#pager #pager-contents {
+  position: relative;
+  overflow: auto;
+  width: 100%;
+  height: 100%;
+}
+div#pager #pager-contents #pager-container {
+  position: relative;
+  padding: 15px 0px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+div#pager .ui-resizable-handle {
+  top: 0px;
+  height: 8px;
+  background: #f7f7f7;
+  border-top: 1px solid #cfcfcf;
+  border-bottom: 1px solid #cfcfcf;
+  /* This injects handle bars (a short, wide = symbol) for 
+        the resize handle. */
+}
+div#pager .ui-resizable-handle::after {
+  content: '';
+  top: 2px;
+  left: 50%;
+  height: 3px;
+  width: 30px;
+  margin-left: -15px;
+  position: absolute;
+  border-top: 1px solid #cfcfcf;
+}
+.quickhelp {
+  /* Old browsers */
+  display: -webkit-box;
+  -webkit-box-orient: horizontal;
+  -webkit-box-align: stretch;
+  display: -moz-box;
+  -moz-box-orient: horizontal;
+  -moz-box-align: stretch;
+  display: box;
+  box-orient: horizontal;
+  box-align: stretch;
+  /* Modern browsers */
+  display: flex;
+  flex-direction: row;
+  align-items: stretch;
+  line-height: 1.8em;
+}
+.shortcut_key {
+  display: inline-block;
+  width: 21ex;
+  text-align: right;
+  font-family: monospace;
+}
+.shortcut_descr {
+  display: inline-block;
+  /* Old browsers */
+  -webkit-box-flex: 1;
+  -moz-box-flex: 1;
+  box-flex: 1;
+  /* Modern browsers */
+  flex: 1;
+}
+span.save_widget {
+  height: 30px;
+  margin-top: 4px;
+  display: flex;
+  justify-content: flex-start;
+  align-items: baseline;
+  width: 50%;
+  flex: 1;
+}
+span.save_widget span.filename {
+  height: 100%;
+  line-height: 1em;
+  margin-left: 16px;
+  border: none;
+  font-size: 146.5%;
+  text-overflow: ellipsis;
+  overflow: hidden;
+  white-space: nowrap;
+  border-radius: 2px;
+}
+span.save_widget span.filename:hover {
+  background-color: #e6e6e6;
+}
+[dir="rtl"] span.save_widget.pull-left {
+  float: right !important;
+  float: right;
+}
+[dir="rtl"] span.save_widget span.filename {
+  margin-left: 0;
+  margin-right: 16px;
+}
+span.checkpoint_status,
+span.autosave_status {
+  font-size: small;
+  white-space: nowrap;
+  padding: 0 5px;
+}
+@media (max-width: 767px) {
+  span.save_widget {
+    font-size: small;
+    padding: 0 0 0 5px;
+  }
+  span.checkpoint_status,
+  span.autosave_status {
+    display: none;
+  }
+}
+@media (min-width: 768px) and (max-width: 991px) {
+  span.checkpoint_status {
+    display: none;
+  }
+  span.autosave_status {
+    font-size: x-small;
+  }
+}
+.toolbar {
+  padding: 0px;
+  margin-left: -5px;
+  margin-top: 2px;
+  margin-bottom: 5px;
+  box-sizing: border-box;
+  -moz-box-sizing: border-box;
+  -webkit-box-sizing: border-box;
+}
+.toolbar select,
+.toolbar label {
+  width: auto;
+  vertical-align: middle;
+  margin-right: 2px;
+  margin-bottom: 0px;
+  display: inline;
+  font-size: 92%;
+  margin-left: 0.3em;
+  margin-right: 0.3em;
+  padding: 0px;
+  padding-top: 3px;
+}
+.toolbar .btn {
+  padding: 2px 8px;
+}
+.toolbar .btn-group {
+  margin-top: 0px;
+  margin-left: 5px;
+}
+.toolbar-btn-label {
+  margin-left: 6px;
+}
+#maintoolbar {
+  margin-bottom: -3px;
+  margin-top: -8px;
+  border: 0px;
+  min-height: 27px;
+  margin-left: 0px;
+  padding-top: 11px;
+  padding-bottom: 3px;
+}
+#maintoolbar .navbar-text {
+  float: none;
+  vertical-align: middle;
+  text-align: right;
+  margin-left: 5px;
+  margin-right: 0px;
+  margin-top: 0px;
+}
+.select-xs {
+  height: 24px;
+}
+[dir="rtl"] .btn-group > .btn,
+.btn-group-vertical > .btn {
+  float: right;
+}
+.pulse,
+.dropdown-menu > li > a.pulse,
+li.pulse > a.dropdown-toggle,
+li.pulse.open > a.dropdown-toggle {
+  background-color: #F37626;
+  color: white;
+}
+/**
+ * Primary styles
+ *
+ * Author: Jupyter Development Team
+ */
+/** WARNING IF YOU ARE EDITTING THIS FILE, if this is a .css file, It has a lot
+ * of chance of beeing generated from the ../less/[samename].less file, you can
+ * try to get back the less file by reverting somme commit in history
+ **/
+/*
+ * We'll try to get something pretty, so we
+ * have some strange css to have the scroll bar on
+ * the left with fix button on the top right of the tooltip
+ */
+@-moz-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-webkit-keyframes fadeOut {
+  from {
+    opacity: 1;
+  }
+  to {
+    opacity: 0;
+  }
+}
+@-moz-keyframes fadeIn {
+  from {
+    opacity: 0;
+  }
+  to {
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+  <div tabindex="-1" id="notebook" class="border-box-sizing">
+    <div class="container" id="notebook-container">
+
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[1]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span> 
+<span class="kn">from</span> <span class="nn">pandas.plotting</span> <span class="kn">import</span> <span class="n">scatter_matrix</span>
+<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
+<span class="kn">import</span> <span class="nn">json</span>
+<span class="kn">from</span> <span class="nn">helpers</span> <span class="kn">import</span> <span class="o">*</span>
+<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="kn">import</span> <span class="n">StandardScaler</span>
+<span class="kn">from</span> <span class="nn">sklearn.decomposition</span> <span class="kn">import</span> <span class="n">PCA</span>
+<span class="kn">import</span> <span class="nn">sys</span>
+<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
+<span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
+<span class="kn">import</span> <span class="nn">plotly.express</span> <span class="k">as</span> <span class="nn">px</span>
+<span class="n">sys</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="s2">&quot;..&quot;</span><span class="p">)</span>
+<span class="kn">from</span> <span class="nn">data.unlabeled.raw</span> <span class="kn">import</span> <span class="n">hdro_inicator_values</span> <span class="k">as</span> <span class="n">inicator_values</span><span class="p">,</span> <span class="n">hdro_country_name</span> <span class="k">as</span> <span class="n">country_name</span><span class="p">,</span> <span class="n">hdro_indicator_name</span> <span class="k">as</span> <span class="n">indicator_name</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Something went wrong loading the Economic Fitness Dataset [Errno 2] File b&#39;../data/unlabeled/raw/Economic_Fitness_CSV\\Country.csv&#39; does not exist: b&#39;../data/unlabeled/raw/Economic_Fitness_CSV\\Country.csv&#39;
+Something went wrong loading the Education Dataset [Errno 2] File b&#39;../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv&#39; does not exist: b&#39;../data/unlabeled/raw/Edstats_csv/EdStatsCountry.csv&#39;
+../data/unlabeled/raw/__init__.py:41: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_eah = pd.read_csv(aquastat_eah_path, skipfooter=8)
+../data/unlabeled/raw/__init__.py:42: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wr = pd.read_csv(aquastat_wr_path, skipfooter=8)
+../data/unlabeled/raw/__init__.py:43: ParserWarning: Falling back to the &#39;python&#39; engine because the &#39;c&#39; engine does not support skipfooter; you can avoid this warning by specifying engine=&#39;python&#39;.
+  aquastat_wu = pd.read_csv(aquastat_wu_path, skipfooter=8)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[2]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#print(inicator_values)</span>
+<span class="c1">#print(country_name)</span>
+<span class="c1">#print(indicator_name)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Unwrap-values-to-create-good-df">Unwrap values to create good df<a class="anchor-link" href="#Unwrap-values-to-create-good-df">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[3]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_inicator_values</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">inicator_values</span><span class="p">)</span><span class="o">.</span><span class="n">T</span>
+<span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span> <span class="o">=</span> <span class="p">[</span><span class="n">indicator_name</span><span class="p">[</span><span class="n">nm</span><span class="p">]</span> <span class="k">for</span> <span class="n">nm</span> <span class="ow">in</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span>
+<span class="n">df_inicator_values</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">applymap</span><span class="p">(</span><span class="k">lambda</span> <span class="n">x</span><span class="p">:</span> <span class="n">x</span><span class="p">[</span><span class="s1">&#39;2019&#39;</span><span class="p">]</span> <span class="k">if</span> <span class="n">pd</span><span class="o">.</span><span class="n">notnull</span><span class="p">(</span><span class="n">x</span><span class="p">)</span> <span class="k">else</span> <span class="n">x</span><span class="p">)</span>
+<span class="n">df_inicator_values</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[3]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gross enrolment ratio, pre-primary (% of preschool-age children)</th>
+      <th>Percentage of primary schools with access to the internet</th>
+      <th>Percentage of secondary schools with access to the internet</th>
+      <th>Gross enrolment ratio, tertiary (% of tertiary school-age population)</th>
+      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, female (%)</th>
+      <th>Share of graduates in science, technology, engineering and mathematics programmes at tertiary level, male (%)</th>
+      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are female (%)</th>
+      <th>Share of graduates from science, technology, engineering and mathematics programmes in tertiary education who are male (%)</th>
+      <th>Primary school teachers trained to teach (%)</th>
+      <th>Pupil-teacher ratio, primary school (pupils per teacher)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>AFG</td>
+      <td>26.080</td>
+      <td>13.220</td>
+      <td>36.920</td>
+      <td>1.948</td>
+      <td>6.006</td>
+      <td>27.244</td>
+      <td>68.957</td>
+      <td>79.726</td>
+      <td>38.042</td>
+      <td>25.8</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>AGO</td>
+      <td>30.232</td>
+      <td>23.133</td>
+      <td>38.056</td>
+      <td>4.023</td>
+      <td>6.359</td>
+      <td>30.000</td>
+      <td>150.526</td>
+      <td>65.995</td>
+      <td>31.825</td>
+      <td>66.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ALB</td>
+      <td>93.174</td>
+      <td>93.700</td>
+      <td>92.497</td>
+      <td>9.702</td>
+      <td>10.614</td>
+      <td>29.508</td>
+      <td>19.642</td>
+      <td>52.852</td>
+      <td>2.881</td>
+      <td>61.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>AND</td>
+      <td>72.327</td>
+      <td>71.484</td>
+      <td>73.327</td>
+      <td>10.439</td>
+      <td>10.564</td>
+      <td>46.429</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>0.077</td>
+      <td>88.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ARG</td>
+      <td>57.158</td>
+      <td>59.161</td>
+      <td>54.828</td>
+      <td>11.123</td>
+      <td>10.729</td>
+      <td>39.877</td>
+      <td>62.782</td>
+      <td>21.805</td>
+      <td>44.781</td>
+      <td>92.0</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <td>WSM</td>
+      <td>74.942</td>
+      <td>79.127</td>
+      <td>71.583</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>10.000</td>
+      <td>23.886</td>
+      <td>29.983</td>
+      <td>0.197</td>
+      <td>18.1</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>YEM</td>
+      <td>28.020</td>
+      <td>19.920</td>
+      <td>36.918</td>
+      <td>2.880</td>
+      <td>5.146</td>
+      <td>0.971</td>
+      <td>60.352</td>
+      <td>45.627</td>
+      <td>29.162</td>
+      <td>37.3</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZAF</td>
+      <td>75.478</td>
+      <td>74.977</td>
+      <td>78.207</td>
+      <td>10.031</td>
+      <td>10.291</td>
+      <td>45.333</td>
+      <td>67.908</td>
+      <td>10.298</td>
+      <td>58.558</td>
+      <td>66.9</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZMB</td>
+      <td>44.440</td>
+      <td>38.488</td>
+      <td>54.068</td>
+      <td>6.283</td>
+      <td>8.176</td>
+      <td>17.964</td>
+      <td>120.112</td>
+      <td>78.134</td>
+      <td>17.861</td>
+      <td>44.1</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+    <tr>
+      <td>ZWE</td>
+      <td>64.935</td>
+      <td>59.792</td>
+      <td>70.783</td>
+      <td>8.066</td>
+      <td>8.923</td>
+      <td>34.571</td>
+      <td>86.135</td>
+      <td>64.739</td>
+      <td>14.645</td>
+      <td>32.2</td>
+      <td>...</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+      <td>NaN</td>
+    </tr>
+  </tbody>
+</table>
+<p>195 rows × 98 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Display-the-max,-min-and-mean-number-of-null-values-per-column">Display the max, min and mean number of null values per column<a class="anchor-link" href="#Display-the-max,-min-and-mean-number-of-null-values-per-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[4]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 98.97435897435898 %
+Min: 0.0 %
+Mean: 37.566718995290415 %
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[4]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(0.0, 98.97435897435898)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="There-is-a-high-number-of-missing-values,-we-therefore-remove-columns-where-more-than-50%-of-the-data-is-missing">There is a high number of missing values, we therefore remove columns where more than 50% of the data is missing<a class="anchor-link" href="#There-is-a-high-number-of-missing-values,-we-therefore-remove-columns-where-more-than-50%-of-the-data-is-missing">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[5]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">dropColumnHalf</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Again-see-the-max,-min-and-mean-number-of-missing-values-per-column">Again see the max, min and mean number of missing values per column<a class="anchor-link" href="#Again-see-the-max,-min-and-mean-number-of-missing-values-per-column">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[6]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">min_missing</span><span class="p">,</span> <span class="n">max_missing</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">df_inicator_values</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Max, min and mean number of missing values for the columns
+Max: 49.743589743589745 %
+Min: 0.0 %
+Mean: 10.616150019135096 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[7]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df_inicator_values</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[7]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Mean years of schooling, female (years)</th>
+      <th>Mean years of schooling, male (years)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Total population (millions)</th>
+      <th>Urban population (%)</th>
+      <th>...</th>
+      <th>Gender Development Index (GDI)</th>
+      <th>Estimated gross national income per capita, female (2017 PPP $)</th>
+      <th>Estimated gross national income per capita, male (2017 PPP $)</th>
+      <th>Human Development Index (HDI), female</th>
+      <th>Human Development Index (HDI), male</th>
+      <th>Inequality-adjusted income index</th>
+      <th>Overall loss in HDI due to inequality (%)</th>
+      <th>Inequality in income (%)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>count</td>
+      <td>175.000000</td>
+      <td>167.000000</td>
+      <td>167.000000</td>
+      <td>174.000000</td>
+      <td>174.000000</td>
+      <td>193.000000</td>
+      <td>185.000000</td>
+      <td>180.000000</td>
+      <td>195.000000</td>
+      <td>195.000000</td>
+      <td>...</td>
+      <td>167.000000</td>
+      <td>178.000000</td>
+      <td>178.000000</td>
+      <td>167.000000</td>
+      <td>167.000000</td>
+      <td>156.000000</td>
+      <td>152.000000</td>
+      <td>156.000000</td>
+      <td>152.000000</td>
+      <td>152.000000</td>
+    </tr>
+    <tr>
+      <td>mean</td>
+      <td>61.068074</td>
+      <td>61.736012</td>
+      <td>65.823587</td>
+      <td>8.480017</td>
+      <td>9.133402</td>
+      <td>22.981295</td>
+      <td>48.309346</td>
+      <td>38.258011</td>
+      <td>39.391426</td>
+      <td>59.257436</td>
+      <td>...</td>
+      <td>0.938994</td>
+      <td>14440.998511</td>
+      <td>24458.331354</td>
+      <td>0.702683</td>
+      <td>0.742186</td>
+      <td>0.545064</td>
+      <td>19.389145</td>
+      <td>23.401385</td>
+      <td>19.002599</td>
+      <td>0.595250</td>
+    </tr>
+    <tr>
+      <td>std</td>
+      <td>29.610798</td>
+      <td>29.284050</td>
+      <td>26.395358</td>
+      <td>3.421332</td>
+      <td>2.802984</td>
+      <td>11.828784</td>
+      <td>40.528834</td>
+      <td>27.774415</td>
+      <td>146.485855</td>
+      <td>23.231038</td>
+      <td>...</td>
+      <td>0.074559</td>
+      <td>15359.935986</td>
+      <td>23943.482628</td>
+      <td>0.165867</td>
+      <td>0.143194</td>
+      <td>0.172789</td>
+      <td>9.948718</td>
+      <td>9.744004</td>
+      <td>9.777324</td>
+      <td>0.190002</td>
+    </tr>
+    <tr>
+      <td>min</td>
+      <td>0.000000</td>
+      <td>1.738000</td>
+      <td>9.000000</td>
+      <td>1.070000</td>
+      <td>2.256000</td>
+      <td>0.100000</td>
+      <td>0.283000</td>
+      <td>0.144000</td>
+      <td>0.011000</td>
+      <td>13.200000</td>
+      <td>...</td>
+      <td>0.488000</td>
+      <td>186.041000</td>
+      <td>640.105000</td>
+      <td>0.270000</td>
+      <td>0.432000</td>
+      <td>0.176000</td>
+      <td>4.444000</td>
+      <td>8.500000</td>
+      <td>4.424000</td>
+      <td>0.232000</td>
+    </tr>
+    <tr>
+      <td>25%</td>
+      <td>37.296500</td>
+      <td>36.925000</td>
+      <td>45.356500</td>
+      <td>5.850000</td>
+      <td>6.733750</td>
+      <td>14.765000</td>
+      <td>13.177000</td>
+      <td>12.538250</td>
+      <td>2.081000</td>
+      <td>41.200000</td>
+      <td>...</td>
+      <td>0.908500</td>
+      <td>2925.614250</td>
+      <td>6275.933750</td>
+      <td>0.577000</td>
+      <td>0.621500</td>
+      <td>0.404750</td>
+      <td>10.792250</td>
+      <td>16.603000</td>
+      <td>10.594000</td>
+      <td>0.431500</td>
+    </tr>
+    <tr>
+      <td>50%</td>
+      <td>64.828000</td>
+      <td>68.067000</td>
+      <td>70.682000</td>
+      <td>9.111000</td>
+      <td>9.252500</td>
+      <td>21.094000</td>
+      <td>40.536000</td>
+      <td>32.533500</td>
+      <td>8.772000</td>
+      <td>60.000000</td>
+      <td>...</td>
+      <td>0.965000</td>
+      <td>8399.442500</td>
+      <td>16951.357000</td>
+      <td>0.730000</td>
+      <td>0.760000</td>
+      <td>0.527500</td>
+      <td>17.934500</td>
+      <td>21.779500</td>
+      <td>17.526000</td>
+      <td>0.604000</td>
+    </tr>
+    <tr>
+      <td>75%</td>
+      <td>89.145000</td>
+      <td>87.990500</td>
+      <td>90.916500</td>
+      <td>11.230500</td>
+      <td>11.551000</td>
+      <td>30.000000</td>
+      <td>70.504000</td>
+      <td>63.345500</td>
+      <td>28.562500</td>
+      <td>78.000000</td>
+      <td>...</td>
+      <td>0.986000</td>
+      <td>22583.779500</td>
+      <td>35488.476000</td>
+      <td>0.831500</td>
+      <td>0.848500</td>
+      <td>0.691750</td>
+      <td>27.615250</td>
+      <td>28.625000</td>
+      <td>27.012500</td>
+      <td>0.767250</td>
+    </tr>
+    <tr>
+      <td>max</td>
+      <td>100.000000</td>
+      <td>100.000000</td>
+      <td>100.000000</td>
+      <td>13.882000</td>
+      <td>14.431000</td>
+      <td>55.660000</td>
+      <td>186.538000</td>
+      <td>94.581000</td>
+      <td>1433.784000</td>
+      <td>100.000000</td>
+      <td>...</td>
+      <td>1.036000</td>
+      <td>71387.276000</td>
+      <td>107833.029000</td>
+      <td>0.949000</td>
+      <td>0.965000</td>
+      <td>0.858000</td>
+      <td>45.307000</td>
+      <td>56.996000</td>
+      <td>44.167000</td>
+      <td>0.899000</td>
+    </tr>
+  </tbody>
+</table>
+<p>8 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Find columns that only contain integers or null values</span>
+<span class="c1">#find_all_integer_columns(df_inicator_values)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[8]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Column values are shown</span>
+
+<span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[8]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>array([&#39;Population with at least some secondary education (% ages 25 and older)&#39;,
+       &#39;Population with at least some secondary education, female (% ages 25 and older)&#39;,
+       &#39;Population with at least some secondary education, male (% ages 25 and older)&#39;,
+       &#39;Mean years of schooling, female (years)&#39;,
+       &#39;Mean years of schooling, male (years)&#39;,
+       &#39;Share of seats in parliament (% held by women)&#39;,
+       &#39;Adolescent birth rate (births per 1,000 women ages 15-19)&#39;,
+       &#39;Vulnerable employment (% of total employment)&#39;,
+       &#39;Total population (millions)&#39;, &#39;Urban population (%)&#39;,
+       &#39;Labour force participation rate (% ages 15 and older), female&#39;,
+       &#39;Labour force participation rate (% ages 15 and older), male&#39;,
+       &#39;Sex ratio at birth (male to female births)&#39;,
+       &#39;Remittances, inflows (% of GDP)&#39;,
+       &#39;Foreign direct investment, net inflows (% of GDP)&#39;,
+       &#39;Population ages 15?64 (millions)&#39;,
+       &#39;Infants lacking immunization, measles (% of one-year-olds)&#39;,
+       &#39;Infants lacking immunization, DTP (% of one-year-olds)&#39;,
+       &#39;Gross fixed capital formation (% of GDP)&#39;,
+       &#39;Gender Inequality Index (GII)&#39;,
+       &#39;Life expectancy at birth (years)&#39;,
+       &#39;Expected years of schooling (years)&#39;,
+       &#39;Inequality-adjusted education index&#39;,
+       &#39;Inequality-adjusted life expectancy index&#39;,
+       &#39;Inequality in education (%)&#39;, &#39;Inequality in life expectancy (%)&#39;,
+       &#39;Mean years of schooling (years)&#39;, &#39;Life expectancy index&#39;,
+       &#39;Income index&#39;, &#39;Education index&#39;,
+       &#39;Unemployment, youth (% ages 15?24)&#39;,
+       &#39;Private capital flows (% of GDP)&#39;,
+       &#39;Life expectancy at birth, female (years)&#39;,
+       &#39;Life expectancy at birth, male (years)&#39;,
+       &#39;Young age (0-14) dependency ratio (per 100 people ages 15-64)&#39;,
+       &#39;Old-age (65 and older) dependency ratio (per 100 people ages 15-64)&#39;,
+       &#39;Expected years of schooling, female (years)&#39;,
+       &#39;Expected years of schooling, male (years)&#39;,
+       &#39;Population ages 65 and older (millions)&#39;,
+       &#39;Population under age 5 (millions)&#39;,
+       &#39;Exports and imports (% of GDP)&#39;, &#39;Human Development Index (HDI)&#39;,
+       &#39;Unemployment, total (% of labour force)&#39;, &#39;HDI rank&#39;,
+       &#39;Youth not in school or employment (% ages 15-24)&#39;,
+       &#39;Labour force participation rate (% ages 15 and older)&#39;,
+       &#39;Employment to population ratio (% ages 15 and older)&#39;,
+       &#39;Employment in agriculture (% of total employment)&#39;,
+       &#39;Employment in services (% of total employment)&#39;,
+       &#39;Working poor at PPP$3.20 a day (% of total employment)&#39;,
+       &#39;Total unemployment rate (female to male ratio)&#39;,
+       &#39;Youth unemployment rate (female to male ratio)&#39;,
+       &#39;Share of employment in nonagriculture, female (% of total employment in nonagriculture)&#39;,
+       &#39;Gross capital formation (% of GDP)&#39;,
+       &#39;Gross domestic product (GDP), total (2017 PPP $ billions)&#39;,
+       &#39;GDP per capita (2017 PPP $)&#39;,
+       &#39;Gross national income (GNI) per capita (constant 2017 PPP$)&#39;,
+       &#39;Gender Development Index (GDI)&#39;,
+       &#39;Estimated gross national income per capita, female (2017 PPP $)&#39;,
+       &#39;Estimated gross national income per capita, male (2017 PPP $)&#39;,
+       &#39;Human Development Index (HDI), female&#39;,
+       &#39;Human Development Index (HDI), male&#39;,
+       &#39;Inequality-adjusted income index&#39;,
+       &#39;Overall loss in HDI due to inequality (%)&#39;,
+       &#39;Inequality in income (%)&#39;, &#39;Coefficient of human inequality&#39;,
+       &#39;Inequality-adjusted HDI (IHDI)&#39;], dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Initial-Correlation-Matrix">Initial Correlation Matrix<a class="anchor-link" href="#Initial-Correlation-Matrix">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">size</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span><span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;mako&#39;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;AxesSubplot:&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
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+
+
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+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
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+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Division-of-the-columns">Division of the columns<a class="anchor-link" href="#Division-of-the-columns">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[9]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">percentage_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">money_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">index_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">year_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">millions_columns</span> <span class="o">=</span> <span class="p">[]</span>
+<span class="n">rest</span> <span class="o">=</span> <span class="p">[]</span>
+
+<span class="k">for</span> <span class="n">column</span> <span class="ow">in</span> <span class="n">df_inicator_values</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="p">:</span>
+    <span class="k">if</span> <span class="s1">&#39;%&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">percentage_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;$&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">money_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;years&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="p">:</span>
+        <span class="n">year_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;index&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
+        <span class="n">index_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">elif</span> <span class="s1">&#39;millions&#39;</span> <span class="ow">in</span> <span class="n">column</span><span class="o">.</span><span class="n">lower</span><span class="p">():</span>
+        <span class="n">millions_columns</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+    <span class="k">else</span><span class="p">:</span>
+        <span class="n">rest</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">column</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">percentage_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">percentage_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">money_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">money_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">index_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">index_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">year_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">year_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">millions_columns</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">millions_columns</span><span class="p">))</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">rest</span><span class="p">,</span><span class="s1">&#39;</span><span class="se">\n</span><span class="s1">&#39;</span><span class="p">,</span><span class="nb">len</span><span class="p">(</span><span class="n">rest</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;Population with at least some secondary education (% ages 25 and older)&#39;, &#39;Population with at least some secondary education, female (% ages 25 and older)&#39;, &#39;Population with at least some secondary education, male (% ages 25 and older)&#39;, &#39;Share of seats in parliament (% held by women)&#39;, &#39;Vulnerable employment (% of total employment)&#39;, &#39;Urban population (%)&#39;, &#39;Labour force participation rate (% ages 15 and older), female&#39;, &#39;Labour force participation rate (% ages 15 and older), male&#39;, &#39;Remittances, inflows (% of GDP)&#39;, &#39;Foreign direct investment, net inflows (% of GDP)&#39;, &#39;Infants lacking immunization, measles (% of one-year-olds)&#39;, &#39;Infants lacking immunization, DTP (% of one-year-olds)&#39;, &#39;Gross fixed capital formation (% of GDP)&#39;, &#39;Inequality in education (%)&#39;, &#39;Inequality in life expectancy (%)&#39;, &#39;Unemployment, youth (% ages 15?24)&#39;, &#39;Private capital flows (% of GDP)&#39;, &#39;Exports and imports (% of GDP)&#39;, &#39;Unemployment, total (% of labour force)&#39;, &#39;Youth not in school or employment (% ages 15-24)&#39;, &#39;Labour force participation rate (% ages 15 and older)&#39;, &#39;Employment to population ratio (% ages 15 and older)&#39;, &#39;Employment in agriculture (% of total employment)&#39;, &#39;Employment in services (% of total employment)&#39;, &#39;Working poor at PPP$3.20 a day (% of total employment)&#39;, &#39;Share of employment in nonagriculture, female (% of total employment in nonagriculture)&#39;, &#39;Gross capital formation (% of GDP)&#39;, &#39;Overall loss in HDI due to inequality (%)&#39;, &#39;Inequality in income (%)&#39;] 
+ 29
+[&#39;Gross domestic product (GDP), total (2017 PPP $ billions)&#39;, &#39;GDP per capita (2017 PPP $)&#39;, &#39;Gross national income (GNI) per capita (constant 2017 PPP$)&#39;, &#39;Estimated gross national income per capita, female (2017 PPP $)&#39;, &#39;Estimated gross national income per capita, male (2017 PPP $)&#39;] 
+ 5
+[&#39;Gender Inequality Index (GII)&#39;, &#39;Inequality-adjusted education index&#39;, &#39;Inequality-adjusted life expectancy index&#39;, &#39;Life expectancy index&#39;, &#39;Income index&#39;, &#39;Education index&#39;, &#39;Human Development Index (HDI)&#39;, &#39;Gender Development Index (GDI)&#39;, &#39;Human Development Index (HDI), female&#39;, &#39;Human Development Index (HDI), male&#39;, &#39;Inequality-adjusted income index&#39;] 
+ 11
+[&#39;Mean years of schooling, female (years)&#39;, &#39;Mean years of schooling, male (years)&#39;, &#39;Life expectancy at birth (years)&#39;, &#39;Expected years of schooling (years)&#39;, &#39;Mean years of schooling (years)&#39;, &#39;Life expectancy at birth, female (years)&#39;, &#39;Life expectancy at birth, male (years)&#39;, &#39;Expected years of schooling, female (years)&#39;, &#39;Expected years of schooling, male (years)&#39;] 
+ 9
+[&#39;Total population (millions)&#39;, &#39;Population ages 15?64 (millions)&#39;, &#39;Population ages 65 and older (millions)&#39;, &#39;Population under age 5 (millions)&#39;] 
+ 4
+[&#39;Adolescent birth rate (births per 1,000 women ages 15-19)&#39;, &#39;Sex ratio at birth (male to female births)&#39;, &#39;Young age (0-14) dependency ratio (per 100 people ages 15-64)&#39;, &#39;Old-age (65 and older) dependency ratio (per 100 people ages 15-64)&#39;, &#39;HDI rank&#39;, &#39;Total unemployment rate (female to male ratio)&#39;, &#39;Youth unemployment rate (female to male ratio)&#39;, &#39;Coefficient of human inequality&#39;, &#39;Inequality-adjusted HDI (IHDI)&#39;] 
+ 9
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h3 id="Dataframe-is-splitted">Dataframe is splitted<a class="anchor-link" href="#Dataframe-is-splitted">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[10]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">split_df1</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">percentage_columns</span><span class="p">]</span>
+<span class="n">split_df2</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">money_columns</span><span class="p">]</span>
+<span class="n">split_df3</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">index_columns</span><span class="p">]</span>
+<span class="n">split_df4</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">year_columns</span><span class="p">]</span>
+<span class="n">split_df5</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">millions_columns</span><span class="p">]</span>
+<span class="n">split_df6</span> <span class="o">=</span> <span class="n">df_inicator_values</span><span class="p">[</span><span class="n">rest</span><span class="p">]</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[11]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 1 -&#39;</span><span class="p">)</span>
+<span class="n">min1</span><span class="p">,</span> <span class="n">max1</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df1</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 2 -&#39;</span><span class="p">)</span>
+<span class="n">min2</span><span class="p">,</span> <span class="n">max2</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df2</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 3 -&#39;</span><span class="p">)</span>
+<span class="n">min3</span><span class="p">,</span> <span class="n">max3</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df3</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 4 -&#39;</span><span class="p">)</span>
+<span class="n">min4</span><span class="p">,</span> <span class="n">max4</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df4</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 5 -&#39;</span><span class="p">)</span>
+<span class="n">min5</span><span class="p">,</span> <span class="n">max5</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df5</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;- Dataframe 6 -&#39;</span><span class="p">)</span>
+<span class="n">min6</span><span class="p">,</span> <span class="n">max6</span> <span class="o">=</span> <span class="n">print_missing_percentages</span><span class="p">(</span><span class="n">split_df6</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>- Dataframe 1 -
+Max, min and mean number of missing values for the columns
+Max: 49.743589743589745 %
+Min: 0.0 %
+Mean: 14.624226348364274 %
+- Dataframe 2 -
+Max, min and mean number of missing values for the columns
+Max: 8.717948717948717 %
+Min: 2.051282051282051 %
+Mean: 6.153846153846153 %
+- Dataframe 3 -
+Max, min and mean number of missing values for the columns
+Max: 20.0 %
+Min: 2.051282051282051 %
+Mean: 9.790209790209792 %
+- Dataframe 4 -
+Max, min and mean number of missing values for the columns
+Max: 10.76923076923077 %
+Min: 1.0256410256410255 %
+Mean: 5.584045584045585 %
+- Dataframe 5 -
+Max, min and mean number of missing values for the columns
+Max: 5.128205128205129 %
+Min: 0.0 %
+Mean: 3.8461538461538467 %
+- Dataframe 6 -
+Max, min and mean number of missing values for the columns
+Max: 22.05128205128205 %
+Min: 3.076923076923077 %
+Mean: 9.230769230769232 %
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Imputation-of-the-individual-datasets">Imputation of the individual datasets<a class="anchor-link" href="#Imputation-of-the-individual-datasets">&#182;</a></h2><h3 id="idf---&gt;-stands-for-imputed-dataframe">idf --&gt; stands for imputed dataframe<a class="anchor-link" href="#idf---&gt;-stands-for-imputed-dataframe">&#182;</a></h3>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[12]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max1</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max1</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf1</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df1</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max1</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf1</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf1</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 29)
+[IterativeImputer] Ending imputation round 1/49, elapsed time 0.22
+[IterativeImputer] Ending imputation round 2/49, elapsed time 0.30
+[IterativeImputer] Ending imputation round 3/49, elapsed time 0.42
+[IterativeImputer] Ending imputation round 4/49, elapsed time 0.49
+[IterativeImputer] Ending imputation round 5/49, elapsed time 0.56
+[IterativeImputer] Ending imputation round 6/49, elapsed time 0.63
+[IterativeImputer] Ending imputation round 7/49, elapsed time 0.73
+[IterativeImputer] Ending imputation round 8/49, elapsed time 0.81
+[IterativeImputer] Ending imputation round 9/49, elapsed time 0.92
+[IterativeImputer] Ending imputation round 10/49, elapsed time 0.97
+[IterativeImputer] Ending imputation round 11/49, elapsed time 1.03
+[IterativeImputer] Ending imputation round 12/49, elapsed time 1.08
+[IterativeImputer] Ending imputation round 13/49, elapsed time 1.13
+[IterativeImputer] Ending imputation round 14/49, elapsed time 1.21
+[IterativeImputer] Ending imputation round 15/49, elapsed time 1.30
+[IterativeImputer] Ending imputation round 16/49, elapsed time 1.41
+[IterativeImputer] Ending imputation round 17/49, elapsed time 1.50
+[IterativeImputer] Ending imputation round 18/49, elapsed time 1.60
+[IterativeImputer] Ending imputation round 19/49, elapsed time 1.69
+[IterativeImputer] Ending imputation round 20/49, elapsed time 1.75
+[IterativeImputer] Ending imputation round 21/49, elapsed time 1.81
+[IterativeImputer] Ending imputation round 22/49, elapsed time 1.86
+[IterativeImputer] Ending imputation round 23/49, elapsed time 1.92
+[IterativeImputer] Ending imputation round 24/49, elapsed time 1.98
+[IterativeImputer] Ending imputation round 25/49, elapsed time 2.06
+[IterativeImputer] Ending imputation round 26/49, elapsed time 2.18
+[IterativeImputer] Ending imputation round 27/49, elapsed time 2.26
+[IterativeImputer] Ending imputation round 28/49, elapsed time 2.35
+[IterativeImputer] Ending imputation round 29/49, elapsed time 2.43
+[IterativeImputer] Ending imputation round 30/49, elapsed time 2.50
+[IterativeImputer] Ending imputation round 31/49, elapsed time 2.57
+[IterativeImputer] Ending imputation round 32/49, elapsed time 2.63
+[IterativeImputer] Ending imputation round 33/49, elapsed time 2.71
+[IterativeImputer] Ending imputation round 34/49, elapsed time 2.77
+[IterativeImputer] Ending imputation round 35/49, elapsed time 2.90
+[IterativeImputer] Ending imputation round 36/49, elapsed time 2.97
+[IterativeImputer] Ending imputation round 37/49, elapsed time 3.09
+[IterativeImputer] Ending imputation round 38/49, elapsed time 3.16
+[IterativeImputer] Ending imputation round 39/49, elapsed time 3.22
+[IterativeImputer] Ending imputation round 40/49, elapsed time 3.27
+[IterativeImputer] Ending imputation round 41/49, elapsed time 3.32
+[IterativeImputer] Ending imputation round 42/49, elapsed time 3.37
+[IterativeImputer] Ending imputation round 43/49, elapsed time 3.44
+[IterativeImputer] Ending imputation round 44/49, elapsed time 3.51
+[IterativeImputer] Ending imputation round 45/49, elapsed time 3.61
+[IterativeImputer] Ending imputation round 46/49, elapsed time 3.68
+[IterativeImputer] Ending imputation round 47/49, elapsed time 3.75
+[IterativeImputer] Ending imputation round 48/49, elapsed time 3.80
+[IterativeImputer] Ending imputation round 49/49, elapsed time 3.86
+[IterativeImputer] Completing matrix with shape (195, 29)
+[IterativeImputer] Ending imputation round 1/49, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/49, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/49, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/49, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 6/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 7/49, elapsed time 0.02
+[IterativeImputer] Ending imputation round 8/49, elapsed time 0.03
+[IterativeImputer] Ending imputation round 9/49, elapsed time 0.03
+[IterativeImputer] Ending imputation round 10/49, elapsed time 0.03
+[IterativeImputer] Ending imputation round 11/49, elapsed time 0.04
+[IterativeImputer] Ending imputation round 12/49, elapsed time 0.04
+[IterativeImputer] Ending imputation round 13/49, elapsed time 0.04
+[IterativeImputer] Ending imputation round 14/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 15/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 16/49, elapsed time 0.05
+[IterativeImputer] Ending imputation round 17/49, elapsed time 0.06
+[IterativeImputer] Ending imputation round 18/49, elapsed time 0.06
+[IterativeImputer] Ending imputation round 19/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 20/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 21/49, elapsed time 0.07
+[IterativeImputer] Ending imputation round 22/49, elapsed time 0.08
+[IterativeImputer] Ending imputation round 23/49, elapsed time 0.08
+[IterativeImputer] Ending imputation round 24/49, elapsed time 0.08
+[IterativeImputer] Ending imputation round 25/49, elapsed time 0.09
+[IterativeImputer] Ending imputation round 26/49, elapsed time 0.09
+[IterativeImputer] Ending imputation round 27/49, elapsed time 0.09
+[IterativeImputer] Ending imputation round 28/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 29/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 30/49, elapsed time 0.10
+[IterativeImputer] Ending imputation round 31/49, elapsed time 0.11
+[IterativeImputer] Ending imputation round 32/49, elapsed time 0.11
+[IterativeImputer] Ending imputation round 33/49, elapsed time 0.11
+[IterativeImputer] Ending imputation round 34/49, elapsed time 0.11
+[IterativeImputer] Ending imputation round 35/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 36/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 37/49, elapsed time 0.12
+[IterativeImputer] Ending imputation round 38/49, elapsed time 0.13
+[IterativeImputer] Ending imputation round 39/49, elapsed time 0.13
+[IterativeImputer] Ending imputation round 40/49, elapsed time 0.13
+[IterativeImputer] Ending imputation round 41/49, elapsed time 0.14
+[IterativeImputer] Ending imputation round 42/49, elapsed time 0.14
+[IterativeImputer] Ending imputation round 43/49, elapsed time 0.14
+[IterativeImputer] Ending imputation round 44/49, elapsed time 0.15
+[IterativeImputer] Ending imputation round 45/49, elapsed time 0.15
+[IterativeImputer] Ending imputation round 46/49, elapsed time 0.15
+[IterativeImputer] Ending imputation round 47/49, elapsed time 0.16
+[IterativeImputer] Ending imputation round 48/49, elapsed time 0.16
+[IterativeImputer] Ending imputation round 49/49, elapsed time 0.16
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  &#34; reached.&#34;, ConvergenceWarning)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[12]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dc9daa10&gt;</pre>
+</div>
+
+</div>
+
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+
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+<div class="prompt input_prompt">In&nbsp;[13]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max2</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max2</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf2</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df2</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max2</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf2</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf2</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 5)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.08
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.10
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.11
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.14
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.15
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.16
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.17
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.18
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.21
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.22
+[IterativeImputer] Completing matrix with shape (195, 5)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.02
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.02
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.02
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  &#34; reached.&#34;, ConvergenceWarning)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[13]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dca54bd0&gt;</pre>
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+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[14]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max3</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max3</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf3</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df3</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max3</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf3</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf3</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
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+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
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+<pre>[IterativeImputer] Completing matrix with shape (195, 11)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.09
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.18
+[IterativeImputer] Ending imputation round 3/20, elapsed time 0.20
+[IterativeImputer] Ending imputation round 4/20, elapsed time 0.22
+[IterativeImputer] Ending imputation round 5/20, elapsed time 0.24
+[IterativeImputer] Ending imputation round 6/20, elapsed time 0.26
+[IterativeImputer] Ending imputation round 7/20, elapsed time 0.29
+[IterativeImputer] Ending imputation round 8/20, elapsed time 0.37
+[IterativeImputer] Ending imputation round 9/20, elapsed time 0.39
+[IterativeImputer] Ending imputation round 10/20, elapsed time 0.41
+[IterativeImputer] Ending imputation round 11/20, elapsed time 0.43
+[IterativeImputer] Ending imputation round 12/20, elapsed time 0.45
+[IterativeImputer] Ending imputation round 13/20, elapsed time 0.47
+[IterativeImputer] Ending imputation round 14/20, elapsed time 0.49
+[IterativeImputer] Ending imputation round 15/20, elapsed time 0.54
+[IterativeImputer] Ending imputation round 16/20, elapsed time 0.59
+[IterativeImputer] Ending imputation round 17/20, elapsed time 0.62
+[IterativeImputer] Ending imputation round 18/20, elapsed time 0.64
+[IterativeImputer] Ending imputation round 19/20, elapsed time 0.66
+[IterativeImputer] Ending imputation round 20/20, elapsed time 0.68
+[IterativeImputer] Completing matrix with shape (195, 11)
+[IterativeImputer] Ending imputation round 1/20, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 6/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 7/20, elapsed time 0.01
+[IterativeImputer] Ending imputation round 8/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 9/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 10/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 11/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 12/20, elapsed time 0.02
+[IterativeImputer] Ending imputation round 13/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 14/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 15/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 16/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 17/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 18/20, elapsed time 0.03
+[IterativeImputer] Ending imputation round 19/20, elapsed time 0.04
+[IterativeImputer] Ending imputation round 20/20, elapsed time 0.04
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  &#34; reached.&#34;, ConvergenceWarning)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[14]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dca79190&gt;</pre>
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+<div class="cell border-box-sizing code_cell rendered">
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+<div class="prompt input_prompt">In&nbsp;[15]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max4</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max4</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf4</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df4</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max4</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf4</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf4</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.06
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.08
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.09
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.11
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.12
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.13
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.14
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.15
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.16
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.18
+[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.00
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 9/10, elapsed time 0.01
+[IterativeImputer] Ending imputation round 10/10, elapsed time 0.01
+/opt/anaconda3/lib/python3.7/site-packages/sklearn/impute/_iterative.py:603: ConvergenceWarning: [IterativeImputer] Early stopping criterion not reached.
+  &#34; reached.&#34;, ConvergenceWarning)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[15]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaca90&gt;</pre>
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+
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+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[16]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max5</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max5</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf5</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df5</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max5</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf5</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf5</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">15</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
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+
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+
+
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+    <div class="prompt"></div>
+
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+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 4)
+[IterativeImputer] Ending imputation round 1/10, elapsed time 0.03
+[IterativeImputer] Ending imputation round 2/10, elapsed time 0.04
+[IterativeImputer] Ending imputation round 3/10, elapsed time 0.04
+[IterativeImputer] Ending imputation round 4/10, elapsed time 0.04
+[IterativeImputer] Ending imputation round 5/10, elapsed time 0.05
+[IterativeImputer] Ending imputation round 6/10, elapsed time 0.05
+[IterativeImputer] Ending imputation round 7/10, elapsed time 0.06
+[IterativeImputer] Ending imputation round 8/10, elapsed time 0.08
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (195, 4)
+[IterativeImputer] Ending imputation round 1/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 3/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 4/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 5/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 6/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 7/8, elapsed time 0.00
+[IterativeImputer] Ending imputation round 8/8, elapsed time 0.00
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[16]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dcaaa210&gt;</pre>
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+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[17]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="k">if</span> <span class="n">max6</span> <span class="o">&lt;</span> <span class="mi">10</span><span class="p">:</span>
+    <span class="n">max6</span> <span class="o">=</span> <span class="mi">10</span>
+
+<span class="n">idf6</span> <span class="o">=</span> <span class="n">impute_df</span><span class="p">(</span><span class="n">split_df6</span><span class="p">,</span> <span class="n">max_iter</span><span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="n">max6</span><span class="p">),</span> <span class="n">verbose</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
+<span class="n">size</span> <span class="o">=</span> <span class="n">idf6</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">idf6</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/22, elapsed time 0.12
+[IterativeImputer] Ending imputation round 2/22, elapsed time 0.14
+[IterativeImputer] Ending imputation round 3/22, elapsed time 0.15
+[IterativeImputer] Ending imputation round 4/22, elapsed time 0.16
+[IterativeImputer] Ending imputation round 5/22, elapsed time 0.17
+[IterativeImputer] Ending imputation round 6/22, elapsed time 0.18
+[IterativeImputer] Ending imputation round 7/22, elapsed time 0.20
+[IterativeImputer] Early stopping criterion reached.
+[IterativeImputer] Completing matrix with shape (195, 9)
+[IterativeImputer] Ending imputation round 1/7, elapsed time 0.00
+[IterativeImputer] Ending imputation round 2/7, elapsed time 0.01
+[IterativeImputer] Ending imputation round 3/7, elapsed time 0.01
+[IterativeImputer] Ending imputation round 4/7, elapsed time 0.01
+[IterativeImputer] Ending imputation round 5/7, elapsed time 0.01
+[IterativeImputer] Ending imputation round 6/7, elapsed time 0.01
+[IterativeImputer] Ending imputation round 7/7, elapsed time 0.02
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[17]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dcad8550&gt;</pre>
+</div>
+
+</div>
+
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+
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+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Dataframe-is-merged-and-displayed-below">Dataframe is merged and displayed below<a class="anchor-link" href="#Dataframe-is-merged-and-displayed-below">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[18]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># 29 - 5 - 11 - 9 - 4 - 9</span>
+<span class="n">final_df</span> <span class="o">=</span> <span class="n">idf1</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">idf2</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">final_df</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">idf3</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">final_df</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">idf4</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">final_df</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">idf5</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">final_df</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">idf6</span><span class="p">,</span> <span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+
+<span class="n">display</span><span class="p">(</span><span class="n">final_df</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(195, 34)
+(195, 45)
+(195, 54)
+(195, 58)
+(195, 67)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+<div class="output_html rendered_html output_subarea ">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Urban population (%)</th>
+      <th>Labour force participation rate (% ages 15 and older), female</th>
+      <th>Labour force participation rate (% ages 15 and older), male</th>
+      <th>Remittances, inflows (% of GDP)</th>
+      <th>Foreign direct investment, net inflows (% of GDP)</th>
+      <th>...</th>
+      <th>Population under age 5 (millions)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Sex ratio at birth (male to female births)</th>
+      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>
+      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>
+      <th>HDI rank</th>
+      <th>Total unemployment rate (female to male ratio)</th>
+      <th>Youth unemployment rate (female to male ratio)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>AFG</td>
+      <td>26.080</td>
+      <td>13.220</td>
+      <td>36.920</td>
+      <td>27.244</td>
+      <td>79.72600</td>
+      <td>25.8</td>
+      <td>21.595000</td>
+      <td>74.658000</td>
+      <td>4.542000</td>
+      <td>0.123000</td>
+      <td>...</td>
+      <td>5.639000</td>
+      <td>68.957000</td>
+      <td>1.060000</td>
+      <td>77.346000</td>
+      <td>4.764000</td>
+      <td>169.0</td>
+      <td>1.356000</td>
+      <td>1.308000</td>
+      <td>29.772732</td>
+      <td>0.360280</td>
+    </tr>
+    <tr>
+      <td>AGO</td>
+      <td>30.232</td>
+      <td>23.133</td>
+      <td>38.056</td>
+      <td>30.000</td>
+      <td>65.99500</td>
+      <td>66.2</td>
+      <td>76.136000</td>
+      <td>78.913000</td>
+      <td>0.002000</td>
+      <td>-4.331000</td>
+      <td>...</td>
+      <td>5.670000</td>
+      <td>150.526000</td>
+      <td>1.030000</td>
+      <td>91.097000</td>
+      <td>4.297000</td>
+      <td>148.0</td>
+      <td>1.016000</td>
+      <td>0.906000</td>
+      <td>31.733000</td>
+      <td>0.397000</td>
+    </tr>
+    <tr>
+      <td>ALB</td>
+      <td>93.174</td>
+      <td>93.700</td>
+      <td>92.497</td>
+      <td>29.508</td>
+      <td>52.85200</td>
+      <td>61.2</td>
+      <td>46.712000</td>
+      <td>64.568000</td>
+      <td>9.640000</td>
+      <td>7.912000</td>
+      <td>...</td>
+      <td>0.169000</td>
+      <td>19.642000</td>
+      <td>1.090000</td>
+      <td>25.439000</td>
+      <td>20.764000</td>
+      <td>69.0</td>
+      <td>0.903000</td>
+      <td>0.799000</td>
+      <td>10.893000</td>
+      <td>0.708000</td>
+    </tr>
+    <tr>
+      <td>AND</td>
+      <td>72.327</td>
+      <td>71.484</td>
+      <td>73.327</td>
+      <td>46.429</td>
+      <td>15.42884</td>
+      <td>88.0</td>
+      <td>54.351364</td>
+      <td>72.232983</td>
+      <td>1.703573</td>
+      <td>3.286625</td>
+      <td>...</td>
+      <td>-7.122259</td>
+      <td>14.976928</td>
+      <td>1.058547</td>
+      <td>25.017928</td>
+      <td>21.992987</td>
+      <td>36.0</td>
+      <td>1.788414</td>
+      <td>1.412073</td>
+      <td>10.066536</td>
+      <td>0.786988</td>
+    </tr>
+    <tr>
+      <td>ARG</td>
+      <td>57.158</td>
+      <td>59.161</td>
+      <td>54.828</td>
+      <td>39.877</td>
+      <td>21.80500</td>
+      <td>92.0</td>
+      <td>50.721000</td>
+      <td>72.730000</td>
+      <td>0.119000</td>
+      <td>1.389000</td>
+      <td>...</td>
+      <td>3.742000</td>
+      <td>62.782000</td>
+      <td>1.040000</td>
+      <td>38.334000</td>
+      <td>17.523000</td>
+      <td>46.0</td>
+      <td>1.222000</td>
+      <td>1.291000</td>
+      <td>13.238000</td>
+      <td>0.729000</td>
+    </tr>
+    <tr>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+      <td>...</td>
+    </tr>
+    <tr>
+      <td>WSM</td>
+      <td>74.942</td>
+      <td>79.127</td>
+      <td>71.583</td>
+      <td>10.000</td>
+      <td>29.98300</td>
+      <td>18.1</td>
+      <td>31.104000</td>
+      <td>55.456000</td>
+      <td>17.254000</td>
+      <td>3.114609</td>
+      <td>...</td>
+      <td>0.027000</td>
+      <td>23.886000</td>
+      <td>1.080000</td>
+      <td>66.194000</td>
+      <td>8.623000</td>
+      <td>111.0</td>
+      <td>1.297000</td>
+      <td>1.492000</td>
+      <td>21.104700</td>
+      <td>0.551524</td>
+    </tr>
+    <tr>
+      <td>YEM</td>
+      <td>28.020</td>
+      <td>19.920</td>
+      <td>36.918</td>
+      <td>0.971</td>
+      <td>45.62700</td>
+      <td>37.3</td>
+      <td>5.834000</td>
+      <td>70.183000</td>
+      <td>7.999177</td>
+      <td>-4.382862</td>
+      <td>...</td>
+      <td>4.099000</td>
+      <td>60.352000</td>
+      <td>1.050000</td>
+      <td>67.773000</td>
+      <td>5.015000</td>
+      <td>179.0</td>
+      <td>2.088000</td>
+      <td>1.467000</td>
+      <td>30.867000</td>
+      <td>0.321000</td>
+    </tr>
+    <tr>
+      <td>ZAF</td>
+      <td>75.478</td>
+      <td>74.977</td>
+      <td>78.207</td>
+      <td>45.333</td>
+      <td>10.29800</td>
+      <td>66.9</td>
+      <td>49.610000</td>
+      <td>62.749000</td>
+      <td>0.253000</td>
+      <td>1.316000</td>
+      <td>...</td>
+      <td>5.786000</td>
+      <td>67.908000</td>
+      <td>1.030000</td>
+      <td>44.148000</td>
+      <td>8.253000</td>
+      <td>114.0</td>
+      <td>1.149000</td>
+      <td>1.161000</td>
+      <td>31.163000</td>
+      <td>0.468000</td>
+    </tr>
+    <tr>
+      <td>ZMB</td>
+      <td>44.440</td>
+      <td>38.488</td>
+      <td>54.068</td>
+      <td>17.964</td>
+      <td>78.13400</td>
+      <td>44.1</td>
+      <td>70.370000</td>
+      <td>79.076000</td>
+      <td>0.551000</td>
+      <td>2.087000</td>
+      <td>...</td>
+      <td>2.902000</td>
+      <td>120.112000</td>
+      <td>1.030000</td>
+      <td>83.229000</td>
+      <td>3.960000</td>
+      <td>146.0</td>
+      <td>1.147000</td>
+      <td>1.079000</td>
+      <td>30.592000</td>
+      <td>0.401000</td>
+    </tr>
+    <tr>
+      <td>ZWE</td>
+      <td>64.935</td>
+      <td>59.792</td>
+      <td>70.783</td>
+      <td>34.571</td>
+      <td>64.73900</td>
+      <td>32.2</td>
+      <td>78.106000</td>
+      <td>88.993000</td>
+      <td>8.068000</td>
+      <td>4.005312</td>
+      <td>...</td>
+      <td>2.138000</td>
+      <td>86.135000</td>
+      <td>1.020000</td>
+      <td>76.845000</td>
+      <td>5.433000</td>
+      <td>150.0</td>
+      <td>1.231000</td>
+      <td>1.269000</td>
+      <td>22.525000</td>
+      <td>0.441000</td>
+    </tr>
+  </tbody>
+</table>
+<p>195 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[19]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">size</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">[</span><span class="mi">1</span><span class="p">]</span>
+<span class="n">corr</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">corr</span><span class="p">()</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">20</span><span class="p">,</span><span class="mi">20</span><span class="p">))</span>
+<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span> <span class="n">vmin</span><span class="o">=-</span><span class="mi">1</span><span class="p">,</span> <span class="n">vmax</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">center</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">xticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">),</span> <span class="n">yticklabels</span><span class="o">=</span><span class="nb">range</span><span class="p">(</span><span class="n">size</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[19]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>&lt;matplotlib.axes._subplots.AxesSubplot at 0x7f96dd44db50&gt;</pre>
+</div>
+
+</div>
+
+<div class="output_area">
+
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+
+
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+
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+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="PCA-of-the-Final-Dataset">PCA of the Final Dataset<a class="anchor-link" href="#PCA-of-the-Final-Dataset">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[20]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">x</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span> <span class="n">final_df</span><span class="o">.</span><span class="n">columns</span><span class="p">]</span><span class="o">.</span><span class="n">values</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">x</span> <span class="o">=</span> <span class="n">StandardScaler</span><span class="p">()</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">x</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[[26.08       13.22       36.92       ...  1.308      29.77273216
+   0.36028022]
+ [30.232      23.133      38.056      ...  0.906      31.733
+   0.397     ]
+ [93.174      93.7        92.497      ...  0.799      10.893
+   0.708     ]
+ ...
+ [75.478      74.977      78.207      ...  1.161      31.163
+   0.468     ]
+ [44.44       38.488      54.068      ...  1.079      30.592
+   0.401     ]
+ [64.935      59.792      70.783      ...  1.269      22.525
+   0.441     ]]
+(195, 67)
+(195, 67)
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[21]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">(</span><span class="n">x</span><span class="p">),</span> <span class="n">np</span><span class="o">.</span><span class="n">std</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[21]:</div>
+
+
+
+
+<div class="output_text output_subarea output_execute_result">
+<pre>(-1.713134035701734e-17, 1.0)</pre>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[22]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">feat_cols</span> <span class="o">=</span> <span class="n">final_df</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">values</span><span class="o">.</span><span class="n">tolist</span><span class="p">()</span>
+<span class="c1">#print(feat_cols)</span>
+<span class="n">normalized_final_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">feat_cols</span><span class="p">)</span>
+<span class="n">normalized_final_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[22]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>Population with at least some secondary education (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, female (% ages 25 and older)</th>
+      <th>Population with at least some secondary education, male (% ages 25 and older)</th>
+      <th>Share of seats in parliament (% held by women)</th>
+      <th>Vulnerable employment (% of total employment)</th>
+      <th>Urban population (%)</th>
+      <th>Labour force participation rate (% ages 15 and older), female</th>
+      <th>Labour force participation rate (% ages 15 and older), male</th>
+      <th>Remittances, inflows (% of GDP)</th>
+      <th>Foreign direct investment, net inflows (% of GDP)</th>
+      <th>...</th>
+      <th>Population under age 5 (millions)</th>
+      <th>Adolescent birth rate (births per 1,000 women ages 15-19)</th>
+      <th>Sex ratio at birth (male to female births)</th>
+      <th>Young age (0-14) dependency ratio (per 100 people ages 15-64)</th>
+      <th>Old-age (65 and older) dependency ratio (per 100 people ages 15-64)</th>
+      <th>HDI rank</th>
+      <th>Total unemployment rate (female to male ratio)</th>
+      <th>Youth unemployment rate (female to male ratio)</th>
+      <th>Coefficient of human inequality</th>
+      <th>Inequality-adjusted HDI (IHDI)</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>-1.242745</td>
+      <td>-1.537407</td>
+      <td>-0.972184</td>
+      <td>0.366696</td>
+      <td>1.554740</td>
+      <td>-1.443911</td>
+      <td>-2.035680</td>
+      <td>0.233312</td>
+      <td>-0.027719</td>
+      <td>-0.441756</td>
+      <td>...</td>
+      <td>0.225085</td>
+      <td>0.534851</td>
+      <td>0.462524</td>
+      <td>1.513894</td>
+      <td>-0.950705</td>
+      <td>1.364735</td>
+      <td>-0.115960</td>
+      <td>-0.049773</td>
+      <td>1.192044</td>
+      <td>-1.315801</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>-1.094493</td>
+      <td>-1.202607</td>
+      <td>-0.930083</td>
+      <td>0.601335</td>
+      <td>1.044887</td>
+      <td>0.299618</td>
+      <td>1.612659</td>
+      <td>0.733974</td>
+      <td>-0.796618</td>
+      <td>-0.915527</td>
+      <td>...</td>
+      <td>0.227833</td>
+      <td>2.593772</td>
+      <td>-1.216161</td>
+      <td>2.161911</td>
+      <td>-0.999777</td>
+      <td>0.976870</td>
+      <td>-0.308338</td>
+      <td>-0.485075</td>
+      <td>1.408239</td>
+      <td>-1.110134</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>1.152920</td>
+      <td>1.180706</td>
+      <td>1.087538</td>
+      <td>0.559447</td>
+      <td>0.556868</td>
+      <td>0.083835</td>
+      <td>-0.355562</td>
+      <td>-0.953924</td>
+      <td>0.835683</td>
+      <td>0.386758</td>
+      <td>...</td>
+      <td>-0.259851</td>
+      <td>-0.709932</td>
+      <td>2.141209</td>
+      <td>-0.932226</td>
+      <td>0.730564</td>
+      <td>-0.482239</td>
+      <td>-0.372276</td>
+      <td>-0.600939</td>
+      <td>-0.890168</td>
+      <td>0.631779</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>0.408555</td>
+      <td>0.430388</td>
+      <td>0.377085</td>
+      <td>2.000054</td>
+      <td>-0.832710</td>
+      <td>1.240433</td>
+      <td>0.155448</td>
+      <td>-0.052027</td>
+      <td>-0.508438</td>
+      <td>-0.105242</td>
+      <td>...</td>
+      <td>-0.906248</td>
+      <td>-0.827685</td>
+      <td>0.381230</td>
+      <td>-0.952069</td>
+      <td>0.859705</td>
+      <td>-1.091741</td>
+      <td>0.128707</td>
+      <td>0.062921</td>
+      <td>-0.981317</td>
+      <td>1.074191</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>-0.133071</td>
+      <td>0.014194</td>
+      <td>-0.308501</td>
+      <td>1.442235</td>
+      <td>-0.595953</td>
+      <td>1.413060</td>
+      <td>-0.087393</td>
+      <td>0.006454</td>
+      <td>-0.776802</td>
+      <td>-0.307092</td>
+      <td>...</td>
+      <td>0.056909</td>
+      <td>0.378985</td>
+      <td>-0.656599</td>
+      <td>-0.324548</td>
+      <td>0.390002</td>
+      <td>-0.907043</td>
+      <td>-0.191780</td>
+      <td>-0.068182</td>
+      <td>-0.631542</td>
+      <td>0.749400</td>
+    </tr>
+  </tbody>
+</table>
+<p>5 rows × 67 columns</p>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[23]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">num_components</span> <span class="o">=</span> <span class="mi">3</span>
+<span class="n">pca_final</span> <span class="o">=</span> <span class="n">PCA</span><span class="p">(</span><span class="n">n_components</span><span class="o">=</span><span class="n">num_components</span><span class="p">)</span>
+<span class="n">pComponents_final</span> <span class="o">=</span> <span class="n">pca_final</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
+<span class="n">component_col</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;PC&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_components</span><span class="p">)]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">component_col</span><span class="p">)</span>
+
+<span class="n">percentage_list</span> <span class="o">=</span> <span class="p">[</span><span class="n">element</span> <span class="o">*</span> <span class="mi">100</span> <span class="k">for</span> <span class="n">element</span> <span class="ow">in</span> <span class="n">pca_final</span><span class="o">.</span><span class="n">explained_variance_ratio_</span><span class="p">]</span>
+<span class="n">percentage_list</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;</span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span> <span class="n">elem</span> <span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">percentage_list</span><span class="p">]</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>[&#39;PC1&#39;, &#39;PC2&#39;, &#39;PC3&#39;]
+[&#39;49.73&#39;, &#39;7.93&#39;, &#39;7.18&#39;]
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[24]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">pc_final_df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span> <span class="o">=</span> <span class="n">pComponents_final</span><span class="p">,</span> <span class="n">columns</span> <span class="o">=</span> <span class="n">component_col</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="n">pc_final_df</span><span class="o">.</span><span class="n">shape</span><span class="p">)</span>
+<span class="n">pc_final_df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>(195, 3)
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt output_prompt">Out[24]:</div>
+
+
+
+<div class="output_html rendered_html output_subarea output_execute_result">
+<div>
+<style scoped>
+    .dataframe tbody tr th:only-of-type {
+        vertical-align: middle;
+    }
+
+    .dataframe tbody tr th {
+        vertical-align: top;
+    }
+
+    .dataframe thead th {
+        text-align: right;
+    }
+</style>
+<table border="1" class="dataframe">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>PC1</th>
+      <th>PC2</th>
+      <th>PC3</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0</td>
+      <td>8.660925</td>
+      <td>3.855080</td>
+      <td>-0.080563</td>
+    </tr>
+    <tr>
+      <td>1</td>
+      <td>7.369314</td>
+      <td>-2.616149</td>
+      <td>0.028787</td>
+    </tr>
+    <tr>
+      <td>2</td>
+      <td>-3.287324</td>
+      <td>2.085875</td>
+      <td>-0.449373</td>
+    </tr>
+    <tr>
+      <td>3</td>
+      <td>-5.811149</td>
+      <td>-0.738707</td>
+      <td>-0.166838</td>
+    </tr>
+    <tr>
+      <td>4</td>
+      <td>-3.917583</td>
+      <td>0.676241</td>
+      <td>-0.271113</td>
+    </tr>
+  </tbody>
+</table>
+</div>
+</div>
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[25]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Explained variation percentage per principal component: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">))</span>
+<span class="n">total_explained_percentage</span> <span class="o">=</span> <span class="p">(</span><span class="nb">sum</span><span class="p">(</span><span class="n">pca_final</span><span class="o">.</span><span class="n">explained_variance_ratio_</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span><span class="p">)</span>
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Total percentage of the explained data by&#39;</span><span class="p">,</span><span class="n">pca_final</span><span class="o">.</span><span class="n">n_components</span><span class="p">,</span><span class="s1">&#39;components is: </span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="k">total_explained_percentage</span>)
+<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Percentage of the information that is lost for using&#39;</span><span class="p">,</span><span class="n">pca_final</span><span class="o">.</span><span class="n">n_components</span><span class="p">,</span><span class="s1">&#39;components is: </span><span class="si">%.2f</span><span class="s1">&#39;</span> <span class="o">%</span><span class="p">(</span><span class="mi">100</span><span class="o">-</span><span class="n">total_explained_percentage</span><span class="p">))</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>Explained variation percentage per principal component: [&#39;49.73&#39;, &#39;7.93&#39;, &#39;7.18&#39;]
+Total percentage of the explained data by 3 components is: 64.84
+Percentage of the information that is lost for using 3 components is: 35.16
+</pre>
+</div>
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="3-Main-Principle-Component-is-presented">3 Main Principle Component is presented<a class="anchor-link" href="#3-Main-Principle-Component-is-presented">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[26]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">l_dict</span> <span class="o">=</span> <span class="p">{}</span>
+<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">)):</span>
+    <span class="n">l_dict</span><span class="p">[</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="p">)]</span> <span class="o">=</span> <span class="s1">&#39;PC&#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">+</span><span class="s1">&#39; &#39;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">percentage_list</span><span class="p">[</span><span class="n">i</span><span class="p">])</span><span class="o">+</span><span class="s1">&#39;%&#39;</span>
+
+<span class="nb">print</span><span class="p">(</span><span class="n">l_dict</span><span class="p">)</span>
+
+<span class="n">fig</span> <span class="o">=</span> <span class="n">px</span><span class="o">.</span><span class="n">scatter_3d</span><span class="p">(</span>
+    <span class="n">pComponents_final</span><span class="p">,</span> <span class="n">x</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span> <span class="n">y</span><span class="o">=</span><span class="mi">1</span><span class="p">,</span> <span class="n">z</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span>
+    <span class="n">title</span><span class="o">=</span><span class="sa">f</span><span class="s1">&#39;Total Explained Variance: </span><span class="si">{</span><span class="n">total_explained_percentage</span><span class="si">:</span><span class="s1">.2f</span><span class="si">}</span><span class="s1">%&#39;</span><span class="p">,</span>
+    <span class="n">labels</span><span class="o">=</span><span class="n">l_dict</span>
+<span class="p">)</span>
+
+<span class="n">fig</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+<div class="output_wrapper">
+<div class="output">
+
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+<div class="output_subarea output_stream output_stdout output_text">
+<pre>{&#39;0&#39;: &#39;PC1 49.73%&#39;, &#39;1&#39;: &#39;PC2 7.93%&#39;, &#39;2&#39;: &#39;PC3 7.18%&#39;}
+</pre>
+</div>
+</div>
+
+<div class="output_area">
+
+    <div class="prompt"></div>
+
+
+
+
+
+</div>
+
+</div>
+</div>
+
+</div>
+<div class="cell border-box-sizing text_cell rendered"><div class="prompt input_prompt">
+</div><div class="inner_cell">
+<div class="text_cell_render border-box-sizing rendered_html">
+<h2 id="Conversion-of-the-Dataset-to-CSV">Conversion of the Dataset to CSV<a class="anchor-link" href="#Conversion-of-the-Dataset-to-CSV">&#182;</a></h2>
+</div>
+</div>
+</div>
+<div class="cell border-box-sizing code_cell rendered">
+<div class="input">
+<div class="prompt input_prompt">In&nbsp;[29]:</div>
+<div class="inner_cell">
+    <div class="input_area">
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">final_df</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="s2">&quot;../data/unlabeled/preprocessed/hdro_preprocessed.csv&quot;</span><span class="p">)</span>
+</pre></div>
+
+    </div>
+</div>
+</div>
+
+</div>
+    </div>
+  </div>
+</body>
+
+ 
+
+
+</html>
diff --git a/documentation/WaterSecurity/unlabeled_preprocessing/index.html b/documentation/WaterSecurity/unlabeled_preprocessing/index.html
index 2e19913..d7cad3b 100644
--- a/documentation/WaterSecurity/unlabeled_preprocessing/index.html
+++ b/documentation/WaterSecurity/unlabeled_preprocessing/index.html
@@ -5,7 +5,10 @@
 <meta name="viewport" content="width=device-width, initial-scale=1, minimum-scale=1" />
 <meta name="generator" content="pdoc 0.9.2" />
 <title>WaterSecurity.unlabeled_preprocessing API documentation</title>
-<meta name="description" content="" />
+<meta name="description" content="Notebooks below
+* [Combining datasets](../notebooks/combine_unlabeled.html)
+* [Econ preprocessing](../notebooks/prep_economic_v2.html)
+* [Education …" />
 <link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/sanitize.min.css" integrity="sha256-PK9q560IAAa6WVRRh76LtCaI8pjTJ2z11v0miyNNjrs=" crossorigin>
 <link rel="preload stylesheet" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/10up-sanitize.css/11.0.1/typography.min.css" integrity="sha256-7l/o7C8jubJiy74VsKTidCy1yBkRtiUGbVkYBylBqUg=" crossorigin>
 <link rel="stylesheet preload" as="style" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/10.1.1/styles/github.min.css" crossorigin>
@@ -22,6 +25,27 @@
 <h1 class="title">Module <code>WaterSecurity.unlabeled_preprocessing</code></h1>
 </header>
 <section id="section-intro">
+<h2 id="notebooks-below">Notebooks below</h2>
+<ul>
+<li><a href="../notebooks/combine_unlabeled.html">Combining datasets</a></li>
+<li><a href="../notebooks/prep_economic_v2.html">Econ preprocessing</a></li>
+<li><a href="../notebooks/prep_edstats.html">Education preprocessing</a></li>
+<li><a href="../notebooks/prep_hdro_v2.html">Human development preprocessing</a></li>
+<li><a href="../notebooks/prep_aquastat.html">Aquastat dataset</a></li>
+</ul>
+<details class="source">
+<summary>
+<span>Expand source code</span>
+</summary>
+<pre><code class="python">&#34;&#34;&#34;
+## Notebooks below
+* [Combining datasets](../notebooks/combine_unlabeled.html)
+* [Econ preprocessing](../notebooks/prep_economic_v2.html)
+* [Education preprocessing](../notebooks/prep_edstats.html)
+* [Human development preprocessing](../notebooks/prep_hdro_v2.html)
+* [Aquastat dataset](../notebooks/prep_aquastat.html)
+&#34;&#34;&#34;</code></pre>
+</details>
 </section>
 <section>
 <h2 class="section-title" id="header-submodules">Sub-modules</h2>
@@ -42,7 +66,9 @@ <h2 class="section-title" id="header-submodules">Sub-modules</h2>
 <nav id="sidebar">
 <h1>Index</h1>
 <div class="toc">
-<ul></ul>
+<ul>
+<li><a href="#notebooks-below">Notebooks below</a></li>
+</ul>
 </div>
 <ul id="index">
 <li><h3>Super-module</h3>
diff --git a/generate_documentation.py b/generate_documentation.py
index b242e07..f9f732a 100644
--- a/generate_documentation.py
+++ b/generate_documentation.py
@@ -1,5 +1,9 @@
+from nbconvert.exporters.exporter_locator import E
 import pdoc
 import os
+from nbconvert import HTMLExporter
+import nbformat
+
 context = pdoc.Context()
 
 with open(".docignore","r") as rf:
@@ -15,6 +19,7 @@ def recursive_htmls(mod):
         yield from recursive_htmls(submod)
 
 for module_name, html, has_subm in recursive_htmls(modules):
+    print(module_name)
     if has_subm:
         fname = f"documentation/{'/'.join(module_name.split('.'))}/index.html"
     else:
@@ -23,3 +28,14 @@ def recursive_htmls(mod):
     with open(fname,"w", encoding="utf-8") as f:
         f.writelines(html)
 
+html_exporter = HTMLExporter()
+html_exporter.template_name = 'classic'
+
+for subdir, dirs, files in os.walk(r'.'):
+    for filename in files:
+        filepath = subdir + os.sep + filename
+        if filepath.endswith(".ipynb"):
+            with open(filepath, "r",encoding="utf-8") as fp:
+                (body, resources) = html_exporter.from_notebook_node(nbformat.read(fp, as_version=4))
+            with open("documentation/WaterSecurity/notebooks/"+os.path.basename(filepath).split(".")[0]+".html","w",encoding="utf-8") as exp:   
+                exp.writelines(body)
\ No newline at end of file
diff --git a/unlabeled_preprocessing/__init__.py b/unlabeled_preprocessing/__init__.py
index e69de29..63a10e1 100644
--- a/unlabeled_preprocessing/__init__.py
+++ b/unlabeled_preprocessing/__init__.py
@@ -0,0 +1,8 @@
+"""
+## Notebooks below
+* [Combining datasets](../notebooks/combine_unlabeled.html)
+* [Econ preprocessing](../notebooks/prep_economic_v2.html)
+* [Education preprocessing](../notebooks/prep_edstats.html)
+* [Human development preprocessing](../notebooks/prep_hdro_v2.html)
+* [Aquastat dataset](../notebooks/prep_aquastat.html)
+"""
\ No newline at end of file

From 915291bdd5ad14cf54c9623d5ee8c3722d1e5a52 Mon Sep 17 00:00:00 2001
From: Joachim Bache-Mathiesen <joachimbm96@gmail.com>
Date: Fri, 21 May 2021 13:12:09 +0200
Subject: [PATCH 6/6] Add nbconvert to requirements

---
 requirements.txt | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index bc7050b..8bc2d87 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -18,4 +18,5 @@ ipyleaflet
 voila==0.1.24
 haversine
 country-converter
-pdoc3
\ No newline at end of file
+pdoc3
+nbconvert
\ No newline at end of file