chart_creation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from shapely.geometry import Point\n",
    "import unicodedata\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "assessment = gpd.read_file('./home/data/civ-assessments-v6.geojson', encoding='iso-8859-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Opportunity Unique Identifier', 'Bridge Name', 'Country',\n",
       "       'Level 1 Government', 'Level 2 Government', 'Level 3 Government',\n",
       "       'Level 4 Government', 'latitude', 'longitude', 'Reason site not valid',\n",
       "       'Site Validation Comments', 'Flag for Rejection',\n",
       "       'River crossing deaths in last 3 years', 'Incident descriptions',\n",
       "       'Days per year river is flooded', 'Flood duration during rainy season',\n",
       "       'Notes on social information', 'Width of River During Flooding (m)',\n",
       "       'Health access blocked by river', 'Education access blocked by river',\n",
       "       'Market access blocked by river', 'Other access blocked by river',\n",
       "       'Form: Created Date', 'Form: Created By', 'geometry'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assessment.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>Opportunity Unique Identifier</th>\n",
       "      <th>Bridge Name</th>\n",
       "      <th>Country</th>\n",
       "      <th>Level 1 Government</th>\n",
       "      <th>Level 2 Government</th>\n",
       "      <th>Level 3 Government</th>\n",
       "      <th>Level 4 Government</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Reason site not valid</th>\n",
       "      <th>...</th>\n",
       "      <th>Flood duration during rainy season</th>\n",
       "      <th>Notes on social information</th>\n",
       "      <th>Width of River During Flooding (m)</th>\n",
       "      <th>Health access blocked by river</th>\n",
       "      <th>Education access blocked by river</th>\n",
       "      <th>Market access blocked by river</th>\n",
       "      <th>Other access blocked by river</th>\n",
       "      <th>Form: Created Date</th>\n",
       "      <th>Form: Created By</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1043157</td>\n",
       "      <td>Sangarekro</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>San Pedro</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>Dogbo</td>\n",
       "      <td>Bledie</td>\n",
       "      <td>4.855737</td>\n",
       "      <td>-6.969818</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>Secrétaire Gsc</td>\n",
       "      <td>13</td>\n",
       "      <td>Clinique ou centre de santé - Clinic or Health...</td>\n",
       "      <td>École Primaire - Primary</td>\n",
       "      <td>Marché journalier - Market (daily);Marché hebd...</td>\n",
       "      <td>Lieu de culte (Eglise, Mosquée, Temple, etc) -...</td>\n",
       "      <td>11/11/22</td>\n",
       "      <td>achilleyaoyao taroworks</td>\n",
       "      <td>POINT (-6.96982 4.85574)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1040872</td>\n",
       "      <td>Hanier</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>San Pedro</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>Grand bereby</td>\n",
       "      <td>Mossikro</td>\n",
       "      <td>4.718922</td>\n",
       "      <td>-6.939454</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6/30/22</td>\n",
       "      <td>achilleyaoyao taroworks</td>\n",
       "      <td>POINT (-6.93945 4.71892)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1042870</td>\n",
       "      <td>campement ardjoumakro</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>San Pedro</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>Dogbo</td>\n",
       "      <td>Bledie</td>\n",
       "      <td>4.857928</td>\n",
       "      <td>-7.000859</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>Président Gsc bledie</td>\n",
       "      <td>23</td>\n",
       "      <td>Hôpital - Hospital;Pharmacie - Pharmacy</td>\n",
       "      <td>École Primaire - Primary</td>\n",
       "      <td>Marché journalier - Market (daily);Marché hebd...</td>\n",
       "      <td>Lieu de culte (Eglise, Mosquée, Temple, etc) -...</td>\n",
       "      <td>11/7/22</td>\n",
       "      <td>achilleyaoyao taroworks</td>\n",
       "      <td>POINT (-7.00086 4.85793)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1042875</td>\n",
       "      <td>Sangarekro</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>San Pedro</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>Dogbo</td>\n",
       "      <td>Bledie</td>\n",
       "      <td>4.859334</td>\n",
       "      <td>-6.988984</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td>135</td>\n",
       "      <td>Clinique ou centre de santé - Clinic or Health...</td>\n",
       "      <td>École Primaire - Primary</td>\n",
       "      <td>Marché journalier - Market (daily);Marché hebd...</td>\n",
       "      <td>Lieu de culte (Eglise, Mosquée, Temple, etc) -...</td>\n",
       "      <td>11/7/22</td>\n",
       "      <td>achilleyaoyao taroworks</td>\n",
       "      <td>POINT (-6.98898 4.85933)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1042877</td>\n",
       "      <td>Bledie</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>San Pedro</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>Dogbo</td>\n",
       "      <td>Bledie</td>\n",
       "      <td>4.869407</td>\n",
       "      <td>-7.005066</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>Président Gsc bledie</td>\n",
       "      <td>34</td>\n",
       "      <td>Clinique ou centre de santé - Clinic or Health...</td>\n",
       "      <td>École Primaire - Primary</td>\n",
       "      <td>Marché journalier - Market (daily);Marché hebd...</td>\n",
       "      <td>Lieu de culte (Eglise, Mosquée, Temple, etc) -...</td>\n",
       "      <td>11/7/22</td>\n",
       "      <td>achilleyaoyao taroworks</td>\n",
       "      <td>POINT (-7.00507 4.86941)</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>564</th>\n",
       "      <td>1044019</td>\n",
       "      <td>Afotobo 5</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Gbeke</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Afotobo</td>\n",
       "      <td>7.645650</td>\n",
       "      <td>-5.477423</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1 jour</td>\n",
       "      <td>La communauté traverse ce site pour accéder au...</td>\n",
       "      <td>25</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Feme - Farms</td>\n",
       "      <td>Autre - (si sélectionné, expliquez la raison d...</td>\n",
       "      <td>12/25/22</td>\n",
       "      <td>sekredoukobénan taroworks</td>\n",
       "      <td>POINT (-5.47742 7.64565)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>1044023</td>\n",
       "      <td>Obenikro</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Gbeke</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Akadiafoué</td>\n",
       "      <td>7.604121</td>\n",
       "      <td>-5.484128</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>3 jours de crue et d?inondation,  mais les élè...</td>\n",
       "      <td>Les élèves de Obenikro traversent le site pour...</td>\n",
       "      <td>15</td>\n",
       "      <td></td>\n",
       "      <td>École Primaire - Primary</td>\n",
       "      <td>Marché hebdomadaire - Market (weekly);Feme - F...</td>\n",
       "      <td>Lieu de culte (Eglise, Mosquée, Temple, etc) -...</td>\n",
       "      <td>12/25/22</td>\n",
       "      <td>sekredoukobénan taroworks</td>\n",
       "      <td>POINT (-5.48413 7.60412)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>566</th>\n",
       "      <td>1044013</td>\n",
       "      <td>Assekro 2</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Gbeke</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Afotobo</td>\n",
       "      <td>7.656134</td>\n",
       "      <td>-5.392766</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>7 jours</td>\n",
       "      <td>La communauté traverse ce site pour accéder au...</td>\n",
       "      <td>125</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Feme - Farms</td>\n",
       "      <td></td>\n",
       "      <td>12/25/22</td>\n",
       "      <td>sekredoukobénan taroworks</td>\n",
       "      <td>POINT (-5.39277 7.65613)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>567</th>\n",
       "      <td>1044184</td>\n",
       "      <td>Agba-Kouassikro 2</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Gbeke</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Bodokro</td>\n",
       "      <td>Kouakou-Bakakro</td>\n",
       "      <td>7.937529</td>\n",
       "      <td>-5.474987</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>1 jour</td>\n",
       "      <td>Monsieur N?dri Konan Jean-François, Secrétaire...</td>\n",
       "      <td>41</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Feme - Farms</td>\n",
       "      <td></td>\n",
       "      <td>12/30/22</td>\n",
       "      <td>sekredoukobénan taroworks</td>\n",
       "      <td>POINT (-5.47499 7.93753)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>1043964</td>\n",
       "      <td>Saounti 2</td>\n",
       "      <td>Cote d'Ivoire</td>\n",
       "      <td>Gbeke</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Béoumi</td>\n",
       "      <td>Koumanbo</td>\n",
       "      <td>7.566747</td>\n",
       "      <td>-5.407937</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>O jour,  le site est franchissable en toutes s...</td>\n",
       "      <td>La communauté traverse ce site pour accéder au...</td>\n",
       "      <td>12</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Feme - Farms</td>\n",
       "      <td>Autre - (si sélectionné, expliquez la raison d...</td>\n",
       "      <td>12/21/22</td>\n",
       "      <td>sekredoukobénan taroworks</td>\n",
       "      <td>POINT (-5.40794 7.56675)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>569 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Opportunity Unique Identifier            Bridge Name        Country  \\\n",
       "0                         1043157             Sangarekro  Cote d'Ivoire   \n",
       "1                         1040872                 Hanier  Cote d'Ivoire   \n",
       "2                         1042870  campement ardjoumakro  Cote d'Ivoire   \n",
       "3                         1042875             Sangarekro  Cote d'Ivoire   \n",
       "4                         1042877                 Bledie  Cote d'Ivoire   \n",
       "..                            ...                    ...            ...   \n",
       "564                       1044019              Afotobo 5  Cote d'Ivoire   \n",
       "565                       1044023               Obenikro  Cote d'Ivoire   \n",
       "566                       1044013              Assekro 2  Cote d'Ivoire   \n",
       "567                       1044184      Agba-Kouassikro 2  Cote d'Ivoire   \n",
       "568                       1043964              Saounti 2  Cote d'Ivoire   \n",
       "\n",
       "    Level 1 Government Level 2 Government Level 3 Government  \\\n",
       "0            San Pedro          San-Pédro              Dogbo   \n",
       "1            San Pedro          San-Pédro       Grand bereby   \n",
       "2            San Pedro          San-Pédro              Dogbo   \n",
       "3            San Pedro          San-Pédro              Dogbo   \n",
       "4            San Pedro          San-Pédro              Dogbo   \n",
       "..                 ...                ...                ...   \n",
       "564              Gbeke             Béoumi             Béoumi   \n",
       "565              Gbeke             Béoumi             Béoumi   \n",
       "566              Gbeke             Béoumi             Béoumi   \n",
       "567              Gbeke             Béoumi            Bodokro   \n",
       "568              Gbeke             Béoumi             Béoumi   \n",
       "\n",
       "    Level 4 Government  latitude  longitude Reason site not valid  ...  \\\n",
       "0               Bledie  4.855737  -6.969818                        ...   \n",
       "1             Mossikro  4.718922  -6.939454                        ...   \n",
       "2               Bledie  4.857928  -7.000859                        ...   \n",
       "3               Bledie  4.859334  -6.988984                        ...   \n",
       "4               Bledie  4.869407  -7.005066                        ...   \n",
       "..                 ...       ...        ...                   ...  ...   \n",
       "564            Afotobo  7.645650  -5.477423                        ...   \n",
       "565         Akadiafoué  7.604121  -5.484128                        ...   \n",
       "566            Afotobo  7.656134  -5.392766                        ...   \n",
       "567    Kouakou-Bakakro  7.937529  -5.474987                        ...   \n",
       "568           Koumanbo  7.566747  -5.407937                        ...   \n",
       "\n",
       "                    Flood duration during rainy season  \\\n",
       "0                                                    5   \n",
       "1                                                   35   \n",
       "2                                                    2   \n",
       "3                                                    3   \n",
       "4                                                    3   \n",
       "..                                                 ...   \n",
       "564                                             1 jour   \n",
       "565  3 jours de crue et d?inondation,  mais les élè...   \n",
       "566                                            7 jours   \n",
       "567                                             1 jour   \n",
       "568  O jour,  le site est franchissable en toutes s...   \n",
       "\n",
       "                           Notes on social information  \\\n",
       "0                                       Secrétaire Gsc   \n",
       "1                                                    2   \n",
       "2                                 Président Gsc bledie   \n",
       "3                                                        \n",
       "4                                 Président Gsc bledie   \n",
       "..                                                 ...   \n",
       "564  La communauté traverse ce site pour accéder au...   \n",
       "565  Les élèves de Obenikro traversent le site pour...   \n",
       "566  La communauté traverse ce site pour accéder au...   \n",
       "567  Monsieur N?dri Konan Jean-François, Secrétaire...   \n",
       "568  La communauté traverse ce site pour accéder au...   \n",
       "\n",
       "    Width of River During Flooding (m)  \\\n",
       "0                                   13   \n",
       "1                                   16   \n",
       "2                                   23   \n",
       "3                                  135   \n",
       "4                                   34   \n",
       "..                                 ...   \n",
       "564                                 25   \n",
       "565                                 15   \n",
       "566                                125   \n",
       "567                                 41   \n",
       "568                                 12   \n",
       "\n",
       "                        Health access blocked by river  \\\n",
       "0    Clinique ou centre de santé - Clinic or Health...   \n",
       "1                                                        \n",
       "2              Hôpital - Hospital;Pharmacie - Pharmacy   \n",
       "3    Clinique ou centre de santé - Clinic or Health...   \n",
       "4    Clinique ou centre de santé - Clinic or Health...   \n",
       "..                                                 ...   \n",
       "564                                                      \n",
       "565                                                      \n",
       "566                                                      \n",
       "567                                                      \n",
       "568                                                      \n",
       "\n",
       "    Education access blocked by river  \\\n",
       "0            École Primaire - Primary   \n",
       "1                                       \n",
       "2            École Primaire - Primary   \n",
       "3            École Primaire - Primary   \n",
       "4            École Primaire - Primary   \n",
       "..                                ...   \n",
       "564                                     \n",
       "565          École Primaire - Primary   \n",
       "566                                     \n",
       "567                                     \n",
       "568                                     \n",
       "\n",
       "                        Market access blocked by river  \\\n",
       "0    Marché journalier - Market (daily);Marché hebd...   \n",
       "1                                                        \n",
       "2    Marché journalier - Market (daily);Marché hebd...   \n",
       "3    Marché journalier - Market (daily);Marché hebd...   \n",
       "4    Marché journalier - Market (daily);Marché hebd...   \n",
       "..                                                 ...   \n",
       "564                                       Feme - Farms   \n",
       "565  Marché hebdomadaire - Market (weekly);Feme - F...   \n",
       "566                                       Feme - Farms   \n",
       "567                                       Feme - Farms   \n",
       "568                                       Feme - Farms   \n",
       "\n",
       "                         Other access blocked by river Form: Created Date  \\\n",
       "0    Lieu de culte (Eglise, Mosquée, Temple, etc) -...           11/11/22   \n",
       "1                                                                 6/30/22   \n",
       "2    Lieu de culte (Eglise, Mosquée, Temple, etc) -...            11/7/22   \n",
       "3    Lieu de culte (Eglise, Mosquée, Temple, etc) -...            11/7/22   \n",
       "4    Lieu de culte (Eglise, Mosquée, Temple, etc) -...            11/7/22   \n",
       "..                                                 ...                ...   \n",
       "564  Autre - (si sélectionné, expliquez la raison d...           12/25/22   \n",
       "565  Lieu de culte (Eglise, Mosquée, Temple, etc) -...           12/25/22   \n",
       "566                                                              12/25/22   \n",
       "567                                                              12/30/22   \n",
       "568  Autre - (si sélectionné, expliquez la raison d...           12/21/22   \n",
       "\n",
       "              Form: Created By                  geometry  \n",
       "0      achilleyaoyao taroworks  POINT (-6.96982 4.85574)  \n",
       "1      achilleyaoyao taroworks  POINT (-6.93945 4.71892)  \n",
       "2      achilleyaoyao taroworks  POINT (-7.00086 4.85793)  \n",
       "3      achilleyaoyao taroworks  POINT (-6.98898 4.85933)  \n",
       "4      achilleyaoyao taroworks  POINT (-7.00507 4.86941)  \n",
       "..                         ...                       ...  \n",
       "564  sekredoukobénan taroworks  POINT (-5.47742 7.64565)  \n",
       "565  sekredoukobénan taroworks  POINT (-5.48413 7.60412)  \n",
       "566  sekredoukobénan taroworks  POINT (-5.39277 7.65613)  \n",
       "567  sekredoukobénan taroworks  POINT (-5.47499 7.93753)  \n",
       "568  sekredoukobénan taroworks  POINT (-5.40794 7.56675)  \n",
       "\n",
       "[569 rows x 25 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "assessment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "6\n",
      "37\n",
      "137\n",
      "569\n"
     ]
    }
   ],
   "source": [
    "# print unique values for Level 1 Government\n",
    "print(len(assessment['Level 1 Government'].unique()))\n",
    "print(len(assessment['Level 2 Government'].unique()))\n",
    "print(len(assessment['Level 3 Government'].unique()))\n",
    "print(len(assessment['Level 4 Government'].unique()))\n",
    "print(len(assessment))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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>Level 4 Government</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Angokoun-Kpangbassou</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andokro-Kouakou</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adjougouansou</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hannié</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bledie</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Tanou-Broukro (Bassin de  Saminikro)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Ahouzankro (Bassin  de Mamini)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Takassou (Bassin de Mamini)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Koubékro (Bassin  Mamini)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Ahouzankro Bassin de Mamini)</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Level 4 Government  Count\n",
       "0                    Angokoun-Kpangbassou     38\n",
       "1                         Andokro-Kouakou     29\n",
       "2                           Adjougouansou     18\n",
       "3                                  Hannié     18\n",
       "4                                  Bledie     17\n",
       "..                                    ...    ...\n",
       "132  Tanou-Broukro (Bassin de  Saminikro)      1\n",
       "133        Ahouzankro (Bassin  de Mamini)      1\n",
       "134           Takassou (Bassin de Mamini)      1\n",
       "135             Koubékro (Bassin  Mamini)      1\n",
       "136          Ahouzankro Bassin de Mamini)      1\n",
       "\n",
       "[137 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create a dataframe with unique values of 'level 4 Government' as a column with the sum of times it's mentioned as a column\n",
    "villages = pd.DataFrame(assessment['Level 4 Government'].value_counts())\n",
    "villages = villages.reset_index()\n",
    "villages.columns = ['Level 4 Government', 'Count']\n",
    "villages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(villages)):\n",
    "    villages.loc[i, 'Level 3 Government'] = assessment.loc[assessment['Level 4 Government'] == villages.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    villages.loc[i, 'Level 2 Government'] = assessment.loc[assessment['Level 4 Government'] == villages.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    villages.loc[i, 'Level 1 Government'] = assessment.loc[assessment['Level 4 Government'] == villages.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Level 4 Government</th>\n",
       "      <th>Count</th>\n",
       "      <th>Level 3 Government</th>\n",
       "      <th>Level 2 Government</th>\n",
       "      <th>Level 1 Government</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Angokoun-Kpangbassou</td>\n",
       "      <td>38</td>\n",
       "      <td>Languibonou</td>\n",
       "      <td>Botro</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Andokro-Kouakou</td>\n",
       "      <td>29</td>\n",
       "      <td>Languibonou</td>\n",
       "      <td>Botro</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adjougouansou</td>\n",
       "      <td>18</td>\n",
       "      <td>Djibri Assirikro</td>\n",
       "      <td>Sakassou</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Hannié</td>\n",
       "      <td>18</td>\n",
       "      <td>DJOUROUTOU</td>\n",
       "      <td>Tabou</td>\n",
       "      <td>San Pedro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bledie</td>\n",
       "      <td>17</td>\n",
       "      <td>Dogbo</td>\n",
       "      <td>San-Pédro</td>\n",
       "      <td>San Pedro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Tanou-Broukro (Bassin de  Saminikro)</td>\n",
       "      <td>1</td>\n",
       "      <td>Brobo</td>\n",
       "      <td>Bouaké</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Ahouzankro (Bassin  de Mamini)</td>\n",
       "      <td>1</td>\n",
       "      <td>Brobo</td>\n",
       "      <td>Bouaké</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Takassou (Bassin de Mamini)</td>\n",
       "      <td>1</td>\n",
       "      <td>Brobo</td>\n",
       "      <td>Bouaké</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Koubékro (Bassin  Mamini)</td>\n",
       "      <td>1</td>\n",
       "      <td>Brobo</td>\n",
       "      <td>Bouaké</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Ahouzankro Bassin de Mamini)</td>\n",
       "      <td>1</td>\n",
       "      <td>Brobo</td>\n",
       "      <td>Bouaké</td>\n",
       "      <td>Gbeke</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>137 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Level 4 Government  Count Level 3 Government  \\\n",
       "0                    Angokoun-Kpangbassou     38        Languibonou   \n",
       "1                         Andokro-Kouakou     29        Languibonou   \n",
       "2                           Adjougouansou     18   Djibri Assirikro   \n",
       "3                                  Hannié     18         DJOUROUTOU   \n",
       "4                                  Bledie     17              Dogbo   \n",
       "..                                    ...    ...                ...   \n",
       "132  Tanou-Broukro (Bassin de  Saminikro)      1              Brobo   \n",
       "133        Ahouzankro (Bassin  de Mamini)      1              Brobo   \n",
       "134           Takassou (Bassin de Mamini)      1              Brobo   \n",
       "135             Koubékro (Bassin  Mamini)      1              Brobo   \n",
       "136          Ahouzankro Bassin de Mamini)      1              Brobo   \n",
       "\n",
       "    Level 2 Government Level 1 Government  \n",
       "0                Botro              Gbeke  \n",
       "1                Botro              Gbeke  \n",
       "2             Sakassou              Gbeke  \n",
       "3                Tabou          San Pedro  \n",
       "4            San-Pédro          San Pedro  \n",
       "..                 ...                ...  \n",
       "132             Bouaké              Gbeke  \n",
       "133             Bouaké              Gbeke  \n",
       "134             Bouaké              Gbeke  \n",
       "135             Bouaké              Gbeke  \n",
       "136             Bouaké              Gbeke  \n",
       "\n",
       "[137 rows x 5 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "villages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
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         },
         "hovertemplate": "labels=%{label}<br>Count=%{value}<br>parent=%{parent}<br>id=%{id}<extra></extra>",
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          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Abouzè-kouadiokro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Adjamene",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Adjougouansou",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Afotobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Ahodji(Raffierkro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro (Bassin  de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Akadiafoué",
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          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Alloukro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Andobo-Alluibo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Andokro-Kouakou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Angokoun-Kpangbassou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Anoufoue Bounou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Assengou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Assouakro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri/Belle-Ahoukro (Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro 3(Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro(Akanzakro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
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          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bounda",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de  Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Languibonou)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Debablai",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanouan",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Diéviessou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Djihouloké",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djikla",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djourou",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji/FAHE",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe yobouekro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko (Bassin de Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko (Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko(Bassin de Kahankro)",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji test/Faye",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/GBAROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/GRAND BEREBY/GRAND DJOUROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Goliblenou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou  dan",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou dan",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Hannié",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Heremakono",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Kanango Kpli",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro (wandékouassikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro(Kongonibo)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bassin de Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro(Bassin Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/Kouakou-Bakakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Koubékro (Bassin  Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Koumanbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin  de  Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Mamini)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Langbabokohoun",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Linguébo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Lokassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Lokassou (Bassin de Assengou)",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Mandanou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Mossikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/GRAND BEREBY/Mossikro Test",
          "Cote d'Ivoire/Gbeke/San-Pédro/Grand Bereby/Mossikto",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zuégouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zègouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de  Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Saminikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Samoïkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Siahé",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro ( Bassin  de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/GRAND BEREBY",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji test",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/San-Pédro/Grand Bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Ahouzankro (Bassin  de Mamini)",
          "Ahouzankro (Bassin de Mamini)",
          "Ahouzankro Bassin de Mamini)",
          "Akadiafoué",
          "Akanzakro",
          "Akété",
          "Alloko-Sakassou",
          "Alloukro (Bassin de Mamini)",
          "Andobo-Alluibo",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Anoufoue Bounou",
          "Assengou",
          "Assouakro",
          "Belle-Ahoukro (Akanzakro)",
          "Belle-Ahoukro 3(Akanzakro)",
          "Belle-Ahoukro(Akanzakro)",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bobokro",
          "Bobokro (Bassin de Mamini)",
          "Bobokro (Mamini)",
          "Bounda",
          "Béhéké (Bassin de  Languibonou)",
          "Béhéké (Bassin de Klèmèkro)",
          "Béhéké (Bassin de Languibonou)",
          "Béhéké (Languibonou)",
          "Béhéké(Bassin de Klèmèkro)",
          "Béhéké(Bassin de Languibonou)",
          "DJOUROUTOU",
          "Debablai",
          "Diéribanou",
          "Diéribanouan",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "FAHE",
          "Fahe",
          "Fahe yobouekro",
          "Fahris_Oko",
          "Fahris_Oko (Bassin de Kahankro)",
          "Fahris_Oko (Kahankro)",
          "Fahris_Oko(Bassin de Kahankro)",
          "Faye",
          "GBAROU",
          "GRAND DJOUROU",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Goliblenou",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou  dan",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Kanango Kpli",
          "Klodio",
          "Klèmèkro",
          "Klèmèkro (wandékouassikro)",
          "Koblékro",
          "Koblékro(Kongonibo)",
          "Kouadianikro",
          "Kouadianikro (Bassin de Bounda)",
          "Kouadianikro (Bounda)",
          "Kouadianikro(Bassin Bounda)",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Kouakou-Bakakro",
          "Koubékro (Bassin  Mamini)",
          "Koumanbo",
          "Kpékékro (Bassin  de  Mamini)",
          "Kpékékro (Bassin de Mamini)",
          "Kpékékro (Mamini)",
          "Krofoinsou",
          "Langbabokohoun",
          "Linguébo",
          "Lokassou",
          "Lokassou (Bassin de Assengou)",
          "Lolobo",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mamini",
          "Mamini (Bassin de Mamini)",
          "Mandanou",
          "Mané",
          "Mossikro",
          "Mossikro Test",
          "Mossikto",
          "N?Zuégouanou",
          "N?Zègouanou",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo (Bassin de  Kondoukro)",
          "Plongo (Bassin de Kondoukro)",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Saminikro",
          "Samoïkro",
          "Seh",
          "Siahé",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini)",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Tanou-Broukro ( Bassin  de  Saminikro)",
          "Tanou-Broukro (Bassin de  Saminikro)",
          "Tanou-Broukro (Bassin de Saminikro)",
          "Tanou-Broukro(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Zougban (Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Dibri",
          "Dibri Assrikro",
          "Djebonoua",
          "Djibri Assirikro",
          "Djihimbo",
          "Djébonoua",
          "Dogbo",
          "GRAND BEREBY",
          "Gabiadji",
          "Gabiadji",
          "Gabiadji test",
          "Gnity",
          "Grabo",
          "Grand Bereby",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/San-Pédro/Gabiadji test",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/GRAND BEREBY",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/GRAND BEREBY",
          "Cote d'Ivoire/Gbeke/San-Pédro/Grand Bereby",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
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   "source": [
    "# Make a treemap in plotly express to show the distribution of assessments by level 1 government, level 2 government, level 3 government, and level 4 government\n",
    "fig = px.treemap(villages, path=[px.Constant(\"Cote d'Ivoire\"), 'Level 1 Government', 'Level 2 Government', 'Level 3 Government', 'Level 4 Government'], values='Count')\n",
    "# change colors to be FF8200 and 009A44\n",
    "# fig.update_traces(marker=dict(colors=['#FF8200', '#009A44']))\n",
    "fig.update_layout(\n",
    "    treemapcolorway = [\"#FF8200\", \"#009A44\"],\n",
    "    # margin = dict(t=50, l=25, r=25, b=25)\n",
    ")\n",
    "fig.show()\n",
    "# export to html\n",
    "fig.write_html(\"./home/charts/sites_villages.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/sites_villages.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# write villages to csv\n",
    "villages.to_csv('./home/charts/sites_villages.csv', encoding='iso-8859-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_treemap(df, chartfilename, sheetfilename):\n",
    "\n",
    "    tempdf = pd.DataFrame(df['Level 4 Government'].value_counts())\n",
    "    tempdf = tempdf.reset_index()\n",
    "    tempdf.columns = ['Level 4 Government', 'Count']\n",
    "    # for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "    for i in range(len(tempdf)):\n",
    "        tempdf.loc[i, 'Level 3 Government'] = df.loc[df['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "        tempdf.loc[i, 'Level 2 Government'] = df.loc[df['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "        tempdf.loc[i, 'Level 1 Government'] = df.loc[df['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "\n",
    "    # Make a treemap in plotly express to show the distribution of assessments by level 1 government, level 2 government, level 3 government, and level 4 government\n",
    "    fig = px.treemap(tempdf, path=[px.Constant(\"Cote d'Ivoire\"), 'Level 1 Government', 'Level 2 Government', 'Level 3 Government', 'Level 4 Government'], values='Count')\n",
    "    # change colors to be FF8200 and 009A44\n",
    "    # fig.update_traces(marker=dict(colors=['#FF8200', '#009A44']))\n",
    "    fig.update_layout(\n",
    "        treemapcolorway = [\"#FF8200\", \"#009A44\"]\n",
    "        )\n",
    "    fig.show()\n",
    "    # export to html\n",
    "    fig.write_html(chartfilename)\n",
    "    tempdf.to_csv(sheetfilename, encoding='iso-8859-1')\n",
    "    fig.write_image(chartfilename[:-5]+\".png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "branchvalues": "total",
         "domain": {
          "x": [
           0,
           1
          ],
          "y": [
           0,
           1
          ]
         },
         "hovertemplate": "labels=%{label}<br>Count=%{value}<br>parent=%{parent}<br>id=%{id}<extra></extra>",
         "ids": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Abouzè-kouadiokro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Adjamene",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Adjougouansou",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Afotobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Ahodji(Raffierkro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Akadiafoué",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké/Akanzakro",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Andokro-Kouakou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Angokoun-Kpangbassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Assouakro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Bledie",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bounda",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Debablai",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Diéviessou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Djihouloké",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djikla",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djourou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko (Bassin de Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko(Bassin de Kahankro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Goliblenou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou dan",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Hannié",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Heremakono",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro(Kongonibo)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Koumanbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Linguébo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Botro/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Botro/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Akadiafoué",
          "Akanzakro",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Assouakro",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bounda",
          "DJOUROUTOU",
          "Debablai",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "Fahe",
          "Fahris_Oko",
          "Fahris_Oko (Bassin de Kahankro)",
          "Fahris_Oko(Bassin de Kahankro)",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Goliblenou",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Klodio",
          "Koblékro",
          "Koblékro(Kongonibo)",
          "Kouadianikro",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Koumanbo",
          "Kpékékro (Bassin de Mamini)",
          "Krofoinsou",
          "Linguébo",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mané",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Seh",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Djibri Assirikro",
          "Djihimbo",
          "Djébonoua",
          "Dogbo",
          "Gabiadji",
          "Gnity",
          "Grabo",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Brobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire",
          "Cote d'Ivoire",
          ""
         ],
         "type": "treemap",
         "values": [
          1,
          12,
          1,
          2,
          1,
          1,
          4,
          1,
          10,
          2,
          5,
          5,
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          12,
          6,
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          1,
          3,
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          5,
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          1,
          1,
          1,
          8,
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          1,
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          5,
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          2,
          3,
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           "bgcolor": "#E5ECF6",
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           "zerolinewidth": 2
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          "yaxis": {
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         "#009A44"
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     },
     "metadata": {},
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   ],
   "source": [
    "# make a new dataframe called healthb that is only rows where the Health access blocked by river is not blank\n",
    "educationb = assessment[assessment['Health access blocked by river'] != '']\n",
    "make_treemap(educationb, './home/charts/blocking_health.html', './home/charts/blocking_health.csv')"
   ]
  },
  {
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   "source": [
    "Index(['Opportunity Unique Identifier', 'Bridge Name', 'Country',\n",
    "       'Level 1 Government', 'Level 2 Government', 'Level 3 Government',\n",
    "       'Level 4 Government', 'latitude', 'longitude', 'Reason site not valid',\n",
    "       'Site Validation Comments', 'Flag for Rejection',\n",
    "       'River crossing deaths in last 3 years', 'Incident descriptions',\n",
    "       'Days per year river is flooded', 'Flood duration during rainy season',\n",
    "       'Notes on social information', 'Width of River During Flooding (m)',\n",
    "       'Health access blocked by river', 'Education access blocked by river',\n",
    "       'Market access blocked by river', 'Other access blocked by river',\n",
    "       'Form: Created Date', 'Form: Created By', 'geometry'],\n",
    "      dtype='object')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
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          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Adjougouansou",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Afotobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Ahodji(Raffierkro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Akadiafoué",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké/Akanzakro",
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          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Bledie",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bounda",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Debablai",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Diéviessou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Djihouloké",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djikla",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djourou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko (Bassin de Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko(Bassin de Kahankro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/GBAROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
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          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
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          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Langbabokohoun",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Lokassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Lokassou (Bassin de Assengou)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Mandanou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Siahé",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Botro/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Botro/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Akadiafoué",
          "Akanzakro",
          "Akété",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Assengou",
          "Assouakro",
          "Belle-Ahoukro (Akanzakro)",
          "Belle-Ahoukro 3(Akanzakro)",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bounda",
          "DJOUROUTOU",
          "Debablai",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "Fahe",
          "Fahris_Oko",
          "Fahris_Oko (Bassin de Kahankro)",
          "Fahris_Oko(Bassin de Kahankro)",
          "GBAROU",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Klodio",
          "Koblékro(Kongonibo)",
          "Kouadianikro (Bounda)",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Krofoinsou",
          "Langbabokohoun",
          "Lokassou",
          "Lokassou (Bassin de Assengou)",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mandanou",
          "Mané",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Seh",
          "Siahé",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Dibri",
          "Dibri Assrikro",
          "Djebonoua",
          "Djibri Assirikro",
          "Djihimbo",
          "Djébonoua",
          "Dogbo",
          "Gabiadji",
          "Gnity",
          "Grabo",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Brobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire/San Pedro",
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          "hoverlabel": {
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          "hovermode": "closest",
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          "paper_bgcolor": "white",
          "plot_bgcolor": "#E5ECF6",
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           },
           "bgcolor": "#E5ECF6",
           "radialaxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "scene": {
           "xaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
            "ticks": "",
            "zerolinecolor": "white"
           },
           "yaxis": {
            "backgroundcolor": "#E5ECF6",
            "gridcolor": "white",
            "gridwidth": 2,
            "linecolor": "white",
            "showbackground": true,
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            "zerolinecolor": "white"
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           "zaxis": {
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            "gridwidth": 2,
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          },
          "ternary": {
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            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
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           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
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           "zerolinewidth": 2
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         }
        },
        "treemapcolorway": [
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       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "marketb = assessment[assessment['Education access blocked by river'] != '']\n",
    "make_treemap(marketb, './home/charts/blocking_education.html', './home/charts/blocking_education.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
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        "plotlyServerURL": "https://plot.ly"
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       "data": [
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         "domain": {
          "x": [
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          "y": [
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         },
         "hovertemplate": "labels=%{label}<br>Count=%{value}<br>parent=%{parent}<br>id=%{id}<extra></extra>",
         "ids": [
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          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Adjamene",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Adjougouansou",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Afotobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Ahodji(Raffierkro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro (Bassin  de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Ahouzankro Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Akadiafoué",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké/Akanzakro",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Akété",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Alloko-Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Alloukro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Andobo-Alluibo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Andokro-Kouakou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Angokoun-Kpangbassou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Anoufoue Bounou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Assengou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Assouakro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri/Belle-Ahoukro (Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro 3(Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro(Akanzakro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Bledie",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bounda",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de  Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Languibonou)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Debablai",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanouan",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Diéviessou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Djihouloké",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djikla",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djourou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko (Kahankro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/GBAROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Goliblenou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou  dan",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou dan",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Hannié",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Heremakono",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Kanango Kpli",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro (wandékouassikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bassin de Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro(Bassin Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/Kouakou-Bakakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Koubékro (Bassin  Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Koumanbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin  de  Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Mamini)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Langbabokohoun",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Linguébo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Lokassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Lokassou (Bassin de Assengou)",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Mandanou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zuégouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zègouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de  Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Saminikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Samoïkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Siahé",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro ( Bassin  de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Ahouzankro (Bassin  de Mamini)",
          "Ahouzankro (Bassin de Mamini)",
          "Ahouzankro Bassin de Mamini)",
          "Akadiafoué",
          "Akanzakro",
          "Akété",
          "Alloko-Sakassou",
          "Alloukro (Bassin de Mamini)",
          "Andobo-Alluibo",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Anoufoue Bounou",
          "Assengou",
          "Assouakro",
          "Belle-Ahoukro (Akanzakro)",
          "Belle-Ahoukro 3(Akanzakro)",
          "Belle-Ahoukro(Akanzakro)",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bobokro",
          "Bobokro (Bassin de Mamini)",
          "Bobokro (Mamini)",
          "Bounda",
          "Béhéké (Bassin de  Languibonou)",
          "Béhéké (Bassin de Klèmèkro)",
          "Béhéké (Bassin de Languibonou)",
          "Béhéké (Languibonou)",
          "Béhéké(Bassin de Klèmèkro)",
          "Béhéké(Bassin de Languibonou)",
          "DJOUROUTOU",
          "Debablai",
          "Diéribanou",
          "Diéribanouan",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "Fahe",
          "Fahris_Oko",
          "Fahris_Oko (Kahankro)",
          "GBAROU",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Goliblenou",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou  dan",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Kanango Kpli",
          "Klodio",
          "Klèmèkro",
          "Klèmèkro (wandékouassikro)",
          "Kouadianikro",
          "Kouadianikro (Bassin de Bounda)",
          "Kouadianikro (Bounda)",
          "Kouadianikro(Bassin Bounda)",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Kouakou-Bakakro",
          "Koubékro (Bassin  Mamini)",
          "Koumanbo",
          "Kpékékro (Bassin  de  Mamini)",
          "Kpékékro (Bassin de Mamini)",
          "Kpékékro (Mamini)",
          "Krofoinsou",
          "Langbabokohoun",
          "Linguébo",
          "Lokassou",
          "Lokassou (Bassin de Assengou)",
          "Lolobo",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mamini",
          "Mamini (Bassin de Mamini)",
          "Mandanou",
          "Mané",
          "N?Zuégouanou",
          "N?Zègouanou",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo (Bassin de  Kondoukro)",
          "Plongo (Bassin de Kondoukro)",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Saminikro",
          "Samoïkro",
          "Seh",
          "Siahé",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini)",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Tanou-Broukro ( Bassin  de  Saminikro)",
          "Tanou-Broukro (Bassin de  Saminikro)",
          "Tanou-Broukro (Bassin de Saminikro)",
          "Tanou-Broukro(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Zougban (Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Dibri",
          "Dibri Assrikro",
          "Djebonoua",
          "Djibri Assirikro",
          "Djihimbo",
          "Djébonoua",
          "Dogbo",
          "Gabiadji",
          "Gnity",
          "Grabo",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire",
          "Cote d'Ivoire",
          ""
         ],
         "type": "treemap",
         "values": [
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           "bgcolor": "#E5ECF6",
           "caxis": {
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     "metadata": {},
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   ],
   "source": [
    "otherb = assessment[assessment['Market access blocked by river'] != '']\n",
    "make_treemap(otherb, './home/charts/blocking_market.html', './home/charts/blocking_market.csv')"
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  },
  {
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   "metadata": {},
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          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Alloukro (Bassin de Mamini)",
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          "Cote d'Ivoire/Gbeke/Sakassou/Dibri/Belle-Ahoukro (Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro 3(Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro(Akanzakro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Bledie",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro",
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          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Mamini)",
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          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Languibonou)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
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          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
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          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko (Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko(Bassin de Kahankro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/GBAROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Goliblenou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou  dan",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou dan",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Hannié",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Heremakono",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Kanango Kpli",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro(Kongonibo)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bassin de Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro(Bassin Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Koubékro (Bassin  Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Koumanbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin  de  Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Mamini)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Langbabokohoun",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Linguébo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Lokassou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Mandanou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zuégouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Saminikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Samoïkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Siahé",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Ahouzankro (Bassin de Mamini)",
          "Akadiafoué",
          "Akanzakro",
          "Akété",
          "Alloko-Sakassou",
          "Alloukro (Bassin de Mamini)",
          "Andobo-Alluibo",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Anoufoue Bounou",
          "Assengou",
          "Assouakro",
          "Belle-Ahoukro (Akanzakro)",
          "Belle-Ahoukro 3(Akanzakro)",
          "Belle-Ahoukro(Akanzakro)",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bobokro",
          "Bobokro (Bassin de Mamini)",
          "Bobokro (Mamini)",
          "Béhéké (Bassin de  Languibonou)",
          "Béhéké (Bassin de Languibonou)",
          "Béhéké (Languibonou)",
          "Béhéké(Bassin de Klèmèkro)",
          "Béhéké(Bassin de Languibonou)",
          "DJOUROUTOU",
          "Debablai",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "Fahe",
          "Fahe yobouekro",
          "Fahris_Oko",
          "Fahris_Oko (Bassin de Kahankro)",
          "Fahris_Oko (Kahankro)",
          "Fahris_Oko(Bassin de Kahankro)",
          "GBAROU",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Goliblenou",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou  dan",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Kanango Kpli",
          "Klodio",
          "Koblékro",
          "Koblékro(Kongonibo)",
          "Kouadianikro",
          "Kouadianikro (Bassin de Bounda)",
          "Kouadianikro (Bounda)",
          "Kouadianikro(Bassin Bounda)",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Koubékro (Bassin  Mamini)",
          "Koumanbo",
          "Kpékékro (Bassin  de  Mamini)",
          "Kpékékro (Bassin de Mamini)",
          "Kpékékro (Mamini)",
          "Krofoinsou",
          "Langbabokohoun",
          "Linguébo",
          "Lokassou",
          "Lolobo",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mamini",
          "Mamini (Bassin de Mamini)",
          "Mandanou",
          "Mané",
          "N?Zuégouanou",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo (Bassin de Kondoukro)",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Saminikro",
          "Samoïkro",
          "Seh",
          "Siahé",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini)",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Tanou-Broukro (Bassin de  Saminikro)",
          "Tanou-Broukro (Bassin de Saminikro)",
          "Tanou-Broukro(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Zougban (Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Dibri",
          "Dibri Assirikro",
          "Dibri Assrikro",
          "Djebonoua",
          "Djibri Assirikro",
          "Djébonoua",
          "Dogbo",
          "Gabiadji",
          "Gnity",
          "Grabo",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké",
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           "bgcolor": "#E5ECF6",
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     "metadata": {},
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   ],
   "source": [
    "blockingany = assessment[assessment['Other access blocked by river'] != '']\n",
    "make_treemap(blockingany, './home/charts/blocking_other.html', './home/charts/blocking_other.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
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          "Cote d'Ivoire/Gbeke/Sakassou/Dibri/Belle-Ahoukro (Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro 3(Akanzakro)",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro/Belle-Ahoukro(Akanzakro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Beoué",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Blahou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Bledie",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bobokro (Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Bounda",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de  Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Bassin de Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké (Languibonou)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Klèmèkro)",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Béhéké(Bassin de Languibonou)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Debablai",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Diéribanouan",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Diéviessou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Djihouloké",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djikla",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Djourou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Fahe yobouekro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko (Bassin de Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Fahris_Oko (Kahankro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake/Fahris_Oko(Bassin de Kahankro)",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/GBAROU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity/Gbangbokro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Gbapet",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Gbarou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Gnity",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Goliblenou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo( Bassin Assouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Gomo(Bassin  de Assouakro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou  dan",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Grobonou dan",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Hannié",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo/Heremakono",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Hyrré",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou/Kanango Kpli",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Klodio",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou/Klèmèkro (wandékouassikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké/Koblékro(Kongonibo)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bassin de Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro (Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouadianikro(Bassin Bounda)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/Kouakou-Bakakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Koubékro (Bassin  Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi/Koumanbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin  de  Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Kpékékro (Mamini)",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Langbabokohoun",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Linguébo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua/Lokassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Lokassou (Bassin de Assengou)",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Lolobo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/MAHINO1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino 3",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino1",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino2",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Mahino3",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Mamini (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou/Mandanou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou/Mané",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zuégouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/N?Zègouanou",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro/N?dakro",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou/N?zikro",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Nouin",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Olodio",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oueoulo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Oulibio",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/PARA",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Para",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU/Plateau",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro/Plibo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de  Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo (Bassin de Kondoukro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua/Plongo(Bassin de Djébonoua)",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake/Raffierkro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Saminikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo/Samoïkro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio/Seh",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo/Siahé",
          "Cote d'Ivoire/Gbeke/Botro/Diabo/Sinzèkro",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro/Sola-Bonikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran/Sran-Belakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou (Bassin de Mamini.)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Takassou(Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro ( Bassin  de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de  Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Tanou-Broukro(Bassin de Saminikro)",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji/Touih",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby/Wouhasso",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Yéguébo-Bouakro",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Bassin de Saminikro)",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo/Zougban (Saminikro)",
          "Cote d'Ivoire/Gbeke/Béoumi/Ando-Kékrénou",
          "Cote d'Ivoire/Gbeke/Sakassou/Ayaou-Sran",
          "Cote d'Ivoire/Gbeke/Béoumi/Bodokro",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/COMMUNE DE Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/Gbeke/Botro/Diabo",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Botro/Krofoinsou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/N?guessankro",
          "Cote d'Ivoire/San Pedro/Tabou/Olodio",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/Gbeke/Botro",
          "Cote d'Ivoire/Gbeke/Bouaké",
          "Cote d'Ivoire/Gbeke/Béoumi",
          "Cote d'Ivoire/Gbeke/Sakassou",
          "Cote d'Ivoire/San Pedro/San-Pédro",
          "Cote d'Ivoire/San Pedro/Tabou",
          "Cote d'Ivoire/Gbeke",
          "Cote d'Ivoire/San Pedro",
          "Cote d'Ivoire"
         ],
         "labels": [
          "Abouzè-kouadiokro",
          "Adjamene",
          "Adjougouansou",
          "Afotobo",
          "Ahodji(Raffierkro)",
          "Ahouzankro (Bassin  de Mamini)",
          "Ahouzankro (Bassin de Mamini)",
          "Ahouzankro Bassin de Mamini)",
          "Akadiafoué",
          "Akanzakro",
          "Akété",
          "Alloko-Sakassou",
          "Alloukro (Bassin de Mamini)",
          "Andobo-Alluibo",
          "Andokro-Kouakou",
          "Angokoun-Kpangbassou",
          "Anoufoue Bounou",
          "Assengou",
          "Assouakro",
          "Belle-Ahoukro (Akanzakro)",
          "Belle-Ahoukro 3(Akanzakro)",
          "Belle-Ahoukro(Akanzakro)",
          "Beoué",
          "Blahou",
          "Bledie",
          "Bobokro",
          "Bobokro (Bassin de Mamini)",
          "Bobokro (Mamini)",
          "Bounda",
          "Béhéké (Bassin de  Languibonou)",
          "Béhéké (Bassin de Klèmèkro)",
          "Béhéké (Bassin de Languibonou)",
          "Béhéké (Languibonou)",
          "Béhéké(Bassin de Klèmèkro)",
          "Béhéké(Bassin de Languibonou)",
          "DJOUROUTOU",
          "Debablai",
          "Diéribanou",
          "Diéribanouan",
          "Diéviessou",
          "Djihimbo",
          "Djihouloké",
          "Djikla",
          "Djourou",
          "Fahe",
          "Fahe yobouekro",
          "Fahris_Oko",
          "Fahris_Oko (Bassin de Kahankro)",
          "Fahris_Oko (Kahankro)",
          "Fahris_Oko(Bassin de Kahankro)",
          "GBAROU",
          "Gbangbokro",
          "Gbapet",
          "Gbarou",
          "Gnity",
          "Goliblenou",
          "Gomo( Bassin Assouakro)",
          "Gomo(Bassin  de Assouakro)",
          "Grobonou  dan",
          "Grobonou dan",
          "Hannié",
          "Heremakono",
          "Hyrré",
          "Kanango Kpli",
          "Klodio",
          "Klèmèkro",
          "Klèmèkro (wandékouassikro)",
          "Koblékro",
          "Koblékro(Kongonibo)",
          "Kouadianikro",
          "Kouadianikro (Bassin de Bounda)",
          "Kouadianikro (Bounda)",
          "Kouadianikro(Bassin Bounda)",
          "Kouakou kouadiokro (Bassin de Yéguébo-Bouakro)",
          "Kouakou kouadiokro(Bassin  de Yéguébo-Bouakro)",
          "Kouakou-Bakakro",
          "Koubékro (Bassin  Mamini)",
          "Koumanbo",
          "Kpékékro (Bassin  de  Mamini)",
          "Kpékékro (Bassin de Mamini)",
          "Kpékékro (Mamini)",
          "Krofoinsou",
          "Langbabokohoun",
          "Linguébo",
          "Lokassou",
          "Lokassou (Bassin de Assengou)",
          "Lolobo",
          "MAHINO1",
          "Mahino 3",
          "Mahino1",
          "Mahino2",
          "Mahino3",
          "Mamini",
          "Mamini (Bassin de Mamini)",
          "Mandanou",
          "Mané",
          "N?Zuégouanou",
          "N?Zègouanou",
          "N?dakro",
          "N?zikro",
          "Nouin",
          "Olodio",
          "Oueoulo",
          "Oulibio",
          "PARA",
          "Para",
          "Plateau",
          "Plibo",
          "Plongo (Bassin de  Kondoukro)",
          "Plongo (Bassin de Kondoukro)",
          "Plongo(Bassin de Djébonoua)",
          "Raffierkro",
          "Saminikro",
          "Samoïkro",
          "Seh",
          "Siahé",
          "Sinzèkro",
          "Sola-Bonikro",
          "Sran-Belakro",
          "Takassou (Bassin de Mamini)",
          "Takassou (Bassin de Mamini.)",
          "Takassou(Bassin de Saminikro)",
          "Tanou-Broukro ( Bassin  de  Saminikro)",
          "Tanou-Broukro (Bassin de  Saminikro)",
          "Tanou-Broukro (Bassin de Saminikro)",
          "Tanou-Broukro(Bassin de Saminikro)",
          "Touih",
          "Wouhasso",
          "Yéguébo-Bouakro",
          "Zougban (Bassin de Saminikro)",
          "Zougban (Saminikro)",
          "Ando-Kékrénou",
          "Ayaou-Sran",
          "Bodokro",
          "Bouaké",
          "Brobo",
          "Béoumi",
          "COMMUNE DE Bouake",
          "Commune de Bouake",
          "Commune de Bouaké",
          "DJOUROUTOU",
          "Diabo",
          "Dibri",
          "Dibri Assrikro",
          "Djebonoua",
          "Djibri Assirikro",
          "Djihimbo",
          "Djébonoua",
          "Dogbo",
          "Gabiadji",
          "Gnity",
          "Grabo",
          "Grand bereby",
          "Krofoinsou",
          "Languibonou",
          "Lolobo",
          "N?guessankro",
          "Olodio",
          "Sakassou",
          "Tabou",
          "Botro",
          "Bouaké",
          "Béoumi",
          "Sakassou",
          "San-Pédro",
          "Tabou",
          "Gbeke",
          "San Pedro",
          "Cote d'Ivoire"
         ],
         "name": "",
         "parents": [
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/Gbeke/Sakassou/Djibri Assirikro",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/Gbeke/Bouaké/Bouaké",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djebonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/Gbeke/Sakassou/Dibri Assrikro",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Dogbo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Bouaké/Brobo",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/Gbeke/Botro/Languibonou",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Lolobo",
          "Cote d'Ivoire/Gbeke/Béoumi/Béoumi",
          "Cote d'Ivoire/San Pedro/San-Pédro/Djihimbo",
          "Cote d'Ivoire/San Pedro/Tabou/Tabou",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Grand bereby",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouaké",
          "Cote d'Ivoire/Gbeke/Bouaké/Commune de Bouake",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gnity",
          "Cote d'Ivoire/San Pedro/Tabou/Grabo",
          "Cote d'Ivoire/San Pedro/Tabou/DJOUROUTOU",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/Gbeke/Sakassou/Sakassou",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/Gbeke/Bouaké/Djébonoua",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
          "Cote d'Ivoire/San Pedro/San-Pédro/Gabiadji",
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   "source": [
    "blockingany = assessment[(assessment['Health access blocked by river'] != '') | (assessment['Education access blocked by river'] != '') | (assessment['Market access blocked by river'] != '') | (assessment['Other access blocked by river'] != '')]\n",
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     },
     "metadata": {},
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   ],
   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "fig = px.bar(villages, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Region of Assessment')\n",
    "fig.update_xaxes(title_text='Sites Assessed')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Assessed by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/sites_villages_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/sites_villages_bar.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "tempdf = pd.DataFrame(blockingany['Level 4 Government'].value_counts())\n",
    "tempdf = tempdf.reset_index()\n",
    "tempdf.columns = ['Level 4 Government', 'Count']\n",
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(tempdf)):\n",
    "    tempdf.loc[i, 'Level 3 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 2 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 1 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "fig = px.bar(tempdf, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Sites Blocking Healthcare')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Blocking Healthcare by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/blocking_health_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/blocking_health_bar.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
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   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "tempdf = pd.DataFrame(blockingany['Level 4 Government'].value_counts())\n",
    "tempdf = tempdf.reset_index()\n",
    "tempdf.columns = ['Level 4 Government', 'Count']\n",
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(tempdf)):\n",
    "    tempdf.loc[i, 'Level 3 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 2 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 1 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "fig = px.bar(tempdf, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Sites Assessed')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Blocking Education by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/blocking_education_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/blocking_education_bar.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
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   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "tempdf = pd.DataFrame(blockingany['Level 4 Government'].value_counts())\n",
    "tempdf = tempdf.reset_index()\n",
    "tempdf.columns = ['Level 4 Government', 'Count']\n",
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(tempdf)):\n",
    "    tempdf.loc[i, 'Level 3 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 2 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 1 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "fig = px.bar(tempdf, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Sites Assessed')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Blocking Markets by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/blocking_market_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/blocking_market_bar.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
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        },
        "title": {
         "text": "Sites Blocking Other Infrastructure by Region"
        },
        "xaxis": {
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     "metadata": {},
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   ],
   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "tempdf = pd.DataFrame(blockingany['Level 4 Government'].value_counts())\n",
    "tempdf = tempdf.reset_index()\n",
    "tempdf.columns = ['Level 4 Government', 'Count']\n",
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(tempdf)):\n",
    "    tempdf.loc[i, 'Level 3 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 2 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 1 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "fig = px.bar(tempdf, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Sites Assessed')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Blocking Other Infrastructure by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/blocking_other_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/blocking_other_bar.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
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        },
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   "source": [
    "# create a bar chart with villages dataframe where each bar is a government level 3 and the height is the count and color is level 2 government\n",
    "tempdf = pd.DataFrame(blockingany['Level 4 Government'].value_counts())\n",
    "tempdf = tempdf.reset_index()\n",
    "tempdf.columns = ['Level 4 Government', 'Count']\n",
    "# for each value in villages level 4 government, find the corresponding value in the assessment level 4 government column and add the corresponding value in the \"level 3 government\" column as a new column in the villages dataframe\n",
    "for i in range(len(tempdf)):\n",
    "    tempdf.loc[i, 'Level 3 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 3 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 2 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 2 Government'].iloc[0]\n",
    "    tempdf.loc[i, 'Level 1 Government'] = blockingany.loc[blockingany['Level 4 Government'] == tempdf.loc[i, 'Level 4 Government'], 'Level 1 Government'].iloc[0]\n",
    "fig = px.bar(tempdf, x='Level 3 Government', y='Count', color='Level 2 Government')\n",
    "# change x title to region of assessment\n",
    "fig.update_xaxes(title_text='Sites Assessed')\n",
    "fig.update_layout(legend_title_text='Region Legend')\n",
    "# update title to be Sites Assessed by Region\n",
    "fig.update_layout(title_text='Sites Blocking Any Infrastructure by Region')\n",
    "fig.show()\n",
    "# write to html\n",
    "fig.write_html(\"./home/charts/blocking_any_bar.html\")\n",
    "# write to png\n",
    "fig.write_image(\"./home/charts/blocking_any_bar.png\")"
   ]
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