PreDataMidis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "8099be45",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 55088 entries, 0 to 55087\n",
      "Data columns (total 14 columns):\n",
      " #   Column               Non-Null Count  Dtype         \n",
      "---  ------               --------------  -----         \n",
      " 0   BD                   55088 non-null  object        \n",
      " 1   UBIGEO               55088 non-null  int64         \n",
      " 2   DEPARTAMENTO         55088 non-null  object        \n",
      " 3   PROVINCIA            55088 non-null  object        \n",
      " 4   DISTRITO             55088 non-null  object        \n",
      " 5   GENERO               53863 non-null  object        \n",
      " 6   MODALIDAD_FINAL      53863 non-null  object        \n",
      " 7   IDMODALIDAD          55088 non-null  int64         \n",
      " 8   MODALIDAD_MOSTRAR    53863 non-null  object        \n",
      " 9   AREA                 53863 non-null  object        \n",
      " 10  PROGRAMADO           55088 non-null  int64         \n",
      " 11  EJECUTADO            55088 non-null  int64         \n",
      " 12  GRUPO                55088 non-null  int64         \n",
      " 13  FECHA_ACTUALIZACION  55088 non-null  datetime64[ns]\n",
      "dtypes: datetime64[ns](1), int64(5), object(8)\n",
      "memory usage: 5.9+ MB\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "yanapaybd=pd.read_excel(\"AvanceDetalladoDelBonoYanapay.xlsx\",3)\n",
    "yanapaybd.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "fe07c125",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1874 entries, 0 to 1873\n",
      "Data columns (total 6 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   DEPARTAMENTO  1874 non-null   object \n",
      " 1   PROVINCIA     1874 non-null   object \n",
      " 2   DISTRITO      1874 non-null   object \n",
      " 3   PROGRAMADO    1874 non-null   int64  \n",
      " 4   EJECUTADO     1874 non-null   int64  \n",
      " 5   yanaProp      1874 non-null   float64\n",
      "dtypes: float64(1), int64(2), object(3)\n",
      "memory usage: 88.0+ KB\n"
     ]
    }
   ],
   "source": [
    "yanapayDis=yanapaybd.groupby(['DEPARTAMENTO', 'PROVINCIA','DISTRITO']).agg({'PROGRAMADO': 'sum','EJECUTADO':'sum'})\n",
    "yanapayDis['yanaProp']=[0 if b==0 else a/b for a,b in zip(yanapayDis.EJECUTADO,yanapayDis.PROGRAMADO)]\n",
    "yanapayDis.reset_index(inplace=True)\n",
    "yanapayDis.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "b6c901fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "b600=pd.read_excel(\"BONO 600 - DISTRITAL.xlsx\",4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "e2950897",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 18910 entries, 0 to 18909\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype         \n",
      "---  ------        --------------  -----         \n",
      " 0   IDBONO        18910 non-null  int64         \n",
      " 1   BONO          18910 non-null  object        \n",
      " 2   UBIGEO        18910 non-null  int64         \n",
      " 3   DEPARTAMENTO  18910 non-null  object        \n",
      " 4   PROVINCIA     18910 non-null  object        \n",
      " 5   DISTRITO      18910 non-null  object        \n",
      " 6   IDTIPO_ABONO  18910 non-null  int64         \n",
      " 7   TIPO_ABONO    18910 non-null  object        \n",
      " 8   HOGARES_PROG  18910 non-null  int64         \n",
      " 9   HOGARES_EJEC  18910 non-null  int64         \n",
      " 10  FECHA_CORTE   18910 non-null  datetime64[ns]\n",
      "dtypes: datetime64[ns](1), int64(5), object(5)\n",
      "memory usage: 1.6+ MB\n"
     ]
    }
   ],
   "source": [
    "b600.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "id": "4260f7dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1891 entries, 0 to 1890\n",
      "Data columns (total 6 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   DEPARTAMENTO  1891 non-null   object \n",
      " 1   PROVINCIA     1891 non-null   object \n",
      " 2   DISTRITO      1891 non-null   object \n",
      " 3   HOGARES_PROG  1891 non-null   int64  \n",
      " 4   HOGARES_EJEC  1891 non-null   int64  \n",
      " 5   b600prop      1891 non-null   float64\n",
      "dtypes: float64(1), int64(2), object(3)\n",
      "memory usage: 88.8+ KB\n"
     ]
    }
   ],
   "source": [
    "b600Dis=b600.groupby(['DEPARTAMENTO', 'PROVINCIA','DISTRITO']).agg({'HOGARES_PROG': 'sum','HOGARES_EJEC':'sum'})\n",
    "b600Dis.reset_index(inplace=True)\n",
    "b600Dis['b600prop']=[0 if b==0 else a/b for a,b in zip(b600Dis.HOGARES_EJEC,b600Dis.HOGARES_PROG)]\n",
    "b600Dis.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "id": "7f0107db-55c9-46e9-aaef-8d4e69cad660",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "\n",
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       "        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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>PROGRAMADO</th>\n",
       "      <th>EJECUTADO</th>\n",
       "      <th>yanaProp</th>\n",
       "      <th>HOGARES_PROG</th>\n",
       "      <th>HOGARES_EJEC</th>\n",
       "      <th>b600prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>7164</td>\n",
       "      <td>6796</td>\n",
       "      <td>0.948632</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>12346</td>\n",
       "      <td>11843</td>\n",
       "      <td>0.959258</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>3446</td>\n",
       "      <td>3351</td>\n",
       "      <td>0.972432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>909</td>\n",
       "      <td>882</td>\n",
       "      <td>0.970297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>18955</td>\n",
       "      <td>16944</td>\n",
       "      <td>0.893907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>6258</td>\n",
       "      <td>5567</td>\n",
       "      <td>0.889581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>7881</td>\n",
       "      <td>6822</td>\n",
       "      <td>0.865626</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>4057</td>\n",
       "      <td>3731</td>\n",
       "      <td>0.919645</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>17435</td>\n",
       "      <td>15762</td>\n",
       "      <td>0.904044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>2365</td>\n",
       "      <td>2065</td>\n",
       "      <td>0.873150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  PROGRAMADO  EJECUTADO  yanaProp  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO        7164       6796  0.948632   \n",
       "1        AMAZONAS       BAGUA       BAGUA       12346      11843  0.959258   \n",
       "2        AMAZONAS       BAGUA    COPALLIN        3446       3351  0.972432   \n",
       "3        AMAZONAS       BAGUA    EL PARCO         909        882  0.970297   \n",
       "4        AMAZONAS       BAGUA       IMAZA       18955      16944  0.893907   \n",
       "...           ...         ...         ...         ...        ...       ...   \n",
       "1869      UCAYALI  PADRE ABAD    CURIMANA        6258       5567  0.889581   \n",
       "1870      UCAYALI  PADRE ABAD     IRAZOLA        7881       6822  0.865626   \n",
       "1871      UCAYALI  PADRE ABAD     NESHUYA        4057       3731  0.919645   \n",
       "1872      UCAYALI  PADRE ABAD  PADRE ABAD       17435      15762  0.904044   \n",
       "1873      UCAYALI       PURUS       PURUS        2365       2065  0.873150   \n",
       "\n",
       "      HOGARES_PROG  HOGARES_EJEC  b600prop  \n",
       "0                0             0       0.0  \n",
       "1                0             0       0.0  \n",
       "2                0             0       0.0  \n",
       "3                0             0       0.0  \n",
       "4                0             0       0.0  \n",
       "...            ...           ...       ...  \n",
       "1869             0             0       0.0  \n",
       "1870             0             0       0.0  \n",
       "1871             0             0       0.0  \n",
       "1872             0             0       0.0  \n",
       "1873             0             0       0.0  \n",
       "\n",
       "[1874 rows x 9 columns]"
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "theKeys=['DEPARTAMENTO', 'PROVINCIA','DISTRITO']\n",
    "yanapayDisB600=yanapayDis.merge(b600Dis,on=theKeys)\n",
    "yanapayDisB600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 276,
   "id": "a49cf6fb-31e8-43c4-9e70-e05bbed1de9a",
   "metadata": {},
   "outputs": [],
   "source": [
    "newNamesyanapayDisB600={\"PROGRAMADO\": \"programado_yana\",'EJECUTADO': \"ejecutado_yana\",\n",
    "                        'HOGARES_PROG': \"programado_b600\",'HOGARES_EJEC':\"ejecutado_b600\"}\n",
    "yanapayDisB600.rename(columns=newNamesyanapayDisB600,inplace=True)\n",
    "#yanapayDisB600.to_csv(\"yanapayDisB600.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "690cf7b2-26d5-4e44-aed4-7966e564b561",
   "metadata": {},
   "outputs": [],
   "source": [
    "congre=pd.read_csv(\"Congresal_total_eg2021.csv\",sep=';')\n",
    "Presi1=pd.read_excel(\"1ra_vuelta_Version_PCM.xlsx\")\n",
    "Presi2=pd.read_csv(\"segundaVuelta2021.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "5d400271-c294-4206-9b7b-913b3e997025",
   "metadata": {},
   "outputs": [],
   "source": [
    "selectActas=['CONTABILIZADA','COMPUTADA RESUELTA','ACTA RESUELTA']\n",
    "congre=congre[congre.DESCRIP_ESTADO_ACTA.isin(selectActas)]\n",
    "Presi1=Presi1[Presi1.DESCRIP_ESTADO_ACTA.isin(selectActas)]\n",
    "Presi2=Presi2[Presi2.DESCRIP_ESTADO_ACTA.isin(selectActas)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "4231578d-3aa5-4a84-b458-a84532e17b64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25, 25)"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DEPASall=set(yanapayDisB600.DEPARTAMENTO)&set(Presi1.DEPARTAMENTO)&set(Presi1.DEPARTAMENTO)\n",
    "len(set(yanapayDisB600.DEPARTAMENTO)),len(DEPASall)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "80ca21ca-60a7-4d45-aa5a-696f30790ce7",
   "metadata": {},
   "outputs": [],
   "source": [
    "congre=congre[congre.DEPARTAMENTO.isin(DEPASall)]\n",
    "Presi1=Presi1[Presi1.DEPARTAMENTO.isin(DEPASall)]\n",
    "Presi2=Presi2[Presi2.DEPARTAMENTO.isin(DEPASall)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "49223fc8-f63c-40f3-b604-754358e11341",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['UBIGEO', 'DEPARTAMENTO', 'PROVINCIA', 'DISTRITO', 'TIPO_ELECCION',\n",
       "       'MESA_DE_VOTACION', 'DESCRIP_ESTADO_ACTA', 'TIPO_OBSERVACION', 'N_CVAS',\n",
       "       'N_ELEC_HABIL', 'VOTOS_P1', 'VOTOS_P2', 'VOTOS_VB', 'VOTOS_VN',\n",
       "       'VOTOS_VI'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Presi2.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "2cd03479-07f1-4749-bf08-05d5d31e34e6",
   "metadata": {},
   "outputs": [],
   "source": [
    "unidades=['DEPARTAMENTO', 'PROVINCIA','DISTRITO']\n",
    "Presi1Dis=Presi1.groupby(unidades).agg({'N_CVAS':'sum','VOTOS_P16':'sum'}).reset_index()\n",
    "Presi2Dis=Presi2.groupby(unidades).agg({'N_CVAS':'sum','VOTOS_P1':'sum'}).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "bb3f3d45-b0f7-4415-a417-773b37e6d1f4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1874 entries, 0 to 1873\n",
      "Data columns (total 26 columns):\n",
      " #   Column                                          Non-Null Count  Dtype  \n",
      "---  ------                                          --------------  -----  \n",
      " 0   DEPARTAMENTO                                    1874 non-null   object \n",
      " 1   PROVINCIA                                       1874 non-null   object \n",
      " 2   DISTRITO                                        1874 non-null   object \n",
      " 3   ACCION POPULAR                                  1874 non-null   float64\n",
      " 4   ALIANZA PARA EL PROGRESO                        1874 non-null   float64\n",
      " 5   AVANZA PAIS - PARTIDO DE INTEGRACION SOCIAL     1541 non-null   float64\n",
      " 6   DEMOCRACIA DIRECTA                              1794 non-null   float64\n",
      " 7   EL FRENTE AMPLIO POR JUSTICIA, VIDA Y LIBERTAD  1678 non-null   float64\n",
      " 8   FRENTE POPULAR AGRICOLA FIA DEL PERU - FREPAP   1874 non-null   float64\n",
      " 9   FUERZA POPULAR                                  1874 non-null   float64\n",
      " 10  JUNTOS POR EL PERU                              1854 non-null   float64\n",
      " 11  PARTIDO DEMOCRATICO SOMOS PERU                  1863 non-null   float64\n",
      " 12  PARTIDO MORADO                                  1874 non-null   float64\n",
      " 13  PARTIDO NACIONALISTA PERUANO                    1874 non-null   float64\n",
      " 14  PARTIDO POLITICO CONTIGO                        43 non-null     float64\n",
      " 15  PARTIDO POLITICO NACIONAL PERU LIBRE            1798 non-null   float64\n",
      " 16  PARTIDO POPULAR CRISTIANO - PPC                 1763 non-null   float64\n",
      " 17  PERU PATRIA SEGURA                              851 non-null    float64\n",
      " 18  PODEMOS PERU                                    1874 non-null   float64\n",
      " 19  RENACIMIENTO UNIDO NACIONAL                     1790 non-null   float64\n",
      " 20  RENOVACION POPULAR                              1874 non-null   float64\n",
      " 21  UNION POR EL PERU                               1747 non-null   float64\n",
      " 22  VICTORIA NACIONAL                               1874 non-null   float64\n",
      " 23  VOTOS EN BLANCO                                 1874 non-null   float64\n",
      " 24  VOTOS IMPUGNADOS                                1874 non-null   float64\n",
      " 25  VOTOS NULOS                                     1874 non-null   float64\n",
      "dtypes: float64(23), object(3)\n",
      "memory usage: 380.8+ KB\n"
     ]
    }
   ],
   "source": [
    "unidades2=['DEPARTAMENTO', 'PROVINCIA','DISTRITO','DESCRIPCION_OP']\n",
    "\n",
    "CongrePartidos=congre.groupby(unidades2).agg({'N_TOTAL_VOTOS':'sum'})\n",
    "CongrePartidos.reset_index(inplace=True)\n",
    "CongreDis=pd.pivot_table(CongrePartidos,\n",
    "                         values=['N_TOTAL_VOTOS'], \n",
    "                         index=unidades,\n",
    "                         columns=['DESCRIPCION_OP'],\n",
    "                         aggfunc=sum)\n",
    "CongreDis.columns=[b for a,b in CongreDis.columns]\n",
    "CongreDis.reset_index(inplace=True)\n",
    "CongreDis.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "id": "d71162f2-fd25-485d-a272-af0bd1e7c655",
   "metadata": {},
   "outputs": [],
   "source": [
    "Presi1Dis['Pres1_PLprop']=Presi1Dis.VOTOS_P16/Presi1Dis.N_CVAS\n",
    "Presi1Dis.rename(columns={'VOTOS_P16':'Pres1_PeruLibre','N_CVAS':'Pres1_Todo'},inplace=True)\n",
    "Presi2Dis['Pres2_PLprop']=Presi2Dis.VOTOS_P1/Presi2Dis.N_CVAS\n",
    "Presi2Dis.rename(columns={'VOTOS_P1':'Pres2_PeruLibre','N_CVAS':'Pres2_Todo'},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "id": "584a0c1d-3267-423b-8ed8-4af9aedbbccc",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.224336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>2540.0</td>\n",
       "      <td>0.193435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>2873.0</td>\n",
       "      <td>481.0</td>\n",
       "      <td>0.167421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>956.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.223849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>10834.0</td>\n",
       "      <td>2365.0</td>\n",
       "      <td>0.218294</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>4738.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>0.258126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>0.261961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>3658.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>0.170585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>15318.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>0.229534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.080476</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO      5572.0           1250.0   \n",
       "1        AMAZONAS       BAGUA       BAGUA     13131.0           2540.0   \n",
       "2        AMAZONAS       BAGUA    COPALLIN      2873.0            481.0   \n",
       "3        AMAZONAS       BAGUA    EL PARCO       956.0            214.0   \n",
       "4        AMAZONAS       BAGUA       IMAZA     10834.0           2365.0   \n",
       "...           ...         ...         ...         ...              ...   \n",
       "1869      UCAYALI  PADRE ABAD    CURIMANA      4738.0           1223.0   \n",
       "1870      UCAYALI  PADRE ABAD     IRAZOLA      6333.0           1659.0   \n",
       "1871      UCAYALI  PADRE ABAD     NESHUYA      3658.0            624.0   \n",
       "1872      UCAYALI  PADRE ABAD  PADRE ABAD     15318.0           3516.0   \n",
       "1873      UCAYALI       PURUS       PURUS      1429.0            115.0   \n",
       "\n",
       "      Pres1_PLprop  \n",
       "0         0.224336  \n",
       "1         0.193435  \n",
       "2         0.167421  \n",
       "3         0.223849  \n",
       "4         0.218294  \n",
       "...            ...  \n",
       "1869      0.258126  \n",
       "1870      0.261961  \n",
       "1871      0.170585  \n",
       "1872      0.229534  \n",
       "1873      0.080476  \n",
       "\n",
       "[1874 rows x 6 columns]"
      ]
     },
     "execution_count": 256,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Presi1Dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "id": "d61f97e9-5ade-46bd-9349-a6405e048913",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1874 entries, 0 to 1873\n",
      "Data columns (total 6 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   DEPARTAMENTO           1874 non-null   object \n",
      " 1   PROVINCIA              1874 non-null   object \n",
      " 2   DISTRITO               1874 non-null   object \n",
      " 3   Congre_PeruLibre       1874 non-null   float64\n",
      " 4   Congre_Todo            1874 non-null   float64\n",
      " 5   Congre_PeruLibre_prop  1874 non-null   float64\n",
      "dtypes: float64(3), object(3)\n",
      "memory usage: 88.0+ KB\n"
     ]
    }
   ],
   "source": [
    "CongreDis['Congre_PeruLibre']=CongreDis.iloc[:,13]\n",
    "CongreDis['Congre_Todo']=CongreDis.iloc[:,3::].sum(axis=1)\n",
    "CongreDis[\"Congre_PeruLibre_prop\"]=CongreDis['Congre_PeruLibre']/CongreDis['Congre_Todo']\n",
    "\n",
    "selectCols=unidades+['Congre_PeruLibre','Congre_Todo',\"Congre_PeruLibre_prop\"]\n",
    "CongreDis=CongreDis.loc[:,selectCols]\n",
    "CongreDis.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "id": "bf8119b8-ba48-423f-9050-1c583fb9b491",
   "metadata": {},
   "outputs": [],
   "source": [
    "Presis=Presi1Dis.merge(Presi2Dis,on=theKeys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "9ffa4d96-34c1-4333-afeb-9d15353b7b1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>Pres2_PLprop</th>\n",
       "      <th>Congre_PeruLibre</th>\n",
       "      <th>Congre_Todo</th>\n",
       "      <th>Congre_PeruLibre_prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.224336</td>\n",
       "      <td>5533.0</td>\n",
       "      <td>3368.0</td>\n",
       "      <td>0.608711</td>\n",
       "      <td>286.0</td>\n",
       "      <td>5858.0</td>\n",
       "      <td>0.048822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>2540.0</td>\n",
       "      <td>0.193435</td>\n",
       "      <td>13901.0</td>\n",
       "      <td>7756.0</td>\n",
       "      <td>0.557945</td>\n",
       "      <td>853.0</td>\n",
       "      <td>14020.0</td>\n",
       "      <td>0.060842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>2873.0</td>\n",
       "      <td>481.0</td>\n",
       "      <td>0.167421</td>\n",
       "      <td>2964.0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>0.654521</td>\n",
       "      <td>305.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>0.101701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>956.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.223849</td>\n",
       "      <td>977.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>0.706244</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>0.079885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>10834.0</td>\n",
       "      <td>2365.0</td>\n",
       "      <td>0.218294</td>\n",
       "      <td>10820.0</td>\n",
       "      <td>9457.0</td>\n",
       "      <td>0.874030</td>\n",
       "      <td>438.0</td>\n",
       "      <td>11368.0</td>\n",
       "      <td>0.038529</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1804</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>4738.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>0.258126</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>2943.0</td>\n",
       "      <td>0.601226</td>\n",
       "      <td>52.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>0.012399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>0.261961</td>\n",
       "      <td>6886.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>0.629103</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6598.0</td>\n",
       "      <td>0.009548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1806</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>3658.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>0.170585</td>\n",
       "      <td>4150.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>0.594940</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3934.0</td>\n",
       "      <td>0.020336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1807</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>15318.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>0.229534</td>\n",
       "      <td>16684.0</td>\n",
       "      <td>11400.0</td>\n",
       "      <td>0.683289</td>\n",
       "      <td>132.0</td>\n",
       "      <td>15658.0</td>\n",
       "      <td>0.008430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1808</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.080476</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>0.247817</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>0.003110</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1809 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO      5572.0           1250.0   \n",
       "1        AMAZONAS       BAGUA       BAGUA     13131.0           2540.0   \n",
       "2        AMAZONAS       BAGUA    COPALLIN      2873.0            481.0   \n",
       "3        AMAZONAS       BAGUA    EL PARCO       956.0            214.0   \n",
       "4        AMAZONAS       BAGUA       IMAZA     10834.0           2365.0   \n",
       "...           ...         ...         ...         ...              ...   \n",
       "1804      UCAYALI  PADRE ABAD    CURIMANA      4738.0           1223.0   \n",
       "1805      UCAYALI  PADRE ABAD     IRAZOLA      6333.0           1659.0   \n",
       "1806      UCAYALI  PADRE ABAD     NESHUYA      3658.0            624.0   \n",
       "1807      UCAYALI  PADRE ABAD  PADRE ABAD     15318.0           3516.0   \n",
       "1808      UCAYALI       PURUS       PURUS      1429.0            115.0   \n",
       "\n",
       "      Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  Pres2_PLprop  \\\n",
       "0         0.224336      5533.0           3368.0      0.608711   \n",
       "1         0.193435     13901.0           7756.0      0.557945   \n",
       "2         0.167421      2964.0           1940.0      0.654521   \n",
       "3         0.223849       977.0            690.0      0.706244   \n",
       "4         0.218294     10820.0           9457.0      0.874030   \n",
       "...            ...         ...              ...           ...   \n",
       "1804      0.258126      4895.0           2943.0      0.601226   \n",
       "1805      0.261961      6886.0           4332.0      0.629103   \n",
       "1806      0.170585      4150.0           2469.0      0.594940   \n",
       "1807      0.229534     16684.0          11400.0      0.683289   \n",
       "1808      0.080476      1489.0            369.0      0.247817   \n",
       "\n",
       "      Congre_PeruLibre  Congre_Todo  Congre_PeruLibre_prop  \n",
       "0                286.0       5858.0               0.048822  \n",
       "1                853.0      14020.0               0.060842  \n",
       "2                305.0       2999.0               0.101701  \n",
       "3                 83.0       1039.0               0.079885  \n",
       "4                438.0      11368.0               0.038529  \n",
       "...                ...          ...                    ...  \n",
       "1804              52.0       4194.0               0.012399  \n",
       "1805              63.0       6598.0               0.009548  \n",
       "1806              80.0       3934.0               0.020336  \n",
       "1807             132.0      15658.0               0.008430  \n",
       "1808               4.0       1286.0               0.003110  \n",
       "\n",
       "[1809 rows x 12 columns]"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Presis.merge(CongreDis,on=theKeys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "ae55f8c5-3167-4045-96f1-6b990fa21110",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CAøøETE', 'DATEM DEL MARAøøON', 'FERREøøAFE', 'MARAøøON'}"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(Presis.PROVINCIA)- set(CongreDis.PROVINCIA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "892e9177-6f8e-4782-bc3f-107b5844d191",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'BAøøOS',\n",
       " 'BREøøA',\n",
       " 'CAøøARIS',\n",
       " 'CHANCAYBAøøOS',\n",
       " 'CHAVIøøA',\n",
       " 'CORONEL CASTAøøEDA',\n",
       " 'CUøøUMBUQUI',\n",
       " 'ENCAøøADA',\n",
       " 'FERREøøAFE',\n",
       " 'HUACAøøA',\n",
       " 'HUAøøEC',\n",
       " 'ICHUøøA',\n",
       " 'IøøAPARI',\n",
       " 'KOSøøIPATA',\n",
       " 'LA TINGUIøøA',\n",
       " 'LEONOR ORDOøøEZ',\n",
       " 'LOS BAøøOS DEL INCA',\n",
       " 'MAøøAZO',\n",
       " 'MUøøANI',\n",
       " 'NEPEøøA',\n",
       " 'NUøøOA',\n",
       " 'OCAøøA',\n",
       " 'OCOøøA',\n",
       " 'PARIøøAS',\n",
       " 'PUøøOS',\n",
       " 'QUEQUEøøA',\n",
       " 'QUIøøOTA',\n",
       " 'SAN JUAN DE CHACøøA',\n",
       " 'SAN VICENTE DE CAøøETE',\n",
       " 'SAøøA',\n",
       " 'SAøøAYCA',\n",
       " 'SAøøO',\n",
       " 'UøøON',\n",
       " 'VIøøAC',\n",
       " 'ZUøøIGA',\n",
       " 'øøAHUIMPUQUIO'}"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(Presis.DISTRITO)- set(CongreDis.DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "84dcc316-4087-4574-9ae0-8c8f87ca4d2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "Presis['PROVINCIA']=Presis.PROVINCIA.str.replace('øø','Ñ',regex=False)\n",
    "Presis['DISTRITO']=Presis.DISTRITO.str.replace('øø','Ñ',regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "5680a464-334e-4a56-b67c-3116e0cfe30b",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
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       "      <th>Congre_PeruLibre_prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.224336</td>\n",
       "      <td>5533.0</td>\n",
       "      <td>3368.0</td>\n",
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       "      <td>286.0</td>\n",
       "      <td>5858.0</td>\n",
       "      <td>0.048822</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>2540.0</td>\n",
       "      <td>0.193435</td>\n",
       "      <td>13901.0</td>\n",
       "      <td>7756.0</td>\n",
       "      <td>0.557945</td>\n",
       "      <td>853.0</td>\n",
       "      <td>14020.0</td>\n",
       "      <td>0.060842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>2873.0</td>\n",
       "      <td>481.0</td>\n",
       "      <td>0.167421</td>\n",
       "      <td>2964.0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>0.654521</td>\n",
       "      <td>305.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>0.101701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>956.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.223849</td>\n",
       "      <td>977.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>0.706244</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>0.079885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>10834.0</td>\n",
       "      <td>2365.0</td>\n",
       "      <td>0.218294</td>\n",
       "      <td>10820.0</td>\n",
       "      <td>9457.0</td>\n",
       "      <td>0.874030</td>\n",
       "      <td>438.0</td>\n",
       "      <td>11368.0</td>\n",
       "      <td>0.038529</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>4738.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>0.258126</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>2943.0</td>\n",
       "      <td>0.601226</td>\n",
       "      <td>52.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>0.012399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>0.261961</td>\n",
       "      <td>6886.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>0.629103</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6598.0</td>\n",
       "      <td>0.009548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>3658.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>0.170585</td>\n",
       "      <td>4150.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>0.594940</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3934.0</td>\n",
       "      <td>0.020336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>15318.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>0.229534</td>\n",
       "      <td>16684.0</td>\n",
       "      <td>11400.0</td>\n",
       "      <td>0.683289</td>\n",
       "      <td>132.0</td>\n",
       "      <td>15658.0</td>\n",
       "      <td>0.008430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.080476</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>0.247817</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>0.003110</td>\n",
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       "</table>\n",
       "<p>1874 rows × 12 columns</p>\n",
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      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO      5572.0           1250.0   \n",
       "1        AMAZONAS       BAGUA       BAGUA     13131.0           2540.0   \n",
       "2        AMAZONAS       BAGUA    COPALLIN      2873.0            481.0   \n",
       "3        AMAZONAS       BAGUA    EL PARCO       956.0            214.0   \n",
       "4        AMAZONAS       BAGUA       IMAZA     10834.0           2365.0   \n",
       "...           ...         ...         ...         ...              ...   \n",
       "1869      UCAYALI  PADRE ABAD    CURIMANA      4738.0           1223.0   \n",
       "1870      UCAYALI  PADRE ABAD     IRAZOLA      6333.0           1659.0   \n",
       "1871      UCAYALI  PADRE ABAD     NESHUYA      3658.0            624.0   \n",
       "1872      UCAYALI  PADRE ABAD  PADRE ABAD     15318.0           3516.0   \n",
       "1873      UCAYALI       PURUS       PURUS      1429.0            115.0   \n",
       "\n",
       "      Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  Pres2_PLprop  \\\n",
       "0         0.224336      5533.0           3368.0      0.608711   \n",
       "1         0.193435     13901.0           7756.0      0.557945   \n",
       "2         0.167421      2964.0           1940.0      0.654521   \n",
       "3         0.223849       977.0            690.0      0.706244   \n",
       "4         0.218294     10820.0           9457.0      0.874030   \n",
       "...            ...         ...              ...           ...   \n",
       "1869      0.258126      4895.0           2943.0      0.601226   \n",
       "1870      0.261961      6886.0           4332.0      0.629103   \n",
       "1871      0.170585      4150.0           2469.0      0.594940   \n",
       "1872      0.229534     16684.0          11400.0      0.683289   \n",
       "1873      0.080476      1489.0            369.0      0.247817   \n",
       "\n",
       "      Congre_PeruLibre  Congre_Todo  Congre_PeruLibre_prop  \n",
       "0                286.0       5858.0               0.048822  \n",
       "1                853.0      14020.0               0.060842  \n",
       "2                305.0       2999.0               0.101701  \n",
       "3                 83.0       1039.0               0.079885  \n",
       "4                438.0      11368.0               0.038529  \n",
       "...                ...          ...                    ...  \n",
       "1869              52.0       4194.0               0.012399  \n",
       "1870              63.0       6598.0               0.009548  \n",
       "1871              80.0       3934.0               0.020336  \n",
       "1872             132.0      15658.0               0.008430  \n",
       "1873               4.0       1286.0               0.003110  \n",
       "\n",
       "[1874 rows x 12 columns]"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PresisCongre=Presis.merge(CongreDis,on=theKeys)\n",
    "PresisCongre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 280,
   "id": "fd7b6deb-9757-47e0-bff6-bb55738bad49",
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
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       "      <th>2</th>\n",
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       "      <td>COPALLIN</td>\n",
       "      <td>2873.0</td>\n",
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       "      <td>305.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>0.101701</td>\n",
       "      <td>3446</td>\n",
       "      <td>3351</td>\n",
       "      <td>0.972432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>956.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.223849</td>\n",
       "      <td>977.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>0.706244</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>0.079885</td>\n",
       "      <td>909</td>\n",
       "      <td>882</td>\n",
       "      <td>0.970297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
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       "    <tr>\n",
       "      <th>1854</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
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       "      <td>5567</td>\n",
       "      <td>0.889581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1855</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>0.261961</td>\n",
       "      <td>6886.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>0.629103</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6598.0</td>\n",
       "      <td>0.009548</td>\n",
       "      <td>7881</td>\n",
       "      <td>6822</td>\n",
       "      <td>0.865626</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1856</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>3658.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>0.170585</td>\n",
       "      <td>4150.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>0.594940</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3934.0</td>\n",
       "      <td>0.020336</td>\n",
       "      <td>4057</td>\n",
       "      <td>3731</td>\n",
       "      <td>0.919645</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>15318.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>0.229534</td>\n",
       "      <td>16684.0</td>\n",
       "      <td>11400.0</td>\n",
       "      <td>0.683289</td>\n",
       "      <td>132.0</td>\n",
       "      <td>15658.0</td>\n",
       "      <td>0.008430</td>\n",
       "      <td>17435</td>\n",
       "      <td>15762</td>\n",
       "      <td>0.904044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1858</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.080476</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>0.247817</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>0.003110</td>\n",
       "      <td>2365</td>\n",
       "      <td>2065</td>\n",
       "      <td>0.873150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1859 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO      5572.0           1250.0   \n",
       "1        AMAZONAS       BAGUA       BAGUA     13131.0           2540.0   \n",
       "2        AMAZONAS       BAGUA    COPALLIN      2873.0            481.0   \n",
       "3        AMAZONAS       BAGUA    EL PARCO       956.0            214.0   \n",
       "4        AMAZONAS       BAGUA       IMAZA     10834.0           2365.0   \n",
       "...           ...         ...         ...         ...              ...   \n",
       "1854      UCAYALI  PADRE ABAD    CURIMANA      4738.0           1223.0   \n",
       "1855      UCAYALI  PADRE ABAD     IRAZOLA      6333.0           1659.0   \n",
       "1856      UCAYALI  PADRE ABAD     NESHUYA      3658.0            624.0   \n",
       "1857      UCAYALI  PADRE ABAD  PADRE ABAD     15318.0           3516.0   \n",
       "1858      UCAYALI       PURUS       PURUS      1429.0            115.0   \n",
       "\n",
       "      Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  Pres2_PLprop  \\\n",
       "0         0.224336      5533.0           3368.0      0.608711   \n",
       "1         0.193435     13901.0           7756.0      0.557945   \n",
       "2         0.167421      2964.0           1940.0      0.654521   \n",
       "3         0.223849       977.0            690.0      0.706244   \n",
       "4         0.218294     10820.0           9457.0      0.874030   \n",
       "...            ...         ...              ...           ...   \n",
       "1854      0.258126      4895.0           2943.0      0.601226   \n",
       "1855      0.261961      6886.0           4332.0      0.629103   \n",
       "1856      0.170585      4150.0           2469.0      0.594940   \n",
       "1857      0.229534     16684.0          11400.0      0.683289   \n",
       "1858      0.080476      1489.0            369.0      0.247817   \n",
       "\n",
       "      Congre_PeruLibre  Congre_Todo  Congre_PeruLibre_prop  programado_yana  \\\n",
       "0                286.0       5858.0               0.048822             7164   \n",
       "1                853.0      14020.0               0.060842            12346   \n",
       "2                305.0       2999.0               0.101701             3446   \n",
       "3                 83.0       1039.0               0.079885              909   \n",
       "4                438.0      11368.0               0.038529            18955   \n",
       "...                ...          ...                    ...              ...   \n",
       "1854              52.0       4194.0               0.012399             6258   \n",
       "1855              63.0       6598.0               0.009548             7881   \n",
       "1856              80.0       3934.0               0.020336             4057   \n",
       "1857             132.0      15658.0               0.008430            17435   \n",
       "1858               4.0       1286.0               0.003110             2365   \n",
       "\n",
       "      ejecutado_yana  yanaProp  programado_b600  ejecutado_b600  b600prop  \n",
       "0               6796  0.948632                0               0       0.0  \n",
       "1              11843  0.959258                0               0       0.0  \n",
       "2               3351  0.972432                0               0       0.0  \n",
       "3                882  0.970297                0               0       0.0  \n",
       "4              16944  0.893907                0               0       0.0  \n",
       "...              ...       ...              ...             ...       ...  \n",
       "1854            5567  0.889581                0               0       0.0  \n",
       "1855            6822  0.865626                0               0       0.0  \n",
       "1856            3731  0.919645                0               0       0.0  \n",
       "1857           15762  0.904044                0               0       0.0  \n",
       "1858            2065  0.873150                0               0       0.0  \n",
       "\n",
       "[1859 rows x 18 columns]"
      ]
     },
     "execution_count": 280,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PresisCongre.merge(yanapayDisB600,on=theKeys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 279,
   "id": "4a9cdbac-caad-4d76-9fe0-e908c31235b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[set(), set()]"
      ]
     },
     "execution_count": 279,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[set(PresisCongre.PROVINCIA)- set(yanapayDisB600.PROVINCIA),\n",
    "set(yanapayDisB600.PROVINCIA)- set(PresisCongre.PROVINCIA)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 278,
   "id": "d8a4bb5e-2ec7-4c71-aed2-0e95bae36abd",
   "metadata": {},
   "outputs": [],
   "source": [
    "yanapayDisB600['PROVINCIA']=yanapayDisB600.PROVINCIA.str.replace('ANTONIO RAYMONDI',\n",
    "                                                               'ANTONIO RAIMONDI')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "id": "a23dc3af-33bc-4a23-861c-4c220dd3b292",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CAPASO',\n",
       " 'CARMEN DE LA LEGUA-REYNOSO',\n",
       " 'CASPIZAPA',\n",
       " 'ESTIQUE PAMPA',\n",
       " 'HUALLA',\n",
       " 'HUALLAY-GRANDE',\n",
       " 'MARISCAL GAMARRA',\n",
       " 'MILPUCC',\n",
       " 'QUISQUI',\n",
       " 'RAIMONDI',\n",
       " 'RINCONADA-LLICUAR',\n",
       " 'SAN JUAN DE YSCOS',\n",
       " 'SANTA CRUZ DE TOLED',\n",
       " 'SANTA RITA DE SIHUAS',\n",
       " 'TOMAY-KICHWA'}"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(PresisCongre.DISTRITO)- set(yanapayDisB600.DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "id": "47c622cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CAPAZO': 'CAPASO',\n",
       " 'CARMEN DE LA LEGUA REYNOSO': 'CARMEN DE LA LEGUA-REYNOSO',\n",
       " 'CASPISAPA': 'CASPIZAPA',\n",
       " 'ESTIQUE-PAMPA': 'ESTIQUE PAMPA',\n",
       " 'GAMARRA': 'MARISCAL GAMARRA',\n",
       " 'HUAYA': 'HUALLA',\n",
       " 'HUAYLLAY GRANDE': 'HUALLAY-GRANDE',\n",
       " 'MILPUC': 'MILPUCC',\n",
       " 'QUISQUI (KICHKI)': 'QUISQUI',\n",
       " 'RAYMONDI': 'RAIMONDI',\n",
       " 'RINCONADA LLICUAR': 'RINCONADA-LLICUAR',\n",
       " 'SAN JUAN DE ISCOS': 'SAN JUAN DE YSCOS',\n",
       " 'SANTA CRUZ DE TOLEDO': 'SANTA CRUZ DE TOLED',\n",
       " 'SANTA RITA DE SIGUAS': 'SANTA RITA DE SIHUAS',\n",
       " 'TOMAY KICHWA': 'TOMAY-KICHWA'}"
      ]
     },
     "execution_count": 284,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from thefuzz import process\n",
    "\n",
    "onlyPresCon=set(PresisCongre.DISTRITO)- set(yanapayDisB600.DISTRITO)\n",
    "onlyYana600=set(yanapayDisB600.DISTRITO)- set(PresisCongre.DISTRITO)\n",
    "\n",
    "changesYana600={dis: process.extractOne(dis, onlyPresCon)[0] for dis in sorted(onlyYana600)}# if process.extractOne(dis, onlyPresCon)[1]>70}\n",
    "changesYana600#, len(changesb600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "id": "655f3b77",
   "metadata": {},
   "outputs": [],
   "source": [
    "yanapayDisB600.DISTRITO.replace(changesYana600,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "id": "a613665b",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>Pres2_PLprop</th>\n",
       "      <th>Congre_PeruLibre</th>\n",
       "      <th>Congre_Todo</th>\n",
       "      <th>Congre_PeruLibre_prop</th>\n",
       "      <th>programado_yana</th>\n",
       "      <th>ejecutado_yana</th>\n",
       "      <th>yanaProp</th>\n",
       "      <th>programado_b600</th>\n",
       "      <th>ejecutado_b600</th>\n",
       "      <th>b600prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>5572.0</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>0.224336</td>\n",
       "      <td>5533.0</td>\n",
       "      <td>3368.0</td>\n",
       "      <td>0.608711</td>\n",
       "      <td>286.0</td>\n",
       "      <td>5858.0</td>\n",
       "      <td>0.048822</td>\n",
       "      <td>7164</td>\n",
       "      <td>6796</td>\n",
       "      <td>0.948632</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>13131.0</td>\n",
       "      <td>2540.0</td>\n",
       "      <td>0.193435</td>\n",
       "      <td>13901.0</td>\n",
       "      <td>7756.0</td>\n",
       "      <td>0.557945</td>\n",
       "      <td>853.0</td>\n",
       "      <td>14020.0</td>\n",
       "      <td>0.060842</td>\n",
       "      <td>12346</td>\n",
       "      <td>11843</td>\n",
       "      <td>0.959258</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>2873.0</td>\n",
       "      <td>481.0</td>\n",
       "      <td>0.167421</td>\n",
       "      <td>2964.0</td>\n",
       "      <td>1940.0</td>\n",
       "      <td>0.654521</td>\n",
       "      <td>305.0</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>0.101701</td>\n",
       "      <td>3446</td>\n",
       "      <td>3351</td>\n",
       "      <td>0.972432</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>956.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>0.223849</td>\n",
       "      <td>977.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>0.706244</td>\n",
       "      <td>83.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>0.079885</td>\n",
       "      <td>909</td>\n",
       "      <td>882</td>\n",
       "      <td>0.970297</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>10834.0</td>\n",
       "      <td>2365.0</td>\n",
       "      <td>0.218294</td>\n",
       "      <td>10820.0</td>\n",
       "      <td>9457.0</td>\n",
       "      <td>0.874030</td>\n",
       "      <td>438.0</td>\n",
       "      <td>11368.0</td>\n",
       "      <td>0.038529</td>\n",
       "      <td>18955</td>\n",
       "      <td>16944</td>\n",
       "      <td>0.893907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>4738.0</td>\n",
       "      <td>1223.0</td>\n",
       "      <td>0.258126</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>2943.0</td>\n",
       "      <td>0.601226</td>\n",
       "      <td>52.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>0.012399</td>\n",
       "      <td>6258</td>\n",
       "      <td>5567</td>\n",
       "      <td>0.889581</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>6333.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>0.261961</td>\n",
       "      <td>6886.0</td>\n",
       "      <td>4332.0</td>\n",
       "      <td>0.629103</td>\n",
       "      <td>63.0</td>\n",
       "      <td>6598.0</td>\n",
       "      <td>0.009548</td>\n",
       "      <td>7881</td>\n",
       "      <td>6822</td>\n",
       "      <td>0.865626</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>3658.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>0.170585</td>\n",
       "      <td>4150.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>0.594940</td>\n",
       "      <td>80.0</td>\n",
       "      <td>3934.0</td>\n",
       "      <td>0.020336</td>\n",
       "      <td>4057</td>\n",
       "      <td>3731</td>\n",
       "      <td>0.919645</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>15318.0</td>\n",
       "      <td>3516.0</td>\n",
       "      <td>0.229534</td>\n",
       "      <td>16684.0</td>\n",
       "      <td>11400.0</td>\n",
       "      <td>0.683289</td>\n",
       "      <td>132.0</td>\n",
       "      <td>15658.0</td>\n",
       "      <td>0.008430</td>\n",
       "      <td>17435</td>\n",
       "      <td>15762</td>\n",
       "      <td>0.904044</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>0.080476</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>0.247817</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1286.0</td>\n",
       "      <td>0.003110</td>\n",
       "      <td>2365</td>\n",
       "      <td>2065</td>\n",
       "      <td>0.873150</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "0        AMAZONAS       BAGUA    ARAMANGO      5572.0           1250.0   \n",
       "1        AMAZONAS       BAGUA       BAGUA     13131.0           2540.0   \n",
       "2        AMAZONAS       BAGUA    COPALLIN      2873.0            481.0   \n",
       "3        AMAZONAS       BAGUA    EL PARCO       956.0            214.0   \n",
       "4        AMAZONAS       BAGUA       IMAZA     10834.0           2365.0   \n",
       "...           ...         ...         ...         ...              ...   \n",
       "1869      UCAYALI  PADRE ABAD    CURIMANA      4738.0           1223.0   \n",
       "1870      UCAYALI  PADRE ABAD     IRAZOLA      6333.0           1659.0   \n",
       "1871      UCAYALI  PADRE ABAD     NESHUYA      3658.0            624.0   \n",
       "1872      UCAYALI  PADRE ABAD  PADRE ABAD     15318.0           3516.0   \n",
       "1873      UCAYALI       PURUS       PURUS      1429.0            115.0   \n",
       "\n",
       "      Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  Pres2_PLprop  \\\n",
       "0         0.224336      5533.0           3368.0      0.608711   \n",
       "1         0.193435     13901.0           7756.0      0.557945   \n",
       "2         0.167421      2964.0           1940.0      0.654521   \n",
       "3         0.223849       977.0            690.0      0.706244   \n",
       "4         0.218294     10820.0           9457.0      0.874030   \n",
       "...            ...         ...              ...           ...   \n",
       "1869      0.258126      4895.0           2943.0      0.601226   \n",
       "1870      0.261961      6886.0           4332.0      0.629103   \n",
       "1871      0.170585      4150.0           2469.0      0.594940   \n",
       "1872      0.229534     16684.0          11400.0      0.683289   \n",
       "1873      0.080476      1489.0            369.0      0.247817   \n",
       "\n",
       "      Congre_PeruLibre  Congre_Todo  Congre_PeruLibre_prop  programado_yana  \\\n",
       "0                286.0       5858.0               0.048822             7164   \n",
       "1                853.0      14020.0               0.060842            12346   \n",
       "2                305.0       2999.0               0.101701             3446   \n",
       "3                 83.0       1039.0               0.079885              909   \n",
       "4                438.0      11368.0               0.038529            18955   \n",
       "...                ...          ...                    ...              ...   \n",
       "1869              52.0       4194.0               0.012399             6258   \n",
       "1870              63.0       6598.0               0.009548             7881   \n",
       "1871              80.0       3934.0               0.020336             4057   \n",
       "1872             132.0      15658.0               0.008430            17435   \n",
       "1873               4.0       1286.0               0.003110             2365   \n",
       "\n",
       "      ejecutado_yana  yanaProp  programado_b600  ejecutado_b600  b600prop  \n",
       "0               6796  0.948632                0               0       0.0  \n",
       "1              11843  0.959258                0               0       0.0  \n",
       "2               3351  0.972432                0               0       0.0  \n",
       "3                882  0.970297                0               0       0.0  \n",
       "4              16944  0.893907                0               0       0.0  \n",
       "...              ...       ...              ...             ...       ...  \n",
       "1869            5567  0.889581                0               0       0.0  \n",
       "1870            6822  0.865626                0               0       0.0  \n",
       "1871            3731  0.919645                0               0       0.0  \n",
       "1872           15762  0.904044                0               0       0.0  \n",
       "1873            2065  0.873150                0               0       0.0  \n",
       "\n",
       "[1874 rows x 18 columns]"
      ]
     },
     "execution_count": 287,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PresisCongreYana600=PresisCongre.merge(yanapayDisB600,on=theKeys)\n",
    "PresisCongreYana600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "id": "11f248f2-80e8-4c3f-ac0d-ef1179d84d4f",
   "metadata": {},
   "outputs": [],
   "source": [
    "PresisCongreYana600.to_csv(\"PresisCongreYana600.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "id": "c1a63570",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Ubigeo</th>\n",
       "      <th>Región /\\nProvincia /\\nDistrito</th>\n",
       "      <th>Población total\\n(2007)\\n1a/</th>\n",
       "      <th>Población total\\n(2017)\\n1a/</th>\n",
       "      <th>Población total\\n(2020)\\n1b/</th>\n",
       "      <th>Población de niños menores de un año\\n(CENSO 2017)\\n1a/</th>\n",
       "      <th>Población mayor de 80 años \\n(2020)\\n1b/</th>\n",
       "      <th>Población con Discapacidad\\n(2020)\\n1c/</th>\n",
       "      <th>Superficie (km2) \\n2/</th>\n",
       "      <th>...</th>\n",
       "      <th>Índice de Desarrollo Humano -IDH\\n(2019)\\n15/</th>\n",
       "      <th>Porcentaje de la población en pobreza total\\n16a/</th>\n",
       "      <th>Pobreza total: Número de habitantes en situación de pobreza\\n\\n16b/</th>\n",
       "      <th>Porcentaje de la población en pobreza extrema \\n17a/</th>\n",
       "      <th>Pobreza extrema: Número de habitantes en situación de pobreza extrema \\n17b/</th>\n",
       "      <th>Población Ocupada\\n(2007) \\n18/</th>\n",
       "      <th>Población Ocupada\\n(2017 )\\n18/</th>\n",
       "      <th>Devengado per cápita en soles (2020) - Actividad\\n19/</th>\n",
       "      <th>Devengado per cápita en soles (2020) - Inversión\\n19/</th>\n",
       "      <th>Devengado per cápita en soles (2020) - Total\\n19/</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nacional</td>\n",
       "      <td>NACIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>28481901</td>\n",
       "      <td>31237385.0</td>\n",
       "      <td>34393444.0</td>\n",
       "      <td>493495.0</td>\n",
       "      <td>628342.0</td>\n",
       "      <td>297030</td>\n",
       "      <td>1280172.28</td>\n",
       "      <td>...</td>\n",
       "      <td>0.585764</td>\n",
       "      <td>30.100000</td>\n",
       "      <td>1.035243e+07</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.754066e+06</td>\n",
       "      <td>10251272</td>\n",
       "      <td>1.314957e+07</td>\n",
       "      <td>4520.201693</td>\n",
       "      <td>770.969110</td>\n",
       "      <td>5291.170803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nacional_esp</td>\n",
       "      <td>NACIONAL SIN LA PROV. DE LIMA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20620156</td>\n",
       "      <td>22075063.0</td>\n",
       "      <td>24188630.0</td>\n",
       "      <td>371675.0</td>\n",
       "      <td>434258.0</td>\n",
       "      <td>217586</td>\n",
       "      <td>1277557.12</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>31.724256</td>\n",
       "      <td>7.673663e+06</td>\n",
       "      <td>5.964864</td>\n",
       "      <td>1.442819e+06</td>\n",
       "      <td>6964502</td>\n",
       "      <td>8.705205e+06</td>\n",
       "      <td>3330.091783</td>\n",
       "      <td>897.070679</td>\n",
       "      <td>4227.162462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Región</td>\n",
       "      <td>150000</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>8730820</td>\n",
       "      <td>10135009.0</td>\n",
       "      <td>11261067.0</td>\n",
       "      <td>137218.0</td>\n",
       "      <td>217672.0</td>\n",
       "      <td>88625</td>\n",
       "      <td>34823.52</td>\n",
       "      <td>...</td>\n",
       "      <td>0.707336</td>\n",
       "      <td>26.250000</td>\n",
       "      <td>2.956030e+06</td>\n",
       "      <td>3.050000</td>\n",
       "      <td>3.434625e+05</td>\n",
       "      <td>3625326</td>\n",
       "      <td>4.873073e+06</td>\n",
       "      <td>6923.735936</td>\n",
       "      <td>488.735054</td>\n",
       "      <td>7412.470989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Zona</td>\n",
       "      <td>ZONA NORTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8367388</td>\n",
       "      <td>8987709.0</td>\n",
       "      <td>9962022.0</td>\n",
       "      <td>162076.0</td>\n",
       "      <td>171114.0</td>\n",
       "      <td>84289</td>\n",
       "      <td>572940.33</td>\n",
       "      <td>...</td>\n",
       "      <td>-</td>\n",
       "      <td>31.834415</td>\n",
       "      <td>3.171351e+06</td>\n",
       "      <td>5.864900</td>\n",
       "      <td>5.842626e+05</td>\n",
       "      <td>2690762</td>\n",
       "      <td>3.324782e+06</td>\n",
       "      <td>2947.760521</td>\n",
       "      <td>821.040898</td>\n",
       "      <td>3768.801420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Región</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>406087</td>\n",
       "      <td>417365.0</td>\n",
       "      <td>472993.0</td>\n",
       "      <td>8043.0</td>\n",
       "      <td>7743.0</td>\n",
       "      <td>7826</td>\n",
       "      <td>39249.13</td>\n",
       "      <td>...</td>\n",
       "      <td>0.417736</td>\n",
       "      <td>32.950000</td>\n",
       "      <td>1.558512e+05</td>\n",
       "      <td>7.300000</td>\n",
       "      <td>3.452849e+04</td>\n",
       "      <td>124320</td>\n",
       "      <td>1.427014e+05</td>\n",
       "      <td>3919.830013</td>\n",
       "      <td>1561.378837</td>\n",
       "      <td>5481.208850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Provincia</td>\n",
       "      <td>010200</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>77637</td>\n",
       "      <td>82193.0</td>\n",
       "      <td>98110.0</td>\n",
       "      <td>1636.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>1586</td>\n",
       "      <td>5652.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.461036</td>\n",
       "      <td>34.843027</td>\n",
       "      <td>3.418449e+04</td>\n",
       "      <td>23.068140</td>\n",
       "      <td>2.263215e+04</td>\n",
       "      <td>24239</td>\n",
       "      <td>2.688646e+04</td>\n",
       "      <td>4747.486136</td>\n",
       "      <td>1050.076689</td>\n",
       "      <td>5797.562825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12449</td>\n",
       "      <td>10487.0</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>192.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
       "      <td>...</td>\n",
       "      <td>0.361182</td>\n",
       "      <td>38.525807</td>\n",
       "      <td>4.775659e+03</td>\n",
       "      <td>19.270750</td>\n",
       "      <td>2.388802e+03</td>\n",
       "      <td>4019</td>\n",
       "      <td>3.569083e+03</td>\n",
       "      <td>273.789848</td>\n",
       "      <td>372.794589</td>\n",
       "      <td>646.584438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>25984</td>\n",
       "      <td>28836.0</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>442.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>...</td>\n",
       "      <td>0.584063</td>\n",
       "      <td>16.212835</td>\n",
       "      <td>4.446046e+03</td>\n",
       "      <td>4.467983</td>\n",
       "      <td>1.225255e+03</td>\n",
       "      <td>(**)</td>\n",
       "      <td>1.191331e+04</td>\n",
       "      <td>3978.526911</td>\n",
       "      <td>1089.854262</td>\n",
       "      <td>5068.381173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLÍN</td>\n",
       "      <td>6736</td>\n",
       "      <td>4972.0</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>...</td>\n",
       "      <td>0.467245</td>\n",
       "      <td>24.530258</td>\n",
       "      <td>1.396753e+03</td>\n",
       "      <td>11.243630</td>\n",
       "      <td>6.402123e+02</td>\n",
       "      <td>2307</td>\n",
       "      <td>1.700876e+03</td>\n",
       "      <td>447.754064</td>\n",
       "      <td>4689.310687</td>\n",
       "      <td>5137.064751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1376</td>\n",
       "      <td>1293.0</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>...</td>\n",
       "      <td>0.489049</td>\n",
       "      <td>35.249588</td>\n",
       "      <td>6.059404e+02</td>\n",
       "      <td>12.159050</td>\n",
       "      <td>2.090141e+02</td>\n",
       "      <td>417</td>\n",
       "      <td>3.702573e+02</td>\n",
       "      <td>509.347243</td>\n",
       "      <td>1474.730733</td>\n",
       "      <td>1984.077976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>23109</td>\n",
       "      <td>29852.0</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>799.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>...</td>\n",
       "      <td>0.298089</td>\n",
       "      <td>53.949690</td>\n",
       "      <td>2.209995e+04</td>\n",
       "      <td>48.888840</td>\n",
       "      <td>2.002682e+04</td>\n",
       "      <td>6074</td>\n",
       "      <td>6.894086e+03</td>\n",
       "      <td>2693.190003</td>\n",
       "      <td>220.047251</td>\n",
       "      <td>2913.237254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010206</td>\n",
       "      <td>LA PECA a/</td>\n",
       "      <td>7983</td>\n",
       "      <td>6753.0</td>\n",
       "      <td>9914.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>376</td>\n",
       "      <td>144.29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.490584</td>\n",
       "      <td>34.761666</td>\n",
       "      <td>3.446272e+03</td>\n",
       "      <td>21.799500</td>\n",
       "      <td>2.161202e+03</td>\n",
       "      <td>(**)</td>\n",
       "      <td>2.438856e+03</td>\n",
       "      <td>768.876417</td>\n",
       "      <td>142.695759</td>\n",
       "      <td>911.572176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Provincia</td>\n",
       "      <td>010300</td>\n",
       "      <td>BONGARÁ</td>\n",
       "      <td>29552</td>\n",
       "      <td>27085.0</td>\n",
       "      <td>29335.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>655.0</td>\n",
       "      <td>398</td>\n",
       "      <td>2869.65</td>\n",
       "      <td>...</td>\n",
       "      <td>0.412895</td>\n",
       "      <td>33.240504</td>\n",
       "      <td>9.751102e+03</td>\n",
       "      <td>10.740246</td>\n",
       "      <td>3.150651e+03</td>\n",
       "      <td>10037</td>\n",
       "      <td>1.121259e+04</td>\n",
       "      <td>818.668763</td>\n",
       "      <td>1288.069595</td>\n",
       "      <td>2106.738358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010302</td>\n",
       "      <td>CHISQUILLA</td>\n",
       "      <td>369</td>\n",
       "      <td>324.0</td>\n",
       "      <td>526.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15</td>\n",
       "      <td>174.96</td>\n",
       "      <td>...</td>\n",
       "      <td>0.474975</td>\n",
       "      <td>42.241830</td>\n",
       "      <td>2.221920e+02</td>\n",
       "      <td>22.561790</td>\n",
       "      <td>1.186750e+02</td>\n",
       "      <td>157</td>\n",
       "      <td>1.469728e+02</td>\n",
       "      <td>1778.323821</td>\n",
       "      <td>178.424905</td>\n",
       "      <td>1956.748726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010303</td>\n",
       "      <td>CHURUJA</td>\n",
       "      <td>302</td>\n",
       "      <td>297.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>7</td>\n",
       "      <td>33.34</td>\n",
       "      <td>...</td>\n",
       "      <td>0.515914</td>\n",
       "      <td>20.786950</td>\n",
       "      <td>7.940615e+01</td>\n",
       "      <td>1.867667</td>\n",
       "      <td>7.134488e+00</td>\n",
       "      <td>106</td>\n",
       "      <td>1.233129e+02</td>\n",
       "      <td>1866.534346</td>\n",
       "      <td>7316.193246</td>\n",
       "      <td>9182.727592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010304</td>\n",
       "      <td>COROSHA</td>\n",
       "      <td>762</td>\n",
       "      <td>805.0</td>\n",
       "      <td>991.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>11</td>\n",
       "      <td>45.67</td>\n",
       "      <td>...</td>\n",
       "      <td>0.395898</td>\n",
       "      <td>54.796368</td>\n",
       "      <td>5.430320e+02</td>\n",
       "      <td>24.577630</td>\n",
       "      <td>2.435643e+02</td>\n",
       "      <td>227</td>\n",
       "      <td>3.425056e+02</td>\n",
       "      <td>1039.656024</td>\n",
       "      <td>577.468274</td>\n",
       "      <td>1617.124299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010305</td>\n",
       "      <td>CUISPES</td>\n",
       "      <td>863</td>\n",
       "      <td>708.0</td>\n",
       "      <td>827.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2</td>\n",
       "      <td>110.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.299445</td>\n",
       "      <td>45.831589</td>\n",
       "      <td>3.790272e+02</td>\n",
       "      <td>12.790520</td>\n",
       "      <td>1.057776e+02</td>\n",
       "      <td>329</td>\n",
       "      <td>2.979671e+02</td>\n",
       "      <td>1046.435091</td>\n",
       "      <td>215.142684</td>\n",
       "      <td>1261.577775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010306</td>\n",
       "      <td>FLORIDA</td>\n",
       "      <td>6641</td>\n",
       "      <td>6395.0</td>\n",
       "      <td>6480.0</td>\n",
       "      <td>108.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>42</td>\n",
       "      <td>203.22</td>\n",
       "      <td>...</td>\n",
       "      <td>0.359324</td>\n",
       "      <td>33.682214</td>\n",
       "      <td>2.182607e+03</td>\n",
       "      <td>6.342470</td>\n",
       "      <td>4.109921e+02</td>\n",
       "      <td>2123</td>\n",
       "      <td>2.468067e+03</td>\n",
       "      <td>299.531593</td>\n",
       "      <td>1969.657198</td>\n",
       "      <td>2269.188790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010307</td>\n",
       "      <td>JAZAN</td>\n",
       "      <td>8981</td>\n",
       "      <td>8059.0</td>\n",
       "      <td>8391.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>221.0</td>\n",
       "      <td>145</td>\n",
       "      <td>88.83</td>\n",
       "      <td>...</td>\n",
       "      <td>0.511258</td>\n",
       "      <td>22.712901</td>\n",
       "      <td>1.905840e+03</td>\n",
       "      <td>13.668210</td>\n",
       "      <td>1.146900e+03</td>\n",
       "      <td>3022</td>\n",
       "      <td>3.727907e+03</td>\n",
       "      <td>400.064087</td>\n",
       "      <td>367.563588</td>\n",
       "      <td>767.627675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010301</td>\n",
       "      <td>JUMBILLA</td>\n",
       "      <td>1691</td>\n",
       "      <td>1385.0</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>8</td>\n",
       "      <td>154.18</td>\n",
       "      <td>...</td>\n",
       "      <td>0.451394</td>\n",
       "      <td>29.547678</td>\n",
       "      <td>3.584133e+02</td>\n",
       "      <td>5.129210</td>\n",
       "      <td>6.221732e+01</td>\n",
       "      <td>599</td>\n",
       "      <td>6.463395e+02</td>\n",
       "      <td>2814.439060</td>\n",
       "      <td>3789.357890</td>\n",
       "      <td>6603.796950</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 48 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Unnamed: 0                         Ubigeo  \\\n",
       "0       Nacional                       NACIONAL   \n",
       "1   Nacional_esp  NACIONAL SIN LA PROV. DE LIMA   \n",
       "2         Región                         150000   \n",
       "3           Zona                     ZONA NORTE   \n",
       "4         Región                         010000   \n",
       "5      Provincia                         010200   \n",
       "6       Distrito                         010202   \n",
       "7       Distrito                         010201   \n",
       "8       Distrito                         010203   \n",
       "9       Distrito                         010204   \n",
       "10      Distrito                         010205   \n",
       "11      Distrito                         010206   \n",
       "12     Provincia                         010300   \n",
       "13      Distrito                         010302   \n",
       "14      Distrito                         010303   \n",
       "15      Distrito                         010304   \n",
       "16      Distrito                         010305   \n",
       "17      Distrito                         010306   \n",
       "18      Distrito                         010307   \n",
       "19      Distrito                         010301   \n",
       "\n",
       "   Región /\\nProvincia /\\nDistrito Población total\\n(2007)\\n1a/  \\\n",
       "0                              NaN                     28481901   \n",
       "1                              NaN                     20620156   \n",
       "2                             LIMA                      8730820   \n",
       "3                              NaN                      8367388   \n",
       "4                         AMAZONAS                       406087   \n",
       "5                            BAGUA                        77637   \n",
       "6                         ARAMANGO                        12449   \n",
       "7                            BAGUA                        25984   \n",
       "8                         COPALLÍN                         6736   \n",
       "9                         EL PARCO                         1376   \n",
       "10                           IMAZA                        23109   \n",
       "11                      LA PECA a/                         7983   \n",
       "12                         BONGARÁ                        29552   \n",
       "13                      CHISQUILLA                          369   \n",
       "14                         CHURUJA                          302   \n",
       "15                         COROSHA                          762   \n",
       "16                         CUISPES                          863   \n",
       "17                         FLORIDA                         6641   \n",
       "18                           JAZAN                         8981   \n",
       "19                        JUMBILLA                         1691   \n",
       "\n",
       "    Población total\\n(2017)\\n1a/  Población total\\n(2020)\\n1b/  \\\n",
       "0                     31237385.0                    34393444.0   \n",
       "1                     22075063.0                    24188630.0   \n",
       "2                     10135009.0                    11261067.0   \n",
       "3                      8987709.0                     9962022.0   \n",
       "4                       417365.0                      472993.0   \n",
       "5                        82193.0                       98110.0   \n",
       "6                        10487.0                       12396.0   \n",
       "7                        28836.0                       27423.0   \n",
       "8                         4972.0                        5694.0   \n",
       "9                         1293.0                        1719.0   \n",
       "10                       29852.0                       40964.0   \n",
       "11                        6753.0                        9914.0   \n",
       "12                       27085.0                       29335.0   \n",
       "13                         324.0                         526.0   \n",
       "14                         297.0                         382.0   \n",
       "15                         805.0                         991.0   \n",
       "16                         708.0                         827.0   \n",
       "17                        6395.0                        6480.0   \n",
       "18                        8059.0                        8391.0   \n",
       "19                        1385.0                        1213.0   \n",
       "\n",
       "    Población de niños menores de un año\\n(CENSO 2017)\\n1a/  \\\n",
       "0                                            493495.0         \n",
       "1                                            371675.0         \n",
       "2                                            137218.0         \n",
       "3                                            162076.0         \n",
       "4                                              8043.0         \n",
       "5                                              1636.0         \n",
       "6                                               196.0         \n",
       "7                                               442.0         \n",
       "8                                                69.0         \n",
       "9                                                18.0         \n",
       "10                                              799.0         \n",
       "11                                              112.0         \n",
       "12                                              397.0         \n",
       "13                                                7.0         \n",
       "14                                                3.0         \n",
       "15                                               16.0         \n",
       "16                                                9.0         \n",
       "17                                              108.0         \n",
       "18                                               99.0         \n",
       "19                                               17.0         \n",
       "\n",
       "    Población mayor de 80 años \\n(2020)\\n1b/  \\\n",
       "0                                   628342.0   \n",
       "1                                   434258.0   \n",
       "2                                   217672.0   \n",
       "3                                   171114.0   \n",
       "4                                     7743.0   \n",
       "5                                     1217.0   \n",
       "6                                      192.0   \n",
       "7                                      327.0   \n",
       "8                                      117.0   \n",
       "9                                       39.0   \n",
       "10                                     224.0   \n",
       "11                                     318.0   \n",
       "12                                     655.0   \n",
       "13                                       9.0   \n",
       "14                                      18.0   \n",
       "15                                      18.0   \n",
       "16                                      26.0   \n",
       "17                                     135.0   \n",
       "18                                     221.0   \n",
       "19                                      32.0   \n",
       "\n",
       "   Población con Discapacidad\\n(2020)\\n1c/ Superficie (km2) \\n2/  ...  \\\n",
       "0                                   297030            1280172.28  ...   \n",
       "1                                   217586            1277557.12  ...   \n",
       "2                                    88625              34823.52  ...   \n",
       "3                                    84289             572940.33  ...   \n",
       "4                                     7826              39249.13  ...   \n",
       "5                                     1586               5652.72  ...   \n",
       "6                                      191                809.07  ...   \n",
       "7                                      513                150.99  ...   \n",
       "8                                      129                 99.05  ...   \n",
       "9                                       19                 18.48  ...   \n",
       "10                                     358               4430.84  ...   \n",
       "11                                     376                144.29  ...   \n",
       "12                                     398               2869.65  ...   \n",
       "13                                      15                174.96  ...   \n",
       "14                                       7                 33.34  ...   \n",
       "15                                      11                 45.67  ...   \n",
       "16                                       2                110.72  ...   \n",
       "17                                      42                203.22  ...   \n",
       "18                                     145                 88.83  ...   \n",
       "19                                       8                154.18  ...   \n",
       "\n",
       "   Índice de Desarrollo Humano -IDH\\n(2019)\\n15/  \\\n",
       "0                                       0.585764   \n",
       "1                                              -   \n",
       "2                                       0.707336   \n",
       "3                                              -   \n",
       "4                                       0.417736   \n",
       "5                                       0.461036   \n",
       "6                                       0.361182   \n",
       "7                                       0.584063   \n",
       "8                                       0.467245   \n",
       "9                                       0.489049   \n",
       "10                                      0.298089   \n",
       "11                                      0.490584   \n",
       "12                                      0.412895   \n",
       "13                                      0.474975   \n",
       "14                                      0.515914   \n",
       "15                                      0.395898   \n",
       "16                                      0.299445   \n",
       "17                                      0.359324   \n",
       "18                                      0.511258   \n",
       "19                                      0.451394   \n",
       "\n",
       "   Porcentaje de la población en pobreza total\\n16a/  \\\n",
       "0                                          30.100000   \n",
       "1                                          31.724256   \n",
       "2                                          26.250000   \n",
       "3                                          31.834415   \n",
       "4                                          32.950000   \n",
       "5                                          34.843027   \n",
       "6                                          38.525807   \n",
       "7                                          16.212835   \n",
       "8                                          24.530258   \n",
       "9                                          35.249588   \n",
       "10                                         53.949690   \n",
       "11                                         34.761666   \n",
       "12                                         33.240504   \n",
       "13                                         42.241830   \n",
       "14                                         20.786950   \n",
       "15                                         54.796368   \n",
       "16                                         45.831589   \n",
       "17                                         33.682214   \n",
       "18                                         22.712901   \n",
       "19                                         29.547678   \n",
       "\n",
       "    Pobreza total: Número de habitantes en situación de pobreza\\n\\n16b/  \\\n",
       "0                                        1.035243e+07                     \n",
       "1                                        7.673663e+06                     \n",
       "2                                        2.956030e+06                     \n",
       "3                                        3.171351e+06                     \n",
       "4                                        1.558512e+05                     \n",
       "5                                        3.418449e+04                     \n",
       "6                                        4.775659e+03                     \n",
       "7                                        4.446046e+03                     \n",
       "8                                        1.396753e+03                     \n",
       "9                                        6.059404e+02                     \n",
       "10                                       2.209995e+04                     \n",
       "11                                       3.446272e+03                     \n",
       "12                                       9.751102e+03                     \n",
       "13                                       2.221920e+02                     \n",
       "14                                       7.940615e+01                     \n",
       "15                                       5.430320e+02                     \n",
       "16                                       3.790272e+02                     \n",
       "17                                       2.182607e+03                     \n",
       "18                                       1.905840e+03                     \n",
       "19                                       3.584133e+02                     \n",
       "\n",
       "    Porcentaje de la población en pobreza extrema \\n17a/  \\\n",
       "0                                            5.100000      \n",
       "1                                            5.964864      \n",
       "2                                            3.050000      \n",
       "3                                            5.864900      \n",
       "4                                            7.300000      \n",
       "5                                           23.068140      \n",
       "6                                           19.270750      \n",
       "7                                            4.467983      \n",
       "8                                           11.243630      \n",
       "9                                           12.159050      \n",
       "10                                          48.888840      \n",
       "11                                          21.799500      \n",
       "12                                          10.740246      \n",
       "13                                          22.561790      \n",
       "14                                           1.867667      \n",
       "15                                          24.577630      \n",
       "16                                          12.790520      \n",
       "17                                           6.342470      \n",
       "18                                          13.668210      \n",
       "19                                           5.129210      \n",
       "\n",
       "    Pobreza extrema: Número de habitantes en situación de pobreza extrema \\n17b/  \\\n",
       "0                                        1.754066e+06                              \n",
       "1                                        1.442819e+06                              \n",
       "2                                        3.434625e+05                              \n",
       "3                                        5.842626e+05                              \n",
       "4                                        3.452849e+04                              \n",
       "5                                        2.263215e+04                              \n",
       "6                                        2.388802e+03                              \n",
       "7                                        1.225255e+03                              \n",
       "8                                        6.402123e+02                              \n",
       "9                                        2.090141e+02                              \n",
       "10                                       2.002682e+04                              \n",
       "11                                       2.161202e+03                              \n",
       "12                                       3.150651e+03                              \n",
       "13                                       1.186750e+02                              \n",
       "14                                       7.134488e+00                              \n",
       "15                                       2.435643e+02                              \n",
       "16                                       1.057776e+02                              \n",
       "17                                       4.109921e+02                              \n",
       "18                                       1.146900e+03                              \n",
       "19                                       6.221732e+01                              \n",
       "\n",
       "   Población Ocupada\\n(2007) \\n18/  Población Ocupada\\n(2017 )\\n18/  \\\n",
       "0                         10251272                     1.314957e+07   \n",
       "1                          6964502                     8.705205e+06   \n",
       "2                          3625326                     4.873073e+06   \n",
       "3                          2690762                     3.324782e+06   \n",
       "4                           124320                     1.427014e+05   \n",
       "5                            24239                     2.688646e+04   \n",
       "6                             4019                     3.569083e+03   \n",
       "7                             (**)                     1.191331e+04   \n",
       "8                             2307                     1.700876e+03   \n",
       "9                              417                     3.702573e+02   \n",
       "10                            6074                     6.894086e+03   \n",
       "11                            (**)                     2.438856e+03   \n",
       "12                           10037                     1.121259e+04   \n",
       "13                             157                     1.469728e+02   \n",
       "14                             106                     1.233129e+02   \n",
       "15                             227                     3.425056e+02   \n",
       "16                             329                     2.979671e+02   \n",
       "17                            2123                     2.468067e+03   \n",
       "18                            3022                     3.727907e+03   \n",
       "19                             599                     6.463395e+02   \n",
       "\n",
       "   Devengado per cápita en soles (2020) - Actividad\\n19/  \\\n",
       "0                                         4520.201693      \n",
       "1                                         3330.091783      \n",
       "2                                         6923.735936      \n",
       "3                                         2947.760521      \n",
       "4                                         3919.830013      \n",
       "5                                         4747.486136      \n",
       "6                                          273.789848      \n",
       "7                                         3978.526911      \n",
       "8                                          447.754064      \n",
       "9                                          509.347243      \n",
       "10                                        2693.190003      \n",
       "11                                         768.876417      \n",
       "12                                         818.668763      \n",
       "13                                        1778.323821      \n",
       "14                                        1866.534346      \n",
       "15                                        1039.656024      \n",
       "16                                        1046.435091      \n",
       "17                                         299.531593      \n",
       "18                                         400.064087      \n",
       "19                                        2814.439060      \n",
       "\n",
       "   Devengado per cápita en soles (2020) - Inversión\\n19/  \\\n",
       "0                                          770.969110      \n",
       "1                                          897.070679      \n",
       "2                                          488.735054      \n",
       "3                                          821.040898      \n",
       "4                                         1561.378837      \n",
       "5                                         1050.076689      \n",
       "6                                          372.794589      \n",
       "7                                         1089.854262      \n",
       "8                                         4689.310687      \n",
       "9                                         1474.730733      \n",
       "10                                         220.047251      \n",
       "11                                         142.695759      \n",
       "12                                        1288.069595      \n",
       "13                                         178.424905      \n",
       "14                                        7316.193246      \n",
       "15                                         577.468274      \n",
       "16                                         215.142684      \n",
       "17                                        1969.657198      \n",
       "18                                         367.563588      \n",
       "19                                        3789.357890      \n",
       "\n",
       "    Devengado per cápita en soles (2020) - Total\\n19/  \n",
       "0                                         5291.170803  \n",
       "1                                         4227.162462  \n",
       "2                                         7412.470989  \n",
       "3                                         3768.801420  \n",
       "4                                         5481.208850  \n",
       "5                                         5797.562825  \n",
       "6                                          646.584438  \n",
       "7                                         5068.381173  \n",
       "8                                         5137.064751  \n",
       "9                                         1984.077976  \n",
       "10                                        2913.237254  \n",
       "11                                         911.572176  \n",
       "12                                        2106.738358  \n",
       "13                                        1956.748726  \n",
       "14                                        9182.727592  \n",
       "15                                        1617.124299  \n",
       "16                                        1261.577775  \n",
       "17                                        2269.188790  \n",
       "18                                         767.627675  \n",
       "19                                        6603.796950  \n",
       "\n",
       "[20 rows x 48 columns]"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplan=pd.read_excel(\"Datos-para-el-planeamiento-estrategico.xlsx\",3,skiprows=8)\n",
    "ceplan.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "id": "9384a107",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0', 'Ubigeo', 'Región /\\nProvincia /\\nDistrito',\n",
       "       'Población total\\n(2007)\\n1a/', 'Población total\\n(2017)\\n1a/',\n",
       "       'Población total\\n(2020)\\n1b/',\n",
       "       'Población de niños menores de un año\\n(CENSO 2017)\\n1a/',\n",
       "       'Población mayor de 80 años \\n(2020)\\n1b/',\n",
       "       'Población con Discapacidad\\n(2020)\\n1c/', 'Superficie (km2) \\n2/',\n",
       "       'Densidad\\n(2020)', 'Capital legal \\n3/', 'Altitud (msnm)\\n 3/',\n",
       "       'Latitud\\nsur\\n 3/', 'Longitud oeste\\n 3/',\n",
       "       'Tipología de distrito según SDOT\\n4/',\n",
       "       'Centro  Fucional de Organización Territorial\\n4a/',\n",
       "       'Número de Provincias 3/', 'Número  de Distritos \\n3/',\n",
       "       'Número de Centros Poblados\\n3/', 'País fronterizo',\n",
       "       'Población de niños menores de un año\\n(CENSO 2017)\\n1a/.1',\n",
       "       'Número anual de nacidos vivos según distrito de residencia habitual de la madre (2020)\\n5/',\n",
       "       'Número anual de nacidos vivos con bajo peso según distrito de residencia habitual de la madre (2020)\\n5/',\n",
       "       'Porcentaje de nacidos vivos con bajo peso al nacer (2020)\\n5/ 6/',\n",
       "       'Total',\n",
       "       'Número  de niños menores de un año con DNI emitido hasta los 30 días de nacido (2020)\\n7/',\n",
       "       'Porcentaje de niños menores de un año con DNI emitido hasta los 30 días de nacido (al 2021)\\n7/',\n",
       "       'Índice de Vulnerabilidad a la Inseguridad Alimentaria (IVIA) \\n(2018)\\n8/',\n",
       "       'Porcentaje de desnutrición crónica\\n (Niños menores de 5 años) \\n(2020)\\n9/',\n",
       "       'Porcentaje de anemia\\n(Niños entre 6 y 35 meses) (2020)\\n9/',\n",
       "       'Porcentaje de personas de 15 años y más con exceso de peso\\n(2020)\\n10/',\n",
       "       'Distritos dentro de Meta 4\\n11/',\n",
       "       'Índice de Densidad del Estado -IDE\\n(2017)\\n12/',\n",
       "       'Centros de salud mental comunal\\n(al 2021)\\n13/',\n",
       "       'Cámara de comercio\\n13a/', 'Sedes del SENATI\\n(al 2021)\\n13b/',\n",
       "       'Mercados de abastos (2016)\\n14/',\n",
       "       'Índice de Desarrollo Humano -IDH\\n(2019)\\n15/',\n",
       "       'Porcentaje de la población en pobreza total\\n16a/',\n",
       "       'Pobreza total: Número de habitantes en situación de pobreza\\n\\n16b/',\n",
       "       'Porcentaje de la población en pobreza extrema \\n17a/',\n",
       "       'Pobreza extrema: Número de habitantes en situación de pobreza extrema \\n17b/',\n",
       "       'Población Ocupada\\n(2007) \\n18/', 'Población Ocupada\\n(2017 )\\n18/',\n",
       "       'Devengado per cápita en soles (2020) - Actividad\\n19/',\n",
       "       'Devengado per cápita en soles (2020) - Inversión\\n19/',\n",
       "       'Devengado per cápita en soles (2020) - Total\\n19/'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 290,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplan.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "b87a901f",
   "metadata": {},
   "outputs": [],
   "source": [
    "selectceplan=['Unnamed: 0', \n",
    "              'Ubigeo', \n",
    "              'Región /\\nProvincia /\\nDistrito',\n",
    "              'Población total\\n(2020)\\n1b/',\n",
    "              'Población con Discapacidad\\n(2020)\\n1c/',\n",
    "              'Superficie (km2) \\n2/',\n",
    "              'Densidad\\n(2020)', \n",
    "              'Altitud (msnm)\\n 3/',\n",
    "              'Latitud\\nsur\\n 3/', \n",
    "              'Longitud oeste\\n 3/',\n",
    "              'Número de Centros Poblados\\n3/',\n",
    "              'Porcentaje de desnutrición crónica\\n (Niños menores de 5 años) \\n(2020)\\n9/',\n",
    "              'Pobreza total: Número de habitantes en situación de pobreza\\n\\n16b/',\n",
    "              'Pobreza extrema: Número de habitantes en situación de pobreza extrema \\n17b/',\n",
    "            'Porcentaje de la población en pobreza extrema \\n17a/']\n",
    "ceplan=ceplan[selectceplan]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "id": "081f24de",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Nacional</td>\n",
       "      <td>NACIONAL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34393444.0</td>\n",
       "      <td>297030</td>\n",
       "      <td>1280172.28</td>\n",
       "      <td>26.866262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94922.0</td>\n",
       "      <td>12.067981</td>\n",
       "      <td>1.035243e+07</td>\n",
       "      <td>1.754066e+06</td>\n",
       "      <td>5.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nacional_esp</td>\n",
       "      <td>NACIONAL SIN LA PROV. DE LIMA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>24188630.0</td>\n",
       "      <td>217586</td>\n",
       "      <td>1277557.12</td>\n",
       "      <td>18.933502</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>94811.0</td>\n",
       "      <td>14.864528</td>\n",
       "      <td>7.673663e+06</td>\n",
       "      <td>1.442819e+06</td>\n",
       "      <td>5.964864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Región</td>\n",
       "      <td>150000</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>11261067.0</td>\n",
       "      <td>88625</td>\n",
       "      <td>34823.52</td>\n",
       "      <td>323.375322</td>\n",
       "      <td>162.42</td>\n",
       "      <td>-12.045278</td>\n",
       "      <td>-77.030833</td>\n",
       "      <td>5229.0</td>\n",
       "      <td>5.085055</td>\n",
       "      <td>2.956030e+06</td>\n",
       "      <td>3.434625e+05</td>\n",
       "      <td>3.050000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Zona</td>\n",
       "      <td>ZONA NORTE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9962022.0</td>\n",
       "      <td>84289</td>\n",
       "      <td>572940.33</td>\n",
       "      <td>17.387538</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22540.0</td>\n",
       "      <td>15.73736</td>\n",
       "      <td>3.171351e+06</td>\n",
       "      <td>5.842626e+05</td>\n",
       "      <td>5.864900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Región</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>472993.0</td>\n",
       "      <td>7826</td>\n",
       "      <td>39249.13</td>\n",
       "      <td>12.051044</td>\n",
       "      <td>2338.00</td>\n",
       "      <td>-6.229444</td>\n",
       "      <td>-77.872778</td>\n",
       "      <td>3174.0</td>\n",
       "      <td>17.467389</td>\n",
       "      <td>1.558512e+05</td>\n",
       "      <td>3.452849e+04</td>\n",
       "      <td>7.300000</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2097</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230405</td>\n",
       "      <td>SITAJARA</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1</td>\n",
       "      <td>251.24</td>\n",
       "      <td>1.516478</td>\n",
       "      <td>3163.00</td>\n",
       "      <td>-17.375278</td>\n",
       "      <td>-70.133889</td>\n",
       "      <td>6.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>1.005516e+02</td>\n",
       "      <td>6.661640e+01</td>\n",
       "      <td>17.484620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2098</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230406</td>\n",
       "      <td>SUSAPAYA</td>\n",
       "      <td>675.0</td>\n",
       "      <td>4</td>\n",
       "      <td>373.21</td>\n",
       "      <td>1.808633</td>\n",
       "      <td>3462.00</td>\n",
       "      <td>-17.348056</td>\n",
       "      <td>-70.133611</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>1.856857e+02</td>\n",
       "      <td>1.655476e+02</td>\n",
       "      <td>24.525570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2099</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230401</td>\n",
       "      <td>TARATA</td>\n",
       "      <td>3427.0</td>\n",
       "      <td>37</td>\n",
       "      <td>864.31</td>\n",
       "      <td>3.965013</td>\n",
       "      <td>3077.00</td>\n",
       "      <td>-17.475000</td>\n",
       "      <td>-70.031944</td>\n",
       "      <td>137.0</td>\n",
       "      <td>8.152174</td>\n",
       "      <td>1.253856e+03</td>\n",
       "      <td>6.276352e+02</td>\n",
       "      <td>18.314420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2100</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230407</td>\n",
       "      <td>TARUCACHI</td>\n",
       "      <td>656.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.27</td>\n",
       "      <td>5.791472</td>\n",
       "      <td>3054.00</td>\n",
       "      <td>-17.525833</td>\n",
       "      <td>-70.031667</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10</td>\n",
       "      <td>1.731282e+02</td>\n",
       "      <td>3.770461e+01</td>\n",
       "      <td>5.747654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2101</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230408</td>\n",
       "      <td>TICACO</td>\n",
       "      <td>942.0</td>\n",
       "      <td>8</td>\n",
       "      <td>347.06</td>\n",
       "      <td>2.714228</td>\n",
       "      <td>3272.00</td>\n",
       "      <td>-17.447222</td>\n",
       "      <td>-70.046667</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.30303</td>\n",
       "      <td>2.723153e+02</td>\n",
       "      <td>1.588962e+02</td>\n",
       "      <td>16.867960</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2102 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             nivel                         ubigeo      lugar    pobTotal  \\\n",
       "0         Nacional                       NACIONAL        NaN  34393444.0   \n",
       "1     Nacional_esp  NACIONAL SIN LA PROV. DE LIMA        NaN  24188630.0   \n",
       "2           Región                         150000       LIMA  11261067.0   \n",
       "3             Zona                     ZONA NORTE        NaN   9962022.0   \n",
       "4           Región                         010000   AMAZONAS    472993.0   \n",
       "...            ...                            ...        ...         ...   \n",
       "2097      Distrito                         230405   SITAJARA       381.0   \n",
       "2098      Distrito                         230406   SUSAPAYA       675.0   \n",
       "2099      Distrito                         230401     TARATA      3427.0   \n",
       "2100      Distrito                         230407  TARUCACHI       656.0   \n",
       "2101      Distrito                         230408     TICACO       942.0   \n",
       "\n",
       "     pobDiscapacidad  superficie    densidad  altitud    latitud   longitud  \\\n",
       "0             297030  1280172.28   26.866262      NaN        NaN        NaN   \n",
       "1             217586  1277557.12   18.933502      NaN        NaN        NaN   \n",
       "2              88625    34823.52  323.375322   162.42 -12.045278 -77.030833   \n",
       "3              84289   572940.33   17.387538      NaN        NaN        NaN   \n",
       "4               7826    39249.13   12.051044  2338.00  -6.229444 -77.872778   \n",
       "...              ...         ...         ...      ...        ...        ...   \n",
       "2097               1      251.24    1.516478  3163.00 -17.375278 -70.133889   \n",
       "2098               4      373.21    1.808633  3462.00 -17.348056 -70.133611   \n",
       "2099              37      864.31    3.965013  3077.00 -17.475000 -70.031944   \n",
       "2100               1      113.27    5.791472  3054.00 -17.525833 -70.031667   \n",
       "2101               8      347.06    2.714228  3272.00 -17.447222 -70.046667   \n",
       "\n",
       "      numeroCentrosPoblados porcentajeDesnutCronica5menos  conteoPobres  \\\n",
       "0                   94922.0                     12.067981  1.035243e+07   \n",
       "1                   94811.0                     14.864528  7.673663e+06   \n",
       "2                    5229.0                      5.085055  2.956030e+06   \n",
       "3                   22540.0                      15.73736  3.171351e+06   \n",
       "4                    3174.0                     17.467389  1.558512e+05   \n",
       "...                     ...                           ...           ...   \n",
       "2097                    6.0                          S.I.  1.005516e+02   \n",
       "2098                   71.0                     18.181818  1.856857e+02   \n",
       "2099                  137.0                      8.152174  1.253856e+03   \n",
       "2100                   13.0                            10  1.731282e+02   \n",
       "2101                   37.0                      30.30303  2.723153e+02   \n",
       "\n",
       "      conteoPobresExtremos  porcentajePobrezaExtrema  \n",
       "0             1.754066e+06                  5.100000  \n",
       "1             1.442819e+06                  5.964864  \n",
       "2             3.434625e+05                  3.050000  \n",
       "3             5.842626e+05                  5.864900  \n",
       "4             3.452849e+04                  7.300000  \n",
       "...                    ...                       ...  \n",
       "2097          6.661640e+01                 17.484620  \n",
       "2098          1.655476e+02                 24.525570  \n",
       "2099          6.276352e+02                 18.314420  \n",
       "2100          3.770461e+01                  5.747654  \n",
       "2101          1.588962e+02                 16.867960  \n",
       "\n",
       "[2102 rows x 15 columns]"
      ]
     },
     "execution_count": 293,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplan.columns=['nivel', 'ubigeo', 'lugar','pobTotal','pobDiscapacidad', \n",
    " 'superficie','densidad', 'altitud','latitud', 'longitud',\n",
    " 'numeroCentrosPoblados', 'porcentajeDesnutCronica5menos','conteoPobres','conteoPobresExtremos',\n",
    " 'porcentajePobrezaExtrema']\n",
    "ceplan=ceplan.iloc[:2102,:]\n",
    "ceplan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "id": "fed60f71",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/JoseManuel/opt/anaconda3/envs/spatial/lib/python3.8/site-packages/pandas/core/indexing.py:1773: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  self._setitem_single_column(ilocs[0], value, pi)\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>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
       "      <td>15.321295</td>\n",
       "      <td>502.0</td>\n",
       "      <td>-5.416389</td>\n",
       "      <td>-78.437778</td>\n",
       "      <td>87.0</td>\n",
       "      <td>22.65343</td>\n",
       "      <td>4775.659036</td>\n",
       "      <td>2388.802170</td>\n",
       "      <td>19.270750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>181.621299</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-5.638889</td>\n",
       "      <td>-78.531111</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.413031</td>\n",
       "      <td>4446.045742</td>\n",
       "      <td>1225.254978</td>\n",
       "      <td>4.467983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>57.486118</td>\n",
       "      <td>693.0</td>\n",
       "      <td>-5.675000</td>\n",
       "      <td>-78.423056</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.394366</td>\n",
       "      <td>1396.752891</td>\n",
       "      <td>640.212292</td>\n",
       "      <td>11.243630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>93.019481</td>\n",
       "      <td>626.0</td>\n",
       "      <td>-5.625000</td>\n",
       "      <td>-78.475278</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.463918</td>\n",
       "      <td>605.940418</td>\n",
       "      <td>209.014070</td>\n",
       "      <td>12.159050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>9.2452</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-5.163611</td>\n",
       "      <td>-78.288889</td>\n",
       "      <td>159.0</td>\n",
       "      <td>36.580938</td>\n",
       "      <td>22099.951012</td>\n",
       "      <td>20026.824418</td>\n",
       "      <td>48.888840</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230405</td>\n",
       "      <td>SITAJARA</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1</td>\n",
       "      <td>251.24</td>\n",
       "      <td>1.516478</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>-17.375278</td>\n",
       "      <td>-70.133889</td>\n",
       "      <td>6.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>100.551577</td>\n",
       "      <td>66.616402</td>\n",
       "      <td>17.484620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230406</td>\n",
       "      <td>SUSAPAYA</td>\n",
       "      <td>675.0</td>\n",
       "      <td>4</td>\n",
       "      <td>373.21</td>\n",
       "      <td>1.808633</td>\n",
       "      <td>3462.0</td>\n",
       "      <td>-17.348056</td>\n",
       "      <td>-70.133611</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>185.685743</td>\n",
       "      <td>165.547597</td>\n",
       "      <td>24.525570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230401</td>\n",
       "      <td>TARATA</td>\n",
       "      <td>3427.0</td>\n",
       "      <td>37</td>\n",
       "      <td>864.31</td>\n",
       "      <td>3.965013</td>\n",
       "      <td>3077.0</td>\n",
       "      <td>-17.475000</td>\n",
       "      <td>-70.031944</td>\n",
       "      <td>137.0</td>\n",
       "      <td>8.152174</td>\n",
       "      <td>1253.856195</td>\n",
       "      <td>627.635173</td>\n",
       "      <td>18.314420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230407</td>\n",
       "      <td>TARUCACHI</td>\n",
       "      <td>656.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.27</td>\n",
       "      <td>5.791472</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>-17.525833</td>\n",
       "      <td>-70.031667</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10</td>\n",
       "      <td>173.128174</td>\n",
       "      <td>37.704610</td>\n",
       "      <td>5.747654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230408</td>\n",
       "      <td>TICACO</td>\n",
       "      <td>942.0</td>\n",
       "      <td>8</td>\n",
       "      <td>347.06</td>\n",
       "      <td>2.714228</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>-17.447222</td>\n",
       "      <td>-70.046667</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.30303</td>\n",
       "      <td>272.315282</td>\n",
       "      <td>158.896183</td>\n",
       "      <td>16.867960</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         nivel  ubigeo      lugar  pobTotal pobDiscapacidad superficie  \\\n",
       "0     Distrito  010202   ARAMANGO   12396.0             191     809.07   \n",
       "1     Distrito  010201      BAGUA   27423.0             513     150.99   \n",
       "2     Distrito  010203   COPALLIN    5694.0             129      99.05   \n",
       "3     Distrito  010204   EL PARCO    1719.0              19      18.48   \n",
       "4     Distrito  010205      IMAZA   40964.0             358    4430.84   \n",
       "...        ...     ...        ...       ...             ...        ...   \n",
       "1869  Distrito  230405   SITAJARA     381.0               1     251.24   \n",
       "1870  Distrito  230406   SUSAPAYA     675.0               4     373.21   \n",
       "1871  Distrito  230401     TARATA    3427.0              37     864.31   \n",
       "1872  Distrito  230407  TARUCACHI     656.0               1     113.27   \n",
       "1873  Distrito  230408     TICACO     942.0               8     347.06   \n",
       "\n",
       "        densidad  altitud    latitud   longitud  numeroCentrosPoblados  \\\n",
       "0      15.321295    502.0  -5.416389 -78.437778                   87.0   \n",
       "1     181.621299    408.0  -5.638889 -78.531111                   24.0   \n",
       "2      57.486118    693.0  -5.675000 -78.423056                   31.0   \n",
       "3      93.019481    626.0  -5.625000 -78.475278                    9.0   \n",
       "4         9.2452    317.0  -5.163611 -78.288889                  159.0   \n",
       "...          ...      ...        ...        ...                    ...   \n",
       "1869    1.516478   3163.0 -17.375278 -70.133889                    6.0   \n",
       "1870    1.808633   3462.0 -17.348056 -70.133611                   71.0   \n",
       "1871    3.965013   3077.0 -17.475000 -70.031944                  137.0   \n",
       "1872    5.791472   3054.0 -17.525833 -70.031667                   13.0   \n",
       "1873    2.714228   3272.0 -17.447222 -70.046667                   37.0   \n",
       "\n",
       "     porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                         22.65343   4775.659036           2388.802170   \n",
       "1                        10.413031   4446.045742           1225.254978   \n",
       "2                        12.394366   1396.752891            640.212292   \n",
       "3                        15.463918    605.940418            209.014070   \n",
       "4                        36.580938  22099.951012          20026.824418   \n",
       "...                            ...           ...                   ...   \n",
       "1869                          S.I.    100.551577             66.616402   \n",
       "1870                     18.181818    185.685743            165.547597   \n",
       "1871                      8.152174   1253.856195            627.635173   \n",
       "1872                            10    173.128174             37.704610   \n",
       "1873                      30.30303    272.315282            158.896183   \n",
       "\n",
       "      porcentajePobrezaExtrema  \n",
       "0                    19.270750  \n",
       "1                     4.467983  \n",
       "2                    11.243630  \n",
       "3                    12.159050  \n",
       "4                    48.888840  \n",
       "...                        ...  \n",
       "1869                 17.484620  \n",
       "1870                 24.525570  \n",
       "1871                 18.314420  \n",
       "1872                  5.747654  \n",
       "1873                 16.867960  \n",
       "\n",
       "[1874 rows x 15 columns]"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanDis=ceplan[ceplan.nivel=='Distrito']\n",
    "ceplanDis.reset_index(drop=True,inplace=True)\n",
    "ceplanDis.loc[:,'lugar']=ceplanDis.lugar.str.replace(\"Á\",'A',regex=False)\n",
    "ceplanDis.loc[:,'lugar']=ceplanDis.lugar.str.replace(\"É\",'E',regex=False)\n",
    "ceplanDis.loc[:,'lugar']=ceplanDis.lugar.str.replace(\"Í\",'I',regex=False)\n",
    "ceplanDis.loc[:,'lugar']=ceplanDis.lugar.str.replace(\"Ó\",'O',regex=False)\n",
    "ceplanDis.loc[:,'lugar']=ceplanDis.lugar.str.replace(\"Ú\",'U',regex=False)\n",
    "ceplanDis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "id": "adf04b95",
   "metadata": {},
   "outputs": [],
   "source": [
    "InCeplan=set(ceplanDis.lugar)-set(PresisCongreYana600.DISTRITO)\n",
    "InYanay=set(PresisCongreYana600.DISTRITO)-set(ceplanDis.lugar)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "id": "2df3cfa1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CAPAZO': 'CAPASO',\n",
       " 'CARMEN DE LA LEGUA REYNOSO': 'CARMEN DE LA LEGUA-REYNOSO',\n",
       " 'CASPISAPA': 'CASPIZAPA',\n",
       " 'CRNEL.GREGORIO ALBARRACIN LANCHIPA': 'CORONEL GREGORIO ALBARRACIN LANCHIPA',\n",
       " 'ESTIQUE-PAMPA': 'ESTIQUE PAMPA',\n",
       " 'GAMARRA': 'MARISCAL GAMARRA',\n",
       " 'HUAYA': 'HUALLA',\n",
       " 'HUAYLLAY GRANDE': 'HUALLAY-GRANDE',\n",
       " 'HUAYLLO': 'IHUAYLLO',\n",
       " 'LA PECA a/': 'LA PECA',\n",
       " 'MILPUC': 'MILPUCC',\n",
       " 'RAYMONDI': 'RAIMONDI',\n",
       " 'RINCONADA LLICUAR': 'RINCONADA-LLICUAR',\n",
       " 'SAN JUAN DE ISCOS': 'SAN JUAN DE YSCOS',\n",
       " 'SANTA BARBARA DE CARHUACAYA': 'SANTA BARBARA DE CARHUACAYAN',\n",
       " 'SANTA CRUZ DE TOLEDO': 'SANTA CRUZ DE TOLED',\n",
       " 'SANTA RITA DE SIGUAS': 'SANTA RITA DE SIHUAS',\n",
       " 'TOMAY KICHWA': 'TOMAY-KICHWA'}"
      ]
     },
     "execution_count": 296,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "changesCeplan={dis: process.extractOne(dis, InYanay)[0] for dis in sorted(InCeplan)}# if process.extractOne(dis, InCeplan)[1]>70}\n",
    "changesCeplan#, len(changesb600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "id": "d9058596",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/JoseManuel/opt/anaconda3/envs/spatial/lib/python3.8/site-packages/pandas/core/generic.py:6619: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  return self._update_inplace(result)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
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       "      <th>numeroCentrosPoblados</th>\n",
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       "      <th>conteoPobres</th>\n",
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       "      <th>porcentajePobrezaExtrema</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
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       "      <td>502.0</td>\n",
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       "      <td>4775.659036</td>\n",
       "      <td>2388.802170</td>\n",
       "      <td>19.270750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>181.621299</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-5.638889</td>\n",
       "      <td>-78.531111</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.413031</td>\n",
       "      <td>4446.045742</td>\n",
       "      <td>1225.254978</td>\n",
       "      <td>4.467983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>57.486118</td>\n",
       "      <td>693.0</td>\n",
       "      <td>-5.675000</td>\n",
       "      <td>-78.423056</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.394366</td>\n",
       "      <td>1396.752891</td>\n",
       "      <td>640.212292</td>\n",
       "      <td>11.243630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>93.019481</td>\n",
       "      <td>626.0</td>\n",
       "      <td>-5.625000</td>\n",
       "      <td>-78.475278</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.463918</td>\n",
       "      <td>605.940418</td>\n",
       "      <td>209.014070</td>\n",
       "      <td>12.159050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>9.2452</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-5.163611</td>\n",
       "      <td>-78.288889</td>\n",
       "      <td>159.0</td>\n",
       "      <td>36.580938</td>\n",
       "      <td>22099.951012</td>\n",
       "      <td>20026.824418</td>\n",
       "      <td>48.888840</td>\n",
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       "      <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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230405</td>\n",
       "      <td>SITAJARA</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1</td>\n",
       "      <td>251.24</td>\n",
       "      <td>1.516478</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>-17.375278</td>\n",
       "      <td>-70.133889</td>\n",
       "      <td>6.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>100.551577</td>\n",
       "      <td>66.616402</td>\n",
       "      <td>17.484620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230406</td>\n",
       "      <td>SUSAPAYA</td>\n",
       "      <td>675.0</td>\n",
       "      <td>4</td>\n",
       "      <td>373.21</td>\n",
       "      <td>1.808633</td>\n",
       "      <td>3462.0</td>\n",
       "      <td>-17.348056</td>\n",
       "      <td>-70.133611</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>185.685743</td>\n",
       "      <td>165.547597</td>\n",
       "      <td>24.525570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230401</td>\n",
       "      <td>TARATA</td>\n",
       "      <td>3427.0</td>\n",
       "      <td>37</td>\n",
       "      <td>864.31</td>\n",
       "      <td>3.965013</td>\n",
       "      <td>3077.0</td>\n",
       "      <td>-17.475000</td>\n",
       "      <td>-70.031944</td>\n",
       "      <td>137.0</td>\n",
       "      <td>8.152174</td>\n",
       "      <td>1253.856195</td>\n",
       "      <td>627.635173</td>\n",
       "      <td>18.314420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230407</td>\n",
       "      <td>TARUCACHI</td>\n",
       "      <td>656.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.27</td>\n",
       "      <td>5.791472</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>-17.525833</td>\n",
       "      <td>-70.031667</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10</td>\n",
       "      <td>173.128174</td>\n",
       "      <td>37.704610</td>\n",
       "      <td>5.747654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230408</td>\n",
       "      <td>TICACO</td>\n",
       "      <td>942.0</td>\n",
       "      <td>8</td>\n",
       "      <td>347.06</td>\n",
       "      <td>2.714228</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>-17.447222</td>\n",
       "      <td>-70.046667</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.30303</td>\n",
       "      <td>272.315282</td>\n",
       "      <td>158.896183</td>\n",
       "      <td>16.867960</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         nivel  ubigeo      lugar  pobTotal pobDiscapacidad superficie  \\\n",
       "0     Distrito  010202   ARAMANGO   12396.0             191     809.07   \n",
       "1     Distrito  010201      BAGUA   27423.0             513     150.99   \n",
       "2     Distrito  010203   COPALLIN    5694.0             129      99.05   \n",
       "3     Distrito  010204   EL PARCO    1719.0              19      18.48   \n",
       "4     Distrito  010205      IMAZA   40964.0             358    4430.84   \n",
       "...        ...     ...        ...       ...             ...        ...   \n",
       "1869  Distrito  230405   SITAJARA     381.0               1     251.24   \n",
       "1870  Distrito  230406   SUSAPAYA     675.0               4     373.21   \n",
       "1871  Distrito  230401     TARATA    3427.0              37     864.31   \n",
       "1872  Distrito  230407  TARUCACHI     656.0               1     113.27   \n",
       "1873  Distrito  230408     TICACO     942.0               8     347.06   \n",
       "\n",
       "        densidad  altitud    latitud   longitud  numeroCentrosPoblados  \\\n",
       "0      15.321295    502.0  -5.416389 -78.437778                   87.0   \n",
       "1     181.621299    408.0  -5.638889 -78.531111                   24.0   \n",
       "2      57.486118    693.0  -5.675000 -78.423056                   31.0   \n",
       "3      93.019481    626.0  -5.625000 -78.475278                    9.0   \n",
       "4         9.2452    317.0  -5.163611 -78.288889                  159.0   \n",
       "...          ...      ...        ...        ...                    ...   \n",
       "1869    1.516478   3163.0 -17.375278 -70.133889                    6.0   \n",
       "1870    1.808633   3462.0 -17.348056 -70.133611                   71.0   \n",
       "1871    3.965013   3077.0 -17.475000 -70.031944                  137.0   \n",
       "1872    5.791472   3054.0 -17.525833 -70.031667                   13.0   \n",
       "1873    2.714228   3272.0 -17.447222 -70.046667                   37.0   \n",
       "\n",
       "     porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                         22.65343   4775.659036           2388.802170   \n",
       "1                        10.413031   4446.045742           1225.254978   \n",
       "2                        12.394366   1396.752891            640.212292   \n",
       "3                        15.463918    605.940418            209.014070   \n",
       "4                        36.580938  22099.951012          20026.824418   \n",
       "...                            ...           ...                   ...   \n",
       "1869                          S.I.    100.551577             66.616402   \n",
       "1870                     18.181818    185.685743            165.547597   \n",
       "1871                      8.152174   1253.856195            627.635173   \n",
       "1872                            10    173.128174             37.704610   \n",
       "1873                      30.30303    272.315282            158.896183   \n",
       "\n",
       "      porcentajePobrezaExtrema  \n",
       "0                    19.270750  \n",
       "1                     4.467983  \n",
       "2                    11.243630  \n",
       "3                    12.159050  \n",
       "4                    48.888840  \n",
       "...                        ...  \n",
       "1869                 17.484620  \n",
       "1870                 24.525570  \n",
       "1871                 18.314420  \n",
       "1872                  5.747654  \n",
       "1873                 16.867960  \n",
       "\n",
       "[1874 rows x 15 columns]"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanDis.lugar.replace(changesCeplan,inplace=True)\n",
    "ceplanDis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "id": "63fd5509",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>ubireg</th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>150000</td>\n",
       "      <td>LIMA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>060000</td>\n",
       "      <td>CAJAMARCA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>130000</td>\n",
       "      <td>LA LIBERTAD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>140000</td>\n",
       "      <td>LAMBAYEQUE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>160000</td>\n",
       "      <td>LORETO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>200000</td>\n",
       "      <td>PIURA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>220000</td>\n",
       "      <td>SAN MARTIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>240000</td>\n",
       "      <td>TUMBES</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>020000</td>\n",
       "      <td>ANCASH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>070000</td>\n",
       "      <td>CALLAO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>100000</td>\n",
       "      <td>HUANUCO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>120000</td>\n",
       "      <td>JUNIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>190000</td>\n",
       "      <td>PASCO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>250000</td>\n",
       "      <td>UCAYALI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>030000</td>\n",
       "      <td>APURIMAC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>040000</td>\n",
       "      <td>AREQUIPA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>050000</td>\n",
       "      <td>AYACUCHO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>080000</td>\n",
       "      <td>CUSCO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>090000</td>\n",
       "      <td>HUANCAVELICA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>110000</td>\n",
       "      <td>ICA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>170000</td>\n",
       "      <td>MADRE DE DIOS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>180000</td>\n",
       "      <td>MOQUEGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>210000</td>\n",
       "      <td>PUNO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    ubireg   DEPARTAMENTO\n",
       "0   150000           LIMA\n",
       "1   010000       AMAZONAS\n",
       "2   060000      CAJAMARCA\n",
       "3   130000    LA LIBERTAD\n",
       "4   140000     LAMBAYEQUE\n",
       "5   160000         LORETO\n",
       "6   200000          PIURA\n",
       "7   220000     SAN MARTIN\n",
       "8   240000         TUMBES\n",
       "9   020000         ANCASH\n",
       "10  070000         CALLAO\n",
       "11  100000        HUANUCO\n",
       "12  120000          JUNIN\n",
       "13  190000          PASCO\n",
       "14  250000        UCAYALI\n",
       "15  030000       APURIMAC\n",
       "16  040000       AREQUIPA\n",
       "17  050000       AYACUCHO\n",
       "18  080000          CUSCO\n",
       "19  090000   HUANCAVELICA\n",
       "20  110000            ICA\n",
       "21  170000  MADRE DE DIOS\n",
       "22  180000       MOQUEGUA\n",
       "23  210000           PUNO\n",
       "24  230000          TACNA"
      ]
     },
     "execution_count": 298,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanReg=ceplan[ceplan.nivel=='Región'][['ubigeo','lugar']]\n",
    "ceplanReg.reset_index(drop=True,inplace=True)\n",
    "ceplanReg.loc[:,'lugar']=ceplanReg.lugar.str.replace(\"Á\",'A',regex=False)\n",
    "ceplanReg.loc[:,'lugar']=ceplanReg.lugar.str.replace(\"É\",'E',regex=False)\n",
    "ceplanReg.loc[:,'lugar']=ceplanReg.lugar.str.replace(\"Í\",'I',regex=False)\n",
    "ceplanReg.loc[:,'lugar']=ceplanReg.lugar.str.replace(\"Ó\",'O',regex=False)\n",
    "ceplanReg.loc[:,'lugar']=ceplanReg.lugar.str.replace(\"Ú\",'U',regex=False)\n",
    "ceplanReg.columns=['ubireg','DEPARTAMENTO']\n",
    "ceplanReg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "id": "350ef4ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\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>ubiprov</th>\n",
       "      <th>PROVINCIA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>010200</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>010300</td>\n",
       "      <td>BONGARA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>010100</td>\n",
       "      <td>CHACHAPOYAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>010400</td>\n",
       "      <td>CONDORCANQUI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>010500</td>\n",
       "      <td>LUYA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>211300</td>\n",
       "      <td>YUNGUYO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>230200</td>\n",
       "      <td>CANDARAVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>230300</td>\n",
       "      <td>JORGE BASADRE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>230100</td>\n",
       "      <td>TACNA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>230400</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>196 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    ubiprov      PROVINCIA\n",
       "0    010200          BAGUA\n",
       "1    010300        BONGARA\n",
       "2    010100    CHACHAPOYAS\n",
       "3    010400   CONDORCANQUI\n",
       "4    010500           LUYA\n",
       "..      ...            ...\n",
       "191  211300        YUNGUYO\n",
       "192  230200      CANDARAVE\n",
       "193  230300  JORGE BASADRE\n",
       "194  230100          TACNA\n",
       "195  230400         TARATA\n",
       "\n",
       "[196 rows x 2 columns]"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanProv=ceplan[ceplan.nivel.str.contains('Prov')][['ubigeo','lugar']]\n",
    "ceplanProv.reset_index(drop=True,inplace=True)\n",
    "ceplanProv.loc[:,'lugar']=ceplanProv.lugar.str.replace(\"Á\",'A',regex=False)\n",
    "ceplanProv.loc[:,'lugar']=ceplanProv.lugar.str.replace(\"É\",'E',regex=False)\n",
    "ceplanProv.loc[:,'lugar']=ceplanProv.lugar.str.replace(\"Í\",'I',regex=False)\n",
    "ceplanProv.loc[:,'lugar']=ceplanProv.lugar.str.replace(\"Ó\",'O',regex=False)\n",
    "ceplanProv.loc[:,'lugar']=ceplanProv.lugar.str.replace(\"Ú\",'U',regex=False)\n",
    "ceplanProv.columns=['ubiprov','PROVINCIA']\n",
    "ceplanProv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "5c40777a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/2n/bkfhfqq16r78g3hf7pdj56y40000gn/T/ipykernel_60003/4013468122.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  ceplanDis['ubiprov']=[cod[:4]+'00' for cod in ceplanDis.ubigeo]\n",
      "/var/folders/2n/bkfhfqq16r78g3hf7pdj56y40000gn/T/ipykernel_60003/4013468122.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  ceplanDis['ubireg']=[cod[:2]+'0000' for cod in ceplanDis.ubigeo]\n"
     ]
    },
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>ubiprov</th>\n",
       "      <th>ubireg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
       "      <td>15.321295</td>\n",
       "      <td>502.0</td>\n",
       "      <td>-5.416389</td>\n",
       "      <td>-78.437778</td>\n",
       "      <td>87.0</td>\n",
       "      <td>22.65343</td>\n",
       "      <td>4775.659036</td>\n",
       "      <td>2388.802170</td>\n",
       "      <td>19.270750</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>181.621299</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-5.638889</td>\n",
       "      <td>-78.531111</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.413031</td>\n",
       "      <td>4446.045742</td>\n",
       "      <td>1225.254978</td>\n",
       "      <td>4.467983</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>57.486118</td>\n",
       "      <td>693.0</td>\n",
       "      <td>-5.675000</td>\n",
       "      <td>-78.423056</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.394366</td>\n",
       "      <td>1396.752891</td>\n",
       "      <td>640.212292</td>\n",
       "      <td>11.243630</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>93.019481</td>\n",
       "      <td>626.0</td>\n",
       "      <td>-5.625000</td>\n",
       "      <td>-78.475278</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.463918</td>\n",
       "      <td>605.940418</td>\n",
       "      <td>209.014070</td>\n",
       "      <td>12.159050</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>9.2452</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-5.163611</td>\n",
       "      <td>-78.288889</td>\n",
       "      <td>159.0</td>\n",
       "      <td>36.580938</td>\n",
       "      <td>22099.951012</td>\n",
       "      <td>20026.824418</td>\n",
       "      <td>48.888840</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</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>1869</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230405</td>\n",
       "      <td>SITAJARA</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1</td>\n",
       "      <td>251.24</td>\n",
       "      <td>1.516478</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>-17.375278</td>\n",
       "      <td>-70.133889</td>\n",
       "      <td>6.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>100.551577</td>\n",
       "      <td>66.616402</td>\n",
       "      <td>17.484620</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230406</td>\n",
       "      <td>SUSAPAYA</td>\n",
       "      <td>675.0</td>\n",
       "      <td>4</td>\n",
       "      <td>373.21</td>\n",
       "      <td>1.808633</td>\n",
       "      <td>3462.0</td>\n",
       "      <td>-17.348056</td>\n",
       "      <td>-70.133611</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>185.685743</td>\n",
       "      <td>165.547597</td>\n",
       "      <td>24.525570</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230401</td>\n",
       "      <td>TARATA</td>\n",
       "      <td>3427.0</td>\n",
       "      <td>37</td>\n",
       "      <td>864.31</td>\n",
       "      <td>3.965013</td>\n",
       "      <td>3077.0</td>\n",
       "      <td>-17.475000</td>\n",
       "      <td>-70.031944</td>\n",
       "      <td>137.0</td>\n",
       "      <td>8.152174</td>\n",
       "      <td>1253.856195</td>\n",
       "      <td>627.635173</td>\n",
       "      <td>18.314420</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230407</td>\n",
       "      <td>TARUCACHI</td>\n",
       "      <td>656.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.27</td>\n",
       "      <td>5.791472</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>-17.525833</td>\n",
       "      <td>-70.031667</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10</td>\n",
       "      <td>173.128174</td>\n",
       "      <td>37.704610</td>\n",
       "      <td>5.747654</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230408</td>\n",
       "      <td>TICACO</td>\n",
       "      <td>942.0</td>\n",
       "      <td>8</td>\n",
       "      <td>347.06</td>\n",
       "      <td>2.714228</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>-17.447222</td>\n",
       "      <td>-70.046667</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.30303</td>\n",
       "      <td>272.315282</td>\n",
       "      <td>158.896183</td>\n",
       "      <td>16.867960</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         nivel  ubigeo      lugar  pobTotal pobDiscapacidad superficie  \\\n",
       "0     Distrito  010202   ARAMANGO   12396.0             191     809.07   \n",
       "1     Distrito  010201      BAGUA   27423.0             513     150.99   \n",
       "2     Distrito  010203   COPALLIN    5694.0             129      99.05   \n",
       "3     Distrito  010204   EL PARCO    1719.0              19      18.48   \n",
       "4     Distrito  010205      IMAZA   40964.0             358    4430.84   \n",
       "...        ...     ...        ...       ...             ...        ...   \n",
       "1869  Distrito  230405   SITAJARA     381.0               1     251.24   \n",
       "1870  Distrito  230406   SUSAPAYA     675.0               4     373.21   \n",
       "1871  Distrito  230401     TARATA    3427.0              37     864.31   \n",
       "1872  Distrito  230407  TARUCACHI     656.0               1     113.27   \n",
       "1873  Distrito  230408     TICACO     942.0               8     347.06   \n",
       "\n",
       "        densidad  altitud    latitud   longitud  numeroCentrosPoblados  \\\n",
       "0      15.321295    502.0  -5.416389 -78.437778                   87.0   \n",
       "1     181.621299    408.0  -5.638889 -78.531111                   24.0   \n",
       "2      57.486118    693.0  -5.675000 -78.423056                   31.0   \n",
       "3      93.019481    626.0  -5.625000 -78.475278                    9.0   \n",
       "4         9.2452    317.0  -5.163611 -78.288889                  159.0   \n",
       "...          ...      ...        ...        ...                    ...   \n",
       "1869    1.516478   3163.0 -17.375278 -70.133889                    6.0   \n",
       "1870    1.808633   3462.0 -17.348056 -70.133611                   71.0   \n",
       "1871    3.965013   3077.0 -17.475000 -70.031944                  137.0   \n",
       "1872    5.791472   3054.0 -17.525833 -70.031667                   13.0   \n",
       "1873    2.714228   3272.0 -17.447222 -70.046667                   37.0   \n",
       "\n",
       "     porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                         22.65343   4775.659036           2388.802170   \n",
       "1                        10.413031   4446.045742           1225.254978   \n",
       "2                        12.394366   1396.752891            640.212292   \n",
       "3                        15.463918    605.940418            209.014070   \n",
       "4                        36.580938  22099.951012          20026.824418   \n",
       "...                            ...           ...                   ...   \n",
       "1869                          S.I.    100.551577             66.616402   \n",
       "1870                     18.181818    185.685743            165.547597   \n",
       "1871                      8.152174   1253.856195            627.635173   \n",
       "1872                            10    173.128174             37.704610   \n",
       "1873                      30.30303    272.315282            158.896183   \n",
       "\n",
       "      porcentajePobrezaExtrema ubiprov  ubireg  \n",
       "0                    19.270750  010200  010000  \n",
       "1                     4.467983  010200  010000  \n",
       "2                    11.243630  010200  010000  \n",
       "3                    12.159050  010200  010000  \n",
       "4                    48.888840  010200  010000  \n",
       "...                        ...     ...     ...  \n",
       "1869                 17.484620  230400  230000  \n",
       "1870                 24.525570  230400  230000  \n",
       "1871                 18.314420  230400  230000  \n",
       "1872                  5.747654  230400  230000  \n",
       "1873                 16.867960  230400  230000  \n",
       "\n",
       "[1874 rows x 17 columns]"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanDis['ubiprov']=[cod[:4]+'00' for cod in ceplanDis.ubigeo]\n",
    "ceplanDis['ubireg']=[cod[:2]+'0000' for cod in ceplanDis.ubigeo]\n",
    "ceplanDis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "dffdce0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>ubiprov</th>\n",
       "      <th>ubireg</th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
       "      <td>15.321295</td>\n",
       "      <td>502.0</td>\n",
       "      <td>-5.416389</td>\n",
       "      <td>-78.437778</td>\n",
       "      <td>87.0</td>\n",
       "      <td>22.65343</td>\n",
       "      <td>4775.659036</td>\n",
       "      <td>2388.802170</td>\n",
       "      <td>19.270750</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>181.621299</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-5.638889</td>\n",
       "      <td>-78.531111</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.413031</td>\n",
       "      <td>4446.045742</td>\n",
       "      <td>1225.254978</td>\n",
       "      <td>4.467983</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>57.486118</td>\n",
       "      <td>693.0</td>\n",
       "      <td>-5.675000</td>\n",
       "      <td>-78.423056</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.394366</td>\n",
       "      <td>1396.752891</td>\n",
       "      <td>640.212292</td>\n",
       "      <td>11.243630</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>93.019481</td>\n",
       "      <td>626.0</td>\n",
       "      <td>-5.625000</td>\n",
       "      <td>-78.475278</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.463918</td>\n",
       "      <td>605.940418</td>\n",
       "      <td>209.014070</td>\n",
       "      <td>12.159050</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>9.2452</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-5.163611</td>\n",
       "      <td>-78.288889</td>\n",
       "      <td>159.0</td>\n",
       "      <td>36.580938</td>\n",
       "      <td>22099.951012</td>\n",
       "      <td>20026.824418</td>\n",
       "      <td>48.888840</td>\n",
       "      <td>010200</td>\n",
       "      <td>010000</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230405</td>\n",
       "      <td>SITAJARA</td>\n",
       "      <td>381.0</td>\n",
       "      <td>1</td>\n",
       "      <td>251.24</td>\n",
       "      <td>1.516478</td>\n",
       "      <td>3163.0</td>\n",
       "      <td>-17.375278</td>\n",
       "      <td>-70.133889</td>\n",
       "      <td>6.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>100.551577</td>\n",
       "      <td>66.616402</td>\n",
       "      <td>17.484620</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230406</td>\n",
       "      <td>SUSAPAYA</td>\n",
       "      <td>675.0</td>\n",
       "      <td>4</td>\n",
       "      <td>373.21</td>\n",
       "      <td>1.808633</td>\n",
       "      <td>3462.0</td>\n",
       "      <td>-17.348056</td>\n",
       "      <td>-70.133611</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.181818</td>\n",
       "      <td>185.685743</td>\n",
       "      <td>165.547597</td>\n",
       "      <td>24.525570</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230401</td>\n",
       "      <td>TARATA</td>\n",
       "      <td>3427.0</td>\n",
       "      <td>37</td>\n",
       "      <td>864.31</td>\n",
       "      <td>3.965013</td>\n",
       "      <td>3077.0</td>\n",
       "      <td>-17.475000</td>\n",
       "      <td>-70.031944</td>\n",
       "      <td>137.0</td>\n",
       "      <td>8.152174</td>\n",
       "      <td>1253.856195</td>\n",
       "      <td>627.635173</td>\n",
       "      <td>18.314420</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230407</td>\n",
       "      <td>TARUCACHI</td>\n",
       "      <td>656.0</td>\n",
       "      <td>1</td>\n",
       "      <td>113.27</td>\n",
       "      <td>5.791472</td>\n",
       "      <td>3054.0</td>\n",
       "      <td>-17.525833</td>\n",
       "      <td>-70.031667</td>\n",
       "      <td>13.0</td>\n",
       "      <td>10</td>\n",
       "      <td>173.128174</td>\n",
       "      <td>37.704610</td>\n",
       "      <td>5.747654</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>230408</td>\n",
       "      <td>TICACO</td>\n",
       "      <td>942.0</td>\n",
       "      <td>8</td>\n",
       "      <td>347.06</td>\n",
       "      <td>2.714228</td>\n",
       "      <td>3272.0</td>\n",
       "      <td>-17.447222</td>\n",
       "      <td>-70.046667</td>\n",
       "      <td>37.0</td>\n",
       "      <td>30.30303</td>\n",
       "      <td>272.315282</td>\n",
       "      <td>158.896183</td>\n",
       "      <td>16.867960</td>\n",
       "      <td>230400</td>\n",
       "      <td>230000</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TARATA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         nivel  ubigeo      lugar  pobTotal pobDiscapacidad superficie  \\\n",
       "0     Distrito  010202   ARAMANGO   12396.0             191     809.07   \n",
       "1     Distrito  010201      BAGUA   27423.0             513     150.99   \n",
       "2     Distrito  010203   COPALLIN    5694.0             129      99.05   \n",
       "3     Distrito  010204   EL PARCO    1719.0              19      18.48   \n",
       "4     Distrito  010205      IMAZA   40964.0             358    4430.84   \n",
       "...        ...     ...        ...       ...             ...        ...   \n",
       "1869  Distrito  230405   SITAJARA     381.0               1     251.24   \n",
       "1870  Distrito  230406   SUSAPAYA     675.0               4     373.21   \n",
       "1871  Distrito  230401     TARATA    3427.0              37     864.31   \n",
       "1872  Distrito  230407  TARUCACHI     656.0               1     113.27   \n",
       "1873  Distrito  230408     TICACO     942.0               8     347.06   \n",
       "\n",
       "        densidad  altitud    latitud   longitud  numeroCentrosPoblados  \\\n",
       "0      15.321295    502.0  -5.416389 -78.437778                   87.0   \n",
       "1     181.621299    408.0  -5.638889 -78.531111                   24.0   \n",
       "2      57.486118    693.0  -5.675000 -78.423056                   31.0   \n",
       "3      93.019481    626.0  -5.625000 -78.475278                    9.0   \n",
       "4         9.2452    317.0  -5.163611 -78.288889                  159.0   \n",
       "...          ...      ...        ...        ...                    ...   \n",
       "1869    1.516478   3163.0 -17.375278 -70.133889                    6.0   \n",
       "1870    1.808633   3462.0 -17.348056 -70.133611                   71.0   \n",
       "1871    3.965013   3077.0 -17.475000 -70.031944                  137.0   \n",
       "1872    5.791472   3054.0 -17.525833 -70.031667                   13.0   \n",
       "1873    2.714228   3272.0 -17.447222 -70.046667                   37.0   \n",
       "\n",
       "     porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                         22.65343   4775.659036           2388.802170   \n",
       "1                        10.413031   4446.045742           1225.254978   \n",
       "2                        12.394366   1396.752891            640.212292   \n",
       "3                        15.463918    605.940418            209.014070   \n",
       "4                        36.580938  22099.951012          20026.824418   \n",
       "...                            ...           ...                   ...   \n",
       "1869                          S.I.    100.551577             66.616402   \n",
       "1870                     18.181818    185.685743            165.547597   \n",
       "1871                      8.152174   1253.856195            627.635173   \n",
       "1872                            10    173.128174             37.704610   \n",
       "1873                      30.30303    272.315282            158.896183   \n",
       "\n",
       "      porcentajePobrezaExtrema ubiprov  ubireg DEPARTAMENTO PROVINCIA  \n",
       "0                    19.270750  010200  010000     AMAZONAS     BAGUA  \n",
       "1                     4.467983  010200  010000     AMAZONAS     BAGUA  \n",
       "2                    11.243630  010200  010000     AMAZONAS     BAGUA  \n",
       "3                    12.159050  010200  010000     AMAZONAS     BAGUA  \n",
       "4                    48.888840  010200  010000     AMAZONAS     BAGUA  \n",
       "...                        ...     ...     ...          ...       ...  \n",
       "1869                 17.484620  230400  230000        TACNA    TARATA  \n",
       "1870                 24.525570  230400  230000        TACNA    TARATA  \n",
       "1871                 18.314420  230400  230000        TACNA    TARATA  \n",
       "1872                  5.747654  230400  230000        TACNA    TARATA  \n",
       "1873                 16.867960  230400  230000        TACNA    TARATA  \n",
       "\n",
       "[1874 rows x 19 columns]"
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanDis=ceplanDis.merge(ceplanReg,on=\"ubireg\")\n",
    "ceplanDis=ceplanDis.merge(ceplanProv,on=\"ubiprov\")\n",
    "ceplanDis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "73e89e4e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>lugar</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010202</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>12396.0</td>\n",
       "      <td>191</td>\n",
       "      <td>809.07</td>\n",
       "      <td>15.321295</td>\n",
       "      <td>502.0</td>\n",
       "      <td>-5.416389</td>\n",
       "      <td>-78.437778</td>\n",
       "      <td>87.0</td>\n",
       "      <td>22.65343</td>\n",
       "      <td>4775.659036</td>\n",
       "      <td>2388.802170</td>\n",
       "      <td>19.270750</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010201</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>27423.0</td>\n",
       "      <td>513</td>\n",
       "      <td>150.99</td>\n",
       "      <td>181.621299</td>\n",
       "      <td>408.0</td>\n",
       "      <td>-5.638889</td>\n",
       "      <td>-78.531111</td>\n",
       "      <td>24.0</td>\n",
       "      <td>10.413031</td>\n",
       "      <td>4446.045742</td>\n",
       "      <td>1225.254978</td>\n",
       "      <td>4.467983</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010203</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>129</td>\n",
       "      <td>99.05</td>\n",
       "      <td>57.486118</td>\n",
       "      <td>693.0</td>\n",
       "      <td>-5.675000</td>\n",
       "      <td>-78.423056</td>\n",
       "      <td>31.0</td>\n",
       "      <td>12.394366</td>\n",
       "      <td>1396.752891</td>\n",
       "      <td>640.212292</td>\n",
       "      <td>11.243630</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010204</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>1719.0</td>\n",
       "      <td>19</td>\n",
       "      <td>18.48</td>\n",
       "      <td>93.019481</td>\n",
       "      <td>626.0</td>\n",
       "      <td>-5.625000</td>\n",
       "      <td>-78.475278</td>\n",
       "      <td>9.0</td>\n",
       "      <td>15.463918</td>\n",
       "      <td>605.940418</td>\n",
       "      <td>209.014070</td>\n",
       "      <td>12.159050</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>010205</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>40964.0</td>\n",
       "      <td>358</td>\n",
       "      <td>4430.84</td>\n",
       "      <td>9.2452</td>\n",
       "      <td>317.0</td>\n",
       "      <td>-5.163611</td>\n",
       "      <td>-78.288889</td>\n",
       "      <td>159.0</td>\n",
       "      <td>36.580938</td>\n",
       "      <td>22099.951012</td>\n",
       "      <td>20026.824418</td>\n",
       "      <td>48.888840</td>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      nivel  ubigeo     lugar  pobTotal pobDiscapacidad superficie  \\\n",
       "0  Distrito  010202  ARAMANGO   12396.0             191     809.07   \n",
       "1  Distrito  010201     BAGUA   27423.0             513     150.99   \n",
       "2  Distrito  010203  COPALLIN    5694.0             129      99.05   \n",
       "3  Distrito  010204  EL PARCO    1719.0              19      18.48   \n",
       "4  Distrito  010205     IMAZA   40964.0             358    4430.84   \n",
       "\n",
       "     densidad  altitud   latitud   longitud  numeroCentrosPoblados  \\\n",
       "0   15.321295    502.0 -5.416389 -78.437778                   87.0   \n",
       "1  181.621299    408.0 -5.638889 -78.531111                   24.0   \n",
       "2   57.486118    693.0 -5.675000 -78.423056                   31.0   \n",
       "3   93.019481    626.0 -5.625000 -78.475278                    9.0   \n",
       "4      9.2452    317.0 -5.163611 -78.288889                  159.0   \n",
       "\n",
       "  porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                      22.65343   4775.659036           2388.802170   \n",
       "1                     10.413031   4446.045742           1225.254978   \n",
       "2                     12.394366   1396.752891            640.212292   \n",
       "3                     15.463918    605.940418            209.014070   \n",
       "4                     36.580938  22099.951012          20026.824418   \n",
       "\n",
       "   porcentajePobrezaExtrema DEPARTAMENTO PROVINCIA  \n",
       "0                 19.270750     AMAZONAS     BAGUA  \n",
       "1                  4.467983     AMAZONAS     BAGUA  \n",
       "2                 11.243630     AMAZONAS     BAGUA  \n",
       "3                 12.159050     AMAZONAS     BAGUA  \n",
       "4                 48.888840     AMAZONAS     BAGUA  "
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "ceplanDis.drop(columns=['ubiprov','ubireg'],inplace=True)\n",
    "ceplanDis.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 305,
   "id": "82dca7c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "InCeplan=set(ceplanDis.PROVINCIA)-set(PresisCongreYana600.PROVINCIA)\n",
    "InYana=set(PresisCongreYana600.PROVINCIA)-set(ceplanDis.PROVINCIA)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "36397a5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANTONIO RAYMONDI', 'CARLOS F. FITZCARRALD', 'FAJARDO', 'PROVINCIA DE LIMA'}"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "InCeplan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "id": "72eedf01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANTONIO RAYMONDI': 'ANTONIO RAIMONDI',\n",
       " 'CARLOS F. FITZCARRALD': 'CARLOS FERMIN FITZCARRALD',\n",
       " 'FAJARDO': 'VICTOR FAJARDO',\n",
       " 'PROVINCIA DE LIMA': 'LIMA'}"
      ]
     },
     "execution_count": 307,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "changesCeplan2={prov: process.extractOne(prov, InYana)[0] for prov in sorted(InCeplan)}# if process.extractOne(dis, InCeplan)[1]>70}\n",
    "changesCeplan2#, len(changesb600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 308,
   "id": "c2562c04",
   "metadata": {},
   "outputs": [],
   "source": [
    "ceplanDis.PROVINCIA.replace(changesCeplan2,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "id": "7ac39dce",
   "metadata": {},
   "outputs": [],
   "source": [
    "newkeys={'lugar':'DISTRITO'}\n",
    "ceplanDis.rename(columns=newkeys,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "id": "df357c63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'SAN PEDRO DE LARAOS'}"
      ]
     },
     "execution_count": 311,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(PresisCongreYana600.DISTRITO)-set(ceplanDis.DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 312,
   "id": "33abba59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>nivel</th>\n",
       "      <th>ubigeo</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>pobTotal</th>\n",
       "      <th>pobDiscapacidad</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>Distrito</td>\n",
       "      <td>150712</td>\n",
       "      <td>LARAOS</td>\n",
       "      <td>372.0</td>\n",
       "      <td>S.I.</td>\n",
       "      <td>104.51</td>\n",
       "      <td>3.559468</td>\n",
       "      <td>3683.0</td>\n",
       "      <td>-11.664444</td>\n",
       "      <td>-76.539444</td>\n",
       "      <td>8.0</td>\n",
       "      <td>45.454545</td>\n",
       "      <td>70.48098</td>\n",
       "      <td>21.336882</td>\n",
       "      <td>5.735721</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>HUAROCHIRI</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         nivel  ubigeo DISTRITO  pobTotal pobDiscapacidad superficie  \\\n",
       "1019  Distrito  150712   LARAOS     372.0            S.I.     104.51   \n",
       "\n",
       "      densidad  altitud    latitud   longitud  numeroCentrosPoblados  \\\n",
       "1019  3.559468   3683.0 -11.664444 -76.539444                    8.0   \n",
       "\n",
       "     porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "1019                     45.454545      70.48098             21.336882   \n",
       "\n",
       "      porcentajePobrezaExtrema DEPARTAMENTO   PROVINCIA  \n",
       "1019                  5.735721         LIMA  HUAROCHIRI  "
      ]
     },
     "execution_count": 312,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ceplanDis[(ceplanDis.DISTRITO==\"LARAOS\") & (ceplanDis.PROVINCIA=='HUAROCHIRI')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 313,
   "id": "12c905b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "ceplanDis.loc[1019,'DISTRITO']='SAN PEDRO DE LARAOS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "id": "881e8e0e",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>Pres2_PLprop</th>\n",
       "      <th>Congre_PeruLibre</th>\n",
       "      <th>...</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>0 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [DEPARTAMENTO, PROVINCIA, DISTRITO, Pres1_Todo, Pres1_PeruLibre, Pres1_PLprop, Pres2_Todo, Pres2_PeruLibre, Pres2_PLprop, Congre_PeruLibre, Congre_Todo, Congre_PeruLibre_prop, programado_yana, ejecutado_yana, yanaProp, programado_b600, ejecutado_b600, b600prop, nivel, ubigeo, pobTotal, pobDiscapacidad, superficie, densidad, altitud, latitud, longitud, numeroCentrosPoblados, porcentajeDesnutCronica5menos, conteoPobres, conteoPobresExtremos, porcentajePobrezaExtrema, _merge]\n",
       "Index: []\n",
       "\n",
       "[0 rows x 33 columns]"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test=PresisCongreYana600.merge(ceplanDis,on=theKeys,how='outer',indicator=True)\n",
    "test[test['_merge']!='both']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 316,
   "id": "b059273b",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>Pres2_PLprop</th>\n",
       "      <th>Congre_PeruLibre</th>\n",
       "      <th>Congre_Todo</th>\n",
       "      <th>Congre_PeruLibre_prop</th>\n",
       "      <th>programado_yana</th>\n",
       "      <th>ejecutado_yana</th>\n",
       "      <th>yanaProp</th>\n",
       "      <th>programado_b600</th>\n",
       "      <th>ejecutado_b600</th>\n",
       "      <th>b600prop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>YAUYOS</td>\n",
       "      <td>LARAOS</td>\n",
       "      <td>257.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.217899</td>\n",
       "      <td>271.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>0.605166</td>\n",
       "      <td>3.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>0.011538</td>\n",
       "      <td>415</td>\n",
       "      <td>369</td>\n",
       "      <td>0.889157</td>\n",
       "      <td>251</td>\n",
       "      <td>229</td>\n",
       "      <td>0.912351</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA DISTRITO  Pres1_Todo  Pres1_PeruLibre  \\\n",
       "1434         LIMA    YAUYOS   LARAOS       257.0             56.0   \n",
       "\n",
       "      Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  Pres2_PLprop  \\\n",
       "1434      0.217899       271.0            164.0      0.605166   \n",
       "\n",
       "      Congre_PeruLibre  Congre_Todo  Congre_PeruLibre_prop  programado_yana  \\\n",
       "1434               3.0        260.0               0.011538              415   \n",
       "\n",
       "      ejecutado_yana  yanaProp  programado_b600  ejecutado_b600  b600prop  \n",
       "1434             369  0.889157              251             229  0.912351  "
      ]
     },
     "execution_count": 316,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PresisCongreYana600[PresisCongreYana600.DISTRITO==\"LARAOS\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "id": "c6559df9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1874 entries, 0 to 1873\n",
      "Data columns (total 32 columns):\n",
      " #   Column                         Non-Null Count  Dtype  \n",
      "---  ------                         --------------  -----  \n",
      " 0   DEPARTAMENTO                   1874 non-null   object \n",
      " 1   PROVINCIA                      1874 non-null   object \n",
      " 2   DISTRITO                       1874 non-null   object \n",
      " 3   Pres1_Todo                     1874 non-null   float64\n",
      " 4   Pres1_PeruLibre                1874 non-null   float64\n",
      " 5   Pres1_PLprop                   1874 non-null   float64\n",
      " 6   Pres2_Todo                     1874 non-null   float64\n",
      " 7   Pres2_PeruLibre                1874 non-null   float64\n",
      " 8   Pres2_PLprop                   1874 non-null   float64\n",
      " 9   Congre_PeruLibre               1874 non-null   float64\n",
      " 10  Congre_Todo                    1874 non-null   float64\n",
      " 11  Congre_PeruLibre_prop          1874 non-null   float64\n",
      " 12  programado_yana                1874 non-null   int64  \n",
      " 13  ejecutado_yana                 1874 non-null   int64  \n",
      " 14  yanaProp                       1874 non-null   float64\n",
      " 15  programado_b600                1874 non-null   int64  \n",
      " 16  ejecutado_b600                 1874 non-null   int64  \n",
      " 17  b600prop                       1874 non-null   float64\n",
      " 18  nivel                          1874 non-null   object \n",
      " 19  ubigeo                         1874 non-null   object \n",
      " 20  pobTotal                       1874 non-null   float64\n",
      " 21  pobDiscapacidad                1874 non-null   object \n",
      " 22  superficie                     1874 non-null   object \n",
      " 23  densidad                       1874 non-null   object \n",
      " 24  altitud                        1874 non-null   float64\n",
      " 25  latitud                        1874 non-null   float64\n",
      " 26  longitud                       1874 non-null   float64\n",
      " 27  numeroCentrosPoblados          1874 non-null   float64\n",
      " 28  porcentajeDesnutCronica5menos  1874 non-null   object \n",
      " 29  conteoPobres                   1874 non-null   float64\n",
      " 30  conteoPobresExtremos           1874 non-null   float64\n",
      " 31  porcentajePobrezaExtrema       1874 non-null   float64\n",
      "dtypes: float64(19), int64(4), object(9)\n",
      "memory usage: 483.1+ KB\n"
     ]
    }
   ],
   "source": [
    "CongrePresiYanay600CEPLAN=PresisCongreYana600.merge(ceplanDis,on=theKeys)\n",
    "CongrePresiYanay600CEPLAN.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "id": "485e952d",
   "metadata": {},
   "outputs": [],
   "source": [
    "CongrePresiYanay600CEPLAN.loc[:,'pobDiscapacidad']=pd.to_numeric(CongrePresiYanay600CEPLAN.pobDiscapacidad, errors='coerce')\n",
    "CongrePresiYanay600CEPLAN.loc[:,'superficie']=pd.to_numeric(CongrePresiYanay600CEPLAN.superficie, errors='coerce')\n",
    "CongrePresiYanay600CEPLAN.loc[:,'densidad']=pd.to_numeric(CongrePresiYanay600CEPLAN.densidad, errors='coerce')\n",
    "CongrePresiYanay600CEPLAN.loc[:,'porcentajeDesnutCronica5menos']=pd.to_numeric(CongrePresiYanay600CEPLAN.porcentajeDesnutCronica5menos, errors='coerce')\n",
    "CongrePresiYanay600CEPLAN.conteoPobres=CongrePresiYanay600CEPLAN.conteoPobres.astype(int)\n",
    "CongrePresiYanay600CEPLAN.conteoPobresExtremos=CongrePresiYanay600CEPLAN.conteoPobresExtremos.astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "8dda71be",
   "metadata": {},
   "outputs": [],
   "source": [
    "CongrePresiYanay600CEPLAN.to_csv('CongrePresiYanay600CEPLAN.csv',index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "id": "2756efef",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "linkGit=\"https://github.com/chorrillos/preprocesamiento/raw/main/distritos/DistritosMap.zip\"\n",
    "datadismap=gpd.read_file(linkGit)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "id": "d1175ac8",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>POCOLLAY</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CALANA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>SAMA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...</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>1869</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CIENEGUILLA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>ANCON</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CARABAYLLO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>CALLAO</td>\n",
       "      <td>CALLAO</td>\n",
       "      <td>MI PERU</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>SANTIAGO DE SURCO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA                              DISTRITO INSTITUCIO  \\\n",
       "0           TACNA     TACNA  CORONEL GREGORIO ALBARRACIN LANCHIPA        IGN   \n",
       "1           TACNA     TACNA                              POCOLLAY        IGN   \n",
       "2           TACNA     TACNA                                CALANA        IGN   \n",
       "3           TACNA     TACNA                                 TACNA        IGN   \n",
       "4           TACNA     TACNA                                  SAMA        IGN   \n",
       "...           ...       ...                                   ...        ...   \n",
       "1869         LIMA      LIMA                           CIENEGUILLA        IGN   \n",
       "1870         LIMA      LIMA                                 ANCON        IGN   \n",
       "1871         LIMA      LIMA                            CARABAYLLO        IGN   \n",
       "1872       CALLAO    CALLAO                               MI PERU        IGN   \n",
       "1873         LIMA      LIMA                     SANTIAGO DE SURCO        IGN   \n",
       "\n",
       "                                               geometry  \n",
       "0     POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...  \n",
       "1     POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...  \n",
       "2     POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...  \n",
       "3     POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...  \n",
       "4     POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...  \n",
       "...                                                 ...  \n",
       "1869  POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...  \n",
       "1870  POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...  \n",
       "1871  POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...  \n",
       "1872  POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...  \n",
       "1873  POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...  \n",
       "\n",
       "[1874 rows x 5 columns]"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datadismap.rename(columns={'DEPARTAMEN':'DEPARTAMENTO'},inplace=True)\n",
    "datadismap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "id": "798e3a27",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"Á\",'A',regex=False)\n",
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"É\",'E',regex=False)\n",
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"Í\",'I',regex=False)\n",
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"Ó\",'O',regex=False)\n",
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"Ú\",'U',regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "id": "9c319a4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "datadismap.loc[:,'PROVINCIA']=datadismap.PROVINCIA.str.replace(\"Á\",'A',regex=False)\n",
    "datadismap.loc[:,'PROVINCIA']=datadismap.PROVINCIA.str.replace(\"É\",'E',regex=False)\n",
    "datadismap.loc[:,'PROVINCIA']=datadismap.PROVINCIA.str.replace(\"Í\",'I',regex=False)\n",
    "datadismap.loc[:,'PROVINCIA']=datadismap.PROVINCIA.str.replace(\"Ó\",'O',regex=False)\n",
    "datadismap.loc[:,'PROVINCIA']=datadismap.PROVINCIA.str.replace(\"Ú\",'U',regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "id": "1304a9f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.loc[:,'DISTRITO']=datadismap.DISTRITO.str.replace(\"\\xa0\",'',regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "id": "74054056",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANTONIO RAYMONDI', 'NAZCA', 'VILCAS-HUAMAN'}"
      ]
     },
     "execution_count": 328,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inMapP=set(datadismap.PROVINCIA) -set(CongrePresiYanay600CEPLAN.PROVINCIA)\n",
    "inTableP= set(CongrePresiYanay600CEPLAN.PROVINCIA)-set(datadismap.PROVINCIA)\n",
    "inMapP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "id": "39116173",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANCO HUALLO',\n",
       " 'AYAUCA',\n",
       " 'CAPAZO',\n",
       " 'CARAIBAMBA',\n",
       " 'CARMEN DE LA LEGUA REYNOSO',\n",
       " 'CASPISAPA',\n",
       " 'ELIAS SOPLíN VARGAS',\n",
       " 'GAMARRA',\n",
       " 'HUALLAY GRANDE',\n",
       " 'HUANCA HUANCA',\n",
       " 'HUAYA',\n",
       " 'MAGDALENA VIEJA',\n",
       " 'MARIANO NICOLAS VALCáRCEL',\n",
       " 'MASMA-CHICCHE',\n",
       " 'MILPUC',\n",
       " 'NAZCA',\n",
       " 'PAPA-PLAYA',\n",
       " 'RAYMONDI',\n",
       " 'SAN JOSE  DE TICLLAS',\n",
       " 'SAN JOSE DE  LOS MOLINOS',\n",
       " 'SANTA BARBARA DE CARHUACAYáN',\n",
       " 'SANTA RITA DE SIGUAS',\n",
       " 'TOMAY KICHWA',\n",
       " 'TRES-UNIDOS',\n",
       " 'TUNAN-MARCA'}"
      ]
     },
     "execution_count": 329,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inMap=set(datadismap.DISTRITO) -set(CongrePresiYanay600CEPLAN.DISTRITO)\n",
    "inTable= set(CongrePresiYanay600CEPLAN.DISTRITO)-set(datadismap.DISTRITO)\n",
    "inMap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "id": "edf361a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANTONIO RAYMONDI': 'ANTONIO RAIMONDI',\n",
       " 'NAZCA': 'NASCA',\n",
       " 'VILCAS-HUAMAN': 'VILCAS HUAMAN'}"
      ]
     },
     "execution_count": 338,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "changesMapP={pro: process.extractOne(pro, inTableP)[0] for pro in sorted(inMapP)}# if process.extractOne(dis, inTableP)[1]>70}\n",
    "changesMapP#, len(changesb600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "id": "83406c09",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.PROVINCIA.replace(changesMapP,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "id": "262a0980",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANCO HUALLO': 'ANCO-HUALLO',\n",
       " 'AYAUCA': 'ALLAUCA',\n",
       " 'CAPAZO': 'CAPASO',\n",
       " 'CARAIBAMBA': 'CARAYBAMBA',\n",
       " 'CARMEN DE LA LEGUA REYNOSO': 'CARMEN DE LA LEGUA-REYNOSO',\n",
       " 'CASPISAPA': 'CASPIZAPA',\n",
       " 'ELIAS SOPLíN VARGAS': 'ELIAS SOPLIN VARGAS',\n",
       " 'GAMARRA': 'MARISCAL GAMARRA',\n",
       " 'HUALLAY GRANDE': 'HUALLAY-GRANDE',\n",
       " 'HUANCA HUANCA': 'HUANCA-HUANCA',\n",
       " 'HUAYA': 'HUALLA',\n",
       " 'MARIANO NICOLAS VALCáRCEL': 'MARIANO NICOLAS VALCARCEL',\n",
       " 'MASMA-CHICCHE': 'MASMA CHICCHE',\n",
       " 'MILPUC': 'MILPUCC',\n",
       " 'NAZCA': 'NASCA',\n",
       " 'PAPA-PLAYA': 'PAPAPLAYA',\n",
       " 'RAYMONDI': 'RAIMONDI',\n",
       " 'SAN JOSE  DE TICLLAS': 'SAN JOSE DE TICLLAS',\n",
       " 'SAN JOSE DE  LOS MOLINOS': 'SAN JOSE DE LOS MOLINOS',\n",
       " 'SANTA BARBARA DE CARHUACAYáN': 'SANTA BARBARA DE CARHUACAYAN',\n",
       " 'SANTA RITA DE SIGUAS': 'SANTA RITA DE SIHUAS',\n",
       " 'TOMAY KICHWA': 'TOMAY-KICHWA',\n",
       " 'TRES-UNIDOS': 'TRES UNIDOS',\n",
       " 'TUNAN-MARCA': 'TUNAN MARCA'}"
      ]
     },
     "execution_count": 330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "changesMap={dis: process.extractOne(dis, inTable)[0] for dis in sorted(inMap) if process.extractOne(dis, inTable)[1]>70}\n",
    "changesMap#, len(changesb600)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "id": "adb02d7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.DISTRITO.replace(changesMap,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "id": "c269b0ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        vertical-align: top;\n",
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       "    .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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1851</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>MAGDALENA VIEJA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.06281 -12.08602, -77.06321 -12.0...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA         DISTRITO INSTITUCIO  \\\n",
       "1851         LIMA      LIMA  MAGDALENA VIEJA        IGN   \n",
       "\n",
       "                                               geometry  \n",
       "1851  POLYGON ((-77.06281 -12.08602, -77.06321 -12.0...  "
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datadismap[datadismap.DISTRITO.str.contains('VIEJA')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 333,
   "id": "c8d3fe6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.loc[1851,'DISTRITO']='PUEBLO LIBRE'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "id": "3459c44a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>YAUYOS</td>\n",
       "      <td>LARAOS</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-75.60926 -12.29437, -75.60764 -12.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>878</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>HUAROCHIRI</td>\n",
       "      <td>LARAOS</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.48761 -11.45742, -76.48737 -11.4...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    DEPARTAMENTO   PROVINCIA DISTRITO INSTITUCIO  \\\n",
       "726         LIMA      YAUYOS   LARAOS        IGN   \n",
       "878         LIMA  HUAROCHIRI   LARAOS        IGN   \n",
       "\n",
       "                                              geometry  \n",
       "726  POLYGON ((-75.60926 -12.29437, -75.60764 -12.2...  \n",
       "878  POLYGON ((-76.48761 -11.45742, -76.48737 -11.4...  "
      ]
     },
     "execution_count": 334,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datadismap[datadismap.DISTRITO.str.contains('LARAOS')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "id": "ca13ac4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "datadismap.loc[878,'DISTRITO']='SAN PEDRO DE LARAOS'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "id": "a0788e6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>...</th>\n",
       "      <th>superficie</th>\n",
       "      <th>densidad</th>\n",
       "      <th>altitud</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...</td>\n",
       "      <td>59715.0</td>\n",
       "      <td>19737.0</td>\n",
       "      <td>0.330520</td>\n",
       "      <td>60692.0</td>\n",
       "      <td>43703.0</td>\n",
       "      <td>...</td>\n",
       "      <td>187.74</td>\n",
       "      <td>555.837861</td>\n",
       "      <td>562.0</td>\n",
       "      <td>-18.043056</td>\n",
       "      <td>-70.251667</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.302912</td>\n",
       "      <td>19552</td>\n",
       "      <td>1715</td>\n",
       "      <td>1.644405</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>POCOLLAY</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...</td>\n",
       "      <td>11168.0</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>0.254746</td>\n",
       "      <td>11395.0</td>\n",
       "      <td>7288.0</td>\n",
       "      <td>...</td>\n",
       "      <td>265.65</td>\n",
       "      <td>67.216262</td>\n",
       "      <td>690.0</td>\n",
       "      <td>-17.996667</td>\n",
       "      <td>-70.225833</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.813299</td>\n",
       "      <td>2393</td>\n",
       "      <td>168</td>\n",
       "      <td>0.944194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CALANA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...</td>\n",
       "      <td>3117.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>0.302534</td>\n",
       "      <td>3168.0</td>\n",
       "      <td>2445.0</td>\n",
       "      <td>...</td>\n",
       "      <td>108.38</td>\n",
       "      <td>40.976195</td>\n",
       "      <td>881.0</td>\n",
       "      <td>-17.943333</td>\n",
       "      <td>-70.188333</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>324</td>\n",
       "      <td>19</td>\n",
       "      <td>0.432479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...</td>\n",
       "      <td>73341.0</td>\n",
       "      <td>12927.0</td>\n",
       "      <td>0.176259</td>\n",
       "      <td>75524.0</td>\n",
       "      <td>42710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1877.78</td>\n",
       "      <td>69.744592</td>\n",
       "      <td>583.0</td>\n",
       "      <td>-18.001944</td>\n",
       "      <td>-70.251944</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.764423</td>\n",
       "      <td>10072</td>\n",
       "      <td>296</td>\n",
       "      <td>0.226073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>SAMA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.328726</td>\n",
       "      <td>1712.0</td>\n",
       "      <td>1245.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1115.98</td>\n",
       "      <td>2.461514</td>\n",
       "      <td>397.0</td>\n",
       "      <td>-17.862500</td>\n",
       "      <td>-70.560000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.731343</td>\n",
       "      <td>292</td>\n",
       "      <td>31</td>\n",
       "      <td>1.143432</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",
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       "    <tr>\n",
       "      <th>1869</th>\n",
       "      <td>LIMA</td>\n",
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       "      <td>CIENEGUILLA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...</td>\n",
       "      <td>17886.0</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>0.117746</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>8028.0</td>\n",
       "      <td>...</td>\n",
       "      <td>240.33</td>\n",
       "      <td>141.130945</td>\n",
       "      <td>287.0</td>\n",
       "      <td>-12.120278</td>\n",
       "      <td>-76.814167</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.968607</td>\n",
       "      <td>5945</td>\n",
       "      <td>445</td>\n",
       "      <td>1.313477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>ANCON</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...</td>\n",
       "      <td>29917.0</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>0.093726</td>\n",
       "      <td>31321.0</td>\n",
       "      <td>11786.0</td>\n",
       "      <td>...</td>\n",
       "      <td>285.45</td>\n",
       "      <td>189.269574</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-11.773889</td>\n",
       "      <td>-77.176389</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.045113</td>\n",
       "      <td>10398</td>\n",
       "      <td>746</td>\n",
       "      <td>1.381812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CARABAYLLO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...</td>\n",
       "      <td>172172.0</td>\n",
       "      <td>15847.0</td>\n",
       "      <td>0.092042</td>\n",
       "      <td>182900.0</td>\n",
       "      <td>75888.0</td>\n",
       "      <td>...</td>\n",
       "      <td>303.31</td>\n",
       "      <td>1027.671359</td>\n",
       "      <td>238.0</td>\n",
       "      <td>-11.890278</td>\n",
       "      <td>-77.026944</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.366773</td>\n",
       "      <td>59772</td>\n",
       "      <td>3619</td>\n",
       "      <td>1.161094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>CALLAO</td>\n",
       "      <td>CALLAO</td>\n",
       "      <td>MI PERU</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...</td>\n",
       "      <td>24328.0</td>\n",
       "      <td>1877.0</td>\n",
       "      <td>0.077154</td>\n",
       "      <td>24567.0</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>2.52</td>\n",
       "      <td>16019.841270</td>\n",
       "      <td>118.0</td>\n",
       "      <td>-11.855000</td>\n",
       "      <td>-77.125000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.207688</td>\n",
       "      <td>9665</td>\n",
       "      <td>497</td>\n",
       "      <td>1.231299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>SANTIAGO DE SURCO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...</td>\n",
       "      <td>219530.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>0.019478</td>\n",
       "      <td>256949.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>35.89</td>\n",
       "      <td>11733.045417</td>\n",
       "      <td>107.0</td>\n",
       "      <td>-12.145000</td>\n",
       "      <td>-77.005000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.860552</td>\n",
       "      <td>5184</td>\n",
       "      <td>187</td>\n",
       "      <td>0.044496</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA                              DISTRITO INSTITUCIO  \\\n",
       "0           TACNA     TACNA  CORONEL GREGORIO ALBARRACIN LANCHIPA        IGN   \n",
       "1           TACNA     TACNA                              POCOLLAY        IGN   \n",
       "2           TACNA     TACNA                                CALANA        IGN   \n",
       "3           TACNA     TACNA                                 TACNA        IGN   \n",
       "4           TACNA     TACNA                                  SAMA        IGN   \n",
       "...           ...       ...                                   ...        ...   \n",
       "1869         LIMA      LIMA                           CIENEGUILLA        IGN   \n",
       "1870         LIMA      LIMA                                 ANCON        IGN   \n",
       "1871         LIMA      LIMA                            CARABAYLLO        IGN   \n",
       "1872       CALLAO    CALLAO                               MI PERU        IGN   \n",
       "1873         LIMA      LIMA                     SANTIAGO DE SURCO        IGN   \n",
       "\n",
       "                                               geometry  Pres1_Todo  \\\n",
       "0     POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...     59715.0   \n",
       "1     POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...     11168.0   \n",
       "2     POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...      3117.0   \n",
       "3     POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...     73341.0   \n",
       "4     POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...      1664.0   \n",
       "...                                                 ...         ...   \n",
       "1869  POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...     17886.0   \n",
       "1870  POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...     29917.0   \n",
       "1871  POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...    172172.0   \n",
       "1872  POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...     24328.0   \n",
       "1873  POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...    219530.0   \n",
       "\n",
       "      Pres1_PeruLibre  Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  ...  \\\n",
       "0             19737.0      0.330520     60692.0          43703.0  ...   \n",
       "1              2845.0      0.254746     11395.0           7288.0  ...   \n",
       "2               943.0      0.302534      3168.0           2445.0  ...   \n",
       "3             12927.0      0.176259     75524.0          42710.0  ...   \n",
       "4               547.0      0.328726      1712.0           1245.0  ...   \n",
       "...               ...           ...         ...              ...  ...   \n",
       "1869           2106.0      0.117746     19579.0           8028.0  ...   \n",
       "1870           2804.0      0.093726     31321.0          11786.0  ...   \n",
       "1871          15847.0      0.092042    182900.0          75888.0  ...   \n",
       "1872           1877.0      0.077154     24567.0           9010.0  ...   \n",
       "1873           4276.0      0.019478    256949.0          43697.0  ...   \n",
       "\n",
       "      superficie      densidad  altitud    latitud   longitud  \\\n",
       "0         187.74    555.837861    562.0 -18.043056 -70.251667   \n",
       "1         265.65     67.216262    690.0 -17.996667 -70.225833   \n",
       "2         108.38     40.976195    881.0 -17.943333 -70.188333   \n",
       "3        1877.78     69.744592    583.0 -18.001944 -70.251944   \n",
       "4        1115.98      2.461514    397.0 -17.862500 -70.560000   \n",
       "...          ...           ...      ...        ...        ...   \n",
       "1869      240.33    141.130945    287.0 -12.120278 -76.814167   \n",
       "1870      285.45    189.269574     14.0 -11.773889 -77.176389   \n",
       "1871      303.31   1027.671359    238.0 -11.890278 -77.026944   \n",
       "1872        2.52  16019.841270    118.0 -11.855000 -77.125000   \n",
       "1873       35.89  11733.045417    107.0 -12.145000 -77.005000   \n",
       "\n",
       "      numeroCentrosPoblados  porcentajeDesnutCronica5menos  conteoPobres  \\\n",
       "0                      32.0                       3.302912         19552   \n",
       "1                      13.0                       2.813299          2393   \n",
       "2                      37.0                       3.333333           324   \n",
       "3                      18.0                       2.764423         10072   \n",
       "4                      33.0                       3.731343           292   \n",
       "...                     ...                            ...           ...   \n",
       "1869                    8.0                      11.968607          5945   \n",
       "1870                    1.0                       8.045113         10398   \n",
       "1871                   31.0                       9.366773         59772   \n",
       "1872                    1.0                       7.207688          9665   \n",
       "1873                    1.0                       6.860552          5184   \n",
       "\n",
       "      conteoPobresExtremos  porcentajePobrezaExtrema  \n",
       "0                     1715                  1.644405  \n",
       "1                      168                  0.944194  \n",
       "2                       19                  0.432479  \n",
       "3                      296                  0.226073  \n",
       "4                       31                  1.143432  \n",
       "...                    ...                       ...  \n",
       "1869                   445                  1.313477  \n",
       "1870                   746                  1.381812  \n",
       "1871                  3619                  1.161094  \n",
       "1872                   497                  1.231299  \n",
       "1873                   187                  0.044496  \n",
       "\n",
       "[1874 rows x 34 columns]"
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midisceplanmap=datadismap.merge(CongrePresiYanay600CEPLAN,on=theKeys)\n",
    "midisceplanmap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "id": "852d564b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "Int64Index: 1874 entries, 0 to 1873\n",
      "Data columns (total 34 columns):\n",
      " #   Column                         Non-Null Count  Dtype   \n",
      "---  ------                         --------------  -----   \n",
      " 0   DEPARTAMENTO                   1874 non-null   object  \n",
      " 1   PROVINCIA                      1874 non-null   object  \n",
      " 2   DISTRITO                       1874 non-null   object  \n",
      " 3   INSTITUCIO                     1874 non-null   object  \n",
      " 4   geometry                       1874 non-null   geometry\n",
      " 5   Pres1_Todo                     1874 non-null   float64 \n",
      " 6   Pres1_PeruLibre                1874 non-null   float64 \n",
      " 7   Pres1_PLprop                   1874 non-null   float64 \n",
      " 8   Pres2_Todo                     1874 non-null   float64 \n",
      " 9   Pres2_PeruLibre                1874 non-null   float64 \n",
      " 10  Pres2_PLprop                   1874 non-null   float64 \n",
      " 11  Congre_PeruLibre               1874 non-null   float64 \n",
      " 12  Congre_Todo                    1874 non-null   float64 \n",
      " 13  Congre_PeruLibre_prop          1874 non-null   float64 \n",
      " 14  programado_yana                1874 non-null   int64   \n",
      " 15  ejecutado_yana                 1874 non-null   int64   \n",
      " 16  yanaProp                       1874 non-null   float64 \n",
      " 17  programado_b600                1874 non-null   int64   \n",
      " 18  ejecutado_b600                 1874 non-null   int64   \n",
      " 19  b600prop                       1874 non-null   float64 \n",
      " 20  nivel                          1874 non-null   object  \n",
      " 21  ubigeo                         1874 non-null   object  \n",
      " 22  pobTotal                       1874 non-null   float64 \n",
      " 23  pobDiscapacidad                1805 non-null   float64 \n",
      " 24  superficie                     1870 non-null   float64 \n",
      " 25  densidad                       1870 non-null   float64 \n",
      " 26  altitud                        1874 non-null   float64 \n",
      " 27  latitud                        1874 non-null   float64 \n",
      " 28  longitud                       1874 non-null   float64 \n",
      " 29  numeroCentrosPoblados          1874 non-null   float64 \n",
      " 30  porcentajeDesnutCronica5menos  1784 non-null   float64 \n",
      " 31  conteoPobres                   1874 non-null   int64   \n",
      " 32  conteoPobresExtremos           1874 non-null   int64   \n",
      " 33  porcentajePobrezaExtrema       1874 non-null   float64 \n",
      "dtypes: float64(21), geometry(1), int64(6), object(6)\n",
      "memory usage: 512.4+ KB\n"
     ]
    }
   ],
   "source": [
    "midisceplanmap.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "id": "10f07c06",
   "metadata": {},
   "outputs": [],
   "source": [
    "midisceplanmap['propDisca']=midisceplanmap.pobDiscapacidad/midisceplanmap.pobTotal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b65b81e5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "id": "6eacf0bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadef=pd.read_excel(\"SINADEF_DATOS_ABIERTOS.xlsx\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "id": "8f2502de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Nº', 'TIPO SEGURO', 'SEXO', 'EDAD', 'TIEMPO EDAD', 'ESTADO CIVIL',\n",
       "       'NIVEL DE INSTRUCCIÓN', 'ETNIA', 'COD# UBIGEO DOMICILIO',\n",
       "       'PAIS DOMICILIO', 'DEPARTAMENTO DOMICILIO', 'PROVINCIA DOMICILIO',\n",
       "       'DISTRITO DOMICILIO', 'FECHA', 'AÑO', 'MES', 'TIPO LUGAR',\n",
       "       'INSTITUCION', 'MUERTE VIOLENTA', 'NECROPSIA', 'DEBIDO A (CAUSA A)',\n",
       "       'CAUSA A (CIE-X)', 'DEBIDO A (CAUSA B)', 'CAUSA B (CIE-X)',\n",
       "       'DEBIDO A (CAUSA C)', 'CAUSA C (CIE-X)', 'DEBIDO A (CAUSA D)',\n",
       "       'CAUSA D (CIE-X)', 'DEBIDO A (CAUSA E)', 'CAUSA E (CIE-X)',\n",
       "       'DEBIDO A (CAUSA F)', 'CAUSA F (CIE-X)'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 346,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sinadef.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "449fc10d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadata['PAIS DOMICILIO'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 354,
   "id": "5497b9d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 702744 entries, 0 to 926972\n",
      "Data columns (total 32 columns):\n",
      " #   Column                 Non-Null Count   Dtype         \n",
      "---  ------                 --------------   -----         \n",
      " 0   Nº                     702744 non-null  int64         \n",
      " 1   TIPO SEGURO            702743 non-null  object        \n",
      " 2   SEXO                   702743 non-null  object        \n",
      " 3   EDAD                   702525 non-null  object        \n",
      " 4   TIEMPO EDAD            702743 non-null  object        \n",
      " 5   ESTADO CIVIL           702743 non-null  object        \n",
      " 6   NIVEL DE INSTRUCCIÓN   702743 non-null  object        \n",
      " 7   ETNIA                  702743 non-null  object        \n",
      " 8   COD# UBIGEO DOMICILIO  702744 non-null  object        \n",
      " 9   PAIS DOMICILIO         702581 non-null  object        \n",
      " 10  DEPARTAMENTO           702581 non-null  object        \n",
      " 11  PROVINCIA              702581 non-null  object        \n",
      " 12  DISTRITO               702581 non-null  object        \n",
      " 13  FECHA                  702744 non-null  datetime64[ns]\n",
      " 14  AÑO                    702744 non-null  int64         \n",
      " 15  MES                    702744 non-null  int64         \n",
      " 16  TIPO LUGAR             702744 non-null  object        \n",
      " 17  INSTITUCION            702743 non-null  object        \n",
      " 18  MUERTE VIOLENTA        676906 non-null  object        \n",
      " 19  NECROPSIA              702744 non-null  object        \n",
      " 20  DEBIDO A (CAUSA A)     702317 non-null  object        \n",
      " 21  CAUSA A (CIE-X)        660273 non-null  object        \n",
      " 22  DEBIDO A (CAUSA B)     670534 non-null  object        \n",
      " 23  CAUSA B (CIE-X)        633954 non-null  object        \n",
      " 24  DEBIDO A (CAUSA C)     604511 non-null  object        \n",
      " 25  CAUSA C (CIE-X)        577633 non-null  object        \n",
      " 26  DEBIDO A (CAUSA D)     516840 non-null  object        \n",
      " 27  CAUSA D (CIE-X)        506226 non-null  object        \n",
      " 28  DEBIDO A (CAUSA E)     517075 non-null  object        \n",
      " 29  CAUSA E (CIE-X)        509129 non-null  object        \n",
      " 30  DEBIDO A (CAUSA F)     489431 non-null  object        \n",
      " 31  CAUSA F (CIE-X)        486615 non-null  object        \n",
      "dtypes: datetime64[ns](1), int64(3), object(28)\n",
      "memory usage: 176.9+ MB\n"
     ]
    }
   ],
   "source": [
    "cambios={'DEPARTAMENTO DOMICILIO':'DEPARTAMENTO', \n",
    "    'PROVINCIA DOMICILIO':'PROVINCIA','DISTRITO DOMICILIO':'DISTRITO'}\n",
    "sinadef.rename(columns=cambios,inplace=True)\n",
    "sinadata=sinadef[sinadef.AÑO.isin([2018,2019,2020,2021])]\n",
    "sinadata.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 355,
   "id": "f4a6f06c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadata=sinadata[sinadata[\"FECHA\"].isin(pd.date_range('2019-03-01', '2021-03-31'))]\n",
    "sinadata=sinadata[sinadata['PAIS DOMICILIO']=='PERU']\n",
    "sinadata.drop(columns=['PAIS DOMICILIO'],inplace=True)\n",
    "sinadata['preCovid']=sinadata[\"FECHA\"]<'2020-03-01'\n",
    "sinadata['postCovid']=sinadata[\"FECHA\"]>='2020-03-01'\n",
    "sinadata=sinadata.loc[~sinadata.PROVINCIA.isin(['SIN REGISTRO', ' '])]\n",
    "sinadata=sinadata.loc[~sinadata.DISTRITO.isin(['SIN REGISTRO', ' '])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "id": "b5918091",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadata.loc[sinadata.PROVINCIA=='NAZCA','PROVINCIA']='NASCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='CASCAS','PROVINCIA']='GRAN CHIMU'\n",
    "sinadata.loc[sinadata.DISTRITO=='CASCAS','DEPARTAMENTO']='LA LIBERTAD'\n",
    "sinadata.loc[sinadata.PROVINCIA=='CALLAO','DEPARTAMENTO']='CALLAO'\n",
    "sinadata.loc[sinadata.DISTRITO=='JACAS CHICO','PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='OBAS','PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='CAHUAC','PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='MANSERICHE','PROVINCIA']='DATEM DEL MARAÑON'\n",
    "sinadata.loc[sinadata.DISTRITO=='MASISEA','DEPARTAMENTO']='UCAYALI'\n",
    "sinadata.loc[sinadata.DISTRITO=='MORONA','PROVINCIA']='DATEM DEL MARAÑON'\n",
    "sinadata.loc[sinadata.DISTRITO=='PACHAMARCA','PROVINCIA']='CHURCAMPA'\n",
    "sinadata.loc[sinadata.DISTRITO=='PASTAZA','PROVINCIA']='DATEM DEL MARAÑON'\n",
    "sinadata.loc[sinadata.DISTRITO=='PUTUMAYO','PROVINCIA']='PUTUMAYO'\n",
    "sinadata.loc[sinadata.DISTRITO=='RONDOS','PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[sinadata.DISTRITO=='SAN MIGUEL DE CAURI','PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[sinadata.DISTRITO=='SAYAPULLO','PROVINCIA']='GRAN CHIMU'\n",
    "sinadata.loc[sinadata.DISTRITO=='SAYAPULLO','DEPARTAMENTO']='LA LIBERTAD'\n",
    "sinadata.loc[sinadata.DISTRITO=='TENIENTE MANUEL CLAVERO','PROVINCIA']='PUTUMAYO'\n",
    "sinadata.loc[sinadata.DISTRITO=='SAN JOSE DE LOS CHORRILLOS','DISTRITO']='CUENCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='APARICIO POMARES (CHUPAN)','PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[sinadata.DISTRITO=='APARICIO POMARES (CHUPAN)','DISTRITO']='APARICIO POMARES'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 357,
   "id": "6303cd7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadata.loc[(sinadata.DISTRITO=='BARRANCA') & (sinadata.PROVINCIA==\"ALTO AMAZONAS\"),'PROVINCIA']='DATEM DEL MARAÑON'\n",
    "sinadata.loc[(sinadata.DISTRITO=='BAÑOS') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='CAHUAPANAS') & (sinadata.PROVINCIA==\"ALTO AMAZONAS\"),'PROVINCIA']='DATEM DEL MARAÑON'\n",
    "sinadata.loc[(sinadata.DISTRITO=='CHAVINILLO') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='HUACHOCOLPA') & (sinadata.PROVINCIA==\"HUANCAYO\"),'PROVINCIA']='HUANCAVELICA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='HUACHOCOLPA') & (sinadata.DEPARTAMENTO==\"JUNIN\"),'DEPARTAMENTO']='HUANCAVELICA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='HUALLANCA') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='HUAYLAS'\n",
    "sinadata.loc[(sinadata.DISTRITO=='HUALLANCA') & (sinadata.DEPARTAMENTO==\"HUANUCO\"),'DEPARTAMENTO']='ANCASH'\n",
    "sinadata.loc[(sinadata.DISTRITO=='HUANDO') & (sinadata.PROVINCIA==\"TAYACAJA\"),'PROVINCIA']='HUANCAVELICA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='JESUS') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='JIVIA') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='PAMPAMARCA') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='YAROWILCA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='SAN FRANCISCO DE ASIS') & (sinadata.PROVINCIA==\"DOS DE MAYO\"),'PROVINCIA']='LAURICOCHA'\n",
    "sinadata.loc[(sinadata.DISTRITO=='LARAOS') & (sinadata.PROVINCIA==\"HUAROCHIRI\"),'DISTRITO']='SAN PEDRO DE LARAOS'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f1bce6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#sinadata.loc[sinadata.DISTRITO=='LARAOS','PROVINCIA']#='YAUYOS'\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 359,
   "id": "e0330254",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>preCovid</th>\n",
       "      <th>postCovid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>ARAMANGO</td>\n",
       "      <td>21</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>83</td>\n",
       "      <td>197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>COPALLIN</td>\n",
       "      <td>5</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>EL PARCO</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AMAZONAS</td>\n",
       "      <td>BAGUA</td>\n",
       "      <td>IMAZA</td>\n",
       "      <td>23</td>\n",
       "      <td>58</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>1864</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>CURIMANA</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>IRAZOLA</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>NESHUYA</td>\n",
       "      <td>9</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>PADRE ABAD</td>\n",
       "      <td>46</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>UCAYALI</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>PURUS</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1869 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO   PROVINCIA    DISTRITO  preCovid  postCovid\n",
       "0        AMAZONAS       BAGUA    ARAMANGO        21         42\n",
       "1        AMAZONAS       BAGUA       BAGUA        83        197\n",
       "2        AMAZONAS       BAGUA    COPALLIN         5         21\n",
       "3        AMAZONAS       BAGUA    EL PARCO         5         10\n",
       "4        AMAZONAS       BAGUA       IMAZA        23         58\n",
       "...           ...         ...         ...       ...        ...\n",
       "1864      UCAYALI  PADRE ABAD    CURIMANA        16         17\n",
       "1865      UCAYALI  PADRE ABAD     IRAZOLA        34         38\n",
       "1866      UCAYALI  PADRE ABAD     NESHUYA         9         26\n",
       "1867      UCAYALI  PADRE ABAD  PADRE ABAD        46         91\n",
       "1868      UCAYALI       PURUS       PURUS         8          9\n",
       "\n",
       "[1869 rows x 5 columns]"
      ]
     },
     "execution_count": 359,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sinadataAgg=sinadata.groupby(unidades).agg({'preCovid':'sum','postCovid':'sum'})\n",
    "sinadataAgg.reset_index(inplace=True)\n",
    "sinadataAgg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 361,
   "id": "e13a514e",
   "metadata": {},
   "outputs": [],
   "source": [
    "notSina=set(midisceplanmap.DISTRITO)-set(sinadataAgg.DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "id": "75b84a8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "notMap=set(sinadataAgg.DISTRITO)-set(midisceplanmap.DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "id": "823cb290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ANCO HUALLO': 'ANCO-HUALLO',\n",
       " 'ANTONIO RAIMONDI': 'ANTONIO RAYMONDI',\n",
       " 'CASTA': 'SAN PEDRO DE CASTA',\n",
       " 'HUAILLATI': 'HUAYLLATI',\n",
       " 'HUAY HUAY': 'HUAY-HUAY',\n",
       " 'NAZCA': 'NASCA',\n",
       " 'QUITO ARMA': 'QUITO-ARMA',\n",
       " 'SAN FCO DE ASIS DE YARUSYACAN': 'SAN FRANCISCO DE ASIS DE YARUSYACAN',\n",
       " 'SAN FRANCISCO DE YESO': 'SAN FRANCISCO DEL YESO',\n",
       " 'SAN JUAN DE ISCOS': 'SAN JUAN DE YSCOS'}"
      ]
     },
     "execution_count": 363,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "changesAgg={dis: process.extractOne(dis,notSina)[0] for dis in sorted(notMap)}\n",
    "changesAgg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "id": "e5a3a612",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>...</th>\n",
       "      <th>latitud</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>propDisca</th>\n",
       "      <th>preCovid</th>\n",
       "      <th>postCovid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...</td>\n",
       "      <td>59715.0</td>\n",
       "      <td>19737.0</td>\n",
       "      <td>0.330520</td>\n",
       "      <td>60692.0</td>\n",
       "      <td>43703.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-18.043056</td>\n",
       "      <td>-70.251667</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.302912</td>\n",
       "      <td>19552</td>\n",
       "      <td>1715</td>\n",
       "      <td>1.644405</td>\n",
       "      <td>0.009132</td>\n",
       "      <td>259</td>\n",
       "      <td>463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>POCOLLAY</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...</td>\n",
       "      <td>11168.0</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>0.254746</td>\n",
       "      <td>11395.0</td>\n",
       "      <td>7288.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.996667</td>\n",
       "      <td>-70.225833</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.813299</td>\n",
       "      <td>2393</td>\n",
       "      <td>168</td>\n",
       "      <td>0.944194</td>\n",
       "      <td>0.009241</td>\n",
       "      <td>68</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CALANA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...</td>\n",
       "      <td>3117.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>0.302534</td>\n",
       "      <td>3168.0</td>\n",
       "      <td>2445.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.943333</td>\n",
       "      <td>-70.188333</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>324</td>\n",
       "      <td>19</td>\n",
       "      <td>0.432479</td>\n",
       "      <td>0.006980</td>\n",
       "      <td>26</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...</td>\n",
       "      <td>73341.0</td>\n",
       "      <td>12927.0</td>\n",
       "      <td>0.176259</td>\n",
       "      <td>75524.0</td>\n",
       "      <td>42710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-18.001944</td>\n",
       "      <td>-70.251944</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.764423</td>\n",
       "      <td>10072</td>\n",
       "      <td>296</td>\n",
       "      <td>0.226073</td>\n",
       "      <td>0.010965</td>\n",
       "      <td>589</td>\n",
       "      <td>1363</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>SAMA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.328726</td>\n",
       "      <td>1712.0</td>\n",
       "      <td>1245.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-17.862500</td>\n",
       "      <td>-70.560000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.731343</td>\n",
       "      <td>292</td>\n",
       "      <td>31</td>\n",
       "      <td>1.143432</td>\n",
       "      <td>0.003276</td>\n",
       "      <td>16</td>\n",
       "      <td>18</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>1864</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CIENEGUILLA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...</td>\n",
       "      <td>17886.0</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>0.117746</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>8028.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.120278</td>\n",
       "      <td>-76.814167</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.968607</td>\n",
       "      <td>5945</td>\n",
       "      <td>445</td>\n",
       "      <td>1.313477</td>\n",
       "      <td>0.004599</td>\n",
       "      <td>69</td>\n",
       "      <td>215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>ANCON</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...</td>\n",
       "      <td>29917.0</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>0.093726</td>\n",
       "      <td>31321.0</td>\n",
       "      <td>11786.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.773889</td>\n",
       "      <td>-77.176389</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.045113</td>\n",
       "      <td>10398</td>\n",
       "      <td>746</td>\n",
       "      <td>1.381812</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>138</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1866</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CARABAYLLO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...</td>\n",
       "      <td>172172.0</td>\n",
       "      <td>15847.0</td>\n",
       "      <td>0.092042</td>\n",
       "      <td>182900.0</td>\n",
       "      <td>75888.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.890278</td>\n",
       "      <td>-77.026944</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.366773</td>\n",
       "      <td>59772</td>\n",
       "      <td>3619</td>\n",
       "      <td>1.161094</td>\n",
       "      <td>0.007597</td>\n",
       "      <td>707</td>\n",
       "      <td>2670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1867</th>\n",
       "      <td>CALLAO</td>\n",
       "      <td>CALLAO</td>\n",
       "      <td>MI PERU</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...</td>\n",
       "      <td>24328.0</td>\n",
       "      <td>1877.0</td>\n",
       "      <td>0.077154</td>\n",
       "      <td>24567.0</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-11.855000</td>\n",
       "      <td>-77.125000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.207688</td>\n",
       "      <td>9665</td>\n",
       "      <td>497</td>\n",
       "      <td>1.231299</td>\n",
       "      <td>0.005078</td>\n",
       "      <td>69</td>\n",
       "      <td>327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1868</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>SANTIAGO DE SURCO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...</td>\n",
       "      <td>219530.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>0.019478</td>\n",
       "      <td>256949.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-12.145000</td>\n",
       "      <td>-77.005000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.860552</td>\n",
       "      <td>5184</td>\n",
       "      <td>187</td>\n",
       "      <td>0.044496</td>\n",
       "      <td>0.006906</td>\n",
       "      <td>1543</td>\n",
       "      <td>3957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1869 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA                              DISTRITO INSTITUCIO  \\\n",
       "0           TACNA     TACNA  CORONEL GREGORIO ALBARRACIN LANCHIPA        IGN   \n",
       "1           TACNA     TACNA                              POCOLLAY        IGN   \n",
       "2           TACNA     TACNA                                CALANA        IGN   \n",
       "3           TACNA     TACNA                                 TACNA        IGN   \n",
       "4           TACNA     TACNA                                  SAMA        IGN   \n",
       "...           ...       ...                                   ...        ...   \n",
       "1864         LIMA      LIMA                           CIENEGUILLA        IGN   \n",
       "1865         LIMA      LIMA                                 ANCON        IGN   \n",
       "1866         LIMA      LIMA                            CARABAYLLO        IGN   \n",
       "1867       CALLAO    CALLAO                               MI PERU        IGN   \n",
       "1868         LIMA      LIMA                     SANTIAGO DE SURCO        IGN   \n",
       "\n",
       "                                               geometry  Pres1_Todo  \\\n",
       "0     POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...     59715.0   \n",
       "1     POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...     11168.0   \n",
       "2     POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...      3117.0   \n",
       "3     POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...     73341.0   \n",
       "4     POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...      1664.0   \n",
       "...                                                 ...         ...   \n",
       "1864  POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...     17886.0   \n",
       "1865  POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...     29917.0   \n",
       "1866  POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...    172172.0   \n",
       "1867  POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...     24328.0   \n",
       "1868  POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...    219530.0   \n",
       "\n",
       "      Pres1_PeruLibre  Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  ...  \\\n",
       "0             19737.0      0.330520     60692.0          43703.0  ...   \n",
       "1              2845.0      0.254746     11395.0           7288.0  ...   \n",
       "2               943.0      0.302534      3168.0           2445.0  ...   \n",
       "3             12927.0      0.176259     75524.0          42710.0  ...   \n",
       "4               547.0      0.328726      1712.0           1245.0  ...   \n",
       "...               ...           ...         ...              ...  ...   \n",
       "1864           2106.0      0.117746     19579.0           8028.0  ...   \n",
       "1865           2804.0      0.093726     31321.0          11786.0  ...   \n",
       "1866          15847.0      0.092042    182900.0          75888.0  ...   \n",
       "1867           1877.0      0.077154     24567.0           9010.0  ...   \n",
       "1868           4276.0      0.019478    256949.0          43697.0  ...   \n",
       "\n",
       "        latitud   longitud  numeroCentrosPoblados  \\\n",
       "0    -18.043056 -70.251667                   32.0   \n",
       "1    -17.996667 -70.225833                   13.0   \n",
       "2    -17.943333 -70.188333                   37.0   \n",
       "3    -18.001944 -70.251944                   18.0   \n",
       "4    -17.862500 -70.560000                   33.0   \n",
       "...         ...        ...                    ...   \n",
       "1864 -12.120278 -76.814167                    8.0   \n",
       "1865 -11.773889 -77.176389                    1.0   \n",
       "1866 -11.890278 -77.026944                   31.0   \n",
       "1867 -11.855000 -77.125000                    1.0   \n",
       "1868 -12.145000 -77.005000                    1.0   \n",
       "\n",
       "      porcentajeDesnutCronica5menos  conteoPobres  conteoPobresExtremos  \\\n",
       "0                          3.302912         19552                  1715   \n",
       "1                          2.813299          2393                   168   \n",
       "2                          3.333333           324                    19   \n",
       "3                          2.764423         10072                   296   \n",
       "4                          3.731343           292                    31   \n",
       "...                             ...           ...                   ...   \n",
       "1864                      11.968607          5945                   445   \n",
       "1865                       8.045113         10398                   746   \n",
       "1866                       9.366773         59772                  3619   \n",
       "1867                       7.207688          9665                   497   \n",
       "1868                       6.860552          5184                   187   \n",
       "\n",
       "      porcentajePobrezaExtrema  propDisca  preCovid  postCovid  \n",
       "0                     1.644405   0.009132       259        463  \n",
       "1                     0.944194   0.009241        68        150  \n",
       "2                     0.432479   0.006980        26         45  \n",
       "3                     0.226073   0.010965       589       1363  \n",
       "4                     1.143432   0.003276        16         18  \n",
       "...                        ...        ...       ...        ...  \n",
       "1864                  1.313477   0.004599        69        215  \n",
       "1865                  1.381812   0.009107       138        505  \n",
       "1866                  1.161094   0.007597       707       2670  \n",
       "1867                  1.231299   0.005078        69        327  \n",
       "1868                  0.044496   0.006906      1543       3957  \n",
       "\n",
       "[1869 rows x 37 columns]"
      ]
     },
     "execution_count": 368,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sinadataAgg.DISTRITO.replace(changesAgg,inplace=True)\n",
    "midisceplanmap.merge(sinadataAgg,on=theKeys)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "id": "e19ba129",
   "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>DEPARTAMENTO</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "      <th>Pres1_Todo</th>\n",
       "      <th>Pres1_PeruLibre</th>\n",
       "      <th>Pres1_PLprop</th>\n",
       "      <th>Pres2_Todo</th>\n",
       "      <th>Pres2_PeruLibre</th>\n",
       "      <th>...</th>\n",
       "      <th>longitud</th>\n",
       "      <th>numeroCentrosPoblados</th>\n",
       "      <th>porcentajeDesnutCronica5menos</th>\n",
       "      <th>conteoPobres</th>\n",
       "      <th>conteoPobresExtremos</th>\n",
       "      <th>porcentajePobrezaExtrema</th>\n",
       "      <th>propDisca</th>\n",
       "      <th>preCovid</th>\n",
       "      <th>postCovid</th>\n",
       "      <th>_merge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...</td>\n",
       "      <td>59715.0</td>\n",
       "      <td>19737.0</td>\n",
       "      <td>0.330520</td>\n",
       "      <td>60692.0</td>\n",
       "      <td>43703.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.251667</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.302912</td>\n",
       "      <td>19552</td>\n",
       "      <td>1715</td>\n",
       "      <td>1.644405</td>\n",
       "      <td>0.009132</td>\n",
       "      <td>259.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>POCOLLAY</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...</td>\n",
       "      <td>11168.0</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>0.254746</td>\n",
       "      <td>11395.0</td>\n",
       "      <td>7288.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.225833</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.813299</td>\n",
       "      <td>2393</td>\n",
       "      <td>168</td>\n",
       "      <td>0.944194</td>\n",
       "      <td>0.009241</td>\n",
       "      <td>68.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CALANA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...</td>\n",
       "      <td>3117.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>0.302534</td>\n",
       "      <td>3168.0</td>\n",
       "      <td>2445.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.188333</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>324</td>\n",
       "      <td>19</td>\n",
       "      <td>0.432479</td>\n",
       "      <td>0.006980</td>\n",
       "      <td>26.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...</td>\n",
       "      <td>73341.0</td>\n",
       "      <td>12927.0</td>\n",
       "      <td>0.176259</td>\n",
       "      <td>75524.0</td>\n",
       "      <td>42710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.251944</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.764423</td>\n",
       "      <td>10072</td>\n",
       "      <td>296</td>\n",
       "      <td>0.226073</td>\n",
       "      <td>0.010965</td>\n",
       "      <td>589.0</td>\n",
       "      <td>1363.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>SAMA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.328726</td>\n",
       "      <td>1712.0</td>\n",
       "      <td>1245.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.560000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.731343</td>\n",
       "      <td>292</td>\n",
       "      <td>31</td>\n",
       "      <td>1.143432</td>\n",
       "      <td>0.003276</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>both</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>1869</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CIENEGUILLA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...</td>\n",
       "      <td>17886.0</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>0.117746</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>8028.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-76.814167</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.968607</td>\n",
       "      <td>5945</td>\n",
       "      <td>445</td>\n",
       "      <td>1.313477</td>\n",
       "      <td>0.004599</td>\n",
       "      <td>69.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>ANCON</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...</td>\n",
       "      <td>29917.0</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>0.093726</td>\n",
       "      <td>31321.0</td>\n",
       "      <td>11786.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.176389</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.045113</td>\n",
       "      <td>10398</td>\n",
       "      <td>746</td>\n",
       "      <td>1.381812</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>138.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CARABAYLLO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...</td>\n",
       "      <td>172172.0</td>\n",
       "      <td>15847.0</td>\n",
       "      <td>0.092042</td>\n",
       "      <td>182900.0</td>\n",
       "      <td>75888.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.026944</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.366773</td>\n",
       "      <td>59772</td>\n",
       "      <td>3619</td>\n",
       "      <td>1.161094</td>\n",
       "      <td>0.007597</td>\n",
       "      <td>707.0</td>\n",
       "      <td>2670.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>CALLAO</td>\n",
       "      <td>CALLAO</td>\n",
       "      <td>MI PERU</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...</td>\n",
       "      <td>24328.0</td>\n",
       "      <td>1877.0</td>\n",
       "      <td>0.077154</td>\n",
       "      <td>24567.0</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.125000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.207688</td>\n",
       "      <td>9665</td>\n",
       "      <td>497</td>\n",
       "      <td>1.231299</td>\n",
       "      <td>0.005078</td>\n",
       "      <td>69.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>SANTIAGO DE SURCO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...</td>\n",
       "      <td>219530.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>0.019478</td>\n",
       "      <td>256949.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.005000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.860552</td>\n",
       "      <td>5184</td>\n",
       "      <td>187</td>\n",
       "      <td>0.044496</td>\n",
       "      <td>0.006906</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>3957.0</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     DEPARTAMENTO PROVINCIA                              DISTRITO INSTITUCIO  \\\n",
       "0           TACNA     TACNA  CORONEL GREGORIO ALBARRACIN LANCHIPA        IGN   \n",
       "1           TACNA     TACNA                              POCOLLAY        IGN   \n",
       "2           TACNA     TACNA                                CALANA        IGN   \n",
       "3           TACNA     TACNA                                 TACNA        IGN   \n",
       "4           TACNA     TACNA                                  SAMA        IGN   \n",
       "...           ...       ...                                   ...        ...   \n",
       "1869         LIMA      LIMA                           CIENEGUILLA        IGN   \n",
       "1870         LIMA      LIMA                                 ANCON        IGN   \n",
       "1871         LIMA      LIMA                            CARABAYLLO        IGN   \n",
       "1872       CALLAO    CALLAO                               MI PERU        IGN   \n",
       "1873         LIMA      LIMA                     SANTIAGO DE SURCO        IGN   \n",
       "\n",
       "                                               geometry  Pres1_Todo  \\\n",
       "0     POLYGON ((-70.17413 -18.12896, -70.17461 -18.1...     59715.0   \n",
       "1     POLYGON ((-69.93475 -17.92557, -69.90467 -17.9...     11168.0   \n",
       "2     POLYGON ((-70.11604 -17.91106, -70.11457 -17.9...      3117.0   \n",
       "3     POLYGON ((-70.31490 -17.94498, -70.30682 -17.9...     73341.0   \n",
       "4     POLYGON ((-70.42497 -17.88934, -70.48022 -17.9...      1664.0   \n",
       "...                                                 ...         ...   \n",
       "1869  POLYGON ((-76.72917 -11.99948, -76.72596 -11.9...     17886.0   \n",
       "1870  POLYGON ((-77.06501 -11.57523, -77.06499 -11.5...     29917.0   \n",
       "1871  POLYGON ((-76.89892 -11.72963, -76.89768 -11.7...    172172.0   \n",
       "1872  POLYGON ((-77.11491 -11.84189, -77.11450 -11.8...     24328.0   \n",
       "1873  POLYGON ((-76.95742 -12.07604, -76.95741 -12.0...    219530.0   \n",
       "\n",
       "      Pres1_PeruLibre  Pres1_PLprop  Pres2_Todo  Pres2_PeruLibre  ...  \\\n",
       "0             19737.0      0.330520     60692.0          43703.0  ...   \n",
       "1              2845.0      0.254746     11395.0           7288.0  ...   \n",
       "2               943.0      0.302534      3168.0           2445.0  ...   \n",
       "3             12927.0      0.176259     75524.0          42710.0  ...   \n",
       "4               547.0      0.328726      1712.0           1245.0  ...   \n",
       "...               ...           ...         ...              ...  ...   \n",
       "1869           2106.0      0.117746     19579.0           8028.0  ...   \n",
       "1870           2804.0      0.093726     31321.0          11786.0  ...   \n",
       "1871          15847.0      0.092042    182900.0          75888.0  ...   \n",
       "1872           1877.0      0.077154     24567.0           9010.0  ...   \n",
       "1873           4276.0      0.019478    256949.0          43697.0  ...   \n",
       "\n",
       "       longitud  numeroCentrosPoblados  porcentajeDesnutCronica5menos  \\\n",
       "0    -70.251667                   32.0                       3.302912   \n",
       "1    -70.225833                   13.0                       2.813299   \n",
       "2    -70.188333                   37.0                       3.333333   \n",
       "3    -70.251944                   18.0                       2.764423   \n",
       "4    -70.560000                   33.0                       3.731343   \n",
       "...         ...                    ...                            ...   \n",
       "1869 -76.814167                    8.0                      11.968607   \n",
       "1870 -77.176389                    1.0                       8.045113   \n",
       "1871 -77.026944                   31.0                       9.366773   \n",
       "1872 -77.125000                    1.0                       7.207688   \n",
       "1873 -77.005000                    1.0                       6.860552   \n",
       "\n",
       "      conteoPobres  conteoPobresExtremos  porcentajePobrezaExtrema  propDisca  \\\n",
       "0            19552                  1715                  1.644405   0.009132   \n",
       "1             2393                   168                  0.944194   0.009241   \n",
       "2              324                    19                  0.432479   0.006980   \n",
       "3            10072                   296                  0.226073   0.010965   \n",
       "4              292                    31                  1.143432   0.003276   \n",
       "...            ...                   ...                       ...        ...   \n",
       "1869          5945                   445                  1.313477   0.004599   \n",
       "1870         10398                   746                  1.381812   0.009107   \n",
       "1871         59772                  3619                  1.161094   0.007597   \n",
       "1872          9665                   497                  1.231299   0.005078   \n",
       "1873          5184                   187                  0.044496   0.006906   \n",
       "\n",
       "      preCovid  postCovid  _merge  \n",
       "0        259.0      463.0    both  \n",
       "1         68.0      150.0    both  \n",
       "2         26.0       45.0    both  \n",
       "3        589.0     1363.0    both  \n",
       "4         16.0       18.0    both  \n",
       "...        ...        ...     ...  \n",
       "1869      69.0      215.0    both  \n",
       "1870     138.0      505.0    both  \n",
       "1871     707.0     2670.0    both  \n",
       "1872      69.0      327.0    both  \n",
       "1873    1543.0     3957.0    both  \n",
       "\n",
       "[1874 rows x 38 columns]"
      ]
     },
     "execution_count": 367,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test=midisceplanmap.merge(sinadataAgg,on=theKeys,how='outer',indicator=True)\n",
    "test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "id": "e4b1e362",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'CHACA', 'COCHAS', 'GRANADA', 'ORONCCOY', 'ROSA PANDURO'}"
      ]
     },
     "execution_count": 369,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(test[test['_merge']=='left_only'].DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "id": "05225a3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "set()"
      ]
     },
     "execution_count": 370,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(test[test['_merge']=='right_only'].DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56fad631",
   "metadata": {},
   "outputs": [],
   "source": [
    "set(test[test['_merge']=='left_only'].DISTRITO)&set(test[test['_merge']=='right_only'].DISTRITO)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf8ee2c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadataAgg[sinadataAgg.DISTRITO.str.contains(\"CHACA\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94175471",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74daf8ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "midisceplanmap_repro[midisceplanmap_repro.DISTRITO.str.contains(\"CHACA\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29cdcb6e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sinadata[sinadata.DISTRITO=='CHACA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ec7e470",
   "metadata": {},
   "outputs": [],
   "source": [
    "test[test._merge!='both']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 374,
   "id": "c039a254",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DEPARTAMENTO', 'PROVINCIA', 'DISTRITO', 'INSTITUCIO', 'geometry',\n",
       "       'Pres1_Todo', 'Pres1_PeruLibre', 'Pres1_PLprop', 'Pres2_Todo',\n",
       "       'Pres2_PeruLibre', 'Pres2_PLprop', 'Congre_PeruLibre', 'Congre_Todo',\n",
       "       'Congre_PeruLibre_prop', 'programado_yana', 'ejecutado_yana',\n",
       "       'yanaProp', 'programado_b600', 'ejecutado_b600', 'b600prop', 'nivel',\n",
       "       'ubigeo', 'pobTotal', 'pobDiscapacidad', 'superficie', 'densidad',\n",
       "       'altitud', 'latitud', 'longitud', 'numeroCentrosPoblados',\n",
       "       'porcentajeDesnutCronica5menos', 'conteoPobres', 'conteoPobresExtremos',\n",
       "       'porcentajePobrezaExtrema', 'propDisca', 'preCovid', 'postCovid'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 374,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midisceplanmap=midisceplanmap.merge(sinadataAgg,on=theKeys,how='outer')\n",
    "midisceplanmap.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "id": "5f88768f",
   "metadata": {},
   "outputs": [],
   "source": [
    "midisceplanmap['covidShare']=midisceplanmap.postCovid/(midisceplanmap.postCovid+midisceplanmap.preCovid)\n",
    "\n",
    "midisceplanmap.fillna({'covidShare':-1},inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "id": "7739978f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    1874.000000\n",
       "mean        0.636010\n",
       "std         0.158738\n",
       "min        -1.000000\n",
       "25%         0.571429\n",
       "50%         0.641948\n",
       "75%         0.717141\n",
       "max         1.000000\n",
       "Name: covidShare, dtype: float64"
      ]
     },
     "execution_count": 376,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midisceplanmap['covidShare'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "id": "40f47597-160e-4bd6-b5d8-7e5b4f0d07c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DEPARTAMENTO', 'PROVINCIA', 'DISTRITO', 'INSTITUCIO', 'geometry',\n",
       "       'Pres1_Todo', 'Pres1_PeruLibre', 'Pres1_PLprop', 'Pres2_Todo',\n",
       "       'Pres2_PeruLibre', 'Pres2_PLprop', 'Congre_PeruLibre', 'Congre_Todo',\n",
       "       'Congre_PeruLibre_prop', 'programado_yana', 'ejecutado_yana',\n",
       "       'yanaProp', 'programado_b600', 'ejecutado_b600', 'b600prop', 'nivel',\n",
       "       'ubigeo', 'pobTotal', 'pobDiscapacidad', 'superficie', 'densidad',\n",
       "       'altitud', 'latitud', 'longitud', 'numeroCentrosPoblados',\n",
       "       'porcentajeDesnutCronica5menos', 'conteoPobres', 'conteoPobresExtremos',\n",
       "       'porcentajePobrezaExtrema', 'propDisca', 'preCovid', 'postCovid',\n",
       "       'covidShare'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "id": "9c0d13d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "midisceplanmap_repro=midisceplanmap.to_crs(\"EPSG:5389\")\n",
    "midisceplanmap_repro.to_file(\"midisceplanmap_repro.geojson\", driver=\"GeoJSON\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "id": "ed296a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['DEPARTAMENTO', 'PROVINCIA', 'DISTRITO', 'INSTITUCIO', 'geometry',\n",
       "       'Pres1_Todo', 'Pres1_PeruLibre', 'Pres1_PLprop', 'Pres2_Todo',\n",
       "       'Pres2_PeruLibre', 'Pres2_PLprop', 'Congre_PeruLibre', 'Congre_Todo',\n",
       "       'Congre_PeruLibre_prop', 'programado_yana', 'ejecutado_yana',\n",
       "       'yanaProp', 'programado_b600', 'ejecutado_b600', 'b600prop', 'nivel',\n",
       "       'ubigeo', 'pobTotal', 'pobDiscapacidad', 'superficie', 'densidad',\n",
       "       'altitud', 'latitud', 'longitud', 'numeroCentrosPoblados',\n",
       "       'porcentajeDesnutCronica5menos', 'conteoPobres', 'conteoPobresExtremos',\n",
       "       'porcentajePobrezaExtrema', 'propDisca', 'preCovid', 'postCovid',\n",
       "       'covidShare'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 379,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midisceplanmap_repro_shapes=midisceplanmap_repro.copy(deep=True)\n",
    "midisceplanmap_repro_shapes.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "id": "7f04c7ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "namesShapes=['REGION', 'PROVINCIA', 'DISTRITO', 'INSTITUCIO', 'geometry',\n",
    "       'Pre1_Todo', 'Pre1_PL', 'Pre1_PLprp', 'Pre2_Todo',\n",
    "       'Pre2_PL', 'Pre2_PLprp', 'Cong_PL', 'Cong_Todo',\n",
    "       'Cong_PLprp', 'prog_yana', 'ejec_yana',\n",
    "       'yanaProp', 'prog_b600', 'ejec_b600', 'b600prop', 'nivel',\n",
    "       'ubigeo', 'pobTotal', 'pobDisca', 'superficie', 'densidad',\n",
    "       'altitud', 'latitud', 'longitud', 'num_CPs',\n",
    "       'DesnC5_por', 'numPobres', 'numPobresX',\n",
    "       'PobrezaX', 'Disca_Prp', 'preCovid', 'postCovid',\n",
    "       'covidShare']\n",
    "midisceplanmap_repro_shapes.columns=namesShapes\n",
    "midisceplanmap_repro_shapes.to_file(filename='midisceplanmap_repro.shp.zip', driver='ESRI Shapefile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "id": "1fbbb753",
   "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>REGION</th>\n",
       "      <th>PROVINCIA</th>\n",
       "      <th>DISTRITO</th>\n",
       "      <th>INSTITUCIO</th>\n",
       "      <th>geometry</th>\n",
       "      <th>Pre1_Todo</th>\n",
       "      <th>Pre1_PL</th>\n",
       "      <th>Pre1_PLprp</th>\n",
       "      <th>Pre2_Todo</th>\n",
       "      <th>Pre2_PL</th>\n",
       "      <th>...</th>\n",
       "      <th>longitud</th>\n",
       "      <th>num_CPs</th>\n",
       "      <th>DesnC5_por</th>\n",
       "      <th>numPobres</th>\n",
       "      <th>numPobresX</th>\n",
       "      <th>PobrezaX</th>\n",
       "      <th>Disca_Prp</th>\n",
       "      <th>preCovid</th>\n",
       "      <th>postCovid</th>\n",
       "      <th>covidShare</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CORONEL GREGORIO ALBARRACIN LANCHIPA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((375786.764 7995151.165, 375737.244 7...</td>\n",
       "      <td>59715.0</td>\n",
       "      <td>19737.0</td>\n",
       "      <td>0.330520</td>\n",
       "      <td>60692.0</td>\n",
       "      <td>43703.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.251667</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.302912</td>\n",
       "      <td>19552</td>\n",
       "      <td>1715</td>\n",
       "      <td>1.644405</td>\n",
       "      <td>0.009132</td>\n",
       "      <td>259.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>0.641274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>POCOLLAY</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((400999.999 8017800.004, 404203.130 8...</td>\n",
       "      <td>11168.0</td>\n",
       "      <td>2845.0</td>\n",
       "      <td>0.254746</td>\n",
       "      <td>11395.0</td>\n",
       "      <td>7288.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.225833</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2.813299</td>\n",
       "      <td>2393</td>\n",
       "      <td>168</td>\n",
       "      <td>0.944194</td>\n",
       "      <td>0.009241</td>\n",
       "      <td>68.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>0.688073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>CALANA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((381787.363 8019300.707, 381943.948 8...</td>\n",
       "      <td>3117.0</td>\n",
       "      <td>943.0</td>\n",
       "      <td>0.302534</td>\n",
       "      <td>3168.0</td>\n",
       "      <td>2445.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.188333</td>\n",
       "      <td>37.0</td>\n",
       "      <td>3.333333</td>\n",
       "      <td>324</td>\n",
       "      <td>19</td>\n",
       "      <td>0.432479</td>\n",
       "      <td>0.006980</td>\n",
       "      <td>26.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.633803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((360747.652 8015409.626, 361610.405 8...</td>\n",
       "      <td>73341.0</td>\n",
       "      <td>12927.0</td>\n",
       "      <td>0.176259</td>\n",
       "      <td>75524.0</td>\n",
       "      <td>42710.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.251944</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.764423</td>\n",
       "      <td>10072</td>\n",
       "      <td>296</td>\n",
       "      <td>0.226073</td>\n",
       "      <td>0.010965</td>\n",
       "      <td>589.0</td>\n",
       "      <td>1363.0</td>\n",
       "      <td>0.698258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TACNA</td>\n",
       "      <td>TACNA</td>\n",
       "      <td>SAMA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((349041.999 8021481.079, 343238.800 8...</td>\n",
       "      <td>1664.0</td>\n",
       "      <td>547.0</td>\n",
       "      <td>0.328726</td>\n",
       "      <td>1712.0</td>\n",
       "      <td>1245.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-70.560000</td>\n",
       "      <td>33.0</td>\n",
       "      <td>3.731343</td>\n",
       "      <td>292</td>\n",
       "      <td>31</td>\n",
       "      <td>1.143432</td>\n",
       "      <td>0.003276</td>\n",
       "      <td>16.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.529412</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>1869</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CIENEGUILLA</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-343748.362 8661618.929, -343394.258...</td>\n",
       "      <td>17886.0</td>\n",
       "      <td>2106.0</td>\n",
       "      <td>0.117746</td>\n",
       "      <td>19579.0</td>\n",
       "      <td>8028.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-76.814167</td>\n",
       "      <td>8.0</td>\n",
       "      <td>11.968607</td>\n",
       "      <td>5945</td>\n",
       "      <td>445</td>\n",
       "      <td>1.313477</td>\n",
       "      <td>0.004599</td>\n",
       "      <td>69.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>0.757042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>ANCON</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-381999.808 8707899.145, -381997.150...</td>\n",
       "      <td>29917.0</td>\n",
       "      <td>2804.0</td>\n",
       "      <td>0.093726</td>\n",
       "      <td>31321.0</td>\n",
       "      <td>11786.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.176389</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.045113</td>\n",
       "      <td>10398</td>\n",
       "      <td>746</td>\n",
       "      <td>1.381812</td>\n",
       "      <td>0.009107</td>\n",
       "      <td>138.0</td>\n",
       "      <td>505.0</td>\n",
       "      <td>0.785381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1871</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>CARABAYLLO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-363244.464 8691189.040, -363108.194...</td>\n",
       "      <td>172172.0</td>\n",
       "      <td>15847.0</td>\n",
       "      <td>0.092042</td>\n",
       "      <td>182900.0</td>\n",
       "      <td>75888.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.026944</td>\n",
       "      <td>31.0</td>\n",
       "      <td>9.366773</td>\n",
       "      <td>59772</td>\n",
       "      <td>3619</td>\n",
       "      <td>1.161094</td>\n",
       "      <td>0.007597</td>\n",
       "      <td>707.0</td>\n",
       "      <td>2670.0</td>\n",
       "      <td>0.790643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>CALLAO</td>\n",
       "      <td>CALLAO</td>\n",
       "      <td>MI PERU</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-386628.885 8677981.108, -386583.047...</td>\n",
       "      <td>24328.0</td>\n",
       "      <td>1877.0</td>\n",
       "      <td>0.077154</td>\n",
       "      <td>24567.0</td>\n",
       "      <td>9010.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.125000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.207688</td>\n",
       "      <td>9665</td>\n",
       "      <td>497</td>\n",
       "      <td>1.231299</td>\n",
       "      <td>0.005078</td>\n",
       "      <td>69.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>0.825758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>LIMA</td>\n",
       "      <td>LIMA</td>\n",
       "      <td>SANTIAGO DE SURCO</td>\n",
       "      <td>IGN</td>\n",
       "      <td>POLYGON ((-368561.546 8652358.871, -368561.118...</td>\n",
       "      <td>219530.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>0.019478</td>\n",
       "      <td>256949.0</td>\n",
       "      <td>43697.0</td>\n",
       "      <td>...</td>\n",
       "      <td>-77.005000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.860552</td>\n",
       "      <td>5184</td>\n",
       "      <td>187</td>\n",
       "      <td>0.044496</td>\n",
       "      <td>0.006906</td>\n",
       "      <td>1543.0</td>\n",
       "      <td>3957.0</td>\n",
       "      <td>0.719455</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1874 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      REGION PROVINCIA                              DISTRITO INSTITUCIO  \\\n",
       "0      TACNA     TACNA  CORONEL GREGORIO ALBARRACIN LANCHIPA        IGN   \n",
       "1      TACNA     TACNA                              POCOLLAY        IGN   \n",
       "2      TACNA     TACNA                                CALANA        IGN   \n",
       "3      TACNA     TACNA                                 TACNA        IGN   \n",
       "4      TACNA     TACNA                                  SAMA        IGN   \n",
       "...      ...       ...                                   ...        ...   \n",
       "1869    LIMA      LIMA                           CIENEGUILLA        IGN   \n",
       "1870    LIMA      LIMA                                 ANCON        IGN   \n",
       "1871    LIMA      LIMA                            CARABAYLLO        IGN   \n",
       "1872  CALLAO    CALLAO                               MI PERU        IGN   \n",
       "1873    LIMA      LIMA                     SANTIAGO DE SURCO        IGN   \n",
       "\n",
       "                                               geometry  Pre1_Todo  Pre1_PL  \\\n",
       "0     POLYGON ((375786.764 7995151.165, 375737.244 7...    59715.0  19737.0   \n",
       "1     POLYGON ((400999.999 8017800.004, 404203.130 8...    11168.0   2845.0   \n",
       "2     POLYGON ((381787.363 8019300.707, 381943.948 8...     3117.0    943.0   \n",
       "3     POLYGON ((360747.652 8015409.626, 361610.405 8...    73341.0  12927.0   \n",
       "4     POLYGON ((349041.999 8021481.079, 343238.800 8...     1664.0    547.0   \n",
       "...                                                 ...        ...      ...   \n",
       "1869  POLYGON ((-343748.362 8661618.929, -343394.258...    17886.0   2106.0   \n",
       "1870  POLYGON ((-381999.808 8707899.145, -381997.150...    29917.0   2804.0   \n",
       "1871  POLYGON ((-363244.464 8691189.040, -363108.194...   172172.0  15847.0   \n",
       "1872  POLYGON ((-386628.885 8677981.108, -386583.047...    24328.0   1877.0   \n",
       "1873  POLYGON ((-368561.546 8652358.871, -368561.118...   219530.0   4276.0   \n",
       "\n",
       "      Pre1_PLprp  Pre2_Todo  Pre2_PL  ...   longitud  num_CPs  DesnC5_por  \\\n",
       "0       0.330520    60692.0  43703.0  ... -70.251667     32.0    3.302912   \n",
       "1       0.254746    11395.0   7288.0  ... -70.225833     13.0    2.813299   \n",
       "2       0.302534     3168.0   2445.0  ... -70.188333     37.0    3.333333   \n",
       "3       0.176259    75524.0  42710.0  ... -70.251944     18.0    2.764423   \n",
       "4       0.328726     1712.0   1245.0  ... -70.560000     33.0    3.731343   \n",
       "...          ...        ...      ...  ...        ...      ...         ...   \n",
       "1869    0.117746    19579.0   8028.0  ... -76.814167      8.0   11.968607   \n",
       "1870    0.093726    31321.0  11786.0  ... -77.176389      1.0    8.045113   \n",
       "1871    0.092042   182900.0  75888.0  ... -77.026944     31.0    9.366773   \n",
       "1872    0.077154    24567.0   9010.0  ... -77.125000      1.0    7.207688   \n",
       "1873    0.019478   256949.0  43697.0  ... -77.005000      1.0    6.860552   \n",
       "\n",
       "      numPobres  numPobresX  PobrezaX  Disca_Prp  preCovid  postCovid  \\\n",
       "0         19552        1715  1.644405   0.009132     259.0      463.0   \n",
       "1          2393         168  0.944194   0.009241      68.0      150.0   \n",
       "2           324          19  0.432479   0.006980      26.0       45.0   \n",
       "3         10072         296  0.226073   0.010965     589.0     1363.0   \n",
       "4           292          31  1.143432   0.003276      16.0       18.0   \n",
       "...         ...         ...       ...        ...       ...        ...   \n",
       "1869       5945         445  1.313477   0.004599      69.0      215.0   \n",
       "1870      10398         746  1.381812   0.009107     138.0      505.0   \n",
       "1871      59772        3619  1.161094   0.007597     707.0     2670.0   \n",
       "1872       9665         497  1.231299   0.005078      69.0      327.0   \n",
       "1873       5184         187  0.044496   0.006906    1543.0     3957.0   \n",
       "\n",
       "      covidShare  \n",
       "0       0.641274  \n",
       "1       0.688073  \n",
       "2       0.633803  \n",
       "3       0.698258  \n",
       "4       0.529412  \n",
       "...          ...  \n",
       "1869    0.757042  \n",
       "1870    0.785381  \n",
       "1871    0.790643  \n",
       "1872    0.825758  \n",
       "1873    0.719455  \n",
       "\n",
       "[1874 rows x 38 columns]"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "midisceplanmap_repro_shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d456d9e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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