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@jjsantos01
Last active September 14, 2019 22:37
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Imports y variables globales"
]
},
{
"cell_type": "code",
"execution_count": 292,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pandas 0.24.2\n",
"geopandas 0.5.0\n"
]
}
],
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from bokeh.palettes import viridis\n",
"print(pd.__name__, pd.__version__)\n",
"print(gpd.__name__, gpd.__version__)\n",
"%matplotlib inline\n",
"plt.style.use('fivethirtyeight')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"dir_datos_uber = 'D:/datos/UBER'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Análisis"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"## Por origen-destino-hora"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"hidden": 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>sourceid</th>\n",
" <th>dstid</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>standard_deviation_travel_time</th>\n",
" <th>geometric_mean_travel_time</th>\n",
" <th>geometric_standard_deviation_travel_time</th>\n",
" <th>no_peak</th>\n",
" <th>time_travel_nopeak</th>\n",
" <th>mean_travel_time_cat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4407</td>\n",
" <td>4235</td>\n",
" <td>3</td>\n",
" <td>13.65</td>\n",
" <td>286.03</td>\n",
" <td>766.84</td>\n",
" <td>1.45</td>\n",
" <td>1.0</td>\n",
" <td>13.65</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>550</td>\n",
" <td>3695</td>\n",
" <td>21</td>\n",
" <td>41.66</td>\n",
" <td>317.66</td>\n",
" <td>2480.53</td>\n",
" <td>1.13</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>40 a 50 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4604</td>\n",
" <td>4673</td>\n",
" <td>6</td>\n",
" <td>12.55</td>\n",
" <td>463.18</td>\n",
" <td>685.39</td>\n",
" <td>1.47</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2864</td>\n",
" <td>4421</td>\n",
" <td>13</td>\n",
" <td>31.19</td>\n",
" <td>506.13</td>\n",
" <td>1812.82</td>\n",
" <td>1.28</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>30 a 40 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4401</td>\n",
" <td>4295</td>\n",
" <td>3</td>\n",
" <td>13.26</td>\n",
" <td>239.08</td>\n",
" <td>760.42</td>\n",
" <td>1.35</td>\n",
" <td>1.0</td>\n",
" <td>13.26</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sourceid dstid hod mean_travel_time standard_deviation_travel_time \\\n",
"0 4407 4235 3 13.65 286.03 \n",
"1 550 3695 21 41.66 317.66 \n",
"2 4604 4673 6 12.55 463.18 \n",
"3 2864 4421 13 31.19 506.13 \n",
"4 4401 4295 3 13.26 239.08 \n",
"\n",
" geometric_mean_travel_time geometric_standard_deviation_travel_time \\\n",
"0 766.84 1.45 \n",
"1 2480.53 1.13 \n",
"2 685.39 1.47 \n",
"3 1812.82 1.28 \n",
"4 760.42 1.35 \n",
"\n",
" no_peak time_travel_nopeak mean_travel_time_cat \n",
"0 1.0 13.65 10 a 20 min \n",
"1 NaN NaN 40 a 50 min \n",
"2 NaN NaN 10 a 20 min \n",
"3 NaN NaN 30 a 40 min \n",
"4 1.0 13.26 10 a 20 min "
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(f'{dir_datos_uber}/mexico_city-agebs-2019-1-All-HourlyAggregate.csv')\n",
"df.loc[lambda x: (0<=x['hod']) & (x['hod']<=5), 'no_peak'] = 1\n",
"df['mean_travel_time'] = df['mean_travel_time'].div(60).round(2)\n",
"df['time_travel_nopeak'] = df['mean_travel_time'].mul(df['no_peak']).round(2)\n",
"df['mean_travel_time_cat'] = pd.cut(df['mean_travel_time'],\n",
" [0, 10, 20, 30, 40, 50, 60, df['mean_travel_time'].max()],\n",
" labels=['0 a 10 min', '10 a 20 min', '20 a 30 min', '30 a 40 min',\n",
" '40 a 50 min', '50 a 60 min', 'Más de 60 min'])\n",
"\n",
"#df['mean_travel_nopeak'] = df[['sourceid', 'dstid', 'time_travel_nopeak']].groupby(['sourceid', 'dstid'])['time_travel_nopeak'].transform('mean').round(2)\n",
"#df['razon_trafico'] = df['mean_travel_time'].div(df['mean_travel_nopeak']).round(2)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true,
"hidden": true
},
"outputs": [],
"source": [
"# Aeropuerto 4946\n",
"# Exporta\n",
"#df[['sourceid', 'dstid', 'hod', 'mean_travel_time', 'mean_travel_nopeak', 'razon_trafico']].to_csv(f'{dir_datos_uber}/trafico_agebs_2019_1.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"## Trimestral"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true,
"hidden": true
},
"outputs": [],
"source": [
"tiempos_trim = dict()\n",
"trims = [f'{y}-{t}' for y in range(2016, 2019) for t in range(1, 5)] + ['2019-1']"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true,
"hidden": true
},
"outputs": [],
"source": [
"for t in trims:\n",
" if t not in tiempos_trim:\n",
" df = pd.read_csv(f'{dir_datos_uber}/mexico_city-agebs-{t}-All-HourlyAggregate.csv')\n",
" df.loc[lambda x: (0<=x['hod']) & (x['hod']<=5), 'no_peak'] = 1\n",
" df['time_travel_nopeak'] = df['mean_travel_time'].mul(df['no_peak'])\n",
" promedio_total = df['mean_travel_time'].mean()\n",
" promedio_notraf = df['time_travel_nopeak'].mean()\n",
" tiempos_trim[t] = {'total': promedio_total, 'notraf': promedio_notraf, 'trim': t}\n",
" if t[0:4] != '2019':\n",
" del df"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"hidden": 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>notraf</th>\n",
" <th>total</th>\n",
" <th>razon_traf</th>\n",
" </tr>\n",
" <tr>\n",
" <th>trim</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2016-1</th>\n",
" <td>19.712251</td>\n",
" <td>25.772292</td>\n",
" <td>30.742513</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-2</th>\n",
" <td>20.313251</td>\n",
" <td>26.128954</td>\n",
" <td>28.630095</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-3</th>\n",
" <td>21.291444</td>\n",
" <td>28.882154</td>\n",
" <td>35.651459</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016-4</th>\n",
" <td>22.705504</td>\n",
" <td>29.825868</td>\n",
" <td>31.359640</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017-1</th>\n",
" <td>21.603675</td>\n",
" <td>28.293344</td>\n",
" <td>30.965419</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" notraf total razon_traf\n",
"trim \n",
"2016-1 19.712251 25.772292 30.742513\n",
"2016-2 20.313251 26.128954 28.630095\n",
"2016-3 21.291444 28.882154 35.651459\n",
"2016-4 22.705504 29.825868 31.359640\n",
"2017-1 21.603675 28.293344 30.965419"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_trim = pd.DataFrame([v for k, v in tiempos_trim.items()])\\\n",
" .set_index('trim')\\\n",
" .div(60)\\\n",
" .assign(razon_traf=lambda x: x['total'].div(x['notraf']).subtract(1).mul(100))\n",
"df_trim.to_csv('datos/tafico_trimestre.csv')\n",
"df_trim.head()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
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K0KFDKyvL1UJqzl/tWXHJeo5czaOsMctJA218dUTWciSyto74C5fYlO7B5sRc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\nTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df_trim.plot.line(y=['total', 'notraf'], label=['Promedio', 'Sin tráfico'])\n",
"ax.set_ylim(bottom=0, top=32)\n",
"ax.set_title('Tiempo de viaje promedio entre AGEBS\\n CDMX', y=1.05, fontsize=16)\n",
"ax.set_xlabel('Trimestre')\n",
"ax.set_ylabel('Minutos')\n",
"ax.set_xticks(range(0, 2*len(ax.get_xticks())))\n",
"ax.set_xticklabels(df_trim.index.tolist(), rotation=75)\n",
"ax.text(x=0, y=-0.4, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/duracion_trimestre.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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lCy+//DLW1tY5Hm98fHy2G9zq1atzTJ8XU1NTg7Nq5yTjPGeuMo2Kiso2O/PT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\nERNCCGGwpIgJIYQwWFLEhBBCGKz/B0JLJ/GCg1NhAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = df_trim.plot.line(y=['razon_traf'], legend=False)\n",
"ax.set_ylim(bottom=0)\n",
"ax.set_title('Porcentaje de tiempo de viaje adicional\\n debido al tráfico CDMX', y=1.05, fontsize=16)\n",
"ax.set_xlabel('Trimestre')\n",
"ax.set_ylabel('Porcentaje')\n",
"ax.set_xticks(range(0, 2*len(ax.get_xticks())))\n",
"ax.set_xticklabels(df_trim.index.tolist(), rotation=75)\n",
"ax.text(x=0, y=-0.4, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/trafico_trimestre.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distribución de la duración, 2019-1"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"dist_duracion = df['mean_travel_time_cat'].value_counts().div(1000000)"
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = dist_duracion.sort_index().plot.bar()\n",
"ax.set_title('Duración promedio de viajes entre AGEBS\\n CDMX, 2019-1T', y=1.05, fontsize=15)\n",
"ax.set_ylabel('Millones', fontsize=13)\n",
"ax.set_xlabel('Duración', fontsize=13)\n",
"ax.text(x=0, y=-0.6, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/distribucion_duracion.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Por Hora, en 2019-1"
]
},
{
"cell_type": "code",
"execution_count": 73,
"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>mean_travel_time</th>\n",
" <th>razon_trafico</th>\n",
" </tr>\n",
" <tr>\n",
" <th>hod</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>20.293639</td>\n",
" <td>1.491</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>19.301113</td>\n",
" <td>-3.473</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>18.859097</td>\n",
" <td>-5.683</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>19.009003</td>\n",
" <td>-4.934</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>19.376949</td>\n",
" <td>-3.094</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean_travel_time razon_trafico\n",
"hod \n",
"0 20.293639 1.491\n",
"1 19.301113 -3.473\n",
"2 18.859097 -5.683\n",
"3 19.009003 -4.934\n",
"4 19.376949 -3.094"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"promedio_total = df['mean_travel_time'].mean()\n",
"promedio_notraf = df['time_travel_nopeak'].mean()\n",
"trafico_hora = df[['hod', 'mean_travel_time']].groupby('hod').mean()\n",
"trafico_hora['razon_trafico'] = trafico_hora['mean_travel_time'].div(promedio_notraf).subtract(1).mul(100).round(3)\n",
"trafico_hora.to_csv('datos/tafico_hora_2019_1.csv')\n",
"trafico_hora.head()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"El viaje promedio entre dos AGEBs es 26.67 minutos\n",
"El viaje promedio entre dos AGEBs sin tráfico es 20.0 minutos\n"
]
}
],
"source": [
"print(f'El viaje promedio entre dos AGEBs es {promedio_total:.4} minutos')\n",
"print(f'El viaje promedio entre dos AGEBs sin tráfico es {promedio_notraf:.4} minutos')"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = trafico_hora.loc[6:].plot.bar(y='mean_travel_time', width=0.3, label='promedio')\n",
"ax.axhline(promedio_notraf, color='k', label='Sin tráfico')\n",
"ax.set_title('Tiempo de viaje promedio entre AGEBS\\n por hora del día, CDMX, 2019 1T', y=1.05, fontsize=14)\n",
"ax.set_xlabel('Trimestre')\n",
"ax.set_ylabel('Minutos')\n",
"ax.legend(loc=[0.3, -0.4])\n",
"ax.text(x=0, y=-0.5, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/duracion_x_hora.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Aeropuerto, 2019-1"
]
},
{
"cell_type": "code",
"execution_count": 369,
"metadata": {},
"outputs": [],
"source": [
"colonias = gpd.read_file('datos/coloniascdmx.geojson')\\\n",
" .loc[lambda x: x['geometry'].notnull()]"
]
},
{
"cell_type": "code",
"execution_count": 303,
"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>sourceid</th>\n",
" <th>dstid</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>standard_deviation_travel_time</th>\n",
" <th>geometric_mean_travel_time</th>\n",
" <th>geometric_standard_deviation_travel_time</th>\n",
" <th>no_peak</th>\n",
" <th>time_travel_nopeak</th>\n",
" <th>mean_travel_time_cat</th>\n",
" <th>mean_travel_nopeak</th>\n",
" <th>razon_nopeak</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2245</th>\n",
" <td>1552</td>\n",
" <td>4946</td>\n",
" <td>16</td>\n",
" <td>66.03</td>\n",
" <td>1584.97</td>\n",
" <td>3643.07</td>\n",
" <td>1.52</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>Más de 60 min</td>\n",
" <td>37.07</td>\n",
" <td>78.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2305</th>\n",
" <td>3372</td>\n",
" <td>4946</td>\n",
" <td>18</td>\n",
" <td>29.00</td>\n",
" <td>424.31</td>\n",
" <td>1694.74</td>\n",
" <td>1.25</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>20 a 30 min</td>\n",
" <td>18.99</td>\n",
" <td>52.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4643</th>\n",
" <td>1059</td>\n",
" <td>4946</td>\n",
" <td>2</td>\n",
" <td>23.95</td>\n",
" <td>236.85</td>\n",
" <td>1418.00</td>\n",
" <td>1.18</td>\n",
" <td>1.0</td>\n",
" <td>23.95</td>\n",
" <td>20 a 30 min</td>\n",
" <td>24.15</td>\n",
" <td>-0.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6118</th>\n",
" <td>3334</td>\n",
" <td>4946</td>\n",
" <td>0</td>\n",
" <td>10.21</td>\n",
" <td>333.96</td>\n",
" <td>544.57</td>\n",
" <td>1.71</td>\n",
" <td>1.0</td>\n",
" <td>10.21</td>\n",
" <td>10 a 20 min</td>\n",
" <td>11.52</td>\n",
" <td>-11.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8139</th>\n",
" <td>2973</td>\n",
" <td>4946</td>\n",
" <td>18</td>\n",
" <td>33.48</td>\n",
" <td>567.28</td>\n",
" <td>1932.46</td>\n",
" <td>1.33</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>30 a 40 min</td>\n",
" <td>18.19</td>\n",
" <td>84.06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sourceid dstid hod mean_travel_time standard_deviation_travel_time \\\n",
"2245 1552 4946 16 66.03 1584.97 \n",
"2305 3372 4946 18 29.00 424.31 \n",
"4643 1059 4946 2 23.95 236.85 \n",
"6118 3334 4946 0 10.21 333.96 \n",
"8139 2973 4946 18 33.48 567.28 \n",
"\n",
" geometric_mean_travel_time geometric_standard_deviation_travel_time \\\n",
"2245 3643.07 1.52 \n",
"2305 1694.74 1.25 \n",
"4643 1418.00 1.18 \n",
"6118 544.57 1.71 \n",
"8139 1932.46 1.33 \n",
"\n",
" no_peak time_travel_nopeak mean_travel_time_cat mean_travel_nopeak \\\n",
"2245 NaN NaN Más de 60 min 37.07 \n",
"2305 NaN NaN 20 a 30 min 18.99 \n",
"4643 1.0 23.95 20 a 30 min 24.15 \n",
"6118 1.0 10.21 10 a 20 min 11.52 \n",
"8139 NaN NaN 30 a 40 min 18.19 \n",
"\n",
" razon_nopeak \n",
"2245 78.12 \n",
"2305 52.71 \n",
"4643 -0.83 \n",
"6118 -11.37 \n",
"8139 84.06 "
]
},
"execution_count": 303,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_aero = df.loc[df['dstid']==4946].copy()\n",
"df_aero['mean_travel_nopeak'] = df_aero.groupby(['sourceid'])['time_travel_nopeak'].transform('mean').round(2)\n",
"df_aero['razon_nopeak'] = df_aero['mean_travel_time'].div(df_aero['mean_travel_nopeak']).subtract(1).mul(100).round(2)\n",
"df_aero[['sourceid', 'dstid', 'hod', 'mean_travel_time', 'mean_travel_nopeak', 'razon_nopeak']]\\\n",
" .to_csv(f'{dir_datos_uber}/trafico_aeropuerto.csv', index=False)\n",
"df_aero.head()"
]
},
{
"cell_type": "code",
"execution_count": 402,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(33.95744164193317, 26.94353314689181, 27.461922680175658)"
]
},
"execution_count": 402,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_aero['mean_travel_time'].mean(), df_aero['mean_travel_nopeak'].mean(), df_aero['razon_nopeak'].mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Lee archivo"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>sourceid</th>\n",
" <th>dstid</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>mean_travel_nopeak</th>\n",
" <th>razon_nopeak</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1552</td>\n",
" <td>4946</td>\n",
" <td>16</td>\n",
" <td>66.03</td>\n",
" <td>27.05</td>\n",
" <td>144.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>3372</td>\n",
" <td>4946</td>\n",
" <td>18</td>\n",
" <td>29.00</td>\n",
" <td>27.05</td>\n",
" <td>7.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1059</td>\n",
" <td>4946</td>\n",
" <td>2</td>\n",
" <td>23.95</td>\n",
" <td>27.05</td>\n",
" <td>-11.46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3334</td>\n",
" <td>4946</td>\n",
" <td>0</td>\n",
" <td>10.21</td>\n",
" <td>27.05</td>\n",
" <td>-62.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2973</td>\n",
" <td>4946</td>\n",
" <td>18</td>\n",
" <td>33.48</td>\n",
" <td>27.05</td>\n",
" <td>23.77</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sourceid dstid hod mean_travel_time mean_travel_nopeak razon_nopeak\n",
"0 1552 4946 16 66.03 27.05 144.10\n",
"1 3372 4946 18 29.00 27.05 7.21\n",
"2 1059 4946 2 23.95 27.05 -11.46\n",
"3 3334 4946 0 10.21 27.05 -62.26\n",
"4 2973 4946 18 33.48 27.05 23.77"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_aero = pd.read_csv(f'{dir_datos_uber}/trafico_aeropuerto.csv')\n",
"df_aero.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"4946 87263\n",
"2962 77560\n",
"4805 73156\n",
"4678 71527\n",
"5074 70828\n",
"Name: dstid, dtype: int64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dstid.value_counts().head()"
]
},
{
"cell_type": "code",
"execution_count": 403,
"metadata": {
"scrolled": 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>CVE_AGEB</th>\n",
" <th>CVE_MUN</th>\n",
" <th>CVE_LOC</th>\n",
" <th>CVE_ENT</th>\n",
" <th>DISPLAY_NAME</th>\n",
" <th>geometry</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>mean_travel_time_cat</th>\n",
" <th>mean_travel_nopeak</th>\n",
" <th>razon_nopeak</th>\n",
" <th>razon_nopeak_cat</th>\n",
" <th>mean_travel_nopeak_cat</th>\n",
" </tr>\n",
" <tr>\n",
" <th>MOVEMENT_ID</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>1</th>\n",
" <td>1142</td>\n",
" <td>121</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1</td>\n",
" <td>POLYGON ((-99.2418167 19.6830009, -99.2409643 ...</td>\n",
" <td>3</td>\n",
" <td>59.97</td>\n",
" <td>50 a 60 min</td>\n",
" <td>58.8</td>\n",
" <td>1.99</td>\n",
" <td>0% a 10%</td>\n",
" <td>50 a 60 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1142</td>\n",
" <td>121</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1</td>\n",
" <td>POLYGON ((-99.2418167 19.6830009, -99.2409643 ...</td>\n",
" <td>12</td>\n",
" <td>81.93</td>\n",
" <td>Más de 60 min</td>\n",
" <td>58.8</td>\n",
" <td>39.34</td>\n",
" <td>30% a 40%</td>\n",
" <td>50 a 60 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1142</td>\n",
" <td>121</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1</td>\n",
" <td>POLYGON ((-99.2418167 19.6830009, -99.2409643 ...</td>\n",
" <td>5</td>\n",
" <td>64.98</td>\n",
" <td>Más de 60 min</td>\n",
" <td>58.8</td>\n",
" <td>10.51</td>\n",
" <td>10% a 20%</td>\n",
" <td>50 a 60 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1142</td>\n",
" <td>121</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1</td>\n",
" <td>POLYGON ((-99.2418167 19.6830009, -99.2409643 ...</td>\n",
" <td>2</td>\n",
" <td>51.58</td>\n",
" <td>50 a 60 min</td>\n",
" <td>58.8</td>\n",
" <td>-12.28</td>\n",
" <td>0% a 10%</td>\n",
" <td>50 a 60 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1142</td>\n",
" <td>121</td>\n",
" <td>0</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1</td>\n",
" <td>POLYGON ((-99.2418167 19.6830009, -99.2409643 ...</td>\n",
" <td>4</td>\n",
" <td>58.65</td>\n",
" <td>50 a 60 min</td>\n",
" <td>58.8</td>\n",
" <td>-0.26</td>\n",
" <td>0% a 10%</td>\n",
" <td>50 a 60 min</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CVE_AGEB CVE_MUN CVE_LOC CVE_ENT DISPLAY_NAME \\\n",
"MOVEMENT_ID \n",
"1 1142 121 0 15 Movement Zone 1 \n",
"1 1142 121 0 15 Movement Zone 1 \n",
"1 1142 121 0 15 Movement Zone 1 \n",
"1 1142 121 0 15 Movement Zone 1 \n",
"1 1142 121 0 15 Movement Zone 1 \n",
"\n",
" geometry hod \\\n",
"MOVEMENT_ID \n",
"1 POLYGON ((-99.2418167 19.6830009, -99.2409643 ... 3 \n",
"1 POLYGON ((-99.2418167 19.6830009, -99.2409643 ... 12 \n",
"1 POLYGON ((-99.2418167 19.6830009, -99.2409643 ... 5 \n",
"1 POLYGON ((-99.2418167 19.6830009, -99.2409643 ... 2 \n",
"1 POLYGON ((-99.2418167 19.6830009, -99.2409643 ... 4 \n",
"\n",
" mean_travel_time mean_travel_time_cat mean_travel_nopeak \\\n",
"MOVEMENT_ID \n",
"1 59.97 50 a 60 min 58.8 \n",
"1 81.93 Más de 60 min 58.8 \n",
"1 64.98 Más de 60 min 58.8 \n",
"1 51.58 50 a 60 min 58.8 \n",
"1 58.65 50 a 60 min 58.8 \n",
"\n",
" razon_nopeak razon_nopeak_cat mean_travel_nopeak_cat \n",
"MOVEMENT_ID \n",
"1 1.99 0% a 10% 50 a 60 min \n",
"1 39.34 30% a 40% 50 a 60 min \n",
"1 10.51 10% a 20% 50 a 60 min \n",
"1 -12.28 0% a 10% 50 a 60 min \n",
"1 -0.26 0% a 10% 50 a 60 min "
]
},
"execution_count": 403,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"agebs = gpd.read_file(f'{dir_datos_uber}/mexico_city_agebs.json')\n",
"agebs.set_index('MOVEMENT_ID', inplace=True)\n",
"map_aero = agebs.join(df_aero.astype({'sourceid': str}).set_index('sourceid')\n",
" .rename_axis(index='MOVEMENT_ID')\n",
" [['hod', 'mean_travel_time', 'mean_travel_time_cat',\n",
" 'mean_travel_nopeak','razon_nopeak']],\n",
" how='inner')\n",
"\n",
"map_aero['razon_nopeak_cat'] = pd.cut(map_aero['razon_nopeak'],\n",
" [map_aero['razon_nopeak'].min(), 10, 20, 30, 40, 50, map_aero['razon_nopeak'].max()],\n",
" labels=['0% a 10%', '10% a 20%', '20% a 30%', '30% a 40%',\n",
" '40 a 50%', 'Más de 50%'])\n",
"\n",
"map_aero['mean_travel_nopeak_cat'] = pd.cut(map_aero['mean_travel_nopeak'],\n",
" [0, 10, 20, 30, 40, 50, 60, map_aero['mean_travel_nopeak'].max()],\n",
" labels=['0 a 10 min', '10 a 20 min', '20 a 30 min', '30 a 40 min',\n",
" '40 a 50 min', '50 a 60 min', 'Más de 60 min'])\n",
"\n",
"\n",
"map_aero.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"### Tráfico por hora"
]
},
{
"cell_type": "code",
"execution_count": 414,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = map_aero.groupby('hod')['razon_nopeak'].mean().iloc[6:].plot.bar()\n",
"ax.set_title('Tiempo adicional para llegar al AICM\\n debido al tráfico, 2019-1T', fontsize=14)\n",
"ax.set_xlabel('Hora', fontsize=13)\n",
"ax.set_ylabel('Porcentaje (%)', fontsize=13)\n",
"ax.text(x=0, y=-0.5, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/trafico_hora_aeropuerto.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"### Duración del viaje y tráfico"
]
},
{
"cell_type": "code",
"execution_count": 404,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cross_time_peak = pd.crosstab(map_aero['mean_travel_nopeak_cat'], map_aero['razon_nopeak_cat'])\n",
"ax = sns.heatmap(data=cross_time_peak, cmap='viridis_r', mask=(cross_time_peak==0),\n",
" annot=True, fmt='0')\n",
"ax.set_title('Duración de viajes y tiempo en tráfico', fontsize=15, y=1.05)\n",
"ax.set_ylabel('Duración promedio del viaje', fontsize=13)\n",
"ax.set_xlabel('Tiempo adicional debido al tráfico', fontsize=13)\n",
"ax.set_xticklabels(ax.get_xticklabels(), fontsize=12)\n",
"ax.set_yticklabels(ax.get_yticklabels(), fontsize=12)\n",
"ax.text(x=0, y=-0.5, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/heatmap_duracion_trafico.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mapa Hacia el aeropuerto"
]
},
{
"cell_type": "code",
"execution_count": 389,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"gs = plt.GridSpec(15, 16)\n",
"\n",
"ax1 = fig.add_subplot(gs[0:12, 0:8])\n",
"ax2 = fig.add_subplot(gs[0:12, 8:16])\n",
"ax3 = fig.add_subplot(gs[12:15, 0:8])\n",
"ax4 = fig.add_subplot(gs[12:15, 8:16])\n",
"# Mapas\n",
"map_aero.query('hod==4').plot(column='mean_travel_time_cat', cmap='viridis_r', ax=ax1)\n",
"map_aero.query('hod==18').plot(column='mean_travel_time_cat', cmap='viridis_r',\n",
" legend=True,\n",
" legend_kwds={'loc': (1, 0.25)},\n",
" ax=ax2)\n",
"# Aeropuerto\n",
"agebs.loc[['4946']].plot(color='red', ax=ax1)\n",
"agebs.loc[['4946']].plot(color='red', ax=ax2)\n",
"#Colonias\n",
"colonias.boundary.plot(lw=0.2, color='k', ax=ax1)\n",
"colonias.boundary.plot(lw=0.2, color='k', ax=ax2)\n",
"# barras\n",
"paleta = viridis(7)[::-1]\n",
"map_aero.query('hod==4')['mean_travel_time_cat'].value_counts().sort_index().plot.bar(ax=ax3, color=paleta)\n",
"map_aero.query('hod==18')['mean_travel_time_cat'].value_counts().sort_index().plot.bar(ax=ax4, color=paleta)\n",
"# opciones\n",
"ax1.set_title('4 am', fontsize=13)\n",
"ax2.set_title('6 pm', fontsize=13)\n",
"ax1.set_ylim(top=19.8, bottom=19.05)\n",
"ax2.set_ylim(top=19.8, bottom=19.05)\n",
"ax3.set_ylim(top=1200, bottom=0)\n",
"ax4.set_ylim(top=1200, bottom=0)\n",
"ax1.set_axis_off()\n",
"ax2.set_axis_off()\n",
"ax3.set_ylabel('Frecuencia', fontsize=12)\n",
"ax3.set_xticklabels(ax3.get_xticklabels(), fontsize=11)\n",
"ax4.set_xticklabels(ax4.get_xticklabels(), fontsize=11)\n",
"ax4.set_yticklabels([])\n",
"fig.subplots_adjust(wspace=1)\n",
"fig.subplots_adjust(hspace=0)\n",
"# configurar figsize\n",
"fig.set_size_inches(8, 8)\n",
"fig.suptitle('Duración de viajes hasta el AICM, 2019-1T', y=0.9)\n",
"fig.text(x=0, y=-0.1, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"fig.savefig('graficas/mapa_duracion_aeropuerto.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 415,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"40 a 50 min 0.186849\n",
"30 a 40 min 0.177808\n",
"20 a 30 min 0.174795\n",
"Más de 60 min 0.174247\n",
"50 a 60 min 0.163014\n",
"10 a 20 min 0.096712\n",
"0 a 10 min 0.026575\n",
"Name: mean_travel_time_cat, dtype: float64"
]
},
"execution_count": 415,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"map_aero.query('hod==18')['mean_travel_time_cat'].value_counts(normalize=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"### Kepler"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"import keplergl\n",
"w1 = keplergl.KeplerGl(height=500)\n",
"#w1.add_data(data=point_gdf, name=\"cities\")\n",
"w1.add_data(data=map_aero, name='agebsdf')\n",
"w1.save_to_html()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Santa fe"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Tráfico x hora"
]
},
{
"cell_type": "code",
"execution_count": 418,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = map_stafe.groupby('hod')['razon_nopeak'].mean().iloc[6:].plot.bar()\n",
"ax.set_title('Tiempo adicional para llegar a Santa Fe\\n debido al tráfico, 2019-1T', fontsize=14)\n",
"ax.set_xlabel('Hora', fontsize=13)\n",
"ax.set_ylabel('Porcentaje (%)', fontsize=13)\n",
"ax.text(x=0, y=-0.25, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"ax.figure.savefig('graficas/trafico_hora_stafe.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Mapa"
]
},
{
"cell_type": "code",
"execution_count": 357,
"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>CVE_AGEB</th>\n",
" <th>CVE_MUN</th>\n",
" <th>CVE_LOC</th>\n",
" <th>CVE_ENT</th>\n",
" <th>DISPLAY_NAME</th>\n",
" <th>geometry</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>mean_travel_time_cat</th>\n",
" <th>mean_travel_nopeak</th>\n",
" <th>razon_nopeak</th>\n",
" </tr>\n",
" <tr>\n",
" <th>MOVEMENT_ID</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>1007</th>\n",
" <td>2292</td>\n",
" <td>033</td>\n",
" <td>0001</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1007</td>\n",
" <td>POLYGON ((-99.0615256 19.5178715, -99.0624471 ...</td>\n",
" <td>5</td>\n",
" <td>52.40</td>\n",
" <td>50 a 60 min</td>\n",
" <td>52.4</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1007</th>\n",
" <td>2292</td>\n",
" <td>033</td>\n",
" <td>0001</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1007</td>\n",
" <td>POLYGON ((-99.0615256 19.5178715, -99.0624471 ...</td>\n",
" <td>6</td>\n",
" <td>103.98</td>\n",
" <td>Más de 60 min</td>\n",
" <td>52.4</td>\n",
" <td>98.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1007</th>\n",
" <td>2292</td>\n",
" <td>033</td>\n",
" <td>0001</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1007</td>\n",
" <td>POLYGON ((-99.0615256 19.5178715, -99.0624471 ...</td>\n",
" <td>10</td>\n",
" <td>61.50</td>\n",
" <td>Más de 60 min</td>\n",
" <td>52.4</td>\n",
" <td>17.37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1007</th>\n",
" <td>2292</td>\n",
" <td>033</td>\n",
" <td>0001</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1007</td>\n",
" <td>POLYGON ((-99.0615256 19.5178715, -99.0624471 ...</td>\n",
" <td>14</td>\n",
" <td>73.80</td>\n",
" <td>Más de 60 min</td>\n",
" <td>52.4</td>\n",
" <td>40.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1008</th>\n",
" <td>231A</td>\n",
" <td>033</td>\n",
" <td>0001</td>\n",
" <td>15</td>\n",
" <td>Movement Zone 1008</td>\n",
" <td>POLYGON ((-99.06452899999999 19.5146242, -99.0...</td>\n",
" <td>5</td>\n",
" <td>55.30</td>\n",
" <td>50 a 60 min</td>\n",
" <td>55.3</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CVE_AGEB CVE_MUN CVE_LOC CVE_ENT DISPLAY_NAME \\\n",
"MOVEMENT_ID \n",
"1007 2292 033 0001 15 Movement Zone 1007 \n",
"1007 2292 033 0001 15 Movement Zone 1007 \n",
"1007 2292 033 0001 15 Movement Zone 1007 \n",
"1007 2292 033 0001 15 Movement Zone 1007 \n",
"1008 231A 033 0001 15 Movement Zone 1008 \n",
"\n",
" geometry hod \\\n",
"MOVEMENT_ID \n",
"1007 POLYGON ((-99.0615256 19.5178715, -99.0624471 ... 5 \n",
"1007 POLYGON ((-99.0615256 19.5178715, -99.0624471 ... 6 \n",
"1007 POLYGON ((-99.0615256 19.5178715, -99.0624471 ... 10 \n",
"1007 POLYGON ((-99.0615256 19.5178715, -99.0624471 ... 14 \n",
"1008 POLYGON ((-99.06452899999999 19.5146242, -99.0... 5 \n",
"\n",
" mean_travel_time mean_travel_time_cat mean_travel_nopeak \\\n",
"MOVEMENT_ID \n",
"1007 52.40 50 a 60 min 52.4 \n",
"1007 103.98 Más de 60 min 52.4 \n",
"1007 61.50 Más de 60 min 52.4 \n",
"1007 73.80 Más de 60 min 52.4 \n",
"1008 55.30 50 a 60 min 55.3 \n",
"\n",
" razon_nopeak \n",
"MOVEMENT_ID \n",
"1007 0.00 \n",
"1007 98.44 \n",
"1007 17.37 \n",
"1007 40.84 \n",
"1008 0.00 "
]
},
"execution_count": 357,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"colonias_stafe = ['LOMAS DE SANTA FE II', 'CORREDOR SANTA FE']\n",
"stafe = colonias.query('nombre==@colonias_stafe')\n",
"agebs_stafe = gpd.sjoin(stafe, agebs.reset_index())['MOVEMENT_ID'].unique().tolist()\n",
"\n",
"df_stafe = df.loc[df['dstid'].isin(agebs_stafe)].copy()\\\n",
" .groupby(['sourceid', 'hod'])[['mean_travel_time']].mean()\\\n",
" .reset_index()\n",
"\n",
"df_stafe.loc[lambda x: (0<=x['hod']) & (x['hod']<=5), 'no_peak'] = 1\n",
"df_stafe['time_travel_nopeak'] = df_stafe['mean_travel_time'].mul(df_stafe['no_peak']).round(2)\n",
"df_stafe['mean_travel_time_cat'] = pd.cut(df_stafe['mean_travel_time'],\n",
" [0, 10, 20, 30, 40, 50, 60, df_stafe['mean_travel_time'].max()],\n",
" labels=['0 a 10 min', '10 a 20 min', '20 a 30 min', '30 a 40 min',\n",
" '40 a 50 min', '50 a 60 min', 'Más de 60 min'])\n",
"\n",
"\n",
"df_stafe['mean_travel_nopeak'] = df_stafe.groupby(['sourceid'])['time_travel_nopeak'].transform('mean').round(2)\n",
"df_stafe['razon_nopeak'] = df_stafe['mean_travel_time'].div(df_stafe['mean_travel_nopeak']).subtract(1).mul(100).round(2)\n",
"df_stafe[['sourceid', 'hod', 'mean_travel_time', 'mean_travel_nopeak', 'razon_nopeak']]\\\n",
" .to_csv(f'{dir_datos_uber}/trafico_stafe.csv', index=False)\n",
"df_stafe.head()\n",
"\n",
"map_stafe = agebs.join(df_stafe.astype({'sourceid': str}).set_index('sourceid')\n",
" .rename_axis(index='MOVEMENT_ID')\n",
" [['hod', 'mean_travel_time', 'mean_travel_time_cat',\n",
" 'mean_travel_nopeak','razon_nopeak']],\n",
" how='inner')\n",
"map_stafe.head()"
]
},
{
"cell_type": "code",
"execution_count": 423,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure()\n",
"gs = plt.GridSpec(15, 16)\n",
"\n",
"ax1 = fig.add_subplot(gs[0:12, 0:8])\n",
"ax2 = fig.add_subplot(gs[0:12, 8:16])\n",
"ax3 = fig.add_subplot(gs[12:15, 0:8])\n",
"ax4 = fig.add_subplot(gs[12:15, 8:16])\n",
"# Mapas\n",
"map_stafe.query('hod==4').plot(column='mean_travel_time_cat', cmap='viridis_r', ax=ax1)\n",
"map_stafe.query('hod==8').plot(column='mean_travel_time_cat', cmap='viridis_r',\n",
" legend=True,\n",
" legend_kwds={'loc': (1, 0.25)},\n",
" ax=ax2)\n",
"# Aeropuerto\n",
"agebs.loc[agebs_stafe].plot(color='red', ax=ax1)\n",
"agebs.loc[agebs_stafe].plot(color='red', ax=ax2)\n",
"#Colonias\n",
"colonias.boundary.plot(lw=0.2, color='k', ax=ax1)\n",
"colonias.boundary.plot(lw=0.2, color='k', ax=ax2)\n",
"# barras\n",
"paleta = viridis(7)[::-1]\n",
"map_stafe.query('hod==4')['mean_travel_time_cat'].value_counts().sort_index().plot.bar(ax=ax3, color=paleta)\n",
"map_stafe.query('hod==8')['mean_travel_time_cat'].value_counts().sort_index().plot.bar(ax=ax4, color=paleta)\n",
"# opciones\n",
"ax1.set_ylim(top=19.8, bottom=19.05)\n",
"ax2.set_ylim(top=19.8, bottom=19.05)\n",
"ax1.set_title('4 am', fontsize=13)\n",
"ax2.set_title('8 am', fontsize=13)\n",
"ax3.set_ylim(top=700, bottom=0)\n",
"ax4.set_ylim(top=700, bottom=0)\n",
"ax1.set_axis_off()\n",
"ax2.set_axis_off()\n",
"ax3.set_ylabel('Frecuencia', fontsize=12)\n",
"ax3.set_xticklabels(ax3.get_xticklabels(), fontsize=11)\n",
"ax4.set_xticklabels(ax4.get_xticklabels(), fontsize=11)\n",
"ax4.set_yticklabels([])\n",
"fig.subplots_adjust(wspace=1)\n",
"fig.subplots_adjust(hspace=0)\n",
"# configurar figsize\n",
"fig.set_size_inches(8, 8)\n",
"fig.suptitle('Duración de viajes hasta Santa Fe, 2019-1T', y=0.9)\n",
"fig.text(x=0, y=-0.1, s='Elaborado por @jjsantoso con datos de Uber Movements', fontdict={'size': 9}, transform=ax.transAxes)\n",
"fig.savefig('graficas/mapa_duracion_stafe.png', dpi=600, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": 390,
"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>sourceid</th>\n",
" <th>dstid</th>\n",
" <th>hod</th>\n",
" <th>mean_travel_time</th>\n",
" <th>standard_deviation_travel_time</th>\n",
" <th>geometric_mean_travel_time</th>\n",
" <th>geometric_standard_deviation_travel_time</th>\n",
" <th>no_peak</th>\n",
" <th>time_travel_nopeak</th>\n",
" <th>mean_travel_time_cat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4407</td>\n",
" <td>4235</td>\n",
" <td>3</td>\n",
" <td>13.65</td>\n",
" <td>286.03</td>\n",
" <td>766.84</td>\n",
" <td>1.45</td>\n",
" <td>1.0</td>\n",
" <td>13.65</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>550</td>\n",
" <td>3695</td>\n",
" <td>21</td>\n",
" <td>41.66</td>\n",
" <td>317.66</td>\n",
" <td>2480.53</td>\n",
" <td>1.13</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>40 a 50 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4604</td>\n",
" <td>4673</td>\n",
" <td>6</td>\n",
" <td>12.55</td>\n",
" <td>463.18</td>\n",
" <td>685.39</td>\n",
" <td>1.47</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2864</td>\n",
" <td>4421</td>\n",
" <td>13</td>\n",
" <td>31.19</td>\n",
" <td>506.13</td>\n",
" <td>1812.82</td>\n",
" <td>1.28</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>30 a 40 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4401</td>\n",
" <td>4295</td>\n",
" <td>3</td>\n",
" <td>13.26</td>\n",
" <td>239.08</td>\n",
" <td>760.42</td>\n",
" <td>1.35</td>\n",
" <td>1.0</td>\n",
" <td>13.26</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>3834</td>\n",
" <td>4426</td>\n",
" <td>20</td>\n",
" <td>19.56</td>\n",
" <td>438.12</td>\n",
" <td>1104.75</td>\n",
" <td>1.41</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>246</td>\n",
" <td>2145</td>\n",
" <td>22</td>\n",
" <td>12.68</td>\n",
" <td>310.14</td>\n",
" <td>723.18</td>\n",
" <td>1.33</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>319</td>\n",
" <td>1415</td>\n",
" <td>22</td>\n",
" <td>19.70</td>\n",
" <td>595.27</td>\n",
" <td>1049.93</td>\n",
" <td>1.63</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>238</td>\n",
" <td>2225</td>\n",
" <td>22</td>\n",
" <td>9.08</td>\n",
" <td>190.05</td>\n",
" <td>520.02</td>\n",
" <td>1.34</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0 a 10 min</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>4613</td>\n",
" <td>4583</td>\n",
" <td>6</td>\n",
" <td>13.84</td>\n",
" <td>298.92</td>\n",
" <td>789.94</td>\n",
" <td>1.35</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>10 a 20 min</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sourceid dstid hod mean_travel_time standard_deviation_travel_time \\\n",
"0 4407 4235 3 13.65 286.03 \n",
"1 550 3695 21 41.66 317.66 \n",
"2 4604 4673 6 12.55 463.18 \n",
"3 2864 4421 13 31.19 506.13 \n",
"4 4401 4295 3 13.26 239.08 \n",
"5 3834 4426 20 19.56 438.12 \n",
"6 246 2145 22 12.68 310.14 \n",
"7 319 1415 22 19.70 595.27 \n",
"8 238 2225 22 9.08 190.05 \n",
"9 4613 4583 6 13.84 298.92 \n",
"\n",
" geometric_mean_travel_time geometric_standard_deviation_travel_time \\\n",
"0 766.84 1.45 \n",
"1 2480.53 1.13 \n",
"2 685.39 1.47 \n",
"3 1812.82 1.28 \n",
"4 760.42 1.35 \n",
"5 1104.75 1.41 \n",
"6 723.18 1.33 \n",
"7 1049.93 1.63 \n",
"8 520.02 1.34 \n",
"9 789.94 1.35 \n",
"\n",
" no_peak time_travel_nopeak mean_travel_time_cat \n",
"0 1.0 13.65 10 a 20 min \n",
"1 NaN NaN 40 a 50 min \n",
"2 NaN NaN 10 a 20 min \n",
"3 NaN NaN 30 a 40 min \n",
"4 1.0 13.26 10 a 20 min \n",
"5 NaN NaN 10 a 20 min \n",
"6 NaN NaN 10 a 20 min \n",
"7 NaN NaN 10 a 20 min \n",
"8 NaN NaN 0 a 10 min \n",
"9 NaN NaN 10 a 20 min "
]
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