notebooks/natalidad_municipios.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduccion\n",
    "\n",
    "Anteriormente se analizo el indice de mortalidad en el estado y en los municipios,se observo que a lo largo del tiempo la tasa de defunciones a aumentado, en esta notebook veremos como el indice de natalidad en los municipios a cambiado a lo largo del tiempo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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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></th>\n",
       "      <th>cve_entidad</th>\n",
       "      <th>desc_entidad</th>\n",
       "      <th>cve_municipio</th>\n",
       "      <th>desc_municipio</th>\n",
       "      <th>id_indicador</th>\n",
       "      <th>indicador</th>\n",
       "      <th>year</th>\n",
       "      <th>unidad_medida</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>1</td>\n",
       "      <td>Abasolo</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>1994</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2471.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>1</td>\n",
       "      <td>Abasolo</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>1995</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2420.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>1</td>\n",
       "      <td>Abasolo</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>1996</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2390.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>1</td>\n",
       "      <td>Abasolo</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>1997</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2336.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>1</td>\n",
       "      <td>Abasolo</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>1998</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2405.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5315</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>46</td>\n",
       "      <td>Yuriria</td>\n",
       "      <td>1002000029</td>\n",
       "      <td>Nacimientos de sexo no especificado</td>\n",
       "      <td>2017</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5316</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>46</td>\n",
       "      <td>Yuriria</td>\n",
       "      <td>1002000029</td>\n",
       "      <td>Nacimientos de sexo no especificado</td>\n",
       "      <td>2018</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5317</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>46</td>\n",
       "      <td>Yuriria</td>\n",
       "      <td>1002000029</td>\n",
       "      <td>Nacimientos de sexo no especificado</td>\n",
       "      <td>2019</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5318</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>46</td>\n",
       "      <td>Yuriria</td>\n",
       "      <td>1002000029</td>\n",
       "      <td>Nacimientos de sexo no especificado</td>\n",
       "      <td>2020</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5319</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>46</td>\n",
       "      <td>Yuriria</td>\n",
       "      <td>1002000029</td>\n",
       "      <td>Nacimientos de sexo no especificado</td>\n",
       "      <td>2021</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5152 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      cve_entidad desc_entidad  cve_municipio desc_municipio  id_indicador  \\\n",
       "168            11   Guanajuato              1        Abasolo    1002000026   \n",
       "169            11   Guanajuato              1        Abasolo    1002000026   \n",
       "170            11   Guanajuato              1        Abasolo    1002000026   \n",
       "171            11   Guanajuato              1        Abasolo    1002000026   \n",
       "172            11   Guanajuato              1        Abasolo    1002000026   \n",
       "...           ...          ...            ...            ...           ...   \n",
       "5315           11   Guanajuato             46        Yuriria    1002000029   \n",
       "5316           11   Guanajuato             46        Yuriria    1002000029   \n",
       "5317           11   Guanajuato             46        Yuriria    1002000029   \n",
       "5318           11   Guanajuato             46        Yuriria    1002000029   \n",
       "5319           11   Guanajuato             46        Yuriria    1002000029   \n",
       "\n",
       "                                indicador  year unidad_medida   valor  \n",
       "168                           Nacimientos  1994   Nacimientos  2471.0  \n",
       "169                           Nacimientos  1995   Nacimientos  2420.0  \n",
       "170                           Nacimientos  1996   Nacimientos  2390.0  \n",
       "171                           Nacimientos  1997   Nacimientos  2336.0  \n",
       "172                           Nacimientos  1998   Nacimientos  2405.0  \n",
       "...                                   ...   ...           ...     ...  \n",
       "5315  Nacimientos de sexo no especificado  2017   Nacimientos     0.0  \n",
       "5316  Nacimientos de sexo no especificado  2018   Nacimientos     0.0  \n",
       "5317  Nacimientos de sexo no especificado  2019   Nacimientos     0.0  \n",
       "5318  Nacimientos de sexo no especificado  2020   Nacimientos     0.0  \n",
       "5319  Nacimientos de sexo no especificado  2021   Nacimientos     0.0  \n",
       "\n",
       "[5152 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios = pd.read_csv('./data/natalidad_municipios.csv',index_col=0)\n",
    "n_municipios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 5152 entries, 168 to 5319\n",
      "Data columns (total 9 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   cve_entidad     5152 non-null   int64  \n",
      " 1   desc_entidad    5152 non-null   object \n",
      " 2   cve_municipio   5152 non-null   int64  \n",
      " 3   desc_municipio  5152 non-null   object \n",
      " 4   id_indicador    5152 non-null   int64  \n",
      " 5   indicador       5152 non-null   object \n",
      " 6   year            5152 non-null   int64  \n",
      " 7   unidad_medida   5152 non-null   object \n",
      " 8   valor           5152 non-null   float64\n",
      "dtypes: float64(1), int64(4), object(4)\n",
      "memory usage: 402.5+ KB\n"
     ]
    }
   ],
   "source": [
    "n_municipios.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1002000026, 1002000027, 1002000028, 1002000029], dtype=int64)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios['id_indicador'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Nacimientos                            1288\n",
       "Nacimientos hombres                    1288\n",
       "Nacimientos mujeres                    1288\n",
       "Nacimientos de sexo no especificado    1288\n",
       "Name: indicador, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios['indicador'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Nacimientos    5152\n",
       "Name: unidad_medida, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios['unidad_medida'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Comprobamos que el unico valor de medida es el de nacimientos**"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analisis de nacimientos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count     5152.000000\n",
       "mean      1352.922360\n",
       "std       3253.431059\n",
       "min          0.000000\n",
       "25%          7.000000\n",
       "50%        472.000000\n",
       "75%       1391.250000\n",
       "max      39400.000000\n",
       "Name: valor, dtype: float64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios['valor'].describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Como podemos ver hay un valor muy alto como maximo, asi que veremos donde es**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cve_entidad</th>\n",
       "      <th>desc_entidad</th>\n",
       "      <th>cve_municipio</th>\n",
       "      <th>desc_municipio</th>\n",
       "      <th>id_indicador</th>\n",
       "      <th>indicador</th>\n",
       "      <th>year</th>\n",
       "      <th>unidad_medida</th>\n",
       "      <th>valor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2309</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>20</td>\n",
       "      <td>León</td>\n",
       "      <td>1002000026</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>2007</td>\n",
       "      <td>Nacimientos</td>\n",
       "      <td>39400.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cve_entidad desc_entidad  cve_municipio desc_municipio  id_indicador  \\\n",
       "2309           11   Guanajuato             20           León    1002000026   \n",
       "\n",
       "        indicador  year unidad_medida    valor  \n",
       "2309  Nacimientos  2007   Nacimientos  39400.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios[n_municipios['valor'] == 39400]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cve_entidad', 'desc_entidad', 'cve_municipio', 'desc_municipio',\n",
       "       'id_indicador', 'indicador', 'year', 'unidad_medida', 'valor'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_municipios.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "indicador\n",
       "Nacimientos                            3485128.0\n",
       "Nacimientos hombres                    1762114.0\n",
       "Nacimientos mujeres                    1722274.0\n",
       "Nacimientos de sexo no especificado        740.0\n",
       "Name: valor, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grupo = n_municipios.groupby(['indicador'])['valor'].agg('sum')\n",
    "grupo.sort_values(ascending=False)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Podemos ver los valores con mas numero de nacimientos totales**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "desc_municipio  indicador          \n",
       "León            Nacimientos            910790.0\n",
       "                Nacimientos hombres    461986.0\n",
       "                Nacimientos mujeres    448581.0\n",
       "Irapuato        Nacimientos            335286.0\n",
       "Celaya          Nacimientos            292563.0\n",
       "Irapuato        Nacimientos hombres    170123.0\n",
       "                Nacimientos mujeres    165106.0\n",
       "Salamanca       Nacimientos            156544.0\n",
       "Celaya          Nacimientos hombres    148785.0\n",
       "                Nacimientos mujeres    143734.0\n",
       "Name: valor, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top10 = n_municipios.groupby(['desc_municipio','indicador'])['valor'].agg('sum')\n",
    "top10.sort_values(ascending=False)[:10]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**De igual manera podemos ver los principales municipios con el mayor numero de nacimientos totales**\n",
    "\n",
    "**Es importante ver como el municipio de Leon tiene el mayor numero de municipios en los 3 indicadores**\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizacion de datos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Indicadores de mayor interes\n",
    "\n",
    "mun_n = n_municipios[(n_municipios['id_indicador'] == 1002000026)]\n",
    "mun_nh = n_municipios[(n_municipios['id_indicador'] == 1002000027)]\n",
    "mun_nm = n_municipios[(n_municipios['id_indicador'] == 1002000028)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hovertemplate": "desc_municipio=Abasolo<br>year=%{x}<br>valor=%{y}<extra></extra>",
         "legendgroup": "Abasolo",
         "line": {
          "color": "#636efa",
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         "marker": {
          "symbol": "circle"
         },
         "mode": "lines",
         "name": "Abasolo",
         "showlegend": true,
         "type": "scattergl",
         "x": [
          1994,
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          1996,
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          1998,
          1999,
          2000,
          2001,
          2002,
          2003,
          2004,
          2005,
          2006,
          2007,
          2008,
          2009,
          2010,
          2011,
          2012,
          2013,
          2014,
          2015,
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         "y": [
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          1992,
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          1573,
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          1480,
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         "yaxis": "y"
        },
        {
         "hovertemplate": "desc_municipio=Acámbaro<br>year=%{x}<br>valor=%{y}<extra></extra>",
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    "hn_line = px.line(mun_nh,x='year',y='valor',title='Nacimientos hombres en los municipios',color='desc_municipio')\n",
    "hn_line.show()"
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    "**De manera grafica podemos ver las proporciones de nacimientos de hombres y mujeres de manera general son similares tanto que hasta parecen igual a lo largo del tiempo**\n",
    "\n",
    "Tomare una fecha cualquiera por ejemplo el 2021 y filtrare los datos de acuerdo al indicador."
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    "**Si tomamos como muestra los 5 municipios con mas nacimientos podemos ver la gran variacion que tiene el municipio de Leon vs los otros municipios**"
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    "df = n_municipios.query(\"year== 2021\").query(\"indicador == 'Nacimientos hombres'\")\n",
    "grupo = df.sort_values(ascending=False,by='valor')[:5]\n",
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    "fig = px.pie(grupo, values='valor', names='desc_municipio', title='Nacimientos hombres en los principales municipios en 2021')\n",
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        "title": {
         "text": "Nacimientos mujeres en los principales municipios en 2021"
        }
       }
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     },
     "metadata": {},
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   ],
   "source": [
    "df = n_municipios.query(\"year== 2021\").query(\"indicador == 'Nacimientos mujeres'\")\n",
    "\n",
    "grupo = df.sort_values(ascending=False,by='valor')[:5]\n",
    "\n",
    "fig = px.pie(grupo, values='valor', names='desc_municipio', title='Nacimientos mujeres en los principales municipios en 2021')\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Mortalidad vs Natalidad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu_mortalidad = pd.read_csv('./data/mortalidad_municipios.csv',index_col=0)\n",
    "mu_natalidad = pd.read_csv('./data/natalidad_municipios.csv',index_col=0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cve_entidad</th>\n",
       "      <th>desc_entidad</th>\n",
       "      <th>cve_municipio</th>\n",
       "      <th>desc_municipio</th>\n",
       "      <th>id_indicador</th>\n",
       "      <th>indicador</th>\n",
       "      <th>año</th>\n",
       "      <th>valor</th>\n",
       "      <th>unidad_medida</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1651</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>7</td>\n",
       "      <td>Celaya</td>\n",
       "      <td>1002000030</td>\n",
       "      <td>Defunciones generales</td>\n",
       "      <td>2021</td>\n",
       "      <td>5002.0</td>\n",
       "      <td>Defunciones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3851</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>17</td>\n",
       "      <td>Irapuato</td>\n",
       "      <td>1002000030</td>\n",
       "      <td>Defunciones generales</td>\n",
       "      <td>2021</td>\n",
       "      <td>5385.0</td>\n",
       "      <td>Defunciones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4511</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>20</td>\n",
       "      <td>León</td>\n",
       "      <td>1002000030</td>\n",
       "      <td>Defunciones generales</td>\n",
       "      <td>2021</td>\n",
       "      <td>12977.0</td>\n",
       "      <td>Defunciones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6051</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>27</td>\n",
       "      <td>Salamanca</td>\n",
       "      <td>1002000030</td>\n",
       "      <td>Defunciones generales</td>\n",
       "      <td>2021</td>\n",
       "      <td>2771.0</td>\n",
       "      <td>Defunciones</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8251</th>\n",
       "      <td>11</td>\n",
       "      <td>Guanajuato</td>\n",
       "      <td>37</td>\n",
       "      <td>Silao de la Victoria</td>\n",
       "      <td>1002000030</td>\n",
       "      <td>Defunciones generales</td>\n",
       "      <td>2021</td>\n",
       "      <td>1597.0</td>\n",
       "      <td>Defunciones</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cve_entidad desc_entidad  cve_municipio        desc_municipio  \\\n",
       "1651           11   Guanajuato              7                Celaya   \n",
       "3851           11   Guanajuato             17              Irapuato   \n",
       "4511           11   Guanajuato             20                  León   \n",
       "6051           11   Guanajuato             27             Salamanca   \n",
       "8251           11   Guanajuato             37  Silao de la Victoria   \n",
       "\n",
       "      id_indicador              indicador   año    valor unidad_medida  \n",
       "1651    1002000030  Defunciones generales  2021   5002.0   Defunciones  \n",
       "3851    1002000030  Defunciones generales  2021   5385.0   Defunciones  \n",
       "4511    1002000030  Defunciones generales  2021  12977.0   Defunciones  \n",
       "6051    1002000030  Defunciones generales  2021   2771.0   Defunciones  \n",
       "8251    1002000030  Defunciones generales  2021   1597.0   Defunciones  "
      ]
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     "execution_count": 88,
     "metadata": {},
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   "source": [
    "mu_mortalidad = mu_mortalidad[(mu_mortalidad['año'] == 2021) & (mu_mortalidad['indicador'] == 'Defunciones generales')]\n",
    "labels = ['León','Irapuato','Celaya','Salamanca','Silao de la Victoria']\n",
    "mu_mortalidad = mu_mortalidad[mu_mortalidad.desc_municipio.isin(labels)]\n"
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       "      cve_entidad desc_entidad  cve_municipio        desc_municipio  \\\n",
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       "4227           11   Guanajuato             37  Silao de la Victoria   \n",
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    "labels = ['León','Irapuato','Celaya','Salamanca','Silao de la Victoria']\n",
    "mu_natalidad = mu_natalidad[mu_natalidad.desc_municipio.isin(labels)]\n",
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            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "baxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           },
           "bgcolor": "#E5ECF6",
           "caxis": {
            "gridcolor": "white",
            "linecolor": "white",
            "ticks": ""
           }
          },
          "title": {
           "x": 0.05
          },
          "xaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          },
          "yaxis": {
           "automargin": true,
           "gridcolor": "white",
           "linecolor": "white",
           "ticks": "",
           "title": {
            "standoff": 15
           },
           "zerolinecolor": "white",
           "zerolinewidth": 2
          }
         }
        },
        "title": {
         "text": "Defunciones generales vs Nacimientos generales en 2021"
        }
       }
      }
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "# Create subplots: use 'domain' type for Pie subplot\n",
    "fig = make_subplots(rows=1, cols=2, specs=[[{'type':'domain'}, {'type':'domain'}]])\n",
    "fig.add_trace(go.Pie(labels=mu_mortalidad.desc_municipio, values=mu_mortalidad.valor, name=\"Defunciones\"),\n",
    "              1, 1)\n",
    "fig.add_trace(go.Pie(labels=mu_natalidad.desc_municipio, values=mu_natalidad.valor, name=\"Nacimientos\"),\n",
    "              1, 2)\n",
    "\n",
    "# Use `hole` to create a donut-like pie chart\n",
    "fig.update_traces(hole=.4, hoverinfo=\"label+percent+name+value\")\n",
    "\n",
    "fig.update_layout(\n",
    "    title_text=\"Defunciones generales vs Nacimientos generales en 2021\",\n",
    "    # Add annotations in the center of the donut pies.\n",
    "    annotations=[dict(text='M', x=0.22, y=0.5, font_size=20, showarrow=False),\n",
    "                 dict(text='N', x=0.78, y=0.5, font_size=20, showarrow=False)])\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dashboard"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Callbacks"
   ]
  }
 ],
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