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@jjsantos01
Created July 11, 2024 06:03
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Charts displaying details of emergency declarations published in the Official Gazette of the Federation (DOF) in Mexico between 2000 and 2018.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"init_cell": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import re\n",
"import os\n",
"import seaborn as sns\n",
"import locale\n",
"locale.setlocale(locale.LC_ALL, 'es_MX')\n",
"%matplotlib inline\n",
"dir_dof = 'D:/datos/dof'\n",
"# https://funcionpublica.gob.mx/scagp/dgorcs/reglas/2006/r04_gobernacion06/SEGOB%2006%20FONDEN%20ROP%20Lin.%20DE%20y%20FR%20200906.doc"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"# Crea DF de emergencias\n",
"Nota: La siguiente celda crea el dataframe que contiene solo las notas de Declaratorias de Emergencias.\n",
"No es necesario ejecutarla para reproducir las gráficas de más abajo.\n",
"Los datos usados se pueden descargar en el sitio de datos del [LNPP](http://datos.cide.edu/handle/10089/17462)"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {
"collapsed": true,
"hidden": true
},
"outputs": [],
"source": [
"pat_estados = '(Aguascalientes|Baja California Sur|Baja California(?!\\s?sur)|Campeche|Coahuila de Zaragoza|Coahuila|Colima|Chiapas|Chihuahua|Ciudad de México|Distrito Federal|Durango|Guanajuato|Guerrero|Hidalgo|Jalisco|Estado de México|Michoacán de ocampo|Michoacán|Morelos|Nayarit|Nuevo León|Oaxaca|Puebla|Querétaro|Quintana Roo|San Luis Potosí|Sinaloa|Sonora|Tabasco|Tamaulipas|Tlaxcala|Veracruz de Ignacio de la Llave|Veracruz|Yucatán|Zacatecas)'\n",
"pat_fenomenos = '(ciclón|depresión tropical|tormenta|huracán|lluvia|helada|nevada|granizada|inundaci\\w+|tornado|frentes? fríos?|marea roja|volcán|incendio|bajas temperaturas|temperaturas mínimas|temperaturas bajas|sismo|movimientos? de ladera|precipitaci\\w+|vientos|ondas? cálidas?|hundimiento|deslave)'\n",
"repl_fenomeno = {'inundaciones': 'inundación', 'precipitaciones': 'lluvia', 'Depresión Tropical': 'depresión tropical',\n",
" 'frentes fríos': 'frente frío', 'movimientos de ladera': 'movimiento de ladera', 'ondas cálidas': 'onda cálida',\n",
" 'Frente Frío': 'frente frío', 'Marea Roja': 'marea roja', 'Tormenta': 'tormenta', 'Ciclón': 'ciclón', 'temperaturas bajas': 'bajas temperaturas'}\n",
"\n",
"df = pd.concat([pd.read_csv(f'{dir_dof}/dof_1917_2012.csv', usecols=['fecha', 'titulo'])]+\n",
" [pd.read_csv(f'{dir_dof}/dof_{y}.csv', usecols=['fecha', 'titulo']) for y in range(2013, 2019)])\n",
"\n",
"emergencia = df.loc[df['titulo'].str.contains(r'^declara\\w+ de emergencia', case=False)]\\\n",
" .assign(fecha=lambda x: x['fecha'].pipe(pd.to_datetime))\\\n",
" .set_index('fecha')\\\n",
" .assign(estado=lambda x: x['titulo'].str.extract(pat_estados, flags=re.IGNORECASE)[0],\n",
" fenomeno=lambda x: x['titulo'].str.extract(pat_fenomenos, flags=re.IGNORECASE)[0].replace(repl_fenomeno),\n",
" mes=lambda x: x.index.month,\n",
" mes_es=lambda x: x.index.strftime('%B'))\n",
"\n",
"emergencia.to_csv('datos/emergencias.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graficas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Datos"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"init_cell": true
},
"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>titulo</th>\n",
" <th>estado</th>\n",
" <th>fenomeno</th>\n",
" <th>mes</th>\n",
" <th>mes_es</th>\n",
" </tr>\n",
" <tr>\n",
" <th>fecha</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>2000-06-02</th>\n",
" <td>Declaratoria de Emergencia para efectos de las...</td>\n",
" <td>NaN</td>\n",
" <td>lluvia</td>\n",
" <td>6</td>\n",
" <td>junio</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-08-16</th>\n",
" <td>Declaratoria de Emergencia para efectos de las...</td>\n",
" <td>Tamaulipas</td>\n",
" <td>tormenta</td>\n",
" <td>8</td>\n",
" <td>agosto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-09-19</th>\n",
" <td>Declaratoria de Emergencia para efectos de las...</td>\n",
" <td>Baja California Sur</td>\n",
" <td>tormenta</td>\n",
" <td>9</td>\n",
" <td>septiembre</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-09-22</th>\n",
" <td>Declaratoria de Emergencia para efectos de las...</td>\n",
" <td>Colima</td>\n",
" <td>depresión tropical</td>\n",
" <td>9</td>\n",
" <td>septiembre</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000-09-22</th>\n",
" <td>Declaratoria de Emergencia para efectos de las...</td>\n",
" <td>Guerrero</td>\n",
" <td>depresión tropical</td>\n",
" <td>9</td>\n",
" <td>septiembre</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" titulo \\\n",
"fecha \n",
"2000-06-02 Declaratoria de Emergencia para efectos de las... \n",
"2000-08-16 Declaratoria de Emergencia para efectos de las... \n",
"2000-09-19 Declaratoria de Emergencia para efectos de las... \n",
"2000-09-22 Declaratoria de Emergencia para efectos de las... \n",
"2000-09-22 Declaratoria de Emergencia para efectos de las... \n",
"\n",
" estado fenomeno mes mes_es \n",
"fecha \n",
"2000-06-02 NaN lluvia 6 junio \n",
"2000-08-16 Tamaulipas tormenta 8 agosto \n",
"2000-09-19 Baja California Sur tormenta 9 septiembre \n",
"2000-09-22 Colima depresión tropical 9 septiembre \n",
"2000-09-22 Guerrero depresión tropical 9 septiembre "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"emergencias = pd.read_csv('datos/emergencias.csv', parse_dates=['fecha'], index_col='fecha')\n",
"emergencias.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1102, 5)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"emergencias.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total por año"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
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lLS0NgP379zNy5Eisra3x9/enTZs2nD171lShCYIg3LW+O5vW0CFU0WD3iHbu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\ndDodysrKYDabIZfLOQ9cunPnDqcvxZ1RKpUAAJlMhvr6ely4cAEDBgy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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('darkgrid'):\n",
" years = emergencias.index.year.unique().tolist()\n",
" ny = len(years)\n",
" ax = emergencias.resample('Y').agg('size').plot()\n",
" ax.set_xlabel('')\n",
" ax.set_ylabel('Número de declaratorias')\n",
" ax.set_title('Total de declaratorias de emergencia publicadas\\n en el DOF', fontsize=16)\n",
" ax.set_xticks(range(30, 30+ny))\n",
" ax.set_xticklabels(years, rotation=90)\n",
" ax.figure.savefig('graficas/emergencias_anual.png', dpi=800, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total por mes"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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DVb8Awr574urb5wIvRWv/xpjE8af3FjB1eQH3jx3Cgd3a+h3OXkZlpzN37TZ2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\ngg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = emergencias.groupby(['mes', 'mes_es'])['titulo'].count().reset_index('mes', drop=True).plot()\n",
"meses = emergencias.sort_values('mes').index.strftime('%B').unique().tolist()\n",
"ax.set_title('Declaratorias de emergencia entre 2000 y 2018.\\n Total por mes', fontsize=16)\n",
"ax.set_xlabel('')\n",
"ax.set_ylabel('Número de declaratorias')\n",
"ax.set_xticks(range(len(meses)))\n",
"ax.set_xticklabels(meses, rotation=90)\n",
"ax.figure.savefig('graficas/emergencias_por_mes.png', dpi=800, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Total por estado"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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z5w7fffcdK1eupFatWmRnZ9O7d28MDQ2ZMmUKJUqU4NChQ6xYsYLq1avj7e1N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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('whitegrid'):\n",
" ax = emergencias.groupby('estado')['titulo'].count().sort_values().plot(kind='barh')\n",
" ax.figure.set_size_inches(10, 8)\n",
" ax.yaxis.grid(None)\n",
" ax.set_ylabel('')\n",
" ax.set_xlabel('Número de declaratorias')\n",
" ax.set_title('Declaratorias de emergencia entre 2000 y 2018.\\n Total por estado', fontsize=16)\n",
" ax.figure.savefig('graficas/emergencias_por_estado.png', dpi=800, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Por fenómeno"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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KpUJ0dPQr6wIKfj8mT56MCxcuYNmyZfjwww+lfUWnGBQSQqBKlb//s16lShVpus7L9RRu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\nTkSuQmCC\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"with sns.axes_style('whitegrid'):\n",
" ax = emergencias.groupby('fenomeno')['fenomeno'].count().sort_values().plot(kind='barh')\n",
" ax.figure.set_size_inches(10, 8)\n",
" ax.yaxis.grid(None)\n",
" ax.set_ylabel('')\n",
" ax.set_xlabel('Número de declaratorias')\n",
" ax.set_title('Declaratorias de emergencia entre 2000 y 2018.\\n Total por tipo de fenómeno', fontsize=16)\n",
" ax.figure.savefig('graficas/emergencias_por_fenomeno.png', dpi=800, bbox_inches='tight')"
]
}
],
"metadata": {
"hide_input": false,
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
},
"notify_time": "10",
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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