MonthlyStudio.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import datetime\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "bornmonth=pd.read_csv(\"Movimiento Natural de la Población Nacimientos.csv\", sep=';', decimal=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Comunidades y Ciudades Autónomas', 'Periodo', 'Total'], dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Comunidades y Ciudades Autónomas    object\n",
       "Periodo                             object\n",
       "Total                               object\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_26492\\4275167329.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  bornmonth['Total']=bornmonth['Total'].str.replace(\".\", \"\")\n"
     ]
    }
   ],
   "source": [
    "bornmonth['Total']=bornmonth['Total'].str.replace(\".\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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",
       "\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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>01 Andalucía</td>\n",
       "      <td>2007M03</td>\n",
       "      <td>7951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8092</th>\n",
       "      <td>14 Murcia, Región de</td>\n",
       "      <td>2005M08</td>\n",
       "      <td>1489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7521</th>\n",
       "      <td>13 Madrid, Comunidad de</td>\n",
       "      <td>2006M03</td>\n",
       "      <td>6114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3977</th>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>2019M07</td>\n",
       "      <td>1294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7873</th>\n",
       "      <td>13 Madrid, Comunidad de</td>\n",
       "      <td>1976M11</td>\n",
       "      <td>7087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1961</th>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>1999M07</td>\n",
       "      <td>549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Total</td>\n",
       "      <td>2004M06</td>\n",
       "      <td>37001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>2021M02</td>\n",
       "      <td>682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8767</th>\n",
       "      <td>15 Navarra, Comunidad Foral de</td>\n",
       "      <td>1996M05</td>\n",
       "      <td>407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1633</th>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>1979M11</td>\n",
       "      <td>1140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1589</th>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>1983M07</td>\n",
       "      <td>1154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10801</th>\n",
       "      <td>19 Melilla</td>\n",
       "      <td>2014M11</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2774</th>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>1978M10</td>\n",
       "      <td>879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4165</th>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>2003M11</td>\n",
       "      <td>1403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8965</th>\n",
       "      <td>15 Navarra, Comunidad Foral de</td>\n",
       "      <td>1979M11</td>\n",
       "      <td>526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6981</th>\n",
       "      <td>12 Galicia</td>\n",
       "      <td>2004M03</td>\n",
       "      <td>1667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1361</th>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>2002M07</td>\n",
       "      <td>875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11337</th>\n",
       "      <td>No residente</td>\n",
       "      <td>2017M03</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4423</th>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>1982M05</td>\n",
       "      <td>2719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8046</th>\n",
       "      <td>14 Murcia, Región de</td>\n",
       "      <td>2009M06</td>\n",
       "      <td>1439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Comunidades y Ciudades Autónomas  Periodo  Total\n",
       "741                       01 Andalucía  2007M03   7951\n",
       "8092              14 Murcia, Región de  2005M08   1489\n",
       "7521           13 Madrid, Comunidad de  2006M03   6114\n",
       "3977                07 Castilla y León  2019M07   1294\n",
       "7873           13 Madrid, Comunidad de  1976M11   7087\n",
       "1961        03 Asturias, Principado de  1999M07    549\n",
       "210                              Total  2004M06  37001\n",
       "1138                         02 Aragón  2021M02    682\n",
       "8767    15 Navarra, Comunidad Foral de  1996M05    407\n",
       "1633                         02 Aragón  1979M11   1140\n",
       "1589                         02 Aragón  1983M07   1154\n",
       "10801                       19 Melilla  2014M11    143\n",
       "2774                 04 Balears, Illes  1978M10    879\n",
       "4165                07 Castilla y León  2003M11   1403\n",
       "8965    15 Navarra, Comunidad Foral de  1979M11    526\n",
       "6981                        12 Galicia  2004M03   1667\n",
       "1361                         02 Aragón  2002M07    875\n",
       "11337                     No residente  2017M03    143\n",
       "4423                07 Castilla y León  1982M05   2719\n",
       "8046              14 Murcia, Región de  2009M06   1439"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "bornmonth['Total']=bornmonth['Total'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Total', '01 Andalucía', '02 Aragón', '03 Asturias, Principado de',\n",
       "       '04 Balears, Illes', '05 Canarias', '06 Cantabria',\n",
       "       '07 Castilla y León', '08 Castilla - La Mancha', '09 Cataluña',\n",
       "       '10 Comunitat Valenciana', '11 Extremadura', '12 Galicia',\n",
       "       '13 Madrid, Comunidad de', '14 Murcia, Región de',\n",
       "       '15 Navarra, Comunidad Foral de', '16 País Vasco', '17 Rioja, La',\n",
       "       '18 Ceuta', '19 Melilla', 'No residente'], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth['Comunidades y Ciudades Autónomas'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "bornmonth['Periodo'] = bornmonth['Periodo'].str[-2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Total</td>\n",
       "      <td>12</td>\n",
       "      <td>28574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Total</td>\n",
       "      <td>11</td>\n",
       "      <td>28452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Total</td>\n",
       "      <td>10</td>\n",
       "      <td>30135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Total</td>\n",
       "      <td>09</td>\n",
       "      <td>30229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Total</td>\n",
       "      <td>08</td>\n",
       "      <td>29640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Total</td>\n",
       "      <td>07</td>\n",
       "      <td>30538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Total</td>\n",
       "      <td>06</td>\n",
       "      <td>27546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Total</td>\n",
       "      <td>05</td>\n",
       "      <td>27616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Total</td>\n",
       "      <td>04</td>\n",
       "      <td>27315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Total</td>\n",
       "      <td>03</td>\n",
       "      <td>29020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Total</td>\n",
       "      <td>02</td>\n",
       "      <td>24413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Total</td>\n",
       "      <td>01</td>\n",
       "      <td>23902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Total</td>\n",
       "      <td>12</td>\n",
       "      <td>23490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Total</td>\n",
       "      <td>11</td>\n",
       "      <td>26765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Total</td>\n",
       "      <td>10</td>\n",
       "      <td>30296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Total</td>\n",
       "      <td>09</td>\n",
       "      <td>30318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Total</td>\n",
       "      <td>08</td>\n",
       "      <td>29647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Total</td>\n",
       "      <td>07</td>\n",
       "      <td>30058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Total</td>\n",
       "      <td>06</td>\n",
       "      <td>28255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Total</td>\n",
       "      <td>05</td>\n",
       "      <td>28499</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Comunidades y Ciudades Autónomas Periodo  Total\n",
       "0                             Total      12  28574\n",
       "1                             Total      11  28452\n",
       "2                             Total      10  30135\n",
       "3                             Total      09  30229\n",
       "4                             Total      08  29640\n",
       "5                             Total      07  30538\n",
       "6                             Total      06  27546\n",
       "7                             Total      05  27616\n",
       "8                             Total      04  27315\n",
       "9                             Total      03  29020\n",
       "10                            Total      02  24413\n",
       "11                            Total      01  23902\n",
       "12                            Total      12  23490\n",
       "13                            Total      11  26765\n",
       "14                            Total      10  30296\n",
       "15                            Total      09  30318\n",
       "16                            Total      08  29647\n",
       "17                            Total      07  30058\n",
       "18                            Total      06  28255\n",
       "19                            Total      05  28499"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#bornmonth['Total'] = bornmonth['Total'].astype(int).astype(str)\n",
    "#bornmonth['Total'] = bornmonth['Total'].str.replace('.000', '', regex=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(bornmonth[bornmonth['Comunidades y Ciudades Autónomas']=='19 Melilla'])[\"Total\"].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>Comunidades y Ciudades Autónomas</th>\n",
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       "      <th>Total</th>\n",
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       "      <th>194</th>\n",
       "      <td>Total</td>\n",
       "      <td>10</td>\n",
       "      <td>40176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3515</th>\n",
       "      <td>06 Cantabria</td>\n",
       "      <td>01</td>\n",
       "      <td>409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9040</th>\n",
       "      <td>16 País Vasco</td>\n",
       "      <td>08</td>\n",
       "      <td>1321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8653</th>\n",
       "      <td>15 Navarra, Comunidad Foral de</td>\n",
       "      <td>11</td>\n",
       "      <td>493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2534</th>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>10</td>\n",
       "      <td>760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10689</th>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>03</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3421</th>\n",
       "      <td>06 Cantabria</td>\n",
       "      <td>11</td>\n",
       "      <td>317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>09</td>\n",
       "      <td>993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1865</th>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>07</td>\n",
       "      <td>703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8078</th>\n",
       "      <td>14 Murcia, Región de</td>\n",
       "      <td>10</td>\n",
       "      <td>1662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8977</th>\n",
       "      <td>15 Navarra, Comunidad Foral de</td>\n",
       "      <td>11</td>\n",
       "      <td>571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11559</th>\n",
       "      <td>No residente</td>\n",
       "      <td>09</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2605</th>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>11</td>\n",
       "      <td>688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4171</th>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>05</td>\n",
       "      <td>1706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6707</th>\n",
       "      <td>11 Extremadura</td>\n",
       "      <td>01</td>\n",
       "      <td>1328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1934</th>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>10</td>\n",
       "      <td>573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6718</th>\n",
       "      <td>11 Extremadura</td>\n",
       "      <td>02</td>\n",
       "      <td>1164</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9699</th>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>09</td>\n",
       "      <td>253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2224</th>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>08</td>\n",
       "      <td>1509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4603</th>\n",
       "      <td>08 Castilla - La Mancha</td>\n",
       "      <td>05</td>\n",
       "      <td>1507</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Comunidades y Ciudades Autónomas Periodo  Total\n",
       "194                              Total      10  40176\n",
       "3515                      06 Cantabria      01    409\n",
       "9040                     16 País Vasco      08   1321\n",
       "8653    15 Navarra, Comunidad Foral de      11    493\n",
       "2534                 04 Balears, Illes      10    760\n",
       "10689                         18 Ceuta      03    102\n",
       "3421                      06 Cantabria      11    317\n",
       "1203                         02 Aragón      09    993\n",
       "1865        03 Asturias, Principado de      07    703\n",
       "8078              14 Murcia, Región de      10   1662\n",
       "8977    15 Navarra, Comunidad Foral de      11    571\n",
       "11559                     No residente      09     68\n",
       "2605                 04 Balears, Illes      11    688\n",
       "4171                07 Castilla y León      05   1706\n",
       "6707                    11 Extremadura      01   1328\n",
       "1934        03 Asturias, Principado de      10    573\n",
       "6718                    11 Extremadura      02   1164\n",
       "9699                      17 Rioja, La      09    253\n",
       "2224        03 Asturias, Principado de      08   1509\n",
       "4603           08 Castilla - La Mancha      05   1507"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Comunidades y Ciudades Autónomas    object\n",
       "Periodo                             object\n",
       "Total                                int32\n",
       "dtype: object"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10965</th>\n",
       "      <td>19 Melilla</td>\n",
       "      <td>03</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10316</th>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>04</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10167</th>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>09</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>01 Andalucía</td>\n",
       "      <td>01</td>\n",
       "      <td>7868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9979</th>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>05</td>\n",
       "      <td>203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1695</th>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>09</td>\n",
       "      <td>455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6466</th>\n",
       "      <td>11 Extremadura</td>\n",
       "      <td>02</td>\n",
       "      <td>836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2910</th>\n",
       "      <td>05 Canarias</td>\n",
       "      <td>06</td>\n",
       "      <td>1342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9272</th>\n",
       "      <td>16 País Vasco</td>\n",
       "      <td>04</td>\n",
       "      <td>1472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7216</th>\n",
       "      <td>12 Galicia</td>\n",
       "      <td>08</td>\n",
       "      <td>2592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6851</th>\n",
       "      <td>12 Galicia</td>\n",
       "      <td>01</td>\n",
       "      <td>1647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6582</th>\n",
       "      <td>11 Extremadura</td>\n",
       "      <td>06</td>\n",
       "      <td>1110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11414</th>\n",
       "      <td>No residente</td>\n",
       "      <td>10</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5853</th>\n",
       "      <td>10 Comunitat Valenciana</td>\n",
       "      <td>03</td>\n",
       "      <td>3931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10137</th>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>03</td>\n",
       "      <td>339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6162</th>\n",
       "      <td>10 Comunitat Valenciana</td>\n",
       "      <td>06</td>\n",
       "      <td>5670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7828</th>\n",
       "      <td>13 Madrid, Comunidad de</td>\n",
       "      <td>08</td>\n",
       "      <td>5973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7146</th>\n",
       "      <td>12 Galicia</td>\n",
       "      <td>06</td>\n",
       "      <td>1721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10104</th>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>12</td>\n",
       "      <td>252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8316</th>\n",
       "      <td>14 Murcia, Región de</td>\n",
       "      <td>12</td>\n",
       "      <td>1193</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Comunidades y Ciudades Autónomas Periodo  Total\n",
       "10965                       19 Melilla      03    103\n",
       "10316                         18 Ceuta      04     92\n",
       "10167                         18 Ceuta      09     78\n",
       "983                       01 Andalucía      01   7868\n",
       "9979                      17 Rioja, La      05    203\n",
       "1695        03 Asturias, Principado de      09    455\n",
       "6466                    11 Extremadura      02    836\n",
       "2910                       05 Canarias      06   1342\n",
       "9272                     16 País Vasco      04   1472\n",
       "7216                        12 Galicia      08   2592\n",
       "6851                        12 Galicia      01   1647\n",
       "6582                    11 Extremadura      06   1110\n",
       "11414                     No residente      10    125\n",
       "5853           10 Comunitat Valenciana      03   3931\n",
       "10137                     17 Rioja, La      03    339\n",
       "6162           10 Comunitat Valenciana      06   5670\n",
       "7828           13 Madrid, Comunidad de      08   5973\n",
       "7146                        12 Galicia      06   1721\n",
       "10104                     17 Rioja, La      12    252\n",
       "8316              14 Murcia, Región de      12   1193"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "totborn=bornmonth[bornmonth['Comunidades y Ciudades Autónomas']==\"Total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_26492\\3060777255.py:1: 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",
      "  totborn.drop('Comunidades y Ciudades Autónomas', axis=1, inplace=True)\n"
     ]
    }
   ],
   "source": [
    "totborn.drop('Comunidades y Ciudades Autónomas', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>06</td>\n",
       "      <td>30658</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Periodo  Total\n",
       "330      06  30658"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totborn.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>01</td>\n",
       "      <td>40552</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Periodo  Total\n",
       "143      01  40552"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totborn.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_26492\\1869604183.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  grouped_df = totborn.groupby(totborn['Periodo'])['Periodo','Total'].sum()\n",
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_26492\\1869604183.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
      "  grouped_df = totborn.groupby(totborn['Periodo'])['Periodo','Total'].sum()\n"
     ]
    }
   ],
   "source": [
    "grouped_df = totborn.groupby(totborn['Periodo'])['Periodo','Total'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>1772130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>1615716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>1790016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>1749595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>1838647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>1744676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>1833934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>1799173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1819867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1822393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1717620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1735040</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Total\n",
       "Periodo         \n",
       "01       1772130\n",
       "02       1615716\n",
       "03       1790016\n",
       "04       1749595\n",
       "05       1838647\n",
       "06       1744676\n",
       "07       1833934\n",
       "08       1799173\n",
       "09       1819867\n",
       "10       1822393\n",
       "11       1717620\n",
       "12       1735040"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_df.head(12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(grouped_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "month_days = pd.Series({\n",
    "    '01': 31,\n",
    "    '02': 28.25,\n",
    "    '03': 31,\n",
    "    '04': 30,\n",
    "    '05': 31,\n",
    "    '06': 30,\n",
    "    '07': 31,\n",
    "    '08': 31,\n",
    "    '09': 30,\n",
    "    '10': 31,\n",
    "    '11': 30,\n",
    "    '12': 31\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_df['Total'] = grouped_df.apply(lambda x: x['Total'] / month_days[x.name], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>57165.483871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>57193.486726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>57742.451613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>58319.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>59311.193548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>58155.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>59159.161290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>58037.838710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>60662.233333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>58786.870968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>57254.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>55969.032258</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Total\n",
       "Periodo              \n",
       "01       57165.483871\n",
       "02       57193.486726\n",
       "03       57742.451613\n",
       "04       58319.833333\n",
       "05       59311.193548\n",
       "06       58155.866667\n",
       "07       59159.161290\n",
       "08       58037.838710\n",
       "09       60662.233333\n",
       "10       58786.870968\n",
       "11       57254.000000\n",
       "12       55969.032258"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_df.to_csv(\"Monthborn.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthrate=grouped_df.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "monthrate['Total'] = monthrate.apply(lambda x: x['Total'] / monthrate.Total.max(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.942357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.942819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.951868</td>\n",
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       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.961386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>0.977728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>0.958683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>0.975222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.956738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.969085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.943816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.922634</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Total\n",
       "Periodo          \n",
       "01       0.942357\n",
       "02       0.942819\n",
       "03       0.951868\n",
       "04       0.961386\n",
       "05       0.977728\n",
       "06       0.958683\n",
       "07       0.975222\n",
       "08       0.956738\n",
       "09       1.000000\n",
       "10       0.969085\n",
       "11       0.943816\n",
       "12       0.922634"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "monthrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "ccaa=['01 Andalucía', '02 Aragón', '03 Asturias, Principado de',\n",
    "       '04 Balears, Illes','06 Cantabria',\n",
    "       '07 Castilla y León', '08 Castilla - La Mancha', '09 Cataluña',\n",
    "       '10 Comunitat Valenciana', '11 Extremadura', '12 Galicia',\n",
    "       '13 Madrid, Comunidad de', '14 Murcia, Región de',\n",
    "       '15 Navarra, Comunidad Foral de', '16 País Vasco', '17 Rioja, La',\n",
    "       ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(ccaa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4011</th>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>09</td>\n",
       "      <td>1475</td>\n",
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       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "     Comunidades y Ciudades Autónomas Periodo  Total\n",
       "4011               07 Castilla y León      09   1475"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bornmonth.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "ccaamonth=bornmonth.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "ccaamonth=bornmonth.groupby([\"Periodo\", \"Comunidades y Ciudades Autónomas\"])[\"Total\"].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
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       "      <td>01</td>\n",
       "      <td>01 Andalucía</td>\n",
       "      <td>361299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01</td>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>45233</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01</td>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>34304</td>\n",
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       "      <th>3</th>\n",
       "      <td>01</td>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>39334</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01</td>\n",
       "      <td>05 Canarias</td>\n",
       "      <td>77302</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>01</td>\n",
       "      <td>06 Cantabria</td>\n",
       "      <td>20386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>01</td>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>83368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>01</td>\n",
       "      <td>08 Castilla - La Mancha</td>\n",
       "      <td>74614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>01</td>\n",
       "      <td>09 Cataluña</td>\n",
       "      <td>279596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>01</td>\n",
       "      <td>10 Comunitat Valenciana</td>\n",
       "      <td>184454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>01</td>\n",
       "      <td>11 Extremadura</td>\n",
       "      <td>45386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>01</td>\n",
       "      <td>12 Galicia</td>\n",
       "      <td>96967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>01</td>\n",
       "      <td>13 Madrid, Comunidad de</td>\n",
       "      <td>240539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>01</td>\n",
       "      <td>14 Murcia, Región de</td>\n",
       "      <td>62522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>01</td>\n",
       "      <td>15 Navarra, Comunidad Foral de</td>\n",
       "      <td>22859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>01</td>\n",
       "      <td>16 País Vasco</td>\n",
       "      <td>81269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>01</td>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>10652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>01</td>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>4233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>01</td>\n",
       "      <td>19 Melilla</td>\n",
       "      <td>4287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>01</td>\n",
       "      <td>No residente</td>\n",
       "      <td>3568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>01</td>\n",
       "      <td>Total</td>\n",
       "      <td>1772130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>02</td>\n",
       "      <td>01 Andalucía</td>\n",
       "      <td>326770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>02</td>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>41992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>02</td>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>31605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>02</td>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>35049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>02</td>\n",
       "      <td>05 Canarias</td>\n",
       "      <td>69433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>02</td>\n",
       "      <td>06 Cantabria</td>\n",
       "      <td>18648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>02</td>\n",
       "      <td>07 Castilla y León</td>\n",
       "      <td>77436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>02</td>\n",
       "      <td>08 Castilla - La Mancha</td>\n",
       "      <td>69525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>02</td>\n",
       "      <td>09 Cataluña</td>\n",
       "      <td>254364</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Periodo Comunidades y Ciudades Autónomas    Total\n",
       "0       01                     01 Andalucía   361299\n",
       "1       01                        02 Aragón    45233\n",
       "2       01       03 Asturias, Principado de    34304\n",
       "3       01                04 Balears, Illes    39334\n",
       "4       01                      05 Canarias    77302\n",
       "5       01                     06 Cantabria    20386\n",
       "6       01               07 Castilla y León    83368\n",
       "7       01          08 Castilla - La Mancha    74614\n",
       "8       01                      09 Cataluña   279596\n",
       "9       01          10 Comunitat Valenciana   184454\n",
       "10      01                   11 Extremadura    45386\n",
       "11      01                       12 Galicia    96967\n",
       "12      01          13 Madrid, Comunidad de   240539\n",
       "13      01             14 Murcia, Región de    62522\n",
       "14      01   15 Navarra, Comunidad Foral de    22859\n",
       "15      01                    16 País Vasco    81269\n",
       "16      01                     17 Rioja, La    10652\n",
       "17      01                         18 Ceuta     4233\n",
       "18      01                       19 Melilla     4287\n",
       "19      01                     No residente     3568\n",
       "20      01                            Total  1772130\n",
       "21      02                     01 Andalucía   326770\n",
       "22      02                        02 Aragón    41992\n",
       "23      02       03 Asturias, Principado de    31605\n",
       "24      02                04 Balears, Illes    35049\n",
       "25      02                      05 Canarias    69433\n",
       "26      02                     06 Cantabria    18648\n",
       "27      02               07 Castilla y León    77436\n",
       "28      02          08 Castilla - La Mancha    69525\n",
       "29      02                      09 Cataluña   254364"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ccaamonth.head(30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "prueba=ccaamonth.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "prueba=prueba.pivot_table(values=\"Total\", index=prueba.Periodo, columns='Comunidades y Ciudades Autónomas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>18 Ceuta</th>\n",
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       "      <th>Total</th>\n",
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       "    <tr>\n",
       "      <th>Periodo</th>\n",
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       "      <td>361299</td>\n",
       "      <td>45233</td>\n",
       "      <td>34304</td>\n",
       "      <td>39334</td>\n",
       "      <td>77302</td>\n",
       "      <td>20386</td>\n",
       "      <td>83368</td>\n",
       "      <td>74614</td>\n",
       "      <td>279596</td>\n",
       "      <td>184454</td>\n",
       "      <td>...</td>\n",
       "      <td>96967</td>\n",
       "      <td>240539</td>\n",
       "      <td>62522</td>\n",
       "      <td>22859</td>\n",
       "      <td>81269</td>\n",
       "      <td>10652</td>\n",
       "      <td>4233</td>\n",
       "      <td>4287</td>\n",
       "      <td>3568</td>\n",
       "      <td>1772130</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                      361299      45233   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                     34304   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  05 Canarias  \\\n",
       "Periodo                                                            \n",
       "01                                            39334        77302   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  06 Cantabria  07 Castilla y León  \\\n",
       "Periodo                                                              \n",
       "01                                       20386               83368   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  08 Castilla - La Mancha  09 Cataluña  \\\n",
       "Periodo                                                                  \n",
       "01                                                  74614       279596   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  10 Comunitat Valenciana  ...  12 Galicia  \\\n",
       "Periodo                                                    ...               \n",
       "01                                                 184454  ...       96967   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                                 240539   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                               62522   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                         22859   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  18 Ceuta  \\\n",
       "Periodo                                                                   \n",
       "01                                        81269         10652      4233   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  19 Melilla  No residente    Total  \n",
       "Periodo                                                              \n",
       "01                                      4287          3568  1772130  \n",
       "\n",
       "[1 rows x 21 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prueba.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "prueba.drop([\"05 Canarias\", '18 Ceuta', '19 Melilla', 'No residente', 'Total'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
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       "      <td>34794</td>\n",
       "      <td>41237</td>\n",
       "      <td>21011</td>\n",
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       "      <td>45617</td>\n",
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      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "10                                      374852      46132   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "10                                                     34794   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "10                                            41237         21011   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "10                                             85609                    77062   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "10                                     282772                   190167   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "10                                         45617       99066   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "10                                                 248390   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "10                                               65605   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "10                                                         23050   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "10                                        81475         10810  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prueba.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Comunidades y Ciudades Autónomas</th>\n",
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       "      <th>02 Aragón</th>\n",
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       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
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       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>361299</td>\n",
       "      <td>45233</td>\n",
       "      <td>34304</td>\n",
       "      <td>39334</td>\n",
       "      <td>20386</td>\n",
       "      <td>83368</td>\n",
       "      <td>74614</td>\n",
       "      <td>279596</td>\n",
       "      <td>184454</td>\n",
       "      <td>45386</td>\n",
       "      <td>96967</td>\n",
       "      <td>240539</td>\n",
       "      <td>62522</td>\n",
       "      <td>22859</td>\n",
       "      <td>81269</td>\n",
       "      <td>10652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>326770</td>\n",
       "      <td>41992</td>\n",
       "      <td>31605</td>\n",
       "      <td>35049</td>\n",
       "      <td>18648</td>\n",
       "      <td>77436</td>\n",
       "      <td>69525</td>\n",
       "      <td>254364</td>\n",
       "      <td>167590</td>\n",
       "      <td>41459</td>\n",
       "      <td>86843</td>\n",
       "      <td>221538</td>\n",
       "      <td>56265</td>\n",
       "      <td>21071</td>\n",
       "      <td>75489</td>\n",
       "      <td>10053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>358154</td>\n",
       "      <td>46275</td>\n",
       "      <td>35339</td>\n",
       "      <td>38085</td>\n",
       "      <td>20760</td>\n",
       "      <td>88573</td>\n",
       "      <td>77776</td>\n",
       "      <td>280445</td>\n",
       "      <td>183832</td>\n",
       "      <td>45481</td>\n",
       "      <td>96779</td>\n",
       "      <td>250636</td>\n",
       "      <td>61123</td>\n",
       "      <td>24062</td>\n",
       "      <td>84900</td>\n",
       "      <td>11163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>344421</td>\n",
       "      <td>45537</td>\n",
       "      <td>34831</td>\n",
       "      <td>36665</td>\n",
       "      <td>20330</td>\n",
       "      <td>88842</td>\n",
       "      <td>77397</td>\n",
       "      <td>269975</td>\n",
       "      <td>175637</td>\n",
       "      <td>45274</td>\n",
       "      <td>96220</td>\n",
       "      <td>253299</td>\n",
       "      <td>58681</td>\n",
       "      <td>24183</td>\n",
       "      <td>84043</td>\n",
       "      <td>11168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>357472</td>\n",
       "      <td>48572</td>\n",
       "      <td>36676</td>\n",
       "      <td>37419</td>\n",
       "      <td>21604</td>\n",
       "      <td>94649</td>\n",
       "      <td>81749</td>\n",
       "      <td>288178</td>\n",
       "      <td>181015</td>\n",
       "      <td>48250</td>\n",
       "      <td>100557</td>\n",
       "      <td>270536</td>\n",
       "      <td>59228</td>\n",
       "      <td>25177</td>\n",
       "      <td>90098</td>\n",
       "      <td>11852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>341884</td>\n",
       "      <td>46356</td>\n",
       "      <td>33936</td>\n",
       "      <td>36435</td>\n",
       "      <td>20486</td>\n",
       "      <td>89825</td>\n",
       "      <td>79408</td>\n",
       "      <td>271027</td>\n",
       "      <td>173171</td>\n",
       "      <td>45941</td>\n",
       "      <td>93686</td>\n",
       "      <td>254424</td>\n",
       "      <td>57442</td>\n",
       "      <td>24077</td>\n",
       "      <td>82122</td>\n",
       "      <td>11318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>367884</td>\n",
       "      <td>48792</td>\n",
       "      <td>35599</td>\n",
       "      <td>39276</td>\n",
       "      <td>21435</td>\n",
       "      <td>91729</td>\n",
       "      <td>82359</td>\n",
       "      <td>286026</td>\n",
       "      <td>185476</td>\n",
       "      <td>47595</td>\n",
       "      <td>97665</td>\n",
       "      <td>259171</td>\n",
       "      <td>62510</td>\n",
       "      <td>24263</td>\n",
       "      <td>84046</td>\n",
       "      <td>11357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>366530</td>\n",
       "      <td>46873</td>\n",
       "      <td>35049</td>\n",
       "      <td>39834</td>\n",
       "      <td>21542</td>\n",
       "      <td>88028</td>\n",
       "      <td>79666</td>\n",
       "      <td>276996</td>\n",
       "      <td>185107</td>\n",
       "      <td>45957</td>\n",
       "      <td>97012</td>\n",
       "      <td>246238</td>\n",
       "      <td>62577</td>\n",
       "      <td>23787</td>\n",
       "      <td>82061</td>\n",
       "      <td>11087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>375121</td>\n",
       "      <td>46515</td>\n",
       "      <td>34278</td>\n",
       "      <td>40792</td>\n",
       "      <td>20930</td>\n",
       "      <td>86355</td>\n",
       "      <td>78356</td>\n",
       "      <td>283089</td>\n",
       "      <td>188663</td>\n",
       "      <td>45981</td>\n",
       "      <td>98867</td>\n",
       "      <td>246998</td>\n",
       "      <td>65529</td>\n",
       "      <td>23284</td>\n",
       "      <td>81308</td>\n",
       "      <td>10853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>374852</td>\n",
       "      <td>46132</td>\n",
       "      <td>34794</td>\n",
       "      <td>41237</td>\n",
       "      <td>21011</td>\n",
       "      <td>85609</td>\n",
       "      <td>77062</td>\n",
       "      <td>282772</td>\n",
       "      <td>190167</td>\n",
       "      <td>45617</td>\n",
       "      <td>99066</td>\n",
       "      <td>248390</td>\n",
       "      <td>65605</td>\n",
       "      <td>23050</td>\n",
       "      <td>81475</td>\n",
       "      <td>10810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>353507</td>\n",
       "      <td>43901</td>\n",
       "      <td>32981</td>\n",
       "      <td>38892</td>\n",
       "      <td>19887</td>\n",
       "      <td>79320</td>\n",
       "      <td>72002</td>\n",
       "      <td>267759</td>\n",
       "      <td>178729</td>\n",
       "      <td>43096</td>\n",
       "      <td>93382</td>\n",
       "      <td>233348</td>\n",
       "      <td>61983</td>\n",
       "      <td>21675</td>\n",
       "      <td>77160</td>\n",
       "      <td>10406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>356907</td>\n",
       "      <td>44098</td>\n",
       "      <td>33606</td>\n",
       "      <td>38622</td>\n",
       "      <td>20199</td>\n",
       "      <td>81041</td>\n",
       "      <td>72521</td>\n",
       "      <td>270362</td>\n",
       "      <td>181982</td>\n",
       "      <td>43936</td>\n",
       "      <td>93948</td>\n",
       "      <td>236865</td>\n",
       "      <td>62414</td>\n",
       "      <td>21523</td>\n",
       "      <td>77732</td>\n",
       "      <td>10648</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                      361299      45233   \n",
       "02                                      326770      41992   \n",
       "03                                      358154      46275   \n",
       "04                                      344421      45537   \n",
       "05                                      357472      48572   \n",
       "06                                      341884      46356   \n",
       "07                                      367884      48792   \n",
       "08                                      366530      46873   \n",
       "09                                      375121      46515   \n",
       "10                                      374852      46132   \n",
       "11                                      353507      43901   \n",
       "12                                      356907      44098   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                     34304   \n",
       "02                                                     31605   \n",
       "03                                                     35339   \n",
       "04                                                     34831   \n",
       "05                                                     36676   \n",
       "06                                                     33936   \n",
       "07                                                     35599   \n",
       "08                                                     35049   \n",
       "09                                                     34278   \n",
       "10                                                     34794   \n",
       "11                                                     32981   \n",
       "12                                                     33606   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                            39334         20386   \n",
       "02                                            35049         18648   \n",
       "03                                            38085         20760   \n",
       "04                                            36665         20330   \n",
       "05                                            37419         21604   \n",
       "06                                            36435         20486   \n",
       "07                                            39276         21435   \n",
       "08                                            39834         21542   \n",
       "09                                            40792         20930   \n",
       "10                                            41237         21011   \n",
       "11                                            38892         19887   \n",
       "12                                            38622         20199   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                             83368                    74614   \n",
       "02                                             77436                    69525   \n",
       "03                                             88573                    77776   \n",
       "04                                             88842                    77397   \n",
       "05                                             94649                    81749   \n",
       "06                                             89825                    79408   \n",
       "07                                             91729                    82359   \n",
       "08                                             88028                    79666   \n",
       "09                                             86355                    78356   \n",
       "10                                             85609                    77062   \n",
       "11                                             79320                    72002   \n",
       "12                                             81041                    72521   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                     279596                   184454   \n",
       "02                                     254364                   167590   \n",
       "03                                     280445                   183832   \n",
       "04                                     269975                   175637   \n",
       "05                                     288178                   181015   \n",
       "06                                     271027                   173171   \n",
       "07                                     286026                   185476   \n",
       "08                                     276996                   185107   \n",
       "09                                     283089                   188663   \n",
       "10                                     282772                   190167   \n",
       "11                                     267759                   178729   \n",
       "12                                     270362                   181982   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                         45386       96967   \n",
       "02                                         41459       86843   \n",
       "03                                         45481       96779   \n",
       "04                                         45274       96220   \n",
       "05                                         48250      100557   \n",
       "06                                         45941       93686   \n",
       "07                                         47595       97665   \n",
       "08                                         45957       97012   \n",
       "09                                         45981       98867   \n",
       "10                                         45617       99066   \n",
       "11                                         43096       93382   \n",
       "12                                         43936       93948   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                                 240539   \n",
       "02                                                 221538   \n",
       "03                                                 250636   \n",
       "04                                                 253299   \n",
       "05                                                 270536   \n",
       "06                                                 254424   \n",
       "07                                                 259171   \n",
       "08                                                 246238   \n",
       "09                                                 246998   \n",
       "10                                                 248390   \n",
       "11                                                 233348   \n",
       "12                                                 236865   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                               62522   \n",
       "02                                               56265   \n",
       "03                                               61123   \n",
       "04                                               58681   \n",
       "05                                               59228   \n",
       "06                                               57442   \n",
       "07                                               62510   \n",
       "08                                               62577   \n",
       "09                                               65529   \n",
       "10                                               65605   \n",
       "11                                               61983   \n",
       "12                                               62414   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                         22859   \n",
       "02                                                         21071   \n",
       "03                                                         24062   \n",
       "04                                                         24183   \n",
       "05                                                         25177   \n",
       "06                                                         24077   \n",
       "07                                                         24263   \n",
       "08                                                         23787   \n",
       "09                                                         23284   \n",
       "10                                                         23050   \n",
       "11                                                         21675   \n",
       "12                                                         21523   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "01                                        81269         10652  \n",
       "02                                        75489         10053  \n",
       "03                                        84900         11163  \n",
       "04                                        84043         11168  \n",
       "05                                        90098         11852  \n",
       "06                                        82122         11318  \n",
       "07                                        84046         11357  \n",
       "08                                        82061         11087  \n",
       "09                                        81308         10853  \n",
       "10                                        81475         10810  \n",
       "11                                        77160         10406  \n",
       "12                                        77732         10648  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prueba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in prueba:\n",
    "    prueba[i] = prueba.apply(lambda x: x[i] / month_days[x.name], axis=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>11654.806452</td>\n",
       "      <td>1459.129032</td>\n",
       "      <td>1106.580645</td>\n",
       "      <td>1268.838710</td>\n",
       "      <td>657.612903</td>\n",
       "      <td>2689.290323</td>\n",
       "      <td>2406.903226</td>\n",
       "      <td>9019.225806</td>\n",
       "      <td>5950.129032</td>\n",
       "      <td>1464.064516</td>\n",
       "      <td>3127.967742</td>\n",
       "      <td>7759.322581</td>\n",
       "      <td>2016.838710</td>\n",
       "      <td>737.387097</td>\n",
       "      <td>2621.580645</td>\n",
       "      <td>343.612903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>11567.079646</td>\n",
       "      <td>1486.442478</td>\n",
       "      <td>1118.761062</td>\n",
       "      <td>1240.672566</td>\n",
       "      <td>660.106195</td>\n",
       "      <td>2741.097345</td>\n",
       "      <td>2461.061947</td>\n",
       "      <td>9004.035398</td>\n",
       "      <td>5932.389381</td>\n",
       "      <td>1467.575221</td>\n",
       "      <td>3074.088496</td>\n",
       "      <td>7842.053097</td>\n",
       "      <td>1991.681416</td>\n",
       "      <td>745.876106</td>\n",
       "      <td>2672.176991</td>\n",
       "      <td>355.858407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>11553.354839</td>\n",
       "      <td>1492.741935</td>\n",
       "      <td>1139.967742</td>\n",
       "      <td>1228.548387</td>\n",
       "      <td>669.677419</td>\n",
       "      <td>2857.193548</td>\n",
       "      <td>2508.903226</td>\n",
       "      <td>9046.612903</td>\n",
       "      <td>5930.064516</td>\n",
       "      <td>1467.129032</td>\n",
       "      <td>3121.903226</td>\n",
       "      <td>8085.032258</td>\n",
       "      <td>1971.709677</td>\n",
       "      <td>776.193548</td>\n",
       "      <td>2738.709677</td>\n",
       "      <td>360.096774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>11480.700000</td>\n",
       "      <td>1517.900000</td>\n",
       "      <td>1161.033333</td>\n",
       "      <td>1222.166667</td>\n",
       "      <td>677.666667</td>\n",
       "      <td>2961.400000</td>\n",
       "      <td>2579.900000</td>\n",
       "      <td>8999.166667</td>\n",
       "      <td>5854.566667</td>\n",
       "      <td>1509.133333</td>\n",
       "      <td>3207.333333</td>\n",
       "      <td>8443.300000</td>\n",
       "      <td>1956.033333</td>\n",
       "      <td>806.100000</td>\n",
       "      <td>2801.433333</td>\n",
       "      <td>372.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>11531.354839</td>\n",
       "      <td>1566.838710</td>\n",
       "      <td>1183.096774</td>\n",
       "      <td>1207.064516</td>\n",
       "      <td>696.903226</td>\n",
       "      <td>3053.193548</td>\n",
       "      <td>2637.064516</td>\n",
       "      <td>9296.064516</td>\n",
       "      <td>5839.193548</td>\n",
       "      <td>1556.451613</td>\n",
       "      <td>3243.774194</td>\n",
       "      <td>8726.967742</td>\n",
       "      <td>1910.580645</td>\n",
       "      <td>812.161290</td>\n",
       "      <td>2906.387097</td>\n",
       "      <td>382.322581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>11396.133333</td>\n",
       "      <td>1545.200000</td>\n",
       "      <td>1131.200000</td>\n",
       "      <td>1214.500000</td>\n",
       "      <td>682.866667</td>\n",
       "      <td>2994.166667</td>\n",
       "      <td>2646.933333</td>\n",
       "      <td>9034.233333</td>\n",
       "      <td>5772.366667</td>\n",
       "      <td>1531.366667</td>\n",
       "      <td>3122.866667</td>\n",
       "      <td>8480.800000</td>\n",
       "      <td>1914.733333</td>\n",
       "      <td>802.566667</td>\n",
       "      <td>2737.400000</td>\n",
       "      <td>377.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>11867.225806</td>\n",
       "      <td>1573.935484</td>\n",
       "      <td>1148.354839</td>\n",
       "      <td>1266.967742</td>\n",
       "      <td>691.451613</td>\n",
       "      <td>2959.000000</td>\n",
       "      <td>2656.741935</td>\n",
       "      <td>9226.645161</td>\n",
       "      <td>5983.096774</td>\n",
       "      <td>1535.322581</td>\n",
       "      <td>3150.483871</td>\n",
       "      <td>8360.354839</td>\n",
       "      <td>2016.451613</td>\n",
       "      <td>782.677419</td>\n",
       "      <td>2711.161290</td>\n",
       "      <td>366.354839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>11823.548387</td>\n",
       "      <td>1512.032258</td>\n",
       "      <td>1130.612903</td>\n",
       "      <td>1284.967742</td>\n",
       "      <td>694.903226</td>\n",
       "      <td>2839.612903</td>\n",
       "      <td>2569.870968</td>\n",
       "      <td>8935.354839</td>\n",
       "      <td>5971.193548</td>\n",
       "      <td>1482.483871</td>\n",
       "      <td>3129.419355</td>\n",
       "      <td>7943.161290</td>\n",
       "      <td>2018.612903</td>\n",
       "      <td>767.322581</td>\n",
       "      <td>2647.129032</td>\n",
       "      <td>357.645161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>12504.033333</td>\n",
       "      <td>1550.500000</td>\n",
       "      <td>1142.600000</td>\n",
       "      <td>1359.733333</td>\n",
       "      <td>697.666667</td>\n",
       "      <td>2878.500000</td>\n",
       "      <td>2611.866667</td>\n",
       "      <td>9436.300000</td>\n",
       "      <td>6288.766667</td>\n",
       "      <td>1532.700000</td>\n",
       "      <td>3295.566667</td>\n",
       "      <td>8233.266667</td>\n",
       "      <td>2184.300000</td>\n",
       "      <td>776.133333</td>\n",
       "      <td>2710.266667</td>\n",
       "      <td>361.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12092.000000</td>\n",
       "      <td>1488.129032</td>\n",
       "      <td>1122.387097</td>\n",
       "      <td>1330.225806</td>\n",
       "      <td>677.774194</td>\n",
       "      <td>2761.580645</td>\n",
       "      <td>2485.870968</td>\n",
       "      <td>9121.677419</td>\n",
       "      <td>6134.419355</td>\n",
       "      <td>1471.516129</td>\n",
       "      <td>3195.677419</td>\n",
       "      <td>8012.580645</td>\n",
       "      <td>2116.290323</td>\n",
       "      <td>743.548387</td>\n",
       "      <td>2628.225806</td>\n",
       "      <td>348.709677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11783.566667</td>\n",
       "      <td>1463.366667</td>\n",
       "      <td>1099.366667</td>\n",
       "      <td>1296.400000</td>\n",
       "      <td>662.900000</td>\n",
       "      <td>2644.000000</td>\n",
       "      <td>2400.066667</td>\n",
       "      <td>8925.300000</td>\n",
       "      <td>5957.633333</td>\n",
       "      <td>1436.533333</td>\n",
       "      <td>3112.733333</td>\n",
       "      <td>7778.266667</td>\n",
       "      <td>2066.100000</td>\n",
       "      <td>722.500000</td>\n",
       "      <td>2572.000000</td>\n",
       "      <td>346.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11513.129032</td>\n",
       "      <td>1422.516129</td>\n",
       "      <td>1084.064516</td>\n",
       "      <td>1245.870968</td>\n",
       "      <td>651.580645</td>\n",
       "      <td>2614.225806</td>\n",
       "      <td>2339.387097</td>\n",
       "      <td>8721.354839</td>\n",
       "      <td>5870.387097</td>\n",
       "      <td>1417.290323</td>\n",
       "      <td>3030.580645</td>\n",
       "      <td>7640.806452</td>\n",
       "      <td>2013.354839</td>\n",
       "      <td>694.290323</td>\n",
       "      <td>2507.483871</td>\n",
       "      <td>343.483871</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía    02 Aragón  \\\n",
       "Periodo                                                       \n",
       "01                                11654.806452  1459.129032   \n",
       "02                                11567.079646  1486.442478   \n",
       "03                                11553.354839  1492.741935   \n",
       "04                                11480.700000  1517.900000   \n",
       "05                                11531.354839  1566.838710   \n",
       "06                                11396.133333  1545.200000   \n",
       "07                                11867.225806  1573.935484   \n",
       "08                                11823.548387  1512.032258   \n",
       "09                                12504.033333  1550.500000   \n",
       "10                                12092.000000  1488.129032   \n",
       "11                                11783.566667  1463.366667   \n",
       "12                                11513.129032  1422.516129   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                               1106.580645   \n",
       "02                                               1118.761062   \n",
       "03                                               1139.967742   \n",
       "04                                               1161.033333   \n",
       "05                                               1183.096774   \n",
       "06                                               1131.200000   \n",
       "07                                               1148.354839   \n",
       "08                                               1130.612903   \n",
       "09                                               1142.600000   \n",
       "10                                               1122.387097   \n",
       "11                                               1099.366667   \n",
       "12                                               1084.064516   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                      1268.838710    657.612903   \n",
       "02                                      1240.672566    660.106195   \n",
       "03                                      1228.548387    669.677419   \n",
       "04                                      1222.166667    677.666667   \n",
       "05                                      1207.064516    696.903226   \n",
       "06                                      1214.500000    682.866667   \n",
       "07                                      1266.967742    691.451613   \n",
       "08                                      1284.967742    694.903226   \n",
       "09                                      1359.733333    697.666667   \n",
       "10                                      1330.225806    677.774194   \n",
       "11                                      1296.400000    662.900000   \n",
       "12                                      1245.870968    651.580645   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                       2689.290323              2406.903226   \n",
       "02                                       2741.097345              2461.061947   \n",
       "03                                       2857.193548              2508.903226   \n",
       "04                                       2961.400000              2579.900000   \n",
       "05                                       3053.193548              2637.064516   \n",
       "06                                       2994.166667              2646.933333   \n",
       "07                                       2959.000000              2656.741935   \n",
       "08                                       2839.612903              2569.870968   \n",
       "09                                       2878.500000              2611.866667   \n",
       "10                                       2761.580645              2485.870968   \n",
       "11                                       2644.000000              2400.066667   \n",
       "12                                       2614.225806              2339.387097   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                9019.225806              5950.129032   \n",
       "02                                9004.035398              5932.389381   \n",
       "03                                9046.612903              5930.064516   \n",
       "04                                8999.166667              5854.566667   \n",
       "05                                9296.064516              5839.193548   \n",
       "06                                9034.233333              5772.366667   \n",
       "07                                9226.645161              5983.096774   \n",
       "08                                8935.354839              5971.193548   \n",
       "09                                9436.300000              6288.766667   \n",
       "10                                9121.677419              6134.419355   \n",
       "11                                8925.300000              5957.633333   \n",
       "12                                8721.354839              5870.387097   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura   12 Galicia  \\\n",
       "Periodo                                                         \n",
       "01                                   1464.064516  3127.967742   \n",
       "02                                   1467.575221  3074.088496   \n",
       "03                                   1467.129032  3121.903226   \n",
       "04                                   1509.133333  3207.333333   \n",
       "05                                   1556.451613  3243.774194   \n",
       "06                                   1531.366667  3122.866667   \n",
       "07                                   1535.322581  3150.483871   \n",
       "08                                   1482.483871  3129.419355   \n",
       "09                                   1532.700000  3295.566667   \n",
       "10                                   1471.516129  3195.677419   \n",
       "11                                   1436.533333  3112.733333   \n",
       "12                                   1417.290323  3030.580645   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                            7759.322581   \n",
       "02                                            7842.053097   \n",
       "03                                            8085.032258   \n",
       "04                                            8443.300000   \n",
       "05                                            8726.967742   \n",
       "06                                            8480.800000   \n",
       "07                                            8360.354839   \n",
       "08                                            7943.161290   \n",
       "09                                            8233.266667   \n",
       "10                                            8012.580645   \n",
       "11                                            7778.266667   \n",
       "12                                            7640.806452   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                         2016.838710   \n",
       "02                                         1991.681416   \n",
       "03                                         1971.709677   \n",
       "04                                         1956.033333   \n",
       "05                                         1910.580645   \n",
       "06                                         1914.733333   \n",
       "07                                         2016.451613   \n",
       "08                                         2018.612903   \n",
       "09                                         2184.300000   \n",
       "10                                         2116.290323   \n",
       "11                                         2066.100000   \n",
       "12                                         2013.354839   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                    737.387097   \n",
       "02                                                    745.876106   \n",
       "03                                                    776.193548   \n",
       "04                                                    806.100000   \n",
       "05                                                    812.161290   \n",
       "06                                                    802.566667   \n",
       "07                                                    782.677419   \n",
       "08                                                    767.322581   \n",
       "09                                                    776.133333   \n",
       "10                                                    743.548387   \n",
       "11                                                    722.500000   \n",
       "12                                                    694.290323   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "01                                  2621.580645    343.612903  \n",
       "02                                  2672.176991    355.858407  \n",
       "03                                  2738.709677    360.096774  \n",
       "04                                  2801.433333    372.266667  \n",
       "05                                  2906.387097    382.322581  \n",
       "06                                  2737.400000    377.266667  \n",
       "07                                  2711.161290    366.354839  \n",
       "08                                  2647.129032    357.645161  \n",
       "09                                  2710.266667    361.766667  \n",
       "10                                  2628.225806    348.709677  \n",
       "11                                  2572.000000    346.866667  \n",
       "12                                  2507.483871    343.483871  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prueba"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "final=prueba.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>11654.806452</td>\n",
       "      <td>1459.129032</td>\n",
       "      <td>1106.580645</td>\n",
       "      <td>1268.838710</td>\n",
       "      <td>657.612903</td>\n",
       "      <td>2689.290323</td>\n",
       "      <td>2406.903226</td>\n",
       "      <td>9019.225806</td>\n",
       "      <td>5950.129032</td>\n",
       "      <td>1464.064516</td>\n",
       "      <td>3127.967742</td>\n",
       "      <td>7759.322581</td>\n",
       "      <td>2016.838710</td>\n",
       "      <td>737.387097</td>\n",
       "      <td>2621.580645</td>\n",
       "      <td>343.612903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>11567.079646</td>\n",
       "      <td>1486.442478</td>\n",
       "      <td>1118.761062</td>\n",
       "      <td>1240.672566</td>\n",
       "      <td>660.106195</td>\n",
       "      <td>2741.097345</td>\n",
       "      <td>2461.061947</td>\n",
       "      <td>9004.035398</td>\n",
       "      <td>5932.389381</td>\n",
       "      <td>1467.575221</td>\n",
       "      <td>3074.088496</td>\n",
       "      <td>7842.053097</td>\n",
       "      <td>1991.681416</td>\n",
       "      <td>745.876106</td>\n",
       "      <td>2672.176991</td>\n",
       "      <td>355.858407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>11553.354839</td>\n",
       "      <td>1492.741935</td>\n",
       "      <td>1139.967742</td>\n",
       "      <td>1228.548387</td>\n",
       "      <td>669.677419</td>\n",
       "      <td>2857.193548</td>\n",
       "      <td>2508.903226</td>\n",
       "      <td>9046.612903</td>\n",
       "      <td>5930.064516</td>\n",
       "      <td>1467.129032</td>\n",
       "      <td>3121.903226</td>\n",
       "      <td>8085.032258</td>\n",
       "      <td>1971.709677</td>\n",
       "      <td>776.193548</td>\n",
       "      <td>2738.709677</td>\n",
       "      <td>360.096774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>11480.700000</td>\n",
       "      <td>1517.900000</td>\n",
       "      <td>1161.033333</td>\n",
       "      <td>1222.166667</td>\n",
       "      <td>677.666667</td>\n",
       "      <td>2961.400000</td>\n",
       "      <td>2579.900000</td>\n",
       "      <td>8999.166667</td>\n",
       "      <td>5854.566667</td>\n",
       "      <td>1509.133333</td>\n",
       "      <td>3207.333333</td>\n",
       "      <td>8443.300000</td>\n",
       "      <td>1956.033333</td>\n",
       "      <td>806.100000</td>\n",
       "      <td>2801.433333</td>\n",
       "      <td>372.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>11531.354839</td>\n",
       "      <td>1566.838710</td>\n",
       "      <td>1183.096774</td>\n",
       "      <td>1207.064516</td>\n",
       "      <td>696.903226</td>\n",
       "      <td>3053.193548</td>\n",
       "      <td>2637.064516</td>\n",
       "      <td>9296.064516</td>\n",
       "      <td>5839.193548</td>\n",
       "      <td>1556.451613</td>\n",
       "      <td>3243.774194</td>\n",
       "      <td>8726.967742</td>\n",
       "      <td>1910.580645</td>\n",
       "      <td>812.161290</td>\n",
       "      <td>2906.387097</td>\n",
       "      <td>382.322581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>11396.133333</td>\n",
       "      <td>1545.200000</td>\n",
       "      <td>1131.200000</td>\n",
       "      <td>1214.500000</td>\n",
       "      <td>682.866667</td>\n",
       "      <td>2994.166667</td>\n",
       "      <td>2646.933333</td>\n",
       "      <td>9034.233333</td>\n",
       "      <td>5772.366667</td>\n",
       "      <td>1531.366667</td>\n",
       "      <td>3122.866667</td>\n",
       "      <td>8480.800000</td>\n",
       "      <td>1914.733333</td>\n",
       "      <td>802.566667</td>\n",
       "      <td>2737.400000</td>\n",
       "      <td>377.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>11867.225806</td>\n",
       "      <td>1573.935484</td>\n",
       "      <td>1148.354839</td>\n",
       "      <td>1266.967742</td>\n",
       "      <td>691.451613</td>\n",
       "      <td>2959.000000</td>\n",
       "      <td>2656.741935</td>\n",
       "      <td>9226.645161</td>\n",
       "      <td>5983.096774</td>\n",
       "      <td>1535.322581</td>\n",
       "      <td>3150.483871</td>\n",
       "      <td>8360.354839</td>\n",
       "      <td>2016.451613</td>\n",
       "      <td>782.677419</td>\n",
       "      <td>2711.161290</td>\n",
       "      <td>366.354839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>11823.548387</td>\n",
       "      <td>1512.032258</td>\n",
       "      <td>1130.612903</td>\n",
       "      <td>1284.967742</td>\n",
       "      <td>694.903226</td>\n",
       "      <td>2839.612903</td>\n",
       "      <td>2569.870968</td>\n",
       "      <td>8935.354839</td>\n",
       "      <td>5971.193548</td>\n",
       "      <td>1482.483871</td>\n",
       "      <td>3129.419355</td>\n",
       "      <td>7943.161290</td>\n",
       "      <td>2018.612903</td>\n",
       "      <td>767.322581</td>\n",
       "      <td>2647.129032</td>\n",
       "      <td>357.645161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>12504.033333</td>\n",
       "      <td>1550.500000</td>\n",
       "      <td>1142.600000</td>\n",
       "      <td>1359.733333</td>\n",
       "      <td>697.666667</td>\n",
       "      <td>2878.500000</td>\n",
       "      <td>2611.866667</td>\n",
       "      <td>9436.300000</td>\n",
       "      <td>6288.766667</td>\n",
       "      <td>1532.700000</td>\n",
       "      <td>3295.566667</td>\n",
       "      <td>8233.266667</td>\n",
       "      <td>2184.300000</td>\n",
       "      <td>776.133333</td>\n",
       "      <td>2710.266667</td>\n",
       "      <td>361.766667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>12092.000000</td>\n",
       "      <td>1488.129032</td>\n",
       "      <td>1122.387097</td>\n",
       "      <td>1330.225806</td>\n",
       "      <td>677.774194</td>\n",
       "      <td>2761.580645</td>\n",
       "      <td>2485.870968</td>\n",
       "      <td>9121.677419</td>\n",
       "      <td>6134.419355</td>\n",
       "      <td>1471.516129</td>\n",
       "      <td>3195.677419</td>\n",
       "      <td>8012.580645</td>\n",
       "      <td>2116.290323</td>\n",
       "      <td>743.548387</td>\n",
       "      <td>2628.225806</td>\n",
       "      <td>348.709677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11783.566667</td>\n",
       "      <td>1463.366667</td>\n",
       "      <td>1099.366667</td>\n",
       "      <td>1296.400000</td>\n",
       "      <td>662.900000</td>\n",
       "      <td>2644.000000</td>\n",
       "      <td>2400.066667</td>\n",
       "      <td>8925.300000</td>\n",
       "      <td>5957.633333</td>\n",
       "      <td>1436.533333</td>\n",
       "      <td>3112.733333</td>\n",
       "      <td>7778.266667</td>\n",
       "      <td>2066.100000</td>\n",
       "      <td>722.500000</td>\n",
       "      <td>2572.000000</td>\n",
       "      <td>346.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11513.129032</td>\n",
       "      <td>1422.516129</td>\n",
       "      <td>1084.064516</td>\n",
       "      <td>1245.870968</td>\n",
       "      <td>651.580645</td>\n",
       "      <td>2614.225806</td>\n",
       "      <td>2339.387097</td>\n",
       "      <td>8721.354839</td>\n",
       "      <td>5870.387097</td>\n",
       "      <td>1417.290323</td>\n",
       "      <td>3030.580645</td>\n",
       "      <td>7640.806452</td>\n",
       "      <td>2013.354839</td>\n",
       "      <td>694.290323</td>\n",
       "      <td>2507.483871</td>\n",
       "      <td>343.483871</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía    02 Aragón  \\\n",
       "Periodo                                                       \n",
       "01                                11654.806452  1459.129032   \n",
       "02                                11567.079646  1486.442478   \n",
       "03                                11553.354839  1492.741935   \n",
       "04                                11480.700000  1517.900000   \n",
       "05                                11531.354839  1566.838710   \n",
       "06                                11396.133333  1545.200000   \n",
       "07                                11867.225806  1573.935484   \n",
       "08                                11823.548387  1512.032258   \n",
       "09                                12504.033333  1550.500000   \n",
       "10                                12092.000000  1488.129032   \n",
       "11                                11783.566667  1463.366667   \n",
       "12                                11513.129032  1422.516129   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                               1106.580645   \n",
       "02                                               1118.761062   \n",
       "03                                               1139.967742   \n",
       "04                                               1161.033333   \n",
       "05                                               1183.096774   \n",
       "06                                               1131.200000   \n",
       "07                                               1148.354839   \n",
       "08                                               1130.612903   \n",
       "09                                               1142.600000   \n",
       "10                                               1122.387097   \n",
       "11                                               1099.366667   \n",
       "12                                               1084.064516   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                      1268.838710    657.612903   \n",
       "02                                      1240.672566    660.106195   \n",
       "03                                      1228.548387    669.677419   \n",
       "04                                      1222.166667    677.666667   \n",
       "05                                      1207.064516    696.903226   \n",
       "06                                      1214.500000    682.866667   \n",
       "07                                      1266.967742    691.451613   \n",
       "08                                      1284.967742    694.903226   \n",
       "09                                      1359.733333    697.666667   \n",
       "10                                      1330.225806    677.774194   \n",
       "11                                      1296.400000    662.900000   \n",
       "12                                      1245.870968    651.580645   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                       2689.290323              2406.903226   \n",
       "02                                       2741.097345              2461.061947   \n",
       "03                                       2857.193548              2508.903226   \n",
       "04                                       2961.400000              2579.900000   \n",
       "05                                       3053.193548              2637.064516   \n",
       "06                                       2994.166667              2646.933333   \n",
       "07                                       2959.000000              2656.741935   \n",
       "08                                       2839.612903              2569.870968   \n",
       "09                                       2878.500000              2611.866667   \n",
       "10                                       2761.580645              2485.870968   \n",
       "11                                       2644.000000              2400.066667   \n",
       "12                                       2614.225806              2339.387097   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                9019.225806              5950.129032   \n",
       "02                                9004.035398              5932.389381   \n",
       "03                                9046.612903              5930.064516   \n",
       "04                                8999.166667              5854.566667   \n",
       "05                                9296.064516              5839.193548   \n",
       "06                                9034.233333              5772.366667   \n",
       "07                                9226.645161              5983.096774   \n",
       "08                                8935.354839              5971.193548   \n",
       "09                                9436.300000              6288.766667   \n",
       "10                                9121.677419              6134.419355   \n",
       "11                                8925.300000              5957.633333   \n",
       "12                                8721.354839              5870.387097   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura   12 Galicia  \\\n",
       "Periodo                                                         \n",
       "01                                   1464.064516  3127.967742   \n",
       "02                                   1467.575221  3074.088496   \n",
       "03                                   1467.129032  3121.903226   \n",
       "04                                   1509.133333  3207.333333   \n",
       "05                                   1556.451613  3243.774194   \n",
       "06                                   1531.366667  3122.866667   \n",
       "07                                   1535.322581  3150.483871   \n",
       "08                                   1482.483871  3129.419355   \n",
       "09                                   1532.700000  3295.566667   \n",
       "10                                   1471.516129  3195.677419   \n",
       "11                                   1436.533333  3112.733333   \n",
       "12                                   1417.290323  3030.580645   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                            7759.322581   \n",
       "02                                            7842.053097   \n",
       "03                                            8085.032258   \n",
       "04                                            8443.300000   \n",
       "05                                            8726.967742   \n",
       "06                                            8480.800000   \n",
       "07                                            8360.354839   \n",
       "08                                            7943.161290   \n",
       "09                                            8233.266667   \n",
       "10                                            8012.580645   \n",
       "11                                            7778.266667   \n",
       "12                                            7640.806452   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                         2016.838710   \n",
       "02                                         1991.681416   \n",
       "03                                         1971.709677   \n",
       "04                                         1956.033333   \n",
       "05                                         1910.580645   \n",
       "06                                         1914.733333   \n",
       "07                                         2016.451613   \n",
       "08                                         2018.612903   \n",
       "09                                         2184.300000   \n",
       "10                                         2116.290323   \n",
       "11                                         2066.100000   \n",
       "12                                         2013.354839   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                    737.387097   \n",
       "02                                                    745.876106   \n",
       "03                                                    776.193548   \n",
       "04                                                    806.100000   \n",
       "05                                                    812.161290   \n",
       "06                                                    802.566667   \n",
       "07                                                    782.677419   \n",
       "08                                                    767.322581   \n",
       "09                                                    776.133333   \n",
       "10                                                    743.548387   \n",
       "11                                                    722.500000   \n",
       "12                                                    694.290323   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "01                                  2621.580645    343.612903  \n",
       "02                                  2672.176991    355.858407  \n",
       "03                                  2738.709677    360.096774  \n",
       "04                                  2801.433333    372.266667  \n",
       "05                                  2906.387097    382.322581  \n",
       "06                                  2737.400000    377.266667  \n",
       "07                                  2711.161290    366.354839  \n",
       "08                                  2647.129032    357.645161  \n",
       "09                                  2710.266667    361.766667  \n",
       "10                                  2628.225806    348.709677  \n",
       "11                                  2572.000000    346.866667  \n",
       "12                                  2507.483871    343.483871  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in final: \n",
    "   final[i] = final.apply(lambda x: x[i] / final[i].max(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.932084</td>\n",
       "      <td>0.927058</td>\n",
       "      <td>0.935326</td>\n",
       "      <td>0.933153</td>\n",
       "      <td>0.942589</td>\n",
       "      <td>0.880812</td>\n",
       "      <td>0.905960</td>\n",
       "      <td>0.955801</td>\n",
       "      <td>0.946152</td>\n",
       "      <td>0.940642</td>\n",
       "      <td>0.949144</td>\n",
       "      <td>0.889120</td>\n",
       "      <td>0.923334</td>\n",
       "      <td>0.907932</td>\n",
       "      <td>0.902007</td>\n",
       "      <td>0.898751</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.925068</td>\n",
       "      <td>0.944411</td>\n",
       "      <td>0.945621</td>\n",
       "      <td>0.912438</td>\n",
       "      <td>0.946163</td>\n",
       "      <td>0.897780</td>\n",
       "      <td>0.926346</td>\n",
       "      <td>0.954191</td>\n",
       "      <td>0.943331</td>\n",
       "      <td>0.942898</td>\n",
       "      <td>0.932795</td>\n",
       "      <td>0.898600</td>\n",
       "      <td>0.911817</td>\n",
       "      <td>0.918384</td>\n",
       "      <td>0.919415</td>\n",
       "      <td>0.930781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.923970</td>\n",
       "      <td>0.948414</td>\n",
       "      <td>0.963546</td>\n",
       "      <td>0.903522</td>\n",
       "      <td>0.959882</td>\n",
       "      <td>0.935805</td>\n",
       "      <td>0.944353</td>\n",
       "      <td>0.958703</td>\n",
       "      <td>0.942961</td>\n",
       "      <td>0.942611</td>\n",
       "      <td>0.947304</td>\n",
       "      <td>0.926442</td>\n",
       "      <td>0.902673</td>\n",
       "      <td>0.955714</td>\n",
       "      <td>0.942307</td>\n",
       "      <td>0.941866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.918160</td>\n",
       "      <td>0.964398</td>\n",
       "      <td>0.981351</td>\n",
       "      <td>0.898828</td>\n",
       "      <td>0.971333</td>\n",
       "      <td>0.969935</td>\n",
       "      <td>0.971077</td>\n",
       "      <td>0.953675</td>\n",
       "      <td>0.930956</td>\n",
       "      <td>0.969599</td>\n",
       "      <td>0.973227</td>\n",
       "      <td>0.967495</td>\n",
       "      <td>0.895497</td>\n",
       "      <td>0.992537</td>\n",
       "      <td>0.963889</td>\n",
       "      <td>0.973698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>0.922211</td>\n",
       "      <td>0.995491</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.887722</td>\n",
       "      <td>0.998906</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992593</td>\n",
       "      <td>0.985139</td>\n",
       "      <td>0.928512</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984284</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.874688</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>0.911397</td>\n",
       "      <td>0.981743</td>\n",
       "      <td>0.956135</td>\n",
       "      <td>0.893190</td>\n",
       "      <td>0.978786</td>\n",
       "      <td>0.980667</td>\n",
       "      <td>0.996308</td>\n",
       "      <td>0.957391</td>\n",
       "      <td>0.917885</td>\n",
       "      <td>0.983883</td>\n",
       "      <td>0.947596</td>\n",
       "      <td>0.971792</td>\n",
       "      <td>0.876589</td>\n",
       "      <td>0.988186</td>\n",
       "      <td>0.941857</td>\n",
       "      <td>0.986776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>0.949072</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.970635</td>\n",
       "      <td>0.931777</td>\n",
       "      <td>0.991092</td>\n",
       "      <td>0.969149</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.977782</td>\n",
       "      <td>0.951394</td>\n",
       "      <td>0.986425</td>\n",
       "      <td>0.955976</td>\n",
       "      <td>0.957991</td>\n",
       "      <td>0.923157</td>\n",
       "      <td>0.963697</td>\n",
       "      <td>0.932829</td>\n",
       "      <td>0.958235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.945579</td>\n",
       "      <td>0.960670</td>\n",
       "      <td>0.955639</td>\n",
       "      <td>0.945015</td>\n",
       "      <td>0.996039</td>\n",
       "      <td>0.930047</td>\n",
       "      <td>0.967302</td>\n",
       "      <td>0.946913</td>\n",
       "      <td>0.949502</td>\n",
       "      <td>0.952477</td>\n",
       "      <td>0.949585</td>\n",
       "      <td>0.910186</td>\n",
       "      <td>0.924146</td>\n",
       "      <td>0.944791</td>\n",
       "      <td>0.910797</td>\n",
       "      <td>0.935454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.985110</td>\n",
       "      <td>0.965771</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942783</td>\n",
       "      <td>0.983109</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984740</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.943428</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.955639</td>\n",
       "      <td>0.932521</td>\n",
       "      <td>0.946234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.967048</td>\n",
       "      <td>0.945483</td>\n",
       "      <td>0.948686</td>\n",
       "      <td>0.978299</td>\n",
       "      <td>0.971487</td>\n",
       "      <td>0.904489</td>\n",
       "      <td>0.935684</td>\n",
       "      <td>0.966658</td>\n",
       "      <td>0.975457</td>\n",
       "      <td>0.945430</td>\n",
       "      <td>0.969690</td>\n",
       "      <td>0.918140</td>\n",
       "      <td>0.968864</td>\n",
       "      <td>0.915518</td>\n",
       "      <td>0.904293</td>\n",
       "      <td>0.912082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.942381</td>\n",
       "      <td>0.929750</td>\n",
       "      <td>0.929228</td>\n",
       "      <td>0.953422</td>\n",
       "      <td>0.950167</td>\n",
       "      <td>0.865979</td>\n",
       "      <td>0.903387</td>\n",
       "      <td>0.945847</td>\n",
       "      <td>0.947345</td>\n",
       "      <td>0.922954</td>\n",
       "      <td>0.944521</td>\n",
       "      <td>0.891291</td>\n",
       "      <td>0.945887</td>\n",
       "      <td>0.889602</td>\n",
       "      <td>0.884948</td>\n",
       "      <td>0.907262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.920753</td>\n",
       "      <td>0.903796</td>\n",
       "      <td>0.916294</td>\n",
       "      <td>0.916261</td>\n",
       "      <td>0.933943</td>\n",
       "      <td>0.856227</td>\n",
       "      <td>0.880547</td>\n",
       "      <td>0.924235</td>\n",
       "      <td>0.933472</td>\n",
       "      <td>0.910591</td>\n",
       "      <td>0.919593</td>\n",
       "      <td>0.875540</td>\n",
       "      <td>0.921739</td>\n",
       "      <td>0.854868</td>\n",
       "      <td>0.862749</td>\n",
       "      <td>0.898414</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                    0.932084   0.927058   \n",
       "02                                    0.925068   0.944411   \n",
       "03                                    0.923970   0.948414   \n",
       "04                                    0.918160   0.964398   \n",
       "05                                    0.922211   0.995491   \n",
       "06                                    0.911397   0.981743   \n",
       "07                                    0.949072   1.000000   \n",
       "08                                    0.945579   0.960670   \n",
       "09                                    1.000000   0.985110   \n",
       "10                                    0.967048   0.945483   \n",
       "11                                    0.942381   0.929750   \n",
       "12                                    0.920753   0.903796   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                  0.935326   \n",
       "02                                                  0.945621   \n",
       "03                                                  0.963546   \n",
       "04                                                  0.981351   \n",
       "05                                                  1.000000   \n",
       "06                                                  0.956135   \n",
       "07                                                  0.970635   \n",
       "08                                                  0.955639   \n",
       "09                                                  0.965771   \n",
       "10                                                  0.948686   \n",
       "11                                                  0.929228   \n",
       "12                                                  0.916294   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                         0.933153      0.942589   \n",
       "02                                         0.912438      0.946163   \n",
       "03                                         0.903522      0.959882   \n",
       "04                                         0.898828      0.971333   \n",
       "05                                         0.887722      0.998906   \n",
       "06                                         0.893190      0.978786   \n",
       "07                                         0.931777      0.991092   \n",
       "08                                         0.945015      0.996039   \n",
       "09                                         1.000000      1.000000   \n",
       "10                                         0.978299      0.971487   \n",
       "11                                         0.953422      0.950167   \n",
       "12                                         0.916261      0.933943   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                          0.880812                 0.905960   \n",
       "02                                          0.897780                 0.926346   \n",
       "03                                          0.935805                 0.944353   \n",
       "04                                          0.969935                 0.971077   \n",
       "05                                          1.000000                 0.992593   \n",
       "06                                          0.980667                 0.996308   \n",
       "07                                          0.969149                 1.000000   \n",
       "08                                          0.930047                 0.967302   \n",
       "09                                          0.942783                 0.983109   \n",
       "10                                          0.904489                 0.935684   \n",
       "11                                          0.865979                 0.903387   \n",
       "12                                          0.856227                 0.880547   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                   0.955801                 0.946152   \n",
       "02                                   0.954191                 0.943331   \n",
       "03                                   0.958703                 0.942961   \n",
       "04                                   0.953675                 0.930956   \n",
       "05                                   0.985139                 0.928512   \n",
       "06                                   0.957391                 0.917885   \n",
       "07                                   0.977782                 0.951394   \n",
       "08                                   0.946913                 0.949502   \n",
       "09                                   1.000000                 1.000000   \n",
       "10                                   0.966658                 0.975457   \n",
       "11                                   0.945847                 0.947345   \n",
       "12                                   0.924235                 0.933472   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                      0.940642    0.949144   \n",
       "02                                      0.942898    0.932795   \n",
       "03                                      0.942611    0.947304   \n",
       "04                                      0.969599    0.973227   \n",
       "05                                      1.000000    0.984284   \n",
       "06                                      0.983883    0.947596   \n",
       "07                                      0.986425    0.955976   \n",
       "08                                      0.952477    0.949585   \n",
       "09                                      0.984740    1.000000   \n",
       "10                                      0.945430    0.969690   \n",
       "11                                      0.922954    0.944521   \n",
       "12                                      0.910591    0.919593   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                               0.889120   \n",
       "02                                               0.898600   \n",
       "03                                               0.926442   \n",
       "04                                               0.967495   \n",
       "05                                               1.000000   \n",
       "06                                               0.971792   \n",
       "07                                               0.957991   \n",
       "08                                               0.910186   \n",
       "09                                               0.943428   \n",
       "10                                               0.918140   \n",
       "11                                               0.891291   \n",
       "12                                               0.875540   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                            0.923334   \n",
       "02                                            0.911817   \n",
       "03                                            0.902673   \n",
       "04                                            0.895497   \n",
       "05                                            0.874688   \n",
       "06                                            0.876589   \n",
       "07                                            0.923157   \n",
       "08                                            0.924146   \n",
       "09                                            1.000000   \n",
       "10                                            0.968864   \n",
       "11                                            0.945887   \n",
       "12                                            0.921739   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                      0.907932   \n",
       "02                                                      0.918384   \n",
       "03                                                      0.955714   \n",
       "04                                                      0.992537   \n",
       "05                                                      1.000000   \n",
       "06                                                      0.988186   \n",
       "07                                                      0.963697   \n",
       "08                                                      0.944791   \n",
       "09                                                      0.955639   \n",
       "10                                                      0.915518   \n",
       "11                                                      0.889602   \n",
       "12                                                      0.854868   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "01                                     0.902007      0.898751  \n",
       "02                                     0.919415      0.930781  \n",
       "03                                     0.942307      0.941866  \n",
       "04                                     0.963889      0.973698  \n",
       "05                                     1.000000      1.000000  \n",
       "06                                     0.941857      0.986776  \n",
       "07                                     0.932829      0.958235  \n",
       "08                                     0.910797      0.935454  \n",
       "09                                     0.932521      0.946234  \n",
       "10                                     0.904293      0.912082  \n",
       "11                                     0.884948      0.907262  \n",
       "12                                     0.862749      0.898414  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal=final.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal[\"Total\"]=monthrate[\"Total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.932084</td>\n",
       "      <td>0.927058</td>\n",
       "      <td>0.935326</td>\n",
       "      <td>0.933153</td>\n",
       "      <td>0.942589</td>\n",
       "      <td>0.880812</td>\n",
       "      <td>0.905960</td>\n",
       "      <td>0.955801</td>\n",
       "      <td>0.946152</td>\n",
       "      <td>0.940642</td>\n",
       "      <td>0.949144</td>\n",
       "      <td>0.889120</td>\n",
       "      <td>0.923334</td>\n",
       "      <td>0.907932</td>\n",
       "      <td>0.902007</td>\n",
       "      <td>0.898751</td>\n",
       "      <td>0.942357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.925068</td>\n",
       "      <td>0.944411</td>\n",
       "      <td>0.945621</td>\n",
       "      <td>0.912438</td>\n",
       "      <td>0.946163</td>\n",
       "      <td>0.897780</td>\n",
       "      <td>0.926346</td>\n",
       "      <td>0.954191</td>\n",
       "      <td>0.943331</td>\n",
       "      <td>0.942898</td>\n",
       "      <td>0.932795</td>\n",
       "      <td>0.898600</td>\n",
       "      <td>0.911817</td>\n",
       "      <td>0.918384</td>\n",
       "      <td>0.919415</td>\n",
       "      <td>0.930781</td>\n",
       "      <td>0.942819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.923970</td>\n",
       "      <td>0.948414</td>\n",
       "      <td>0.963546</td>\n",
       "      <td>0.903522</td>\n",
       "      <td>0.959882</td>\n",
       "      <td>0.935805</td>\n",
       "      <td>0.944353</td>\n",
       "      <td>0.958703</td>\n",
       "      <td>0.942961</td>\n",
       "      <td>0.942611</td>\n",
       "      <td>0.947304</td>\n",
       "      <td>0.926442</td>\n",
       "      <td>0.902673</td>\n",
       "      <td>0.955714</td>\n",
       "      <td>0.942307</td>\n",
       "      <td>0.941866</td>\n",
       "      <td>0.951868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.918160</td>\n",
       "      <td>0.964398</td>\n",
       "      <td>0.981351</td>\n",
       "      <td>0.898828</td>\n",
       "      <td>0.971333</td>\n",
       "      <td>0.969935</td>\n",
       "      <td>0.971077</td>\n",
       "      <td>0.953675</td>\n",
       "      <td>0.930956</td>\n",
       "      <td>0.969599</td>\n",
       "      <td>0.973227</td>\n",
       "      <td>0.967495</td>\n",
       "      <td>0.895497</td>\n",
       "      <td>0.992537</td>\n",
       "      <td>0.963889</td>\n",
       "      <td>0.973698</td>\n",
       "      <td>0.961386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>0.922211</td>\n",
       "      <td>0.995491</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.887722</td>\n",
       "      <td>0.998906</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992593</td>\n",
       "      <td>0.985139</td>\n",
       "      <td>0.928512</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984284</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.874688</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.977728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>0.911397</td>\n",
       "      <td>0.981743</td>\n",
       "      <td>0.956135</td>\n",
       "      <td>0.893190</td>\n",
       "      <td>0.978786</td>\n",
       "      <td>0.980667</td>\n",
       "      <td>0.996308</td>\n",
       "      <td>0.957391</td>\n",
       "      <td>0.917885</td>\n",
       "      <td>0.983883</td>\n",
       "      <td>0.947596</td>\n",
       "      <td>0.971792</td>\n",
       "      <td>0.876589</td>\n",
       "      <td>0.988186</td>\n",
       "      <td>0.941857</td>\n",
       "      <td>0.986776</td>\n",
       "      <td>0.958683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>0.949072</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.970635</td>\n",
       "      <td>0.931777</td>\n",
       "      <td>0.991092</td>\n",
       "      <td>0.969149</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.977782</td>\n",
       "      <td>0.951394</td>\n",
       "      <td>0.986425</td>\n",
       "      <td>0.955976</td>\n",
       "      <td>0.957991</td>\n",
       "      <td>0.923157</td>\n",
       "      <td>0.963697</td>\n",
       "      <td>0.932829</td>\n",
       "      <td>0.958235</td>\n",
       "      <td>0.975222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.945579</td>\n",
       "      <td>0.960670</td>\n",
       "      <td>0.955639</td>\n",
       "      <td>0.945015</td>\n",
       "      <td>0.996039</td>\n",
       "      <td>0.930047</td>\n",
       "      <td>0.967302</td>\n",
       "      <td>0.946913</td>\n",
       "      <td>0.949502</td>\n",
       "      <td>0.952477</td>\n",
       "      <td>0.949585</td>\n",
       "      <td>0.910186</td>\n",
       "      <td>0.924146</td>\n",
       "      <td>0.944791</td>\n",
       "      <td>0.910797</td>\n",
       "      <td>0.935454</td>\n",
       "      <td>0.956738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.985110</td>\n",
       "      <td>0.965771</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942783</td>\n",
       "      <td>0.983109</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.984740</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.943428</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.955639</td>\n",
       "      <td>0.932521</td>\n",
       "      <td>0.946234</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.967048</td>\n",
       "      <td>0.945483</td>\n",
       "      <td>0.948686</td>\n",
       "      <td>0.978299</td>\n",
       "      <td>0.971487</td>\n",
       "      <td>0.904489</td>\n",
       "      <td>0.935684</td>\n",
       "      <td>0.966658</td>\n",
       "      <td>0.975457</td>\n",
       "      <td>0.945430</td>\n",
       "      <td>0.969690</td>\n",
       "      <td>0.918140</td>\n",
       "      <td>0.968864</td>\n",
       "      <td>0.915518</td>\n",
       "      <td>0.904293</td>\n",
       "      <td>0.912082</td>\n",
       "      <td>0.969085</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.942381</td>\n",
       "      <td>0.929750</td>\n",
       "      <td>0.929228</td>\n",
       "      <td>0.953422</td>\n",
       "      <td>0.950167</td>\n",
       "      <td>0.865979</td>\n",
       "      <td>0.903387</td>\n",
       "      <td>0.945847</td>\n",
       "      <td>0.947345</td>\n",
       "      <td>0.922954</td>\n",
       "      <td>0.944521</td>\n",
       "      <td>0.891291</td>\n",
       "      <td>0.945887</td>\n",
       "      <td>0.889602</td>\n",
       "      <td>0.884948</td>\n",
       "      <td>0.907262</td>\n",
       "      <td>0.943816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.920753</td>\n",
       "      <td>0.903796</td>\n",
       "      <td>0.916294</td>\n",
       "      <td>0.916261</td>\n",
       "      <td>0.933943</td>\n",
       "      <td>0.856227</td>\n",
       "      <td>0.880547</td>\n",
       "      <td>0.924235</td>\n",
       "      <td>0.933472</td>\n",
       "      <td>0.910591</td>\n",
       "      <td>0.919593</td>\n",
       "      <td>0.875540</td>\n",
       "      <td>0.921739</td>\n",
       "      <td>0.854868</td>\n",
       "      <td>0.862749</td>\n",
       "      <td>0.898414</td>\n",
       "      <td>0.922634</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                    0.932084   0.927058   \n",
       "02                                    0.925068   0.944411   \n",
       "03                                    0.923970   0.948414   \n",
       "04                                    0.918160   0.964398   \n",
       "05                                    0.922211   0.995491   \n",
       "06                                    0.911397   0.981743   \n",
       "07                                    0.949072   1.000000   \n",
       "08                                    0.945579   0.960670   \n",
       "09                                    1.000000   0.985110   \n",
       "10                                    0.967048   0.945483   \n",
       "11                                    0.942381   0.929750   \n",
       "12                                    0.920753   0.903796   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                  0.935326   \n",
       "02                                                  0.945621   \n",
       "03                                                  0.963546   \n",
       "04                                                  0.981351   \n",
       "05                                                  1.000000   \n",
       "06                                                  0.956135   \n",
       "07                                                  0.970635   \n",
       "08                                                  0.955639   \n",
       "09                                                  0.965771   \n",
       "10                                                  0.948686   \n",
       "11                                                  0.929228   \n",
       "12                                                  0.916294   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                         0.933153      0.942589   \n",
       "02                                         0.912438      0.946163   \n",
       "03                                         0.903522      0.959882   \n",
       "04                                         0.898828      0.971333   \n",
       "05                                         0.887722      0.998906   \n",
       "06                                         0.893190      0.978786   \n",
       "07                                         0.931777      0.991092   \n",
       "08                                         0.945015      0.996039   \n",
       "09                                         1.000000      1.000000   \n",
       "10                                         0.978299      0.971487   \n",
       "11                                         0.953422      0.950167   \n",
       "12                                         0.916261      0.933943   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                          0.880812                 0.905960   \n",
       "02                                          0.897780                 0.926346   \n",
       "03                                          0.935805                 0.944353   \n",
       "04                                          0.969935                 0.971077   \n",
       "05                                          1.000000                 0.992593   \n",
       "06                                          0.980667                 0.996308   \n",
       "07                                          0.969149                 1.000000   \n",
       "08                                          0.930047                 0.967302   \n",
       "09                                          0.942783                 0.983109   \n",
       "10                                          0.904489                 0.935684   \n",
       "11                                          0.865979                 0.903387   \n",
       "12                                          0.856227                 0.880547   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                   0.955801                 0.946152   \n",
       "02                                   0.954191                 0.943331   \n",
       "03                                   0.958703                 0.942961   \n",
       "04                                   0.953675                 0.930956   \n",
       "05                                   0.985139                 0.928512   \n",
       "06                                   0.957391                 0.917885   \n",
       "07                                   0.977782                 0.951394   \n",
       "08                                   0.946913                 0.949502   \n",
       "09                                   1.000000                 1.000000   \n",
       "10                                   0.966658                 0.975457   \n",
       "11                                   0.945847                 0.947345   \n",
       "12                                   0.924235                 0.933472   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                      0.940642    0.949144   \n",
       "02                                      0.942898    0.932795   \n",
       "03                                      0.942611    0.947304   \n",
       "04                                      0.969599    0.973227   \n",
       "05                                      1.000000    0.984284   \n",
       "06                                      0.983883    0.947596   \n",
       "07                                      0.986425    0.955976   \n",
       "08                                      0.952477    0.949585   \n",
       "09                                      0.984740    1.000000   \n",
       "10                                      0.945430    0.969690   \n",
       "11                                      0.922954    0.944521   \n",
       "12                                      0.910591    0.919593   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                               0.889120   \n",
       "02                                               0.898600   \n",
       "03                                               0.926442   \n",
       "04                                               0.967495   \n",
       "05                                               1.000000   \n",
       "06                                               0.971792   \n",
       "07                                               0.957991   \n",
       "08                                               0.910186   \n",
       "09                                               0.943428   \n",
       "10                                               0.918140   \n",
       "11                                               0.891291   \n",
       "12                                               0.875540   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                            0.923334   \n",
       "02                                            0.911817   \n",
       "03                                            0.902673   \n",
       "04                                            0.895497   \n",
       "05                                            0.874688   \n",
       "06                                            0.876589   \n",
       "07                                            0.923157   \n",
       "08                                            0.924146   \n",
       "09                                            1.000000   \n",
       "10                                            0.968864   \n",
       "11                                            0.945887   \n",
       "12                                            0.921739   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                      0.907932   \n",
       "02                                                      0.918384   \n",
       "03                                                      0.955714   \n",
       "04                                                      0.992537   \n",
       "05                                                      1.000000   \n",
       "06                                                      0.988186   \n",
       "07                                                      0.963697   \n",
       "08                                                      0.944791   \n",
       "09                                                      0.955639   \n",
       "10                                                      0.915518   \n",
       "11                                                      0.889602   \n",
       "12                                                      0.854868   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La     Total  \n",
       "Periodo                                                                  \n",
       "01                                     0.902007      0.898751  0.942357  \n",
       "02                                     0.919415      0.930781  0.942819  \n",
       "03                                     0.942307      0.941866  0.951868  \n",
       "04                                     0.963889      0.973698  0.961386  \n",
       "05                                     1.000000      1.000000  0.977728  \n",
       "06                                     0.941857      0.986776  0.958683  \n",
       "07                                     0.932829      0.958235  0.975222  \n",
       "08                                     0.910797      0.935454  0.956738  \n",
       "09                                     0.932521      0.946234  1.000000  \n",
       "10                                     0.904293      0.912082  0.969085  \n",
       "11                                     0.884948      0.907262  0.943816  \n",
       "12                                     0.862749      0.898414  0.922634  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "superfinal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in superfinal: \n",
    "   superfinal[i] = superfinal.apply(lambda x: x[i] - x[\"Total\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>-0.010273</td>\n",
       "      <td>-0.015299</td>\n",
       "      <td>-0.007032</td>\n",
       "      <td>-0.009204</td>\n",
       "      <td>0.000232</td>\n",
       "      <td>-0.061545</td>\n",
       "      <td>-0.036397</td>\n",
       "      <td>0.013444</td>\n",
       "      <td>0.003795</td>\n",
       "      <td>-0.001715</td>\n",
       "      <td>0.006787</td>\n",
       "      <td>-0.053237</td>\n",
       "      <td>-0.019023</td>\n",
       "      <td>-0.034425</td>\n",
       "      <td>-0.040350</td>\n",
       "      <td>-0.043606</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>-0.017751</td>\n",
       "      <td>0.001593</td>\n",
       "      <td>0.002802</td>\n",
       "      <td>-0.030381</td>\n",
       "      <td>0.003344</td>\n",
       "      <td>-0.045038</td>\n",
       "      <td>-0.016473</td>\n",
       "      <td>0.011373</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.000079</td>\n",
       "      <td>-0.010024</td>\n",
       "      <td>-0.044219</td>\n",
       "      <td>-0.031002</td>\n",
       "      <td>-0.024434</td>\n",
       "      <td>-0.023403</td>\n",
       "      <td>-0.012038</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>-0.027898</td>\n",
       "      <td>-0.003455</td>\n",
       "      <td>0.011677</td>\n",
       "      <td>-0.048347</td>\n",
       "      <td>0.008013</td>\n",
       "      <td>-0.016063</td>\n",
       "      <td>-0.007515</td>\n",
       "      <td>0.006835</td>\n",
       "      <td>-0.008907</td>\n",
       "      <td>-0.009257</td>\n",
       "      <td>-0.004564</td>\n",
       "      <td>-0.025426</td>\n",
       "      <td>-0.049195</td>\n",
       "      <td>0.003845</td>\n",
       "      <td>-0.009561</td>\n",
       "      <td>-0.010002</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>-0.043226</td>\n",
       "      <td>0.003012</td>\n",
       "      <td>0.019965</td>\n",
       "      <td>-0.062558</td>\n",
       "      <td>0.009947</td>\n",
       "      <td>0.008549</td>\n",
       "      <td>0.009690</td>\n",
       "      <td>-0.007711</td>\n",
       "      <td>-0.030430</td>\n",
       "      <td>0.008212</td>\n",
       "      <td>0.011840</td>\n",
       "      <td>0.006109</td>\n",
       "      <td>-0.065890</td>\n",
       "      <td>0.031151</td>\n",
       "      <td>0.002502</td>\n",
       "      <td>0.012312</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>-0.055518</td>\n",
       "      <td>0.017763</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>-0.090007</td>\n",
       "      <td>0.021177</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.014865</td>\n",
       "      <td>0.007410</td>\n",
       "      <td>-0.049217</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.006556</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>-0.103041</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>-0.047287</td>\n",
       "      <td>0.023060</td>\n",
       "      <td>-0.002548</td>\n",
       "      <td>-0.065493</td>\n",
       "      <td>0.020103</td>\n",
       "      <td>0.021984</td>\n",
       "      <td>0.037625</td>\n",
       "      <td>-0.001292</td>\n",
       "      <td>-0.040798</td>\n",
       "      <td>0.025200</td>\n",
       "      <td>-0.011087</td>\n",
       "      <td>0.013109</td>\n",
       "      <td>-0.082094</td>\n",
       "      <td>0.029503</td>\n",
       "      <td>-0.016827</td>\n",
       "      <td>0.028093</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>-0.026150</td>\n",
       "      <td>0.024778</td>\n",
       "      <td>-0.004588</td>\n",
       "      <td>-0.043446</td>\n",
       "      <td>0.015869</td>\n",
       "      <td>-0.006073</td>\n",
       "      <td>0.024778</td>\n",
       "      <td>0.002560</td>\n",
       "      <td>-0.023828</td>\n",
       "      <td>0.011203</td>\n",
       "      <td>-0.019246</td>\n",
       "      <td>-0.017231</td>\n",
       "      <td>-0.052065</td>\n",
       "      <td>-0.011525</td>\n",
       "      <td>-0.042394</td>\n",
       "      <td>-0.016987</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>-0.011159</td>\n",
       "      <td>0.003932</td>\n",
       "      <td>-0.001099</td>\n",
       "      <td>-0.011723</td>\n",
       "      <td>0.039301</td>\n",
       "      <td>-0.026691</td>\n",
       "      <td>0.010564</td>\n",
       "      <td>-0.009825</td>\n",
       "      <td>-0.007236</td>\n",
       "      <td>-0.004261</td>\n",
       "      <td>-0.007153</td>\n",
       "      <td>-0.046552</td>\n",
       "      <td>-0.032591</td>\n",
       "      <td>-0.011947</td>\n",
       "      <td>-0.045940</td>\n",
       "      <td>-0.021284</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.014890</td>\n",
       "      <td>-0.034229</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.057217</td>\n",
       "      <td>-0.016891</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.015260</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.056572</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.044361</td>\n",
       "      <td>-0.067479</td>\n",
       "      <td>-0.053766</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-0.002037</td>\n",
       "      <td>-0.023602</td>\n",
       "      <td>-0.020399</td>\n",
       "      <td>0.009214</td>\n",
       "      <td>0.002402</td>\n",
       "      <td>-0.064596</td>\n",
       "      <td>-0.033401</td>\n",
       "      <td>-0.002427</td>\n",
       "      <td>0.006371</td>\n",
       "      <td>-0.023655</td>\n",
       "      <td>0.000605</td>\n",
       "      <td>-0.050945</td>\n",
       "      <td>-0.000221</td>\n",
       "      <td>-0.053567</td>\n",
       "      <td>-0.064792</td>\n",
       "      <td>-0.057003</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.001435</td>\n",
       "      <td>-0.014066</td>\n",
       "      <td>-0.014588</td>\n",
       "      <td>0.009606</td>\n",
       "      <td>0.006351</td>\n",
       "      <td>-0.077838</td>\n",
       "      <td>-0.040429</td>\n",
       "      <td>0.002031</td>\n",
       "      <td>0.003529</td>\n",
       "      <td>-0.020862</td>\n",
       "      <td>0.000705</td>\n",
       "      <td>-0.052525</td>\n",
       "      <td>0.002070</td>\n",
       "      <td>-0.054215</td>\n",
       "      <td>-0.058869</td>\n",
       "      <td>-0.036554</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.001881</td>\n",
       "      <td>-0.018838</td>\n",
       "      <td>-0.006340</td>\n",
       "      <td>-0.006373</td>\n",
       "      <td>0.011309</td>\n",
       "      <td>-0.066407</td>\n",
       "      <td>-0.042087</td>\n",
       "      <td>0.001601</td>\n",
       "      <td>0.010838</td>\n",
       "      <td>-0.012043</td>\n",
       "      <td>-0.003041</td>\n",
       "      <td>-0.047094</td>\n",
       "      <td>-0.000895</td>\n",
       "      <td>-0.067766</td>\n",
       "      <td>-0.059884</td>\n",
       "      <td>-0.024220</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                   -0.010273  -0.015299   \n",
       "02                                   -0.017751   0.001593   \n",
       "03                                   -0.027898  -0.003455   \n",
       "04                                   -0.043226   0.003012   \n",
       "05                                   -0.055518   0.017763   \n",
       "06                                   -0.047287   0.023060   \n",
       "07                                   -0.026150   0.024778   \n",
       "08                                   -0.011159   0.003932   \n",
       "09                                    0.000000  -0.014890   \n",
       "10                                   -0.002037  -0.023602   \n",
       "11                                   -0.001435  -0.014066   \n",
       "12                                   -0.001881  -0.018838   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                 -0.007032   \n",
       "02                                                  0.002802   \n",
       "03                                                  0.011677   \n",
       "04                                                  0.019965   \n",
       "05                                                  0.022272   \n",
       "06                                                 -0.002548   \n",
       "07                                                 -0.004588   \n",
       "08                                                 -0.001099   \n",
       "09                                                 -0.034229   \n",
       "10                                                 -0.020399   \n",
       "11                                                 -0.014588   \n",
       "12                                                 -0.006340   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                        -0.009204      0.000232   \n",
       "02                                        -0.030381      0.003344   \n",
       "03                                        -0.048347      0.008013   \n",
       "04                                        -0.062558      0.009947   \n",
       "05                                        -0.090007      0.021177   \n",
       "06                                        -0.065493      0.020103   \n",
       "07                                        -0.043446      0.015869   \n",
       "08                                        -0.011723      0.039301   \n",
       "09                                         0.000000      0.000000   \n",
       "10                                         0.009214      0.002402   \n",
       "11                                         0.009606      0.006351   \n",
       "12                                        -0.006373      0.011309   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                         -0.061545                -0.036397   \n",
       "02                                         -0.045038                -0.016473   \n",
       "03                                         -0.016063                -0.007515   \n",
       "04                                          0.008549                 0.009690   \n",
       "05                                          0.022272                 0.014865   \n",
       "06                                          0.021984                 0.037625   \n",
       "07                                         -0.006073                 0.024778   \n",
       "08                                         -0.026691                 0.010564   \n",
       "09                                         -0.057217                -0.016891   \n",
       "10                                         -0.064596                -0.033401   \n",
       "11                                         -0.077838                -0.040429   \n",
       "12                                         -0.066407                -0.042087   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                   0.013444                 0.003795   \n",
       "02                                   0.011373                 0.000512   \n",
       "03                                   0.006835                -0.008907   \n",
       "04                                  -0.007711                -0.030430   \n",
       "05                                   0.007410                -0.049217   \n",
       "06                                  -0.001292                -0.040798   \n",
       "07                                   0.002560                -0.023828   \n",
       "08                                  -0.009825                -0.007236   \n",
       "09                                   0.000000                 0.000000   \n",
       "10                                  -0.002427                 0.006371   \n",
       "11                                   0.002031                 0.003529   \n",
       "12                                   0.001601                 0.010838   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                     -0.001715    0.006787   \n",
       "02                                      0.000079   -0.010024   \n",
       "03                                     -0.009257   -0.004564   \n",
       "04                                      0.008212    0.011840   \n",
       "05                                      0.022272    0.006556   \n",
       "06                                      0.025200   -0.011087   \n",
       "07                                      0.011203   -0.019246   \n",
       "08                                     -0.004261   -0.007153   \n",
       "09                                     -0.015260    0.000000   \n",
       "10                                     -0.023655    0.000605   \n",
       "11                                     -0.020862    0.000705   \n",
       "12                                     -0.012043   -0.003041   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                              -0.053237   \n",
       "02                                              -0.044219   \n",
       "03                                              -0.025426   \n",
       "04                                               0.006109   \n",
       "05                                               0.022272   \n",
       "06                                               0.013109   \n",
       "07                                              -0.017231   \n",
       "08                                              -0.046552   \n",
       "09                                              -0.056572   \n",
       "10                                              -0.050945   \n",
       "11                                              -0.052525   \n",
       "12                                              -0.047094   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                           -0.019023   \n",
       "02                                           -0.031002   \n",
       "03                                           -0.049195   \n",
       "04                                           -0.065890   \n",
       "05                                           -0.103041   \n",
       "06                                           -0.082094   \n",
       "07                                           -0.052065   \n",
       "08                                           -0.032591   \n",
       "09                                            0.000000   \n",
       "10                                           -0.000221   \n",
       "11                                            0.002070   \n",
       "12                                           -0.000895   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                     -0.034425   \n",
       "02                                                     -0.024434   \n",
       "03                                                      0.003845   \n",
       "04                                                      0.031151   \n",
       "05                                                      0.022272   \n",
       "06                                                      0.029503   \n",
       "07                                                     -0.011525   \n",
       "08                                                     -0.011947   \n",
       "09                                                     -0.044361   \n",
       "10                                                     -0.053567   \n",
       "11                                                     -0.054215   \n",
       "12                                                     -0.067766   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  Total  \n",
       "Periodo                                                               \n",
       "01                                    -0.040350     -0.043606    0.0  \n",
       "02                                    -0.023403     -0.012038    0.0  \n",
       "03                                    -0.009561     -0.010002    0.0  \n",
       "04                                     0.002502      0.012312    0.0  \n",
       "05                                     0.022272      0.022272    0.0  \n",
       "06                                    -0.016827      0.028093    0.0  \n",
       "07                                    -0.042394     -0.016987    0.0  \n",
       "08                                    -0.045940     -0.021284    0.0  \n",
       "09                                    -0.067479     -0.053766    0.0  \n",
       "10                                    -0.064792     -0.057003    0.0  \n",
       "11                                    -0.058869     -0.036554    0.0  \n",
       "12                                    -0.059884     -0.024220    0.0  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "superfinal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal.drop(\"Total\", axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal.to_csv(\"differences.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.020385</td>\n",
       "      <td>-0.001334</td>\n",
       "      <td>-0.002842</td>\n",
       "      <td>-0.029059</td>\n",
       "      <td>0.011504</td>\n",
       "      <td>-0.030722</td>\n",
       "      <td>-0.007973</td>\n",
       "      <td>0.002000</td>\n",
       "      <td>-0.011281</td>\n",
       "      <td>-0.001674</td>\n",
       "      <td>-0.002385</td>\n",
       "      <td>-0.029359</td>\n",
       "      <td>-0.036162</td>\n",
       "      <td>-0.017956</td>\n",
       "      <td>-0.033727</td>\n",
       "      <td>-0.017732</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.019581</td>\n",
       "      <td>0.016636</td>\n",
       "      <td>0.016127</td>\n",
       "      <td>0.032695</td>\n",
       "      <td>0.011319</td>\n",
       "      <td>0.036263</td>\n",
       "      <td>0.027224</td>\n",
       "      <td>0.007010</td>\n",
       "      <td>0.019932</td>\n",
       "      <td>0.015868</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.028658</td>\n",
       "      <td>0.035068</td>\n",
       "      <td>0.034257</td>\n",
       "      <td>0.028783</td>\n",
       "      <td>0.027985</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.055518</td>\n",
       "      <td>-0.023602</td>\n",
       "      <td>-0.034229</td>\n",
       "      <td>-0.090007</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.077838</td>\n",
       "      <td>-0.042087</td>\n",
       "      <td>-0.009825</td>\n",
       "      <td>-0.049217</td>\n",
       "      <td>-0.023655</td>\n",
       "      <td>-0.019246</td>\n",
       "      <td>-0.056572</td>\n",
       "      <td>-0.103041</td>\n",
       "      <td>-0.067766</td>\n",
       "      <td>-0.067479</td>\n",
       "      <td>-0.057003</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.031730</td>\n",
       "      <td>-0.014992</td>\n",
       "      <td>-0.008921</td>\n",
       "      <td>-0.051899</td>\n",
       "      <td>0.003109</td>\n",
       "      <td>-0.062308</td>\n",
       "      <td>-0.034150</td>\n",
       "      <td>-0.001576</td>\n",
       "      <td>-0.025478</td>\n",
       "      <td>-0.012847</td>\n",
       "      <td>-0.007871</td>\n",
       "      <td>-0.051340</td>\n",
       "      <td>-0.055521</td>\n",
       "      <td>-0.046662</td>\n",
       "      <td>-0.059123</td>\n",
       "      <td>-0.038317</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.014455</td>\n",
       "      <td>-0.000931</td>\n",
       "      <td>-0.003568</td>\n",
       "      <td>-0.021052</td>\n",
       "      <td>0.008980</td>\n",
       "      <td>-0.035865</td>\n",
       "      <td>-0.011994</td>\n",
       "      <td>0.001816</td>\n",
       "      <td>-0.003618</td>\n",
       "      <td>-0.002988</td>\n",
       "      <td>-0.001520</td>\n",
       "      <td>-0.045385</td>\n",
       "      <td>-0.031797</td>\n",
       "      <td>-0.018191</td>\n",
       "      <td>-0.041372</td>\n",
       "      <td>-0.019136</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-0.001998</td>\n",
       "      <td>0.007390</td>\n",
       "      <td>0.005021</td>\n",
       "      <td>-0.004779</td>\n",
       "      <td>0.016928</td>\n",
       "      <td>-0.002418</td>\n",
       "      <td>0.011639</td>\n",
       "      <td>0.006979</td>\n",
       "      <td>0.003596</td>\n",
       "      <td>0.008960</td>\n",
       "      <td>0.002168</td>\n",
       "      <td>-0.011396</td>\n",
       "      <td>-0.000726</td>\n",
       "      <td>0.008452</td>\n",
       "      <td>-0.015010</td>\n",
       "      <td>-0.004423</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.024778</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.009606</td>\n",
       "      <td>0.039301</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.037625</td>\n",
       "      <td>0.013444</td>\n",
       "      <td>0.010838</td>\n",
       "      <td>0.025200</td>\n",
       "      <td>0.011840</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.002070</td>\n",
       "      <td>0.031151</td>\n",
       "      <td>0.022272</td>\n",
       "      <td>0.028093</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "count                                12.000000  12.000000   \n",
       "mean                                 -0.020385  -0.001334   \n",
       "std                                   0.019581   0.016636   \n",
       "min                                  -0.055518  -0.023602   \n",
       "25%                                  -0.031730  -0.014992   \n",
       "50%                                  -0.014455  -0.000931   \n",
       "75%                                  -0.001998   0.007390   \n",
       "max                                   0.000000   0.024778   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "count                                              12.000000   \n",
       "mean                                               -0.002842   \n",
       "std                                                 0.016127   \n",
       "min                                                -0.034229   \n",
       "25%                                                -0.008921   \n",
       "50%                                                -0.003568   \n",
       "75%                                                 0.005021   \n",
       "max                                                 0.022272   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "count                                     12.000000     12.000000   \n",
       "mean                                      -0.029059      0.011504   \n",
       "std                                        0.032695      0.011319   \n",
       "min                                       -0.090007      0.000000   \n",
       "25%                                       -0.051899      0.003109   \n",
       "50%                                       -0.021052      0.008980   \n",
       "75%                                       -0.004779      0.016928   \n",
       "max                                        0.009606      0.039301   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "count                                      12.000000                12.000000   \n",
       "mean                                       -0.030722                -0.007973   \n",
       "std                                         0.036263                 0.027224   \n",
       "min                                        -0.077838                -0.042087   \n",
       "25%                                        -0.062308                -0.034150   \n",
       "50%                                        -0.035865                -0.011994   \n",
       "75%                                        -0.002418                 0.011639   \n",
       "max                                         0.022272                 0.037625   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "count                               12.000000                12.000000   \n",
       "mean                                 0.002000                -0.011281   \n",
       "std                                  0.007010                 0.019932   \n",
       "min                                 -0.009825                -0.049217   \n",
       "25%                                 -0.001576                -0.025478   \n",
       "50%                                  0.001816                -0.003618   \n",
       "75%                                  0.006979                 0.003596   \n",
       "max                                  0.013444                 0.010838   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "count                                  12.000000   12.000000   \n",
       "mean                                   -0.001674   -0.002385   \n",
       "std                                     0.015868    0.008722   \n",
       "min                                    -0.023655   -0.019246   \n",
       "25%                                    -0.012847   -0.007871   \n",
       "50%                                    -0.002988   -0.001520   \n",
       "75%                                     0.008960    0.002168   \n",
       "max                                     0.025200    0.011840   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "count                                           12.000000   \n",
       "mean                                            -0.029359   \n",
       "std                                              0.028658   \n",
       "min                                             -0.056572   \n",
       "25%                                             -0.051340   \n",
       "50%                                             -0.045385   \n",
       "75%                                             -0.011396   \n",
       "max                                              0.022272   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "count                                        12.000000   \n",
       "mean                                         -0.036162   \n",
       "std                                           0.035068   \n",
       "min                                          -0.103041   \n",
       "25%                                          -0.055521   \n",
       "50%                                          -0.031797   \n",
       "75%                                          -0.000726   \n",
       "max                                           0.002070   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "count                                                  12.000000   \n",
       "mean                                                   -0.017956   \n",
       "std                                                     0.034257   \n",
       "min                                                    -0.067766   \n",
       "25%                                                    -0.046662   \n",
       "50%                                                    -0.018191   \n",
       "75%                                                     0.008452   \n",
       "max                                                     0.031151   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  Total  \n",
       "count                                 12.000000     12.000000   12.0  \n",
       "mean                                  -0.033727     -0.017732    0.0  \n",
       "std                                    0.028783      0.027985    0.0  \n",
       "min                                   -0.067479     -0.057003    0.0  \n",
       "25%                                   -0.059123     -0.038317    0.0  \n",
       "50%                                   -0.041372     -0.019136    0.0  \n",
       "75%                                   -0.015010     -0.004423    0.0  \n",
       "max                                    0.022272      0.028093    0.0  "
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "superfinal.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 307,
   "metadata": {},
   "outputs": [],
   "source": [
    "marriage=pd.read_csv(\"Marriage.csv\", sep=';', decimal=',')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 309,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_21180\\1582035451.py:1: FutureWarning: The default value of regex will change from True to False in a future version. In addition, single character regular expressions will *not* be treated as literal strings when regex=True.\n",
      "  marriage['Total']=marriage['Total'].str.replace(\".\", \"\")\n"
     ]
    }
   ],
   "source": [
    "marriage['Total']=marriage['Total'].str.replace(\".\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 318,
   "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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Periodo</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10172</th>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>2020M04</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10736</th>\n",
       "      <td>19 Melilla</td>\n",
       "      <td>2020M04</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Comunidades y Ciudades Autónomas  Periodo Total\n",
       "10172                         18 Ceuta  2020M04   NaN\n",
       "10736                       19 Melilla  2020M04   NaN"
      ]
     },
     "execution_count": 318,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = marriage[marriage.isna().any(axis=1)]\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 320,
   "metadata": {},
   "outputs": [],
   "source": [
    "marriage.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 321,
   "metadata": {},
   "outputs": [],
   "source": [
    "marriage['Total']=marriage['Total'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "metadata": {},
   "outputs": [],
   "source": [
    "marriage['Periodo'] = marriage['Periodo'].str[-2:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 323,
   "metadata": {},
   "outputs": [],
   "source": [
    "totmar=marriage[marriage['Comunidades y Ciudades Autónomas']==\"Total\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_21180\\74481156.py:1: 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",
      "  totmar.drop('Comunidades y Ciudades Autónomas', axis=1, inplace=True)\n"
     ]
    }
   ],
   "source": [
    "totmar.drop('Comunidades y Ciudades Autónomas', axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_21180\\2422675130.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.\n",
      "  grouped_mar = totmar.groupby(totmar['Periodo'])['Periodo','Total'].sum()\n",
      "C:\\Users\\gqsal\\AppData\\Local\\Temp\\ipykernel_21180\\2422675130.py:1: FutureWarning: The default value of numeric_only in DataFrameGroupBy.sum is deprecated. In a future version, numeric_only will default to False. Either specify numeric_only or select only columns which should be valid for the function.\n",
      "  grouped_mar = totmar.groupby(totmar['Periodo'])['Periodo','Total'].sum()\n"
     ]
    }
   ],
   "source": [
    "grouped_mar = totmar.groupby(totmar['Periodo'])['Periodo','Total'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_mar['Total'] = grouped_mar.apply(lambda x: x['Total'] / month_days[x.name], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 327,
   "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>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>11556.258065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>13096.141593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>19194.064516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>22761.733333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>27628.903226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>34264.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>36660.806452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>30912.258065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>42062.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>32157.419355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>17107.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>19024.129032</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                Total\n",
       "Periodo              \n",
       "01       11556.258065\n",
       "02       13096.141593\n",
       "03       19194.064516\n",
       "04       22761.733333\n",
       "05       27628.903226\n",
       "06       34264.666667\n",
       "07       36660.806452\n",
       "08       30912.258065\n",
       "09       42062.166667\n",
       "10       32157.419355\n",
       "11       17107.266667\n",
       "12       19024.129032"
      ]
     },
     "execution_count": 327,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_mar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "metadata": {},
   "outputs": [],
   "source": [
    "marrate=grouped_mar.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {},
   "outputs": [],
   "source": [
    "marrate['Total'] = marrate.apply(lambda x: x['Total'] / marrate.Total.max(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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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>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.274742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.311352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.456326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.541145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>0.656859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>0.814620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>0.871586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.734918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.764521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.406714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.452286</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Total\n",
       "Periodo          \n",
       "01       0.274742\n",
       "02       0.311352\n",
       "03       0.456326\n",
       "04       0.541145\n",
       "05       0.656859\n",
       "06       0.814620\n",
       "07       0.871586\n",
       "08       0.734918\n",
       "09       1.000000\n",
       "10       0.764521\n",
       "11       0.406714\n",
       "12       0.452286"
      ]
     },
     "execution_count": 330,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marrate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 331,
   "metadata": {},
   "outputs": [],
   "source": [
    "marccaa=marriage.groupby([\"Periodo\", \"Comunidades y Ciudades Autónomas\"])[\"Total\"].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 332,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "        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>Periodo</th>\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>01 Andalucía</td>\n",
       "      <td>70254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01</td>\n",
       "      <td>02 Aragón</td>\n",
       "      <td>7141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01</td>\n",
       "      <td>03 Asturias, Principado de</td>\n",
       "      <td>9792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01</td>\n",
       "      <td>04 Balears, Illes</td>\n",
       "      <td>10064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01</td>\n",
       "      <td>05 Canarias</td>\n",
       "      <td>18293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>12</td>\n",
       "      <td>17 Rioja, La</td>\n",
       "      <td>2530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>12</td>\n",
       "      <td>18 Ceuta</td>\n",
       "      <td>1267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>12</td>\n",
       "      <td>19 Melilla</td>\n",
       "      <td>1366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>12</td>\n",
       "      <td>No residente</td>\n",
       "      <td>4383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>12</td>\n",
       "      <td>Total</td>\n",
       "      <td>589748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>252 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Periodo Comunidades y Ciudades Autónomas   Total\n",
       "0        01                     01 Andalucía   70254\n",
       "1        01                        02 Aragón    7141\n",
       "2        01       03 Asturias, Principado de    9792\n",
       "3        01                04 Balears, Illes   10064\n",
       "4        01                      05 Canarias   18293\n",
       "..      ...                              ...     ...\n",
       "247      12                     17 Rioja, La    2530\n",
       "248      12                         18 Ceuta    1267\n",
       "249      12                       19 Melilla    1366\n",
       "250      12                     No residente    4383\n",
       "251      12                            Total  589748\n",
       "\n",
       "[252 rows x 3 columns]"
      ]
     },
     "execution_count": 332,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marccaa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {},
   "outputs": [],
   "source": [
    "marccaa=marccaa.pivot_table(values=\"Total\", index=marccaa.Periodo, columns='Comunidades y Ciudades Autónomas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 335,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>05 Canarias</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>...</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>18 Ceuta</th>\n",
       "      <th>19 Melilla</th>\n",
       "      <th>No residente</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>70254</td>\n",
       "      <td>7141</td>\n",
       "      <td>9792</td>\n",
       "      <td>10064</td>\n",
       "      <td>18293</td>\n",
       "      <td>4269</td>\n",
       "      <td>16128</td>\n",
       "      <td>11189</td>\n",
       "      <td>55152</td>\n",
       "      <td>34798</td>\n",
       "      <td>...</td>\n",
       "      <td>32907</td>\n",
       "      <td>42244</td>\n",
       "      <td>12016</td>\n",
       "      <td>3582</td>\n",
       "      <td>14887</td>\n",
       "      <td>1685</td>\n",
       "      <td>1004</td>\n",
       "      <td>998</td>\n",
       "      <td>2661</td>\n",
       "      <td>358244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>71536</td>\n",
       "      <td>7937</td>\n",
       "      <td>10003</td>\n",
       "      <td>11006</td>\n",
       "      <td>20218</td>\n",
       "      <td>4472</td>\n",
       "      <td>15253</td>\n",
       "      <td>11537</td>\n",
       "      <td>56227</td>\n",
       "      <td>40859</td>\n",
       "      <td>...</td>\n",
       "      <td>26242</td>\n",
       "      <td>49558</td>\n",
       "      <td>11159</td>\n",
       "      <td>4042</td>\n",
       "      <td>15792</td>\n",
       "      <td>1773</td>\n",
       "      <td>1079</td>\n",
       "      <td>1020</td>\n",
       "      <td>1799</td>\n",
       "      <td>369966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>121559</td>\n",
       "      <td>14970</td>\n",
       "      <td>15138</td>\n",
       "      <td>14258</td>\n",
       "      <td>25357</td>\n",
       "      <td>7513</td>\n",
       "      <td>24222</td>\n",
       "      <td>21763</td>\n",
       "      <td>88840</td>\n",
       "      <td>66074</td>\n",
       "      <td>...</td>\n",
       "      <td>35201</td>\n",
       "      <td>80067</td>\n",
       "      <td>21418</td>\n",
       "      <td>7336</td>\n",
       "      <td>27480</td>\n",
       "      <td>3416</td>\n",
       "      <td>1376</td>\n",
       "      <td>1342</td>\n",
       "      <td>2769</td>\n",
       "      <td>595016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>133137</td>\n",
       "      <td>19033</td>\n",
       "      <td>16235</td>\n",
       "      <td>15358</td>\n",
       "      <td>26824</td>\n",
       "      <td>8014</td>\n",
       "      <td>29926</td>\n",
       "      <td>28357</td>\n",
       "      <td>112534</td>\n",
       "      <td>78478</td>\n",
       "      <td>...</td>\n",
       "      <td>34883</td>\n",
       "      <td>90369</td>\n",
       "      <td>22109</td>\n",
       "      <td>8065</td>\n",
       "      <td>30178</td>\n",
       "      <td>4184</td>\n",
       "      <td>1391</td>\n",
       "      <td>1321</td>\n",
       "      <td>4421</td>\n",
       "      <td>682852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>140141</td>\n",
       "      <td>26496</td>\n",
       "      <td>22282</td>\n",
       "      <td>18524</td>\n",
       "      <td>26612</td>\n",
       "      <td>12116</td>\n",
       "      <td>43677</td>\n",
       "      <td>39976</td>\n",
       "      <td>143400</td>\n",
       "      <td>97560</td>\n",
       "      <td>...</td>\n",
       "      <td>45883</td>\n",
       "      <td>122893</td>\n",
       "      <td>24894</td>\n",
       "      <td>11585</td>\n",
       "      <td>46496</td>\n",
       "      <td>6079</td>\n",
       "      <td>1187</td>\n",
       "      <td>1382</td>\n",
       "      <td>6407</td>\n",
       "      <td>856496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>184155</td>\n",
       "      <td>31453</td>\n",
       "      <td>23830</td>\n",
       "      <td>18469</td>\n",
       "      <td>33674</td>\n",
       "      <td>12401</td>\n",
       "      <td>50080</td>\n",
       "      <td>47208</td>\n",
       "      <td>165002</td>\n",
       "      <td>108400</td>\n",
       "      <td>...</td>\n",
       "      <td>48412</td>\n",
       "      <td>166445</td>\n",
       "      <td>28441</td>\n",
       "      <td>16014</td>\n",
       "      <td>54540</td>\n",
       "      <td>7299</td>\n",
       "      <td>1738</td>\n",
       "      <td>1665</td>\n",
       "      <td>7947</td>\n",
       "      <td>1027940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>184240</td>\n",
       "      <td>31982</td>\n",
       "      <td>27365</td>\n",
       "      <td>18600</td>\n",
       "      <td>41325</td>\n",
       "      <td>14426</td>\n",
       "      <td>64318</td>\n",
       "      <td>47636</td>\n",
       "      <td>199352</td>\n",
       "      <td>106197</td>\n",
       "      <td>...</td>\n",
       "      <td>70748</td>\n",
       "      <td>171914</td>\n",
       "      <td>20250</td>\n",
       "      <td>15705</td>\n",
       "      <td>74062</td>\n",
       "      <td>8367</td>\n",
       "      <td>2120</td>\n",
       "      <td>1888</td>\n",
       "      <td>11113</td>\n",
       "      <td>1136485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>196239</td>\n",
       "      <td>27435</td>\n",
       "      <td>27394</td>\n",
       "      <td>15203</td>\n",
       "      <td>34755</td>\n",
       "      <td>14906</td>\n",
       "      <td>72894</td>\n",
       "      <td>56299</td>\n",
       "      <td>111321</td>\n",
       "      <td>80438</td>\n",
       "      <td>...</td>\n",
       "      <td>91537</td>\n",
       "      <td>93253</td>\n",
       "      <td>15545</td>\n",
       "      <td>15707</td>\n",
       "      <td>38029</td>\n",
       "      <td>7630</td>\n",
       "      <td>1773</td>\n",
       "      <td>1932</td>\n",
       "      <td>12962</td>\n",
       "      <td>958280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>230236</td>\n",
       "      <td>43080</td>\n",
       "      <td>30641</td>\n",
       "      <td>24789</td>\n",
       "      <td>41735</td>\n",
       "      <td>18251</td>\n",
       "      <td>67459</td>\n",
       "      <td>53399</td>\n",
       "      <td>201646</td>\n",
       "      <td>128073</td>\n",
       "      <td>...</td>\n",
       "      <td>67444</td>\n",
       "      <td>188402</td>\n",
       "      <td>33529</td>\n",
       "      <td>17606</td>\n",
       "      <td>64315</td>\n",
       "      <td>9181</td>\n",
       "      <td>2056</td>\n",
       "      <td>1831</td>\n",
       "      <td>10651</td>\n",
       "      <td>1261865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>193460</td>\n",
       "      <td>28271</td>\n",
       "      <td>24589</td>\n",
       "      <td>21520</td>\n",
       "      <td>38745</td>\n",
       "      <td>14066</td>\n",
       "      <td>47045</td>\n",
       "      <td>37831</td>\n",
       "      <td>152358</td>\n",
       "      <td>114986</td>\n",
       "      <td>...</td>\n",
       "      <td>47989</td>\n",
       "      <td>141572</td>\n",
       "      <td>35247</td>\n",
       "      <td>12635</td>\n",
       "      <td>49599</td>\n",
       "      <td>5998</td>\n",
       "      <td>1610</td>\n",
       "      <td>1705</td>\n",
       "      <td>5939</td>\n",
       "      <td>996880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>88789</td>\n",
       "      <td>13394</td>\n",
       "      <td>13791</td>\n",
       "      <td>16889</td>\n",
       "      <td>27181</td>\n",
       "      <td>6751</td>\n",
       "      <td>20274</td>\n",
       "      <td>19035</td>\n",
       "      <td>81949</td>\n",
       "      <td>61777</td>\n",
       "      <td>...</td>\n",
       "      <td>27433</td>\n",
       "      <td>72372</td>\n",
       "      <td>16744</td>\n",
       "      <td>6108</td>\n",
       "      <td>23977</td>\n",
       "      <td>2793</td>\n",
       "      <td>1121</td>\n",
       "      <td>1195</td>\n",
       "      <td>2323</td>\n",
       "      <td>513218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>134715</td>\n",
       "      <td>11244</td>\n",
       "      <td>15063</td>\n",
       "      <td>15926</td>\n",
       "      <td>31367</td>\n",
       "      <td>6416</td>\n",
       "      <td>24795</td>\n",
       "      <td>20799</td>\n",
       "      <td>84421</td>\n",
       "      <td>61644</td>\n",
       "      <td>...</td>\n",
       "      <td>40850</td>\n",
       "      <td>66620</td>\n",
       "      <td>21827</td>\n",
       "      <td>5521</td>\n",
       "      <td>21984</td>\n",
       "      <td>2530</td>\n",
       "      <td>1267</td>\n",
       "      <td>1366</td>\n",
       "      <td>4383</td>\n",
       "      <td>589748</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>12 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                       70254       7141   \n",
       "02                                       71536       7937   \n",
       "03                                      121559      14970   \n",
       "04                                      133137      19033   \n",
       "05                                      140141      26496   \n",
       "06                                      184155      31453   \n",
       "07                                      184240      31982   \n",
       "08                                      196239      27435   \n",
       "09                                      230236      43080   \n",
       "10                                      193460      28271   \n",
       "11                                       88789      13394   \n",
       "12                                      134715      11244   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                      9792   \n",
       "02                                                     10003   \n",
       "03                                                     15138   \n",
       "04                                                     16235   \n",
       "05                                                     22282   \n",
       "06                                                     23830   \n",
       "07                                                     27365   \n",
       "08                                                     27394   \n",
       "09                                                     30641   \n",
       "10                                                     24589   \n",
       "11                                                     13791   \n",
       "12                                                     15063   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  05 Canarias  \\\n",
       "Periodo                                                            \n",
       "01                                            10064        18293   \n",
       "02                                            11006        20218   \n",
       "03                                            14258        25357   \n",
       "04                                            15358        26824   \n",
       "05                                            18524        26612   \n",
       "06                                            18469        33674   \n",
       "07                                            18600        41325   \n",
       "08                                            15203        34755   \n",
       "09                                            24789        41735   \n",
       "10                                            21520        38745   \n",
       "11                                            16889        27181   \n",
       "12                                            15926        31367   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  06 Cantabria  07 Castilla y León  \\\n",
       "Periodo                                                              \n",
       "01                                        4269               16128   \n",
       "02                                        4472               15253   \n",
       "03                                        7513               24222   \n",
       "04                                        8014               29926   \n",
       "05                                       12116               43677   \n",
       "06                                       12401               50080   \n",
       "07                                       14426               64318   \n",
       "08                                       14906               72894   \n",
       "09                                       18251               67459   \n",
       "10                                       14066               47045   \n",
       "11                                        6751               20274   \n",
       "12                                        6416               24795   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  08 Castilla - La Mancha  09 Cataluña  \\\n",
       "Periodo                                                                  \n",
       "01                                                  11189        55152   \n",
       "02                                                  11537        56227   \n",
       "03                                                  21763        88840   \n",
       "04                                                  28357       112534   \n",
       "05                                                  39976       143400   \n",
       "06                                                  47208       165002   \n",
       "07                                                  47636       199352   \n",
       "08                                                  56299       111321   \n",
       "09                                                  53399       201646   \n",
       "10                                                  37831       152358   \n",
       "11                                                  19035        81949   \n",
       "12                                                  20799        84421   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  10 Comunitat Valenciana  ...  12 Galicia  \\\n",
       "Periodo                                                    ...               \n",
       "01                                                  34798  ...       32907   \n",
       "02                                                  40859  ...       26242   \n",
       "03                                                  66074  ...       35201   \n",
       "04                                                  78478  ...       34883   \n",
       "05                                                  97560  ...       45883   \n",
       "06                                                 108400  ...       48412   \n",
       "07                                                 106197  ...       70748   \n",
       "08                                                  80438  ...       91537   \n",
       "09                                                 128073  ...       67444   \n",
       "10                                                 114986  ...       47989   \n",
       "11                                                  61777  ...       27433   \n",
       "12                                                  61644  ...       40850   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                                  42244   \n",
       "02                                                  49558   \n",
       "03                                                  80067   \n",
       "04                                                  90369   \n",
       "05                                                 122893   \n",
       "06                                                 166445   \n",
       "07                                                 171914   \n",
       "08                                                  93253   \n",
       "09                                                 188402   \n",
       "10                                                 141572   \n",
       "11                                                  72372   \n",
       "12                                                  66620   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                               12016   \n",
       "02                                               11159   \n",
       "03                                               21418   \n",
       "04                                               22109   \n",
       "05                                               24894   \n",
       "06                                               28441   \n",
       "07                                               20250   \n",
       "08                                               15545   \n",
       "09                                               33529   \n",
       "10                                               35247   \n",
       "11                                               16744   \n",
       "12                                               21827   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                          3582   \n",
       "02                                                          4042   \n",
       "03                                                          7336   \n",
       "04                                                          8065   \n",
       "05                                                         11585   \n",
       "06                                                         16014   \n",
       "07                                                         15705   \n",
       "08                                                         15707   \n",
       "09                                                         17606   \n",
       "10                                                         12635   \n",
       "11                                                          6108   \n",
       "12                                                          5521   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  18 Ceuta  \\\n",
       "Periodo                                                                   \n",
       "01                                        14887          1685      1004   \n",
       "02                                        15792          1773      1079   \n",
       "03                                        27480          3416      1376   \n",
       "04                                        30178          4184      1391   \n",
       "05                                        46496          6079      1187   \n",
       "06                                        54540          7299      1738   \n",
       "07                                        74062          8367      2120   \n",
       "08                                        38029          7630      1773   \n",
       "09                                        64315          9181      2056   \n",
       "10                                        49599          5998      1610   \n",
       "11                                        23977          2793      1121   \n",
       "12                                        21984          2530      1267   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  19 Melilla  No residente    Total  \n",
       "Periodo                                                              \n",
       "01                                       998          2661   358244  \n",
       "02                                      1020          1799   369966  \n",
       "03                                      1342          2769   595016  \n",
       "04                                      1321          4421   682852  \n",
       "05                                      1382          6407   856496  \n",
       "06                                      1665          7947  1027940  \n",
       "07                                      1888         11113  1136485  \n",
       "08                                      1932         12962   958280  \n",
       "09                                      1831         10651  1261865  \n",
       "10                                      1705          5939   996880  \n",
       "11                                      1195          2323   513218  \n",
       "12                                      1366          4383   589748  \n",
       "\n",
       "[12 rows x 21 columns]"
      ]
     },
     "execution_count": 335,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "marccaa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 336,
   "metadata": {},
   "outputs": [],
   "source": [
    "marccaa.drop([\"05 Canarias\", '18 Ceuta', '19 Melilla', 'No residente', 'Total'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in marccaa:\n",
    "    marccaa[i] = marccaa.apply(lambda x: x[i] / month_days[x.name], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 338,
   "metadata": {},
   "outputs": [],
   "source": [
    "final2=marccaa.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 339,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in final2: \n",
    "   final2[i] = final2.apply(lambda x: x[i] / final2[i].max(), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 340,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.295296</td>\n",
       "      <td>0.160414</td>\n",
       "      <td>0.309263</td>\n",
       "      <td>0.392890</td>\n",
       "      <td>0.226360</td>\n",
       "      <td>0.221253</td>\n",
       "      <td>0.198742</td>\n",
       "      <td>0.264686</td>\n",
       "      <td>0.262940</td>\n",
       "      <td>0.213349</td>\n",
       "      <td>0.359494</td>\n",
       "      <td>0.216990</td>\n",
       "      <td>0.340908</td>\n",
       "      <td>0.196890</td>\n",
       "      <td>0.201007</td>\n",
       "      <td>0.177611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.329955</td>\n",
       "      <td>0.195652</td>\n",
       "      <td>0.346681</td>\n",
       "      <td>0.471491</td>\n",
       "      <td>0.260206</td>\n",
       "      <td>0.229618</td>\n",
       "      <td>0.224872</td>\n",
       "      <td>0.296113</td>\n",
       "      <td>0.338792</td>\n",
       "      <td>0.215628</td>\n",
       "      <td>0.314589</td>\n",
       "      <td>0.279339</td>\n",
       "      <td>0.347413</td>\n",
       "      <td>0.243803</td>\n",
       "      <td>0.233983</td>\n",
       "      <td>0.205079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.510944</td>\n",
       "      <td>0.336284</td>\n",
       "      <td>0.478107</td>\n",
       "      <td>0.556620</td>\n",
       "      <td>0.398370</td>\n",
       "      <td>0.332291</td>\n",
       "      <td>0.386561</td>\n",
       "      <td>0.426362</td>\n",
       "      <td>0.499267</td>\n",
       "      <td>0.346658</td>\n",
       "      <td>0.384555</td>\n",
       "      <td>0.411271</td>\n",
       "      <td>0.607655</td>\n",
       "      <td>0.403235</td>\n",
       "      <td>0.371040</td>\n",
       "      <td>0.360070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.578263</td>\n",
       "      <td>0.441806</td>\n",
       "      <td>0.529846</td>\n",
       "      <td>0.619549</td>\n",
       "      <td>0.439099</td>\n",
       "      <td>0.424226</td>\n",
       "      <td>0.520475</td>\n",
       "      <td>0.558077</td>\n",
       "      <td>0.612760</td>\n",
       "      <td>0.433189</td>\n",
       "      <td>0.393784</td>\n",
       "      <td>0.479661</td>\n",
       "      <td>0.648168</td>\n",
       "      <td>0.458082</td>\n",
       "      <td>0.421052</td>\n",
       "      <td>0.455724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>0.589049</td>\n",
       "      <td>0.595202</td>\n",
       "      <td>0.703738</td>\n",
       "      <td>0.723162</td>\n",
       "      <td>0.642439</td>\n",
       "      <td>0.599185</td>\n",
       "      <td>0.710066</td>\n",
       "      <td>0.688207</td>\n",
       "      <td>0.737180</td>\n",
       "      <td>0.439295</td>\n",
       "      <td>0.501251</td>\n",
       "      <td>0.631250</td>\n",
       "      <td>0.706273</td>\n",
       "      <td>0.636788</td>\n",
       "      <td>0.627798</td>\n",
       "      <td>0.640769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>0.799853</td>\n",
       "      <td>0.730107</td>\n",
       "      <td>0.777716</td>\n",
       "      <td>0.745048</td>\n",
       "      <td>0.679470</td>\n",
       "      <td>0.709926</td>\n",
       "      <td>0.866474</td>\n",
       "      <td>0.818276</td>\n",
       "      <td>0.846392</td>\n",
       "      <td>0.498535</td>\n",
       "      <td>0.546508</td>\n",
       "      <td>0.883457</td>\n",
       "      <td>0.833802</td>\n",
       "      <td>0.909576</td>\n",
       "      <td>0.760957</td>\n",
       "      <td>0.795011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>0.774409</td>\n",
       "      <td>0.718438</td>\n",
       "      <td>0.864275</td>\n",
       "      <td>0.726129</td>\n",
       "      <td>0.764925</td>\n",
       "      <td>0.882350</td>\n",
       "      <td>0.846125</td>\n",
       "      <td>0.956733</td>\n",
       "      <td>0.802443</td>\n",
       "      <td>0.578089</td>\n",
       "      <td>0.772890</td>\n",
       "      <td>0.883050</td>\n",
       "      <td>0.574517</td>\n",
       "      <td>0.863250</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.881941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.824844</td>\n",
       "      <td>0.616295</td>\n",
       "      <td>0.865191</td>\n",
       "      <td>0.593512</td>\n",
       "      <td>0.790376</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.534253</td>\n",
       "      <td>0.607804</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.479001</td>\n",
       "      <td>0.441030</td>\n",
       "      <td>0.863360</td>\n",
       "      <td>0.513475</td>\n",
       "      <td>0.804256</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.956288</td>\n",
       "      <td>0.980106</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.661119</td>\n",
       "      <td>0.761355</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.982967</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.897341</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.813163</td>\n",
       "      <td>0.635075</td>\n",
       "      <td>0.776600</td>\n",
       "      <td>0.840123</td>\n",
       "      <td>0.745836</td>\n",
       "      <td>0.645389</td>\n",
       "      <td>0.671966</td>\n",
       "      <td>0.731198</td>\n",
       "      <td>0.868854</td>\n",
       "      <td>0.504648</td>\n",
       "      <td>0.524258</td>\n",
       "      <td>0.727196</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.694503</td>\n",
       "      <td>0.669696</td>\n",
       "      <td>0.632231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.385643</td>\n",
       "      <td>0.310910</td>\n",
       "      <td>0.450083</td>\n",
       "      <td>0.681310</td>\n",
       "      <td>0.369898</td>\n",
       "      <td>0.287401</td>\n",
       "      <td>0.349376</td>\n",
       "      <td>0.406400</td>\n",
       "      <td>0.482358</td>\n",
       "      <td>0.223775</td>\n",
       "      <td>0.309683</td>\n",
       "      <td>0.384136</td>\n",
       "      <td>0.490882</td>\n",
       "      <td>0.346927</td>\n",
       "      <td>0.334534</td>\n",
       "      <td>0.304215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.566242</td>\n",
       "      <td>0.252583</td>\n",
       "      <td>0.475738</td>\n",
       "      <td>0.621738</td>\n",
       "      <td>0.340202</td>\n",
       "      <td>0.340151</td>\n",
       "      <td>0.369438</td>\n",
       "      <td>0.405154</td>\n",
       "      <td>0.465793</td>\n",
       "      <td>0.395185</td>\n",
       "      <td>0.446268</td>\n",
       "      <td>0.342199</td>\n",
       "      <td>0.619258</td>\n",
       "      <td>0.303471</td>\n",
       "      <td>0.296832</td>\n",
       "      <td>0.266680</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                    0.295296   0.160414   \n",
       "02                                    0.329955   0.195652   \n",
       "03                                    0.510944   0.336284   \n",
       "04                                    0.578263   0.441806   \n",
       "05                                    0.589049   0.595202   \n",
       "06                                    0.799853   0.730107   \n",
       "07                                    0.774409   0.718438   \n",
       "08                                    0.824844   0.616295   \n",
       "09                                    1.000000   1.000000   \n",
       "10                                    0.813163   0.635075   \n",
       "11                                    0.385643   0.310910   \n",
       "12                                    0.566242   0.252583   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                  0.309263   \n",
       "02                                                  0.346681   \n",
       "03                                                  0.478107   \n",
       "04                                                  0.529846   \n",
       "05                                                  0.703738   \n",
       "06                                                  0.777716   \n",
       "07                                                  0.864275   \n",
       "08                                                  0.865191   \n",
       "09                                                  1.000000   \n",
       "10                                                  0.776600   \n",
       "11                                                  0.450083   \n",
       "12                                                  0.475738   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                         0.392890      0.226360   \n",
       "02                                         0.471491      0.260206   \n",
       "03                                         0.556620      0.398370   \n",
       "04                                         0.619549      0.439099   \n",
       "05                                         0.723162      0.642439   \n",
       "06                                         0.745048      0.679470   \n",
       "07                                         0.726129      0.764925   \n",
       "08                                         0.593512      0.790376   \n",
       "09                                         1.000000      1.000000   \n",
       "10                                         0.840123      0.745836   \n",
       "11                                         0.681310      0.369898   \n",
       "12                                         0.621738      0.340202   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                          0.221253                 0.198742   \n",
       "02                                          0.229618                 0.224872   \n",
       "03                                          0.332291                 0.386561   \n",
       "04                                          0.424226                 0.520475   \n",
       "05                                          0.599185                 0.710066   \n",
       "06                                          0.709926                 0.866474   \n",
       "07                                          0.882350                 0.846125   \n",
       "08                                          1.000000                 1.000000   \n",
       "09                                          0.956288                 0.980106   \n",
       "10                                          0.645389                 0.671966   \n",
       "11                                          0.287401                 0.349376   \n",
       "12                                          0.340151                 0.369438   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                   0.264686                 0.262940   \n",
       "02                                   0.296113                 0.338792   \n",
       "03                                   0.426362                 0.499267   \n",
       "04                                   0.558077                 0.612760   \n",
       "05                                   0.688207                 0.737180   \n",
       "06                                   0.818276                 0.846392   \n",
       "07                                   0.956733                 0.802443   \n",
       "08                                   0.534253                 0.607804   \n",
       "09                                   1.000000                 1.000000   \n",
       "10                                   0.731198                 0.868854   \n",
       "11                                   0.406400                 0.482358   \n",
       "12                                   0.405154                 0.465793   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                      0.213349    0.359494   \n",
       "02                                      0.215628    0.314589   \n",
       "03                                      0.346658    0.384555   \n",
       "04                                      0.433189    0.393784   \n",
       "05                                      0.439295    0.501251   \n",
       "06                                      0.498535    0.546508   \n",
       "07                                      0.578089    0.772890   \n",
       "08                                      1.000000    1.000000   \n",
       "09                                      0.661119    0.761355   \n",
       "10                                      0.504648    0.524258   \n",
       "11                                      0.223775    0.309683   \n",
       "12                                      0.395185    0.446268   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                               0.216990   \n",
       "02                                               0.279339   \n",
       "03                                               0.411271   \n",
       "04                                               0.479661   \n",
       "05                                               0.631250   \n",
       "06                                               0.883457   \n",
       "07                                               0.883050   \n",
       "08                                               0.479001   \n",
       "09                                               1.000000   \n",
       "10                                               0.727196   \n",
       "11                                               0.384136   \n",
       "12                                               0.342199   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                            0.340908   \n",
       "02                                            0.347413   \n",
       "03                                            0.607655   \n",
       "04                                            0.648168   \n",
       "05                                            0.706273   \n",
       "06                                            0.833802   \n",
       "07                                            0.574517   \n",
       "08                                            0.441030   \n",
       "09                                            0.982967   \n",
       "10                                            1.000000   \n",
       "11                                            0.490882   \n",
       "12                                            0.619258   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                      0.196890   \n",
       "02                                                      0.243803   \n",
       "03                                                      0.403235   \n",
       "04                                                      0.458082   \n",
       "05                                                      0.636788   \n",
       "06                                                      0.909576   \n",
       "07                                                      0.863250   \n",
       "08                                                      0.863360   \n",
       "09                                                      1.000000   \n",
       "10                                                      0.694503   \n",
       "11                                                      0.346927   \n",
       "12                                                      0.303471   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  \n",
       "Periodo                                                        \n",
       "01                                     0.201007      0.177611  \n",
       "02                                     0.233983      0.205079  \n",
       "03                                     0.371040      0.360070  \n",
       "04                                     0.421052      0.455724  \n",
       "05                                     0.627798      0.640769  \n",
       "06                                     0.760957      0.795011  \n",
       "07                                     1.000000      0.881941  \n",
       "08                                     0.513475      0.804256  \n",
       "09                                     0.897341      1.000000  \n",
       "10                                     0.669696      0.632231  \n",
       "11                                     0.334534      0.304215  \n",
       "12                                     0.296832      0.266680  "
      ]
     },
     "execution_count": 340,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 341,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal2=final2.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 342,
   "metadata": {},
   "outputs": [],
   "source": [
    "superfinal2['Total']=marrate['Total']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in superfinal2: \n",
    "   superfinal2[i] = superfinal2.apply(lambda x: x[i] - x[\"Total\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Periodo</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>01</th>\n",
       "      <td>0.020554</td>\n",
       "      <td>-0.114328</td>\n",
       "      <td>0.034521</td>\n",
       "      <td>0.118148</td>\n",
       "      <td>-0.048383</td>\n",
       "      <td>-0.053490</td>\n",
       "      <td>-0.076000</td>\n",
       "      <td>-0.010056</td>\n",
       "      <td>-0.011803</td>\n",
       "      <td>-0.061393</td>\n",
       "      <td>0.084752</td>\n",
       "      <td>-0.057753</td>\n",
       "      <td>0.066166</td>\n",
       "      <td>-0.077852</td>\n",
       "      <td>-0.073735</td>\n",
       "      <td>-0.097131</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>02</th>\n",
       "      <td>0.018603</td>\n",
       "      <td>-0.115700</td>\n",
       "      <td>0.035329</td>\n",
       "      <td>0.160139</td>\n",
       "      <td>-0.051146</td>\n",
       "      <td>-0.081734</td>\n",
       "      <td>-0.086480</td>\n",
       "      <td>-0.015239</td>\n",
       "      <td>0.027440</td>\n",
       "      <td>-0.095724</td>\n",
       "      <td>0.003237</td>\n",
       "      <td>-0.032013</td>\n",
       "      <td>0.036061</td>\n",
       "      <td>-0.067549</td>\n",
       "      <td>-0.077369</td>\n",
       "      <td>-0.106273</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>03</th>\n",
       "      <td>0.054618</td>\n",
       "      <td>-0.120043</td>\n",
       "      <td>0.021781</td>\n",
       "      <td>0.100294</td>\n",
       "      <td>-0.057956</td>\n",
       "      <td>-0.124035</td>\n",
       "      <td>-0.069765</td>\n",
       "      <td>-0.029964</td>\n",
       "      <td>0.042941</td>\n",
       "      <td>-0.109668</td>\n",
       "      <td>-0.071771</td>\n",
       "      <td>-0.045056</td>\n",
       "      <td>0.151328</td>\n",
       "      <td>-0.053091</td>\n",
       "      <td>-0.085286</td>\n",
       "      <td>-0.096256</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>04</th>\n",
       "      <td>0.037118</td>\n",
       "      <td>-0.099339</td>\n",
       "      <td>-0.011299</td>\n",
       "      <td>0.078404</td>\n",
       "      <td>-0.102046</td>\n",
       "      <td>-0.116919</td>\n",
       "      <td>-0.020670</td>\n",
       "      <td>0.016932</td>\n",
       "      <td>0.071615</td>\n",
       "      <td>-0.107956</td>\n",
       "      <td>-0.147361</td>\n",
       "      <td>-0.061485</td>\n",
       "      <td>0.107023</td>\n",
       "      <td>-0.083063</td>\n",
       "      <td>-0.120093</td>\n",
       "      <td>-0.085421</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>05</th>\n",
       "      <td>-0.067810</td>\n",
       "      <td>-0.061657</td>\n",
       "      <td>0.046879</td>\n",
       "      <td>0.066303</td>\n",
       "      <td>-0.014419</td>\n",
       "      <td>-0.057674</td>\n",
       "      <td>0.053207</td>\n",
       "      <td>0.031348</td>\n",
       "      <td>0.080322</td>\n",
       "      <td>-0.217563</td>\n",
       "      <td>-0.155608</td>\n",
       "      <td>-0.025609</td>\n",
       "      <td>0.049414</td>\n",
       "      <td>-0.020071</td>\n",
       "      <td>-0.029060</td>\n",
       "      <td>-0.016089</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>06</th>\n",
       "      <td>-0.014766</td>\n",
       "      <td>-0.084513</td>\n",
       "      <td>-0.036903</td>\n",
       "      <td>-0.069571</td>\n",
       "      <td>-0.135150</td>\n",
       "      <td>-0.104694</td>\n",
       "      <td>0.051854</td>\n",
       "      <td>0.003656</td>\n",
       "      <td>0.031773</td>\n",
       "      <td>-0.316085</td>\n",
       "      <td>-0.268111</td>\n",
       "      <td>0.068837</td>\n",
       "      <td>0.019183</td>\n",
       "      <td>0.094957</td>\n",
       "      <td>-0.053663</td>\n",
       "      <td>-0.019608</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>07</th>\n",
       "      <td>-0.097178</td>\n",
       "      <td>-0.153148</td>\n",
       "      <td>-0.007311</td>\n",
       "      <td>-0.145458</td>\n",
       "      <td>-0.106661</td>\n",
       "      <td>0.010763</td>\n",
       "      <td>-0.025461</td>\n",
       "      <td>0.085146</td>\n",
       "      <td>-0.069143</td>\n",
       "      <td>-0.293498</td>\n",
       "      <td>-0.098697</td>\n",
       "      <td>0.011464</td>\n",
       "      <td>-0.297069</td>\n",
       "      <td>-0.008336</td>\n",
       "      <td>0.128414</td>\n",
       "      <td>0.010354</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>08</th>\n",
       "      <td>0.089925</td>\n",
       "      <td>-0.118623</td>\n",
       "      <td>0.130273</td>\n",
       "      <td>-0.141406</td>\n",
       "      <td>0.055458</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>-0.200665</td>\n",
       "      <td>-0.127115</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>-0.255917</td>\n",
       "      <td>-0.293888</td>\n",
       "      <td>0.128442</td>\n",
       "      <td>-0.221443</td>\n",
       "      <td>0.069337</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>09</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.043712</td>\n",
       "      <td>-0.019894</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.338881</td>\n",
       "      <td>-0.238645</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.017033</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.102659</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.048642</td>\n",
       "      <td>-0.129446</td>\n",
       "      <td>0.012079</td>\n",
       "      <td>0.075602</td>\n",
       "      <td>-0.018685</td>\n",
       "      <td>-0.119132</td>\n",
       "      <td>-0.092555</td>\n",
       "      <td>-0.033323</td>\n",
       "      <td>0.104333</td>\n",
       "      <td>-0.259873</td>\n",
       "      <td>-0.240263</td>\n",
       "      <td>-0.037325</td>\n",
       "      <td>0.235479</td>\n",
       "      <td>-0.070018</td>\n",
       "      <td>-0.094826</td>\n",
       "      <td>-0.132290</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-0.021070</td>\n",
       "      <td>-0.095804</td>\n",
       "      <td>0.043369</td>\n",
       "      <td>0.274596</td>\n",
       "      <td>-0.036816</td>\n",
       "      <td>-0.119313</td>\n",
       "      <td>-0.057338</td>\n",
       "      <td>-0.000314</td>\n",
       "      <td>0.075644</td>\n",
       "      <td>-0.182939</td>\n",
       "      <td>-0.097031</td>\n",
       "      <td>-0.022578</td>\n",
       "      <td>0.084169</td>\n",
       "      <td>-0.059787</td>\n",
       "      <td>-0.072180</td>\n",
       "      <td>-0.102499</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.113956</td>\n",
       "      <td>-0.199703</td>\n",
       "      <td>0.023452</td>\n",
       "      <td>0.169452</td>\n",
       "      <td>-0.112084</td>\n",
       "      <td>-0.112135</td>\n",
       "      <td>-0.082848</td>\n",
       "      <td>-0.047132</td>\n",
       "      <td>0.013507</td>\n",
       "      <td>-0.057101</td>\n",
       "      <td>-0.006018</td>\n",
       "      <td>-0.110087</td>\n",
       "      <td>0.166972</td>\n",
       "      <td>-0.148815</td>\n",
       "      <td>-0.155454</td>\n",
       "      <td>-0.185606</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "Periodo                                                     \n",
       "01                                    0.020554  -0.114328   \n",
       "02                                    0.018603  -0.115700   \n",
       "03                                    0.054618  -0.120043   \n",
       "04                                    0.037118  -0.099339   \n",
       "05                                   -0.067810  -0.061657   \n",
       "06                                   -0.014766  -0.084513   \n",
       "07                                   -0.097178  -0.153148   \n",
       "08                                    0.089925  -0.118623   \n",
       "09                                    0.000000   0.000000   \n",
       "10                                    0.048642  -0.129446   \n",
       "11                                   -0.021070  -0.095804   \n",
       "12                                    0.113956  -0.199703   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "Periodo                                                        \n",
       "01                                                  0.034521   \n",
       "02                                                  0.035329   \n",
       "03                                                  0.021781   \n",
       "04                                                 -0.011299   \n",
       "05                                                  0.046879   \n",
       "06                                                 -0.036903   \n",
       "07                                                 -0.007311   \n",
       "08                                                  0.130273   \n",
       "09                                                  0.000000   \n",
       "10                                                  0.012079   \n",
       "11                                                  0.043369   \n",
       "12                                                  0.023452   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "Periodo                                                             \n",
       "01                                         0.118148     -0.048383   \n",
       "02                                         0.160139     -0.051146   \n",
       "03                                         0.100294     -0.057956   \n",
       "04                                         0.078404     -0.102046   \n",
       "05                                         0.066303     -0.014419   \n",
       "06                                        -0.069571     -0.135150   \n",
       "07                                        -0.145458     -0.106661   \n",
       "08                                        -0.141406      0.055458   \n",
       "09                                         0.000000      0.000000   \n",
       "10                                         0.075602     -0.018685   \n",
       "11                                         0.274596     -0.036816   \n",
       "12                                         0.169452     -0.112084   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "Periodo                                                                         \n",
       "01                                         -0.053490                -0.076000   \n",
       "02                                         -0.081734                -0.086480   \n",
       "03                                         -0.124035                -0.069765   \n",
       "04                                         -0.116919                -0.020670   \n",
       "05                                         -0.057674                 0.053207   \n",
       "06                                         -0.104694                 0.051854   \n",
       "07                                          0.010763                -0.025461   \n",
       "08                                          0.265082                 0.265082   \n",
       "09                                         -0.043712                -0.019894   \n",
       "10                                         -0.119132                -0.092555   \n",
       "11                                         -0.119313                -0.057338   \n",
       "12                                         -0.112135                -0.082848   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "Periodo                                                                  \n",
       "01                                  -0.010056                -0.011803   \n",
       "02                                  -0.015239                 0.027440   \n",
       "03                                  -0.029964                 0.042941   \n",
       "04                                   0.016932                 0.071615   \n",
       "05                                   0.031348                 0.080322   \n",
       "06                                   0.003656                 0.031773   \n",
       "07                                   0.085146                -0.069143   \n",
       "08                                  -0.200665                -0.127115   \n",
       "09                                   0.000000                 0.000000   \n",
       "10                                  -0.033323                 0.104333   \n",
       "11                                  -0.000314                 0.075644   \n",
       "12                                  -0.047132                 0.013507   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "Periodo                                                        \n",
       "01                                     -0.061393    0.084752   \n",
       "02                                     -0.095724    0.003237   \n",
       "03                                     -0.109668   -0.071771   \n",
       "04                                     -0.107956   -0.147361   \n",
       "05                                     -0.217563   -0.155608   \n",
       "06                                     -0.316085   -0.268111   \n",
       "07                                     -0.293498   -0.098697   \n",
       "08                                      0.265082    0.265082   \n",
       "09                                     -0.338881   -0.238645   \n",
       "10                                     -0.259873   -0.240263   \n",
       "11                                     -0.182939   -0.097031   \n",
       "12                                     -0.057101   -0.006018   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "Periodo                                                     \n",
       "01                                              -0.057753   \n",
       "02                                              -0.032013   \n",
       "03                                              -0.045056   \n",
       "04                                              -0.061485   \n",
       "05                                              -0.025609   \n",
       "06                                               0.068837   \n",
       "07                                               0.011464   \n",
       "08                                              -0.255917   \n",
       "09                                               0.000000   \n",
       "10                                              -0.037325   \n",
       "11                                              -0.022578   \n",
       "12                                              -0.110087   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "Periodo                                                  \n",
       "01                                            0.066166   \n",
       "02                                            0.036061   \n",
       "03                                            0.151328   \n",
       "04                                            0.107023   \n",
       "05                                            0.049414   \n",
       "06                                            0.019183   \n",
       "07                                           -0.297069   \n",
       "08                                           -0.293888   \n",
       "09                                           -0.017033   \n",
       "10                                            0.235479   \n",
       "11                                            0.084169   \n",
       "12                                            0.166972   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "Periodo                                                            \n",
       "01                                                     -0.077852   \n",
       "02                                                     -0.067549   \n",
       "03                                                     -0.053091   \n",
       "04                                                     -0.083063   \n",
       "05                                                     -0.020071   \n",
       "06                                                      0.094957   \n",
       "07                                                     -0.008336   \n",
       "08                                                      0.128442   \n",
       "09                                                      0.000000   \n",
       "10                                                     -0.070018   \n",
       "11                                                     -0.059787   \n",
       "12                                                     -0.148815   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  Total  \n",
       "Periodo                                                               \n",
       "01                                    -0.073735     -0.097131    0.0  \n",
       "02                                    -0.077369     -0.106273    0.0  \n",
       "03                                    -0.085286     -0.096256    0.0  \n",
       "04                                    -0.120093     -0.085421    0.0  \n",
       "05                                    -0.029060     -0.016089    0.0  \n",
       "06                                    -0.053663     -0.019608    0.0  \n",
       "07                                     0.128414      0.010354    0.0  \n",
       "08                                    -0.221443      0.069337    0.0  \n",
       "09                                    -0.102659      0.000000    0.0  \n",
       "10                                    -0.094826     -0.132290    0.0  \n",
       "11                                    -0.072180     -0.102499    0.0  \n",
       "12                                    -0.155454     -0.185606    0.0  "
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "superfinal2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "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>Comunidades y Ciudades Autónomas</th>\n",
       "      <th>01 Andalucía</th>\n",
       "      <th>02 Aragón</th>\n",
       "      <th>03 Asturias, Principado de</th>\n",
       "      <th>04 Balears, Illes</th>\n",
       "      <th>06 Cantabria</th>\n",
       "      <th>07 Castilla y León</th>\n",
       "      <th>08 Castilla - La Mancha</th>\n",
       "      <th>09 Cataluña</th>\n",
       "      <th>10 Comunitat Valenciana</th>\n",
       "      <th>11 Extremadura</th>\n",
       "      <th>12 Galicia</th>\n",
       "      <th>13 Madrid, Comunidad de</th>\n",
       "      <th>14 Murcia, Región de</th>\n",
       "      <th>15 Navarra, Comunidad Foral de</th>\n",
       "      <th>16 País Vasco</th>\n",
       "      <th>17 Rioja, La</th>\n",
       "      <th>Total</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>12.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.015216</td>\n",
       "      <td>-0.107692</td>\n",
       "      <td>0.024347</td>\n",
       "      <td>0.057209</td>\n",
       "      <td>-0.052324</td>\n",
       "      <td>-0.054749</td>\n",
       "      <td>-0.013406</td>\n",
       "      <td>-0.016634</td>\n",
       "      <td>0.019959</td>\n",
       "      <td>-0.147967</td>\n",
       "      <td>-0.080870</td>\n",
       "      <td>-0.047293</td>\n",
       "      <td>0.025650</td>\n",
       "      <td>-0.030432</td>\n",
       "      <td>-0.079780</td>\n",
       "      <td>-0.063457</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.060673</td>\n",
       "      <td>0.048478</td>\n",
       "      <td>0.041658</td>\n",
       "      <td>0.126763</td>\n",
       "      <td>0.054829</td>\n",
       "      <td>0.108799</td>\n",
       "      <td>0.100879</td>\n",
       "      <td>0.067448</td>\n",
       "      <td>0.066246</td>\n",
       "      <td>0.164217</td>\n",
       "      <td>0.152499</td>\n",
       "      <td>0.078839</td>\n",
       "      <td>0.165219</td>\n",
       "      <td>0.077365</td>\n",
       "      <td>0.082517</td>\n",
       "      <td>0.071975</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.097178</td>\n",
       "      <td>-0.199703</td>\n",
       "      <td>-0.036903</td>\n",
       "      <td>-0.145458</td>\n",
       "      <td>-0.135150</td>\n",
       "      <td>-0.124035</td>\n",
       "      <td>-0.092555</td>\n",
       "      <td>-0.200665</td>\n",
       "      <td>-0.127115</td>\n",
       "      <td>-0.338881</td>\n",
       "      <td>-0.268111</td>\n",
       "      <td>-0.255917</td>\n",
       "      <td>-0.297069</td>\n",
       "      <td>-0.148815</td>\n",
       "      <td>-0.221443</td>\n",
       "      <td>-0.185606</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-0.016342</td>\n",
       "      <td>-0.122393</td>\n",
       "      <td>-0.001828</td>\n",
       "      <td>-0.017393</td>\n",
       "      <td>-0.103200</td>\n",
       "      <td>-0.117472</td>\n",
       "      <td>-0.077712</td>\n",
       "      <td>-0.030804</td>\n",
       "      <td>-0.002951</td>\n",
       "      <td>-0.268279</td>\n",
       "      <td>-0.176367</td>\n",
       "      <td>-0.058686</td>\n",
       "      <td>0.010129</td>\n",
       "      <td>-0.071977</td>\n",
       "      <td>-0.107018</td>\n",
       "      <td>-0.103442</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.019578</td>\n",
       "      <td>-0.115014</td>\n",
       "      <td>0.022617</td>\n",
       "      <td>0.077003</td>\n",
       "      <td>-0.049764</td>\n",
       "      <td>-0.093214</td>\n",
       "      <td>-0.041400</td>\n",
       "      <td>-0.005185</td>\n",
       "      <td>0.029606</td>\n",
       "      <td>-0.146303</td>\n",
       "      <td>-0.097864</td>\n",
       "      <td>-0.034669</td>\n",
       "      <td>0.057790</td>\n",
       "      <td>-0.056439</td>\n",
       "      <td>-0.081327</td>\n",
       "      <td>-0.090838</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.050136</td>\n",
       "      <td>-0.092981</td>\n",
       "      <td>0.037339</td>\n",
       "      <td>0.128646</td>\n",
       "      <td>-0.017619</td>\n",
       "      <td>-0.051045</td>\n",
       "      <td>-0.001957</td>\n",
       "      <td>0.006975</td>\n",
       "      <td>0.072622</td>\n",
       "      <td>-0.087141</td>\n",
       "      <td>-0.003705</td>\n",
       "      <td>-0.016933</td>\n",
       "      <td>0.118099</td>\n",
       "      <td>-0.006252</td>\n",
       "      <td>-0.067551</td>\n",
       "      <td>-0.012067</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.113956</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.130273</td>\n",
       "      <td>0.274596</td>\n",
       "      <td>0.055458</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.085146</td>\n",
       "      <td>0.104333</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.265082</td>\n",
       "      <td>0.068837</td>\n",
       "      <td>0.235479</td>\n",
       "      <td>0.128442</td>\n",
       "      <td>0.128414</td>\n",
       "      <td>0.069337</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Comunidades y Ciudades Autónomas  01 Andalucía  02 Aragón  \\\n",
       "count                                12.000000  12.000000   \n",
       "mean                                  0.015216  -0.107692   \n",
       "std                                   0.060673   0.048478   \n",
       "min                                  -0.097178  -0.199703   \n",
       "25%                                  -0.016342  -0.122393   \n",
       "50%                                   0.019578  -0.115014   \n",
       "75%                                   0.050136  -0.092981   \n",
       "max                                   0.113956   0.000000   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  03 Asturias, Principado de  \\\n",
       "count                                              12.000000   \n",
       "mean                                                0.024347   \n",
       "std                                                 0.041658   \n",
       "min                                                -0.036903   \n",
       "25%                                                -0.001828   \n",
       "50%                                                 0.022617   \n",
       "75%                                                 0.037339   \n",
       "max                                                 0.130273   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  04 Balears, Illes  06 Cantabria  \\\n",
       "count                                     12.000000     12.000000   \n",
       "mean                                       0.057209     -0.052324   \n",
       "std                                        0.126763      0.054829   \n",
       "min                                       -0.145458     -0.135150   \n",
       "25%                                       -0.017393     -0.103200   \n",
       "50%                                        0.077003     -0.049764   \n",
       "75%                                        0.128646     -0.017619   \n",
       "max                                        0.274596      0.055458   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  07 Castilla y León  08 Castilla - La Mancha  \\\n",
       "count                                      12.000000                12.000000   \n",
       "mean                                       -0.054749                -0.013406   \n",
       "std                                         0.108799                 0.100879   \n",
       "min                                        -0.124035                -0.092555   \n",
       "25%                                        -0.117472                -0.077712   \n",
       "50%                                        -0.093214                -0.041400   \n",
       "75%                                        -0.051045                -0.001957   \n",
       "max                                         0.265082                 0.265082   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  09 Cataluña  10 Comunitat Valenciana  \\\n",
       "count                               12.000000                12.000000   \n",
       "mean                                -0.016634                 0.019959   \n",
       "std                                  0.067448                 0.066246   \n",
       "min                                 -0.200665                -0.127115   \n",
       "25%                                 -0.030804                -0.002951   \n",
       "50%                                 -0.005185                 0.029606   \n",
       "75%                                  0.006975                 0.072622   \n",
       "max                                  0.085146                 0.104333   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  11 Extremadura  12 Galicia  \\\n",
       "count                                  12.000000   12.000000   \n",
       "mean                                   -0.147967   -0.080870   \n",
       "std                                     0.164217    0.152499   \n",
       "min                                    -0.338881   -0.268111   \n",
       "25%                                    -0.268279   -0.176367   \n",
       "50%                                    -0.146303   -0.097864   \n",
       "75%                                    -0.087141   -0.003705   \n",
       "max                                     0.265082    0.265082   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  13 Madrid, Comunidad de  \\\n",
       "count                                           12.000000   \n",
       "mean                                            -0.047293   \n",
       "std                                              0.078839   \n",
       "min                                             -0.255917   \n",
       "25%                                             -0.058686   \n",
       "50%                                             -0.034669   \n",
       "75%                                             -0.016933   \n",
       "max                                              0.068837   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  14 Murcia, Región de  \\\n",
       "count                                        12.000000   \n",
       "mean                                          0.025650   \n",
       "std                                           0.165219   \n",
       "min                                          -0.297069   \n",
       "25%                                           0.010129   \n",
       "50%                                           0.057790   \n",
       "75%                                           0.118099   \n",
       "max                                           0.235479   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  15 Navarra, Comunidad Foral de  \\\n",
       "count                                                  12.000000   \n",
       "mean                                                   -0.030432   \n",
       "std                                                     0.077365   \n",
       "min                                                    -0.148815   \n",
       "25%                                                    -0.071977   \n",
       "50%                                                    -0.056439   \n",
       "75%                                                    -0.006252   \n",
       "max                                                     0.128442   \n",
       "\n",
       "Comunidades y Ciudades Autónomas  16 País Vasco  17 Rioja, La  Total  \n",
       "count                                 12.000000     12.000000   12.0  \n",
       "mean                                  -0.079780     -0.063457    0.0  \n",
       "std                                    0.082517      0.071975    0.0  \n",
       "min                                   -0.221443     -0.185606    0.0  \n",
       "25%                                   -0.107018     -0.103442    0.0  \n",
       "50%                                   -0.081327     -0.090838    0.0  \n",
       "75%                                   -0.067551     -0.012067    0.0  \n",
       "max                                    0.128414      0.069337    0.0  "
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "superfinal2.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "population_data = {'Andalucía': 8446561,\n",
    "                   'Aragón': 1320794,\n",
    "                   'Asturias': 1022293,\n",
    "                   'Islas Baleares': 1187800,\n",
    "                   'Cantabria': 581078,\n",
    "                   'Castilla y León': 2408083,\n",
    "                   'Castilla-La Mancha': 2043539,\n",
    "                   'Cataluña': 7675217,\n",
    "                   'Comunidad Valenciana': 5003769,\n",
    "                   'Extremadura': 1065371,\n",
    "                   'Galicia': 2703334,\n",
    "                   'Madrid': 6685471,\n",
    "                   'Murcia': 1493898,\n",
    "                   'Navarra': 654214,\n",
    "                   'País Vasco': 2207776,\n",
    "                   'La Rioja': 315675}\n",
    "\n",
    "population_df = pd.DataFrame.from_dict(population_data, orient='index', columns=['Population'])\n",
    "\n",
    "population_df = population_df.sort_values(by='Population', ascending=False)\n",
    "\n",
    "population_df['Top Born Months'] = [\"September\", \"September\", \"May\", \"September\", \"September\", \"May\", \"May\", \"September\", \"July\", \"July\", \"September\", \"May\", \"May\", \"May\", \"September\", \"May\"]\n",
    "\n",
    "population_df['Top Marriages Month'] = [\"September\", \"September\", \"September\", \"September\", \"August\", \"July\", \"August\", \"October\", \"August\", \"September\", \"September\", \"August\", \"September\", \"September\", \"September\", \"September\"]\n",
    "\n",
    "population_df.index.name = 'CCAA'\n",
    "\n",
    "population_df = population_df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "population_df.to_csv(\"Month Tops.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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