{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set path to shapefiles\n",
    "path = ('C:/Users/jtrum/world_bank/luanda_angola/')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read shapefiles\n",
    "angola0 = gpd.read_file(path + 'gadm41_AGO_0.shp')\n",
    "angola1 = gpd.read_file(path + 'gadm41_AGO_1.shp')\n",
    "angola2 = gpd.read_file(path + 'gadm41_AGO_2.shp')\n",
    "angola3 = gpd.read_file(path + 'gadm41_AGO_3.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot shapefiles as a 2 by 2 grid\n",
    "fig, ax = plt.subplots(2, 2, figsize=(10, 10))\n",
    "angola0.plot(ax=ax[0, 0], color='white', edgecolor='black')\n",
    "angola1.plot(ax=ax[0, 1], color='orange', edgecolor='black')\n",
    "angola2.plot(ax=ax[1, 0], color='green', edgecolor='black')\n",
    "angola3.plot(ax=ax[1, 1], color='teal', edgecolor='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>MULTIPOLYGON (((19.89892 -17.87674, 19.89082 -...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  GID_0 COUNTRY                                           geometry\n",
       "0   AGO  Angola  MULTIPOLYGON (((19.89892 -17.87674, 19.89082 -..."
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angola0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>VARNAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>TYPE_1</th>\n",
       "      <th>ENGTYPE_1</th>\n",
       "      <th>CC_1</th>\n",
       "      <th>HASC_1</th>\n",
       "      <th>ISO_1</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>1</td>\n",
       "      <td>AO.BO</td>\n",
       "      <td>AO-BGO</td>\n",
       "      <td>POLYGON ((14.22943 -9.63766, 14.23998 -9.63460...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.2_1</td>\n",
       "      <td>Benguela</td>\n",
       "      <td>Benguella</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>2</td>\n",
       "      <td>AO.BG</td>\n",
       "      <td>AO-BGU</td>\n",
       "      <td>POLYGON ((14.48104 -13.63776, 14.48518 -13.659...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.3_1</td>\n",
       "      <td>Bié</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>3</td>\n",
       "      <td>AO.BI</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((17.50413 -11.69639, 17.51439 -11.699...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.4_1</td>\n",
       "      <td>Cabinda</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>4</td>\n",
       "      <td>AO.CB</td>\n",
       "      <td>AO-CAB</td>\n",
       "      <td>MULTIPOLYGON (((12.51154 -5.66378, 12.51563 -5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.5_1</td>\n",
       "      <td>Cuando Cubango</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>5</td>\n",
       "      <td>AO.CC</td>\n",
       "      <td>AO-CCU</td>\n",
       "      <td>POLYGON ((21.11720 -17.93859, 21.10740 -17.949...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.6_1</td>\n",
       "      <td>Cuanza Norte</td>\n",
       "      <td>Cuanza-Nord|Kwanza Norte</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>6</td>\n",
       "      <td>AO.CN</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((14.43879 -9.70253, 14.42907 -9.69892...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.7_1</td>\n",
       "      <td>Cuanza Sul</td>\n",
       "      <td>Cuanza-Sud|Kwanza Sul</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>7</td>\n",
       "      <td>AO.CS</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((14.42245 -11.84332, 14.39943 -11.858...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.8_1</td>\n",
       "      <td>Cunene</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>8</td>\n",
       "      <td>AO.CU</td>\n",
       "      <td>AO-CNN</td>\n",
       "      <td>POLYGON ((14.90854 -17.38994, 14.82517 -17.390...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.9_1</td>\n",
       "      <td>Huambo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>9</td>\n",
       "      <td>AO.HM</td>\n",
       "      <td>AO-HUA</td>\n",
       "      <td>POLYGON ((15.46121 -13.63435, 15.43790 -13.636...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.10_1</td>\n",
       "      <td>Huíla</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>10</td>\n",
       "      <td>AO.HL</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.86289 -16.19113, 13.84340 -16.212...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>Loanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>11</td>\n",
       "      <td>AO.LU</td>\n",
       "      <td>AO-LUA</td>\n",
       "      <td>MULTIPOLYGON (((13.25572 -9.18511, 13.25016 -9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.12_1</td>\n",
       "      <td>Lunda Norte</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>12</td>\n",
       "      <td>AO.LN</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((18.49151 -10.42492, 18.49983 -10.430...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.13_1</td>\n",
       "      <td>Lunda Sul</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>13</td>\n",
       "      <td>AO.LS</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((19.98410 -11.26673, 19.97494 -11.261...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.14_1</td>\n",
       "      <td>Malanje</td>\n",
       "      <td>Malange</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>14</td>\n",
       "      <td>AO.ML</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((17.56128 -11.70888, 17.55240 -11.704...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.15_1</td>\n",
       "      <td>Moxico</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>15</td>\n",
       "      <td>AO.MX</td>\n",
       "      <td>AO-MOX</td>\n",
       "      <td>POLYGON ((21.50316 -15.57387, 21.49482 -15.567...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.16_1</td>\n",
       "      <td>Namibe</td>\n",
       "      <td>Moçâmedes|Mossamedes</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>16</td>\n",
       "      <td>AO.NA</td>\n",
       "      <td>AO-NAM</td>\n",
       "      <td>MULTIPOLYGON (((11.89305 -17.21833, 11.88961 -...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.17_1</td>\n",
       "      <td>Uíge</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>17</td>\n",
       "      <td>AO.UI</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((14.65188 -8.20525, 14.66517 -8.17885...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>18</td>\n",
       "      <td>AO.ZA</td>\n",
       "      <td>AO-ZAI</td>\n",
       "      <td>POLYGON ((13.30162 -7.73082, 13.29917 -7.74248...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GID_0 COUNTRY     GID_1          NAME_1                 VARNAME_1  \\\n",
       "0    AGO  Angola   AGO.1_1           Bengo                        NA   \n",
       "1    AGO  Angola   AGO.2_1        Benguela                 Benguella   \n",
       "2    AGO  Angola   AGO.3_1             Bié                        NA   \n",
       "3    AGO  Angola   AGO.4_1         Cabinda                        NA   \n",
       "4    AGO  Angola   AGO.5_1  Cuando Cubango                        NA   \n",
       "5    AGO  Angola   AGO.6_1    Cuanza Norte  Cuanza-Nord|Kwanza Norte   \n",
       "6    AGO  Angola   AGO.7_1      Cuanza Sul     Cuanza-Sud|Kwanza Sul   \n",
       "7    AGO  Angola   AGO.8_1          Cunene                        NA   \n",
       "8    AGO  Angola   AGO.9_1          Huambo                        NA   \n",
       "9    AGO  Angola  AGO.10_1           Huíla                        NA   \n",
       "10   AGO  Angola  AGO.11_1          Luanda                    Loanda   \n",
       "11   AGO  Angola  AGO.12_1     Lunda Norte                        NA   \n",
       "12   AGO  Angola  AGO.13_1       Lunda Sul                        NA   \n",
       "13   AGO  Angola  AGO.14_1         Malanje                   Malange   \n",
       "14   AGO  Angola  AGO.15_1          Moxico                        NA   \n",
       "15   AGO  Angola  AGO.16_1          Namibe      Moçâmedes|Mossamedes   \n",
       "16   AGO  Angola  AGO.17_1            Uíge                        NA   \n",
       "17   AGO  Angola  AGO.18_1           Zaire                        NA   \n",
       "\n",
       "   NL_NAME_1     TYPE_1 ENGTYPE_1 CC_1 HASC_1   ISO_1  \\\n",
       "0         NA  Província  Province    1  AO.BO  AO-BGO   \n",
       "1         NA  Província  Province    2  AO.BG  AO-BGU   \n",
       "2         NA  Província  Province    3  AO.BI      NA   \n",
       "3         NA  Província  Province    4  AO.CB  AO-CAB   \n",
       "4         NA  Província  Province    5  AO.CC  AO-CCU   \n",
       "5         NA  Província  Province    6  AO.CN      NA   \n",
       "6         NA  Província  Province    7  AO.CS      NA   \n",
       "7         NA  Província  Province    8  AO.CU  AO-CNN   \n",
       "8         NA  Província  Province    9  AO.HM  AO-HUA   \n",
       "9         NA  Província  Province   10  AO.HL      NA   \n",
       "10        NA  Província  Province   11  AO.LU  AO-LUA   \n",
       "11        NA  Província  Province   12  AO.LN      NA   \n",
       "12        NA  Província  Province   13  AO.LS      NA   \n",
       "13        NA  Província  Province   14  AO.ML      NA   \n",
       "14        NA  Província  Province   15  AO.MX  AO-MOX   \n",
       "15        NA  Província  Province   16  AO.NA  AO-NAM   \n",
       "16        NA  Província  Province   17  AO.UI      NA   \n",
       "17        NA  Província  Province   18  AO.ZA  AO-ZAI   \n",
       "\n",
       "                                             geometry  \n",
       "0   POLYGON ((14.22943 -9.63766, 14.23998 -9.63460...  \n",
       "1   POLYGON ((14.48104 -13.63776, 14.48518 -13.659...  \n",
       "2   POLYGON ((17.50413 -11.69639, 17.51439 -11.699...  \n",
       "3   MULTIPOLYGON (((12.51154 -5.66378, 12.51563 -5...  \n",
       "4   POLYGON ((21.11720 -17.93859, 21.10740 -17.949...  \n",
       "5   POLYGON ((14.43879 -9.70253, 14.42907 -9.69892...  \n",
       "6   POLYGON ((14.42245 -11.84332, 14.39943 -11.858...  \n",
       "7   POLYGON ((14.90854 -17.38994, 14.82517 -17.390...  \n",
       "8   POLYGON ((15.46121 -13.63435, 15.43790 -13.636...  \n",
       "9   POLYGON ((13.86289 -16.19113, 13.84340 -16.212...  \n",
       "10  MULTIPOLYGON (((13.25572 -9.18511, 13.25016 -9...  \n",
       "11  POLYGON ((18.49151 -10.42492, 18.49983 -10.430...  \n",
       "12  POLYGON ((19.98410 -11.26673, 19.97494 -11.261...  \n",
       "13  POLYGON ((17.56128 -11.70888, 17.55240 -11.704...  \n",
       "14  POLYGON ((21.50316 -15.57387, 21.49482 -15.567...  \n",
       "15  MULTIPOLYGON (((11.89305 -17.21833, 11.88961 -...  \n",
       "16  POLYGON ((14.65188 -8.20525, 14.66517 -8.17885...  \n",
       "17  POLYGON ((13.30162 -7.73082, 13.29917 -7.74248...  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angola1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>GID_2</th>\n",
       "      <th>NAME_2</th>\n",
       "      <th>VARNAME_2</th>\n",
       "      <th>NL_NAME_2</th>\n",
       "      <th>TYPE_2</th>\n",
       "      <th>ENGTYPE_2</th>\n",
       "      <th>CC_2</th>\n",
       "      <th>HASC_2</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1_1</td>\n",
       "      <td>Ambriz</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>0104</td>\n",
       "      <td>AO.BO.AM</td>\n",
       "      <td>POLYGON ((13.58780 -8.07294, 13.59133 -8.09631...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.2_1</td>\n",
       "      <td>Dande</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>0101</td>\n",
       "      <td>AO.BO.DA</td>\n",
       "      <td>POLYGON ((14.00521 -8.29725, 14.02821 -8.29198...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.3_1</td>\n",
       "      <td>Icolo e Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>0102</td>\n",
       "      <td>AO.BO.IB</td>\n",
       "      <td>POLYGON ((13.89476 -8.93760, 13.91837 -8.93758...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.4_1</td>\n",
       "      <td>Muxima</td>\n",
       "      <td>Kissama</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>0103</td>\n",
       "      <td>AO.BO.MU</td>\n",
       "      <td>POLYGON ((14.22943 -9.63766, 14.23998 -9.63460...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.5_1</td>\n",
       "      <td>Nambuangongo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>0105</td>\n",
       "      <td>AO.BO.NA</td>\n",
       "      <td>POLYGON ((14.71721 -8.04683, 14.71861 -8.06823...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.2_1</td>\n",
       "      <td>M'Banza Congo</td>\n",
       "      <td>Mbanza Kongo|M'Banza Kongo</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1801</td>\n",
       "      <td>AO.ZA.MK</td>\n",
       "      <td>POLYGON ((14.24712 -6.80609, 14.24132 -6.81415...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.3_1</td>\n",
       "      <td>N'Zeto</td>\n",
       "      <td>Nzeto</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1803</td>\n",
       "      <td>AO.ZA.NZ</td>\n",
       "      <td>POLYGON ((13.31320 -7.71549, 13.30602 -7.72191...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.4_1</td>\n",
       "      <td>Noqui</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1805</td>\n",
       "      <td>AO.ZA.NO</td>\n",
       "      <td>POLYGON ((13.89886 -6.24828, 13.89953 -6.27159...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.5_1</td>\n",
       "      <td>Soyo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1802</td>\n",
       "      <td>AO.ZA.SO</td>\n",
       "      <td>POLYGON ((12.98212 -6.39089, 12.96235 -6.41146...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1804</td>\n",
       "      <td>AO.ZA.TO</td>\n",
       "      <td>POLYGON ((13.00820 -7.02149, 12.98496 -7.01922...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>163 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GID_0 COUNTRY     GID_1 NAME_1 NL_NAME_1       GID_2         NAME_2  \\\n",
       "0     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.1_1         Ambriz   \n",
       "1     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.2_1          Dande   \n",
       "2     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.3_1  Icolo e Bengo   \n",
       "3     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.4_1         Muxima   \n",
       "4     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.5_1   Nambuangongo   \n",
       "..    ...     ...       ...    ...       ...         ...            ...   \n",
       "158   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.2_1  M'Banza Congo   \n",
       "159   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.3_1         N'Zeto   \n",
       "160   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.4_1          Noqui   \n",
       "161   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.5_1           Soyo   \n",
       "162   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.6_1        Tomboco   \n",
       "\n",
       "                      VARNAME_2 NL_NAME_2     TYPE_2  \\\n",
       "0                            NA        NA  Município   \n",
       "1                            NA        NA  Município   \n",
       "2                            NA        NA  Município   \n",
       "3                       Kissama        NA  Município   \n",
       "4                            NA        NA  Município   \n",
       "..                          ...       ...        ...   \n",
       "158  Mbanza Kongo|M'Banza Kongo        NA  Município   \n",
       "159                       Nzeto        NA  Município   \n",
       "160                          NA        NA  Município   \n",
       "161                          NA        NA  Município   \n",
       "162                          NA        NA  Município   \n",
       "\n",
       "                    ENGTYPE_2  CC_2    HASC_2  \\\n",
       "0    Municpality|City Council  0104  AO.BO.AM   \n",
       "1    Municpality|City Council  0101  AO.BO.DA   \n",
       "2    Municpality|City Council  0102  AO.BO.IB   \n",
       "3    Municpality|City Council  0103  AO.BO.MU   \n",
       "4    Municpality|City Council  0105  AO.BO.NA   \n",
       "..                        ...   ...       ...   \n",
       "158  Municpality|City Council  1801  AO.ZA.MK   \n",
       "159  Municpality|City Council  1803  AO.ZA.NZ   \n",
       "160  Municpality|City Council  1805  AO.ZA.NO   \n",
       "161  Municpality|City Council  1802  AO.ZA.SO   \n",
       "162  Municpality|City Council  1804  AO.ZA.TO   \n",
       "\n",
       "                                              geometry  \n",
       "0    POLYGON ((13.58780 -8.07294, 13.59133 -8.09631...  \n",
       "1    POLYGON ((14.00521 -8.29725, 14.02821 -8.29198...  \n",
       "2    POLYGON ((13.89476 -8.93760, 13.91837 -8.93758...  \n",
       "3    POLYGON ((14.22943 -9.63766, 14.23998 -9.63460...  \n",
       "4    POLYGON ((14.71721 -8.04683, 14.71861 -8.06823...  \n",
       "..                                                 ...  \n",
       "158  POLYGON ((14.24712 -6.80609, 14.24132 -6.81415...  \n",
       "159  POLYGON ((13.31320 -7.71549, 13.30602 -7.72191...  \n",
       "160  POLYGON ((13.89886 -6.24828, 13.89953 -6.27159...  \n",
       "161  POLYGON ((12.98212 -6.39089, 12.96235 -6.41146...  \n",
       "162  POLYGON ((13.00820 -7.02149, 12.98496 -7.01922...  \n",
       "\n",
       "[163 rows x 14 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angola2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>GID_2</th>\n",
       "      <th>NAME_2</th>\n",
       "      <th>NL_NAME_2</th>\n",
       "      <th>GID_3</th>\n",
       "      <th>NAME_3</th>\n",
       "      <th>VARNAME_3</th>\n",
       "      <th>NL_NAME_3</th>\n",
       "      <th>TYPE_3</th>\n",
       "      <th>ENGTYPE_3</th>\n",
       "      <th>CC_3</th>\n",
       "      <th>HASC_3</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1_1</td>\n",
       "      <td>Ambriz</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1.1_1</td>\n",
       "      <td>Ambriz</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.60011 -7.95300, 13.58338 -7.95193...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1_1</td>\n",
       "      <td>Ambriz</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1.2_1</td>\n",
       "      <td>Bela Vista</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.60011 -7.95300, 13.59819 -7.94239...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1_1</td>\n",
       "      <td>Ambriz</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.1.3_1</td>\n",
       "      <td>Tabi</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.18305 -8.00315, 13.19910 -7.99620...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.2_1</td>\n",
       "      <td>Dande</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.2.1_1</td>\n",
       "      <td>Barra do Dande</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.36503 -8.32537, 13.37787 -8.31847...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.1_1</td>\n",
       "      <td>Bengo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.2_1</td>\n",
       "      <td>Dande</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.1.2.2_1</td>\n",
       "      <td>Caxito</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.52357 -8.65088, 13.54970 -8.65661...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>522</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.5_1</td>\n",
       "      <td>Soyo</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.5.4_1</td>\n",
       "      <td>Sumba</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((12.83246 -6.21133, 12.82631 -6.21039...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>523</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6.1_1</td>\n",
       "      <td>Kingombe</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.34241 -6.31110, 13.36145 -6.33234...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>524</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6.2_1</td>\n",
       "      <td>Kinzau</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.05370 -7.04304, 13.03066 -7.03125...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6.3_1</td>\n",
       "      <td>Quiximba</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((14.09292 -6.87123, 14.06199 -6.88029...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>526</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.18_1</td>\n",
       "      <td>Zaire</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.18.6.4_1</td>\n",
       "      <td>Tomboco</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.40281 -6.91802, 13.39253 -6.92343...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>527 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    GID_0 COUNTRY     GID_1 NAME_1 NL_NAME_1       GID_2   NAME_2 NL_NAME_2  \\\n",
       "0     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.1_1   Ambriz        NA   \n",
       "1     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.1_1   Ambriz        NA   \n",
       "2     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.1_1   Ambriz        NA   \n",
       "3     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.2_1    Dande        NA   \n",
       "4     AGO  Angola   AGO.1_1  Bengo        NA   AGO.1.2_1    Dande        NA   \n",
       "..    ...     ...       ...    ...       ...         ...      ...       ...   \n",
       "522   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.5_1     Soyo        NA   \n",
       "523   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.6_1  Tomboco        NA   \n",
       "524   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.6_1  Tomboco        NA   \n",
       "525   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.6_1  Tomboco        NA   \n",
       "526   AGO  Angola  AGO.18_1  Zaire        NA  AGO.18.6_1  Tomboco        NA   \n",
       "\n",
       "            GID_3          NAME_3 VARNAME_3 NL_NAME_3   TYPE_3 ENGTYPE_3 CC_3  \\\n",
       "0     AGO.1.1.1_1          Ambriz        NA        NA  Commune   Commune   NA   \n",
       "1     AGO.1.1.2_1      Bela Vista        NA        NA  Commune   Commune   NA   \n",
       "2     AGO.1.1.3_1            Tabi        NA        NA  Commune   Commune   NA   \n",
       "3     AGO.1.2.1_1  Barra do Dande        NA        NA  Commune   Commune   NA   \n",
       "4     AGO.1.2.2_1          Caxito        NA        NA  Commune   Commune   NA   \n",
       "..            ...             ...       ...       ...      ...       ...  ...   \n",
       "522  AGO.18.5.4_1           Sumba        NA        NA  Commune   Commune   NA   \n",
       "523  AGO.18.6.1_1        Kingombe        NA        NA  Commune   Commune   NA   \n",
       "524  AGO.18.6.2_1          Kinzau        NA        NA  Commune   Commune   NA   \n",
       "525  AGO.18.6.3_1        Quiximba        NA        NA  Commune   Commune   NA   \n",
       "526  AGO.18.6.4_1         Tomboco        NA        NA  Commune   Commune   NA   \n",
       "\n",
       "    HASC_3                                           geometry  \n",
       "0       NA  POLYGON ((13.60011 -7.95300, 13.58338 -7.95193...  \n",
       "1       NA  POLYGON ((13.60011 -7.95300, 13.59819 -7.94239...  \n",
       "2       NA  POLYGON ((13.18305 -8.00315, 13.19910 -7.99620...  \n",
       "3       NA  POLYGON ((13.36503 -8.32537, 13.37787 -8.31847...  \n",
       "4       NA  POLYGON ((13.52357 -8.65088, 13.54970 -8.65661...  \n",
       "..     ...                                                ...  \n",
       "522     NA  POLYGON ((12.83246 -6.21133, 12.82631 -6.21039...  \n",
       "523     NA  POLYGON ((13.34241 -6.31110, 13.36145 -6.33234...  \n",
       "524     NA  POLYGON ((13.05370 -7.04304, 13.03066 -7.03125...  \n",
       "525     NA  POLYGON ((14.09292 -6.87123, 14.06199 -6.88029...  \n",
       "526     NA  POLYGON ((13.40281 -6.91802, 13.39253 -6.92343...  \n",
       "\n",
       "[527 rows x 17 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "angola3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>VARNAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>TYPE_1</th>\n",
       "      <th>ENGTYPE_1</th>\n",
       "      <th>CC_1</th>\n",
       "      <th>HASC_1</th>\n",
       "      <th>ISO_1</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>Loanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>Província</td>\n",
       "      <td>Province</td>\n",
       "      <td>11</td>\n",
       "      <td>AO.LU</td>\n",
       "      <td>AO-LUA</td>\n",
       "      <td>MULTIPOLYGON (((13.25572 -9.18511, 13.25016 -9...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GID_0 COUNTRY     GID_1  NAME_1 VARNAME_1 NL_NAME_1     TYPE_1 ENGTYPE_1  \\\n",
       "10   AGO  Angola  AGO.11_1  Luanda    Loanda        NA  Província  Province   \n",
       "\n",
       "   CC_1 HASC_1   ISO_1                                           geometry  \n",
       "10   11  AO.LU  AO-LUA  MULTIPOLYGON (((13.25572 -9.18511, 13.25016 -9...  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract Luanda, Angola from luanda1\n",
    "luanda1 = angola1[angola1['NAME_1'] == 'Luanda']\n",
    "luanda1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>GID_2</th>\n",
       "      <th>NAME_2</th>\n",
       "      <th>VARNAME_2</th>\n",
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       "      <th>CC_2</th>\n",
       "      <th>HASC_2</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1_1</td>\n",
       "      <td>Cacuaco</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1108</td>\n",
       "      <td>AO.LU.CC</td>\n",
       "      <td>POLYGON ((13.33555 -8.84680, 13.32807 -8.84816...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2_1</td>\n",
       "      <td>Cazenga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1105</td>\n",
       "      <td>AO.LU.CZ</td>\n",
       "      <td>POLYGON ((13.31915 -8.83688, 13.32149 -8.84161...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1101</td>\n",
       "      <td>AO.LU.IN</td>\n",
       "      <td>POLYGON ((13.24521 -8.82360, 13.24350 -8.82758...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.4_1</td>\n",
       "      <td>Kilamba Kiaxi</td>\n",
       "      <td>Kilamba Kiaxi</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1106</td>\n",
       "      <td>AO.LU.KK</td>\n",
       "      <td>POLYGON ((13.27703 -8.84495, 13.28397 -8.84877...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5_1</td>\n",
       "      <td>Maianga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1102</td>\n",
       "      <td>AO.LU.MA</td>\n",
       "      <td>POLYGON ((13.24222 -8.85261, 13.23758 -8.85664...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6_1</td>\n",
       "      <td>Rangel</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1103</td>\n",
       "      <td>AO.LU.RA</td>\n",
       "      <td>POLYGON ((13.27703 -8.84495, 13.27180 -8.84202...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1107</td>\n",
       "      <td>AO.LU.SA</td>\n",
       "      <td>MULTIPOLYGON (((13.00907 -9.11587, 13.00547 -9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.8_1</td>\n",
       "      <td>Sambizanga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1104</td>\n",
       "      <td>AO.LU.SZ</td>\n",
       "      <td>POLYGON ((13.27602 -8.80478, 13.27317 -8.81079...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9_1</td>\n",
       "      <td>Viana</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Município</td>\n",
       "      <td>Municpality|City Council</td>\n",
       "      <td>1109</td>\n",
       "      <td>AO.LU.VI</td>\n",
       "      <td>POLYGON ((13.28976 -9.17134, 13.28341 -9.17835...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GID_0 COUNTRY     GID_1  NAME_1 NL_NAME_1       GID_2         NAME_2  \\\n",
       "91   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.1_1        Cacuaco   \n",
       "92   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.2_1        Cazenga   \n",
       "93   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "94   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.4_1  Kilamba Kiaxi   \n",
       "95   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.5_1        Maianga   \n",
       "96   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.6_1         Rangel   \n",
       "97   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.7_1          Samba   \n",
       "98   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.8_1     Sambizanga   \n",
       "99   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.9_1          Viana   \n",
       "\n",
       "        VARNAME_2 NL_NAME_2     TYPE_2                 ENGTYPE_2  CC_2  \\\n",
       "91             NA        NA  Município  Municpality|City Council  1108   \n",
       "92             NA        NA  Município  Municpality|City Council  1105   \n",
       "93             NA        NA  Município  Municpality|City Council  1101   \n",
       "94  Kilamba Kiaxi        NA  Município  Municpality|City Council  1106   \n",
       "95             NA        NA  Município  Municpality|City Council  1102   \n",
       "96             NA        NA  Município  Municpality|City Council  1103   \n",
       "97             NA        NA  Município  Municpality|City Council  1107   \n",
       "98             NA        NA  Município  Municpality|City Council  1104   \n",
       "99             NA        NA  Município  Municpality|City Council  1109   \n",
       "\n",
       "      HASC_2                                           geometry  \n",
       "91  AO.LU.CC  POLYGON ((13.33555 -8.84680, 13.32807 -8.84816...  \n",
       "92  AO.LU.CZ  POLYGON ((13.31915 -8.83688, 13.32149 -8.84161...  \n",
       "93  AO.LU.IN  POLYGON ((13.24521 -8.82360, 13.24350 -8.82758...  \n",
       "94  AO.LU.KK  POLYGON ((13.27703 -8.84495, 13.28397 -8.84877...  \n",
       "95  AO.LU.MA  POLYGON ((13.24222 -8.85261, 13.23758 -8.85664...  \n",
       "96  AO.LU.RA  POLYGON ((13.27703 -8.84495, 13.27180 -8.84202...  \n",
       "97  AO.LU.SA  MULTIPOLYGON (((13.00907 -9.11587, 13.00547 -9...  \n",
       "98  AO.LU.SZ  POLYGON ((13.27602 -8.80478, 13.27317 -8.81079...  \n",
       "99  AO.LU.VI  POLYGON ((13.28976 -9.17134, 13.28341 -9.17835...  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract Luanda, Angola from luanda2\n",
    "luanda2 = angola2[angola2['NAME_1'] == 'Luanda']\n",
    "luanda2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GID_0</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>GID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>NL_NAME_1</th>\n",
       "      <th>GID_2</th>\n",
       "      <th>NAME_2</th>\n",
       "      <th>NL_NAME_2</th>\n",
       "      <th>GID_3</th>\n",
       "      <th>NAME_3</th>\n",
       "      <th>VARNAME_3</th>\n",
       "      <th>NL_NAME_3</th>\n",
       "      <th>TYPE_3</th>\n",
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       "      <th>CC_3</th>\n",
       "      <th>HASC_3</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1_1</td>\n",
       "      <td>Cacuaco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1.1_1</td>\n",
       "      <td>Cacuaco</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.36162 -8.83568, 13.36256 -8.82855...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1_1</td>\n",
       "      <td>Cacuaco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1.2_1</td>\n",
       "      <td>Funda</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.41151 -8.63637, 13.44697 -8.65711...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1_1</td>\n",
       "      <td>Cacuaco</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.1.3_1</td>\n",
       "      <td>Kikolo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.35092 -8.77114, 13.35149 -8.77703...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2_1</td>\n",
       "      <td>Cazenga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2.1_1</td>\n",
       "      <td>Cazenga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.31935 -8.83123, 13.31915 -8.83688...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2_1</td>\n",
       "      <td>Cazenga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2.2_1</td>\n",
       "      <td>Hoji Ya Henda</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.31115 -8.79006, 13.31111 -8.79574...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2_1</td>\n",
       "      <td>Cazenga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.2.3_1</td>\n",
       "      <td>Tala Hadi</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.31701 -8.80510, 13.31901 -8.80969...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3.1_1</td>\n",
       "      <td>Ilha do Cabo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.25614 -8.80953, 13.25545 -8.81734...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3.2_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.23304 -8.81091, 13.23416 -8.81764...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3.3_1</td>\n",
       "      <td>Kinanga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.22656 -8.80957, 13.22361 -8.81403...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3.4_1</td>\n",
       "      <td>Maculusso</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.23116 -8.82300, 13.23416 -8.81764...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3_1</td>\n",
       "      <td>Ingombota</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.3.5_1</td>\n",
       "      <td>Patrice Lumumba</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.25614 -8.80953, 13.24937 -8.80831...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.4_1</td>\n",
       "      <td>Kilamba Kiaxi</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.4.1_1</td>\n",
       "      <td>Kilamba Kiaxi</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.27703 -8.84495, 13.28397 -8.84877...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5_1</td>\n",
       "      <td>Maianga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5.1_1</td>\n",
       "      <td>Cassequel</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.23851 -8.83129, 13.24350 -8.82758...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5_1</td>\n",
       "      <td>Maianga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5.2_1</td>\n",
       "      <td>Maianga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.22631 -8.82103, 13.23116 -8.82300...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5_1</td>\n",
       "      <td>Maianga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.5.3_1</td>\n",
       "      <td>Prenda</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.24709 -8.85091, 13.24222 -8.85261...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6_1</td>\n",
       "      <td>Rangel</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6.1_1</td>\n",
       "      <td>Marcal</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.25231 -8.82266, 13.25545 -8.81734...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6_1</td>\n",
       "      <td>Rangel</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6.2_1</td>\n",
       "      <td>Rangel</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.27115 -8.81709, 13.27492 -8.82195...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6_1</td>\n",
       "      <td>Rangel</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.6.3_1</td>\n",
       "      <td>Terra Nova</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.27518 -8.83783, 13.27703 -8.84495...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7.1_1</td>\n",
       "      <td>Benfica</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.13801 -8.96194, 13.14442 -8.96578...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7.2_1</td>\n",
       "      <td>Futungo de Belas</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.19239 -8.89461, 13.19973 -8.89653...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7.3_1</td>\n",
       "      <td>Mussulo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>MULTIPOLYGON (((13.01318 -9.11990, 13.00907 -9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.7.4_1</td>\n",
       "      <td>Samba</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.21492 -8.83055, 13.22101 -8.83078...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.8_1</td>\n",
       "      <td>Sambizanga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.8.1_1</td>\n",
       "      <td>N'gola Kilwanji</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.30326 -8.75798, 13.30523 -8.76749...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.8_1</td>\n",
       "      <td>Sambizanga</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.8.2_1</td>\n",
       "      <td>Sambizanga</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.27810 -8.79838, 13.27602 -8.80478...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9_1</td>\n",
       "      <td>Viana</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9.1_1</td>\n",
       "      <td>Calumbo</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.48907 -8.99619, 13.48733 -9.00185...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9_1</td>\n",
       "      <td>Viana</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9.2_1</td>\n",
       "      <td>Viana</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.30250 -9.15576, 13.28976 -9.17134...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>AGO</td>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO.11_1</td>\n",
       "      <td>Luanda</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9_1</td>\n",
       "      <td>Viana</td>\n",
       "      <td>NA</td>\n",
       "      <td>AGO.11.9.3_1</td>\n",
       "      <td>Viana Sede</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Commune</td>\n",
       "      <td>Commune</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>POLYGON ((13.53484 -8.88864, 13.52679 -8.89795...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    GID_0 COUNTRY     GID_1  NAME_1 NL_NAME_1       GID_2         NAME_2  \\\n",
       "297   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.1_1        Cacuaco   \n",
       "298   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.1_1        Cacuaco   \n",
       "299   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.1_1        Cacuaco   \n",
       "300   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.2_1        Cazenga   \n",
       "301   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.2_1        Cazenga   \n",
       "302   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.2_1        Cazenga   \n",
       "303   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "304   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "305   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "306   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "307   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.3_1      Ingombota   \n",
       "308   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.4_1  Kilamba Kiaxi   \n",
       "309   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.5_1        Maianga   \n",
       "310   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.5_1        Maianga   \n",
       "311   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.5_1        Maianga   \n",
       "312   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.6_1         Rangel   \n",
       "313   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.6_1         Rangel   \n",
       "314   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.6_1         Rangel   \n",
       "315   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.7_1          Samba   \n",
       "316   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.7_1          Samba   \n",
       "317   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.7_1          Samba   \n",
       "318   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.7_1          Samba   \n",
       "319   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.8_1     Sambizanga   \n",
       "320   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.8_1     Sambizanga   \n",
       "321   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.9_1          Viana   \n",
       "322   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.9_1          Viana   \n",
       "323   AGO  Angola  AGO.11_1  Luanda        NA  AGO.11.9_1          Viana   \n",
       "\n",
       "    NL_NAME_2         GID_3            NAME_3 VARNAME_3 NL_NAME_3   TYPE_3  \\\n",
       "297        NA  AGO.11.1.1_1           Cacuaco        NA        NA  Commune   \n",
       "298        NA  AGO.11.1.2_1             Funda        NA        NA  Commune   \n",
       "299        NA  AGO.11.1.3_1            Kikolo        NA        NA  Commune   \n",
       "300        NA  AGO.11.2.1_1           Cazenga        NA        NA  Commune   \n",
       "301        NA  AGO.11.2.2_1     Hoji Ya Henda        NA        NA  Commune   \n",
       "302        NA  AGO.11.2.3_1         Tala Hadi        NA        NA  Commune   \n",
       "303        NA  AGO.11.3.1_1      Ilha do Cabo        NA        NA  Commune   \n",
       "304        NA  AGO.11.3.2_1         Ingombota        NA        NA  Commune   \n",
       "305        NA  AGO.11.3.3_1           Kinanga        NA        NA  Commune   \n",
       "306        NA  AGO.11.3.4_1         Maculusso        NA        NA  Commune   \n",
       "307        NA  AGO.11.3.5_1   Patrice Lumumba        NA        NA  Commune   \n",
       "308        NA  AGO.11.4.1_1     Kilamba Kiaxi        NA        NA  Commune   \n",
       "309        NA  AGO.11.5.1_1         Cassequel        NA        NA  Commune   \n",
       "310        NA  AGO.11.5.2_1           Maianga        NA        NA  Commune   \n",
       "311        NA  AGO.11.5.3_1            Prenda        NA        NA  Commune   \n",
       "312        NA  AGO.11.6.1_1            Marcal        NA        NA  Commune   \n",
       "313        NA  AGO.11.6.2_1            Rangel        NA        NA  Commune   \n",
       "314        NA  AGO.11.6.3_1        Terra Nova        NA        NA  Commune   \n",
       "315        NA  AGO.11.7.1_1           Benfica        NA        NA  Commune   \n",
       "316        NA  AGO.11.7.2_1  Futungo de Belas        NA        NA  Commune   \n",
       "317        NA  AGO.11.7.3_1           Mussulo        NA        NA  Commune   \n",
       "318        NA  AGO.11.7.4_1             Samba        NA        NA  Commune   \n",
       "319        NA  AGO.11.8.1_1   N'gola Kilwanji        NA        NA  Commune   \n",
       "320        NA  AGO.11.8.2_1        Sambizanga        NA        NA  Commune   \n",
       "321        NA  AGO.11.9.1_1           Calumbo        NA        NA  Commune   \n",
       "322        NA  AGO.11.9.2_1             Viana        NA        NA  Commune   \n",
       "323        NA  AGO.11.9.3_1        Viana Sede        NA        NA  Commune   \n",
       "\n",
       "    ENGTYPE_3 CC_3 HASC_3                                           geometry  \n",
       "297   Commune   NA     NA  POLYGON ((13.36162 -8.83568, 13.36256 -8.82855...  \n",
       "298   Commune   NA     NA  POLYGON ((13.41151 -8.63637, 13.44697 -8.65711...  \n",
       "299   Commune   NA     NA  POLYGON ((13.35092 -8.77114, 13.35149 -8.77703...  \n",
       "300   Commune   NA     NA  POLYGON ((13.31935 -8.83123, 13.31915 -8.83688...  \n",
       "301   Commune   NA     NA  POLYGON ((13.31115 -8.79006, 13.31111 -8.79574...  \n",
       "302   Commune   NA     NA  POLYGON ((13.31701 -8.80510, 13.31901 -8.80969...  \n",
       "303   Commune   NA     NA  POLYGON ((13.25614 -8.80953, 13.25545 -8.81734...  \n",
       "304   Commune   NA     NA  POLYGON ((13.23304 -8.81091, 13.23416 -8.81764...  \n",
       "305   Commune   NA     NA  POLYGON ((13.22656 -8.80957, 13.22361 -8.81403...  \n",
       "306   Commune   NA     NA  POLYGON ((13.23116 -8.82300, 13.23416 -8.81764...  \n",
       "307   Commune   NA     NA  POLYGON ((13.25614 -8.80953, 13.24937 -8.80831...  \n",
       "308   Commune   NA     NA  POLYGON ((13.27703 -8.84495, 13.28397 -8.84877...  \n",
       "309   Commune   NA     NA  POLYGON ((13.23851 -8.83129, 13.24350 -8.82758...  \n",
       "310   Commune   NA     NA  POLYGON ((13.22631 -8.82103, 13.23116 -8.82300...  \n",
       "311   Commune   NA     NA  POLYGON ((13.24709 -8.85091, 13.24222 -8.85261...  \n",
       "312   Commune   NA     NA  POLYGON ((13.25231 -8.82266, 13.25545 -8.81734...  \n",
       "313   Commune   NA     NA  POLYGON ((13.27115 -8.81709, 13.27492 -8.82195...  \n",
       "314   Commune   NA     NA  POLYGON ((13.27518 -8.83783, 13.27703 -8.84495...  \n",
       "315   Commune   NA     NA  POLYGON ((13.13801 -8.96194, 13.14442 -8.96578...  \n",
       "316   Commune   NA     NA  POLYGON ((13.19239 -8.89461, 13.19973 -8.89653...  \n",
       "317   Commune   NA     NA  MULTIPOLYGON (((13.01318 -9.11990, 13.00907 -9...  \n",
       "318   Commune   NA     NA  POLYGON ((13.21492 -8.83055, 13.22101 -8.83078...  \n",
       "319   Commune   NA     NA  POLYGON ((13.30326 -8.75798, 13.30523 -8.76749...  \n",
       "320   Commune   NA     NA  POLYGON ((13.27810 -8.79838, 13.27602 -8.80478...  \n",
       "321   Commune   NA     NA  POLYGON ((13.48907 -8.99619, 13.48733 -9.00185...  \n",
       "322   Commune   NA     NA  POLYGON ((13.30250 -9.15576, 13.28976 -9.17134...  \n",
       "323   Commune   NA     NA  POLYGON ((13.53484 -8.88864, 13.52679 -8.89795...  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract Luanda, Angola from luanda3\n",
    "luanda3 = angola3[angola3['NAME_1'] == 'Luanda']\n",
    "luanda3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot luanda2\n",
    "luanda2.plot(color='orange', edgecolor='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# merge luanda2 to be one polygon\n",
    "luanda2clean = luanda2.dissolve(by='NAME_1')\n",
    "\n",
    "# plot luanda2clean\n",
    "luanda2clean.plot(color='orange', edgecolor='black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# export data folder path\n",
    "export = (path + 'exports/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as geojson\n",
    "luanda2clean.to_file(export + 'luanda2clean.geojson', driver='GeoJSON')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}