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Un análisis sobre la actividad global del sistema Ecobici en CDMX.
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"cells": [
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"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"An\u00e1lisis de la actividad global del sistema Ecobici y limpieza de datos"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A continuaci\u00f3n se presentan ilustraciones sobre el comportamiento del sistema de Ecobici representado mediante una serie de conteos global por d\u00eda que ha tenido desde su apertura a lo largo de 4 a\u00f1os de funcionamiento, despu\u00e9s introducimos una propuesta para eliminar aquellos d\u00edas que el sistema tuvo conteos demasiado bajos con la finalidad de eliminar actividad ruidosa en el sistema. Los conjuntos de datos que se muestran a continuaci\u00f3n fueron liberados por la CDMX para la actividad llamada lab CDMX que invita a la participaci\u00f3n ciudadana a utilizar los datos y utilizarlos de una manera productiva."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns; sns.set()\n",
"\n",
"path = r'D:\\ownCloud\\Documentos posgrado\\Posgrado 2do semestre\\Seminario investigacion\\Experimental Data\\Cd Mex\\Movilidad\\Hist Ecobici\\ecobici.csv'"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Primero se cargan las librer\u00edas que ser\u00e1n necesarias para la manipulaci\u00f3n de los datos y el conjunto de datos con el que trabajaremos. El conjunto de datos se encuentra en forma de timestamps, marcando ubicaci\u00f3n y fecha de partida y llegada de un recorrido. Despu\u00e9s se realiza una transformaci\u00f3n a los datos para transformar los timestamps a conteos por d\u00eda:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"trips = pd.read_csv(path,\n",
" parse_dates=['date_removed', 'date_arrived'],\n",
" infer_datetime_format=True)\n",
"\n",
"# Remove all canceled trip registers\n",
"trips = trips.loc[trips['action'] != 'C ']\n",
"\n",
"# Find the start date\n",
"ind = pd.DatetimeIndex(trips.date_arrived)\n",
"trips['date'] = ind.date.astype('datetime64')\n",
"trips['hour'] = ind.hour\n",
"\n",
"# Count trips by date\n",
"by_date = trips.pivot_table('bike',aggfunc='count',\n",
" index='date',\n",
" columns='station_arrived', )"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"C:\\Users\\ghost\\AppData\\Local\\Enthought\\Canopy\\App\\appdata\\canopy-1.5.2.2785.win-x86_64\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2741: DtypeWarning: Columns (0,1) have mixed types. Specify dtype option on import or set low_memory=False.\n",
" interactivity=interactivity, compiler=compiler)\n"
]
}
],
"prompt_number": 2
},
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"cell_type": "code",
"collapsed": false,
"input": [
"by_date.head()"
],
"language": "python",
"metadata": {},
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"<div style=\"max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>station_arrived</th>\n",
" <th>1</th>\n",
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" <th>date</th>\n",
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" <th>2010-02-05</th>\n",
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" </tr>\n",
" <tr>\n",
" <th>2010-02-12</th>\n",
" <td>NaN</td>\n",
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" <td>NaN</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>2010-02-13</th>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>2010-02-14</th>\n",
" <td>NaN</td>\n",
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" </tbody>\n",
"</table>\n",
"<p>5 rows \u00d7 276 columns</p>\n",
"</div>"
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"text": [
"station_arrived 1 2 3 4 5 6 7 8 9 10 \\\n",
"date \n",
"2010-02-05 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-11 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-12 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-13 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-14 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"\n",
"station_arrived ... 269 270 590 1000 1001 1002 1003 2081 2082 \\\n",
"date ... \n",
"2010-02-05 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-11 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
"2010-02-12 ... NaN NaN NaN NaN NaN NaN NaN NaN NaN \n",
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"\n",
"station_arrived 2083 \n",
"date \n",
"2010-02-05 NaN \n",
"2010-02-11 NaN \n",
"2010-02-12 NaN \n",
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"prompt_number": 3
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como se puede observar en la visualizaci\u00f3n anterior, es necesario realizar los primeros tratamientos a los datos:\n",
"- Primeramente aquellos d\u00edas que la estaci\u00f3n no obtuvo ning\u00fan conteo de actividad est\u00e1 marcado como NaN (Not A Number). Para esto solamente se realiza un reemplazo cambiando NaN por 0.\n",
"- Existen estaciones con un ID mayor a 275, que no registran actividad coherente en todo el periodo que comprende el conjunto de datos, adem\u00e1s de que en el sistema de Ecobici no existen dichas estaciones. Se procede entonces a eliminarlas."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date.drop([col for col in list(by_date.columns.values) if col > 275], axis=1, inplace=True)\n",
"by_date = by_date.reindex(pd.date_range(by_date.index[0], by_date.index[-1], freq='D')).fillna(0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
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"html": [
"<div style=\"max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>station_arrived</th>\n",
" <th>1</th>\n",
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" <th>2010-02-07</th>\n",
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"station_arrived 1 2 3 4 5 6 7 8 9 10 ... 261 \\\n",
"2010-02-05 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 \n",
"2010-02-06 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 \n",
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"\n",
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"Para dar una idea global sobre la actividad de Ecobici a lo largo del periodo comprendido en el conjunto de datos a continuaci\u00f3n se realiza una graficaci\u00f3n sobre la suma de conteos de actividad de todas las estaciones a lo largo de un d\u00eda. Las lineas punteadas verticales representan las fechas en que comprenden las expansiones de la fase 1, 2 y 3 respectivamente. "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig, ax = plt.subplots(1, figsize=(16, 8))\n",
"by_date.sum(axis=1).plot(title='System Activity');\n",
"plt.axvline('2010-02-16', linestyle='--', color='blue', alpha=0.3);\n",
"plt.axvline('2012-10-29', linestyle='--', color='green', alpha=0.3);\n",
"plt.axvline('2012-11-29', linestyle='--', color='red', alpha=0.3);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
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m1LPQpXXis8roRyFExn2jQlHqhQ0H1qTiRo5rZvWofChcCSGEEEIIIaSAG1f/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\nr3vQnB81rNOpb/kwrPTSDI0kRgwBeDRLF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EP+O8CD0G3be3jIdDhR5Xn3u+HBF/3r+7j6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/njmxAItVbCSdazZ14Err0BQ+wzKvaGiOobGlIqqwLRNg1AT4qGR2xRzTNKsoU7Zbns8ZMPDN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\nuBIEQRAEQRAEQRBFzf8H2V1MhFqiiBAAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x46d57da0>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Las fechas de apertura para las fases 2 y 3 no son claras y fueron realizadas de manera gradual. Las fechas que utilizamos fueron obtenidas de manera emp\u00edrica donde se decidi\u00f3 que la fase estaba implementada si el 60% de las estaciones que conforman esa fase se encontraban en actividad (actividad le llamamos a su la estaci\u00f3n tuvo conteos ese d\u00eda).\n",
"\n",
"De esta forma el gr\u00e1fico muestra bastante ruido y esto se debe a que los d\u00edas en fines de semana tienen menor actividad que los d\u00edas entre semana. A continuaci\u00f3n se dividen los d\u00edas que pertenecen a fines de semana y d\u00edas entre semana en conjuntos de datos separados y se ofrece una visualizaci\u00f3n respectiva para cada uno de ellos:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# add a flag indicating weekend\n",
"by_date['weekend'] = (by_date.index.dayofweek >= 5)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Primero capturamos los d\u00edas entre semana:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekday = by_date[by_date['weekend'] == False]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Adem\u00e1s para capturar la tendencia global del sistema a lo largo de los d\u00edas se ha procedido a capturar el promedio (moving average) y desviaci\u00f3n est\u00e1ndar (moving standard deviation) de los conteos a partir de 20 d\u00edas previos:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"#mavg_wd = pd.rolling_mean(by_date_weekday.sum(axis=1), 20)\n",
"#mstd_wd = pd.rolling_std(by_date_weekday.sum(axis=1), 20)\n",
"mavg_wd = by_date_weekday.sum(axis=1).rolling(window=20,center=False).mean()\n",
"mstd_wd = by_date_weekday.sum(axis=1).rolling(window=20,center=False).std()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekday.sum(axis=1).plot(label='System Weekday Counts');\n",
"mavg_wd.plot(label='mavg')\n",
"plt.fill_between(mstd_wd.index, mavg_wd-2*mstd_wd, mavg_wd+2*mstd_wd, color='g', alpha=0.2)\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(15,8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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bfr2HrTtsXlrbx0trUyy95mgsa+yjEaIxl87uDCcc11Dzc4YbgTBisHvsscfo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sCGooz77nHE1LK+5qRXpsd6rtXmForpIi5ojiCzmn9zm8puAAPDxWDEjvvr6UTFqAIA8mq27Zyq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czLRNKFnB1QsXUBGYg+Ha+H0DJXce78CZrvyIxbJFl276YRgGwUH9MspLba5eO7SB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\n",
"text": [
"<matplotlib.figure.Figure at 0x3873c0b8>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Del gr\u00e1fico anterior se aprecia que algunos d\u00edas a lo largo de este periodo cuentan con una actividad anormalmente baja, incluso para su desviaci\u00f3n. Se asume entonces que estos d\u00edas pueden deberse ya sea a d\u00edas feriados, d\u00edas con muy mal clima o d\u00edas en los que el sistema se suspendi\u00f3 por diversos motivos. \n",
"\n",
"En el gr\u00e1fico siguiente solo se grafican aquellos puntos que tienen una actividad mayor a la media menos 2 veces la desviaci\u00f3n est\u00e1ndar, es decir que forma parte de alrededor del 95% de las observaciones:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekday.sum(axis=1)[by_date_weekday.sum(axis=1) > mavg_wd-2*mstd_wd].plot(label='System Weekday Counts');\n",
"mavg_wd.plot(label='mavg')\n",
"plt.fill_between(mstd_wd.index, mavg_wd-2*mstd_wd, mavg_wd+2*mstd_wd, color='g', alpha=0.2)\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(15,8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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6S+9l87YMW3c4bN3hsPQfpxGwJt4W+uaGNK+8nuSDZ3RgNthm6oyw5cOowe7+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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x2eefa0f0>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Es de notarse que, aunque no desaparecieron todos los datos ruidosos, se suaviz\u00f3 el comportamiento de la curva. A continuaci\u00f3n se presentan las fechas de aquellos d\u00edas que tuvieron una actividad anormalmente baja:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekday.sum(axis=1)[by_date_weekday.sum(axis=1) <= mavg_wd-2*mstd_wd].index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"DatetimeIndex(['2010-05-25', '2010-06-16', '2010-07-02', '2010-09-16',\n",
" '2010-09-17', '2010-11-02', '2010-11-15', '2010-12-23',\n",
" '2010-12-24', '2010-12-31', '2011-02-07', '2011-03-21',\n",
" '2011-04-18', '2011-04-19', '2011-04-20', '2011-04-21',\n",
" '2011-04-22', '2011-06-17', '2011-06-23', '2011-06-24',\n",
" '2011-06-30', '2011-08-22', '2011-09-16', '2011-11-02',\n",
" '2011-11-21', '2011-12-21', '2011-12-23', '2011-12-26',\n",
" '2011-12-27', '2012-02-06', '2012-03-12', '2012-03-19',\n",
" '2012-04-05', '2012-04-06', '2012-06-01', '2012-06-22',\n",
" '2012-08-09', '2012-08-10', '2012-09-12', '2012-11-02',\n",
" '2012-11-19', '2012-12-21', '2012-12-24', '2012-12-25',\n",
" '2013-02-04', '2013-03-15', '2013-03-18', '2013-03-28',\n",
" '2013-03-29', '2013-05-01', '2013-06-14', '2013-06-21',\n",
" '2013-08-26', '2013-09-06', '2013-09-09', '2013-09-16',\n",
" '2013-10-22', '2013-11-18', '2013-12-20', '2013-12-23',\n",
" '2013-12-24', '2013-12-25'],\n",
" dtype='datetime64[ns]', freq=None)"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Es interesante ver como un filtro tan llano logr\u00e1 capturar d\u00edas festivos, tales como el d\u00eda del grito de independencia en M\u00e9xico (16 de septiembre) o como navidad y noche buena (24 y 25 de diciembre). \n",
"\n",
"D\u00edas no festivos que registraron una actividad muy baja pueden deberse a una pr\u00e1ctica cultural muy usual en M\u00e9xico, conocidos como puentes: d\u00edas feriados que se otorgan arbitrariamente partiendo de un d\u00eda feriado a un fin de semana o viceversa."
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"An\u00e1lisis para los fines de semana."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De igual manera como se hizo el an\u00e1lisis anterior para d\u00edas entre semana se ofrece un an\u00e1lisis similar para fines de semana:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekend = by_date[by_date['weekend'] == True]\n",
"\n",
"#mavg_we = pd.rolling_mean(by_date_weekend.sum(axis=1), 20)\n",
"#mstd_we = pd.rolling_std(by_date_weekend.sum(axis=1), 20)\n",
"mavg_we = by_date_weekend.sum(axis=1).rolling(window=20,center=False).mean()\n",
"mstd_we = by_date_weekend.sum(axis=1).rolling(window=20,center=False).std()"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekend.sum(axis=1).plot(label='System Weekend Counts');\n",
"mavg_we.plot(label='mavg')\n",
"plt.fill_between(mstd_we.index, mavg_we-2*mstd_we, mavg_we+2*mstd_we, color='g', alpha=0.2)\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(15,8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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kSQBs3LiRhx9+mL/4i78gGo1SV1eXG1NTU0M0GiUWixEOhwGora2lv7+/6LnC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\nSUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x72d62e8>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Aunque menores, existen d\u00edas cuyo cont\u00e9o es anormalmente bajo con respecto a los fines de semana anteriores."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekend.sum(axis=1)[by_date_weekend.sum(axis=1) > mavg_we-2*mstd_we].plot(label='System Weekend Counts');\n",
"mavg_we.plot(label='mavg')\n",
"plt.fill_between(mstd_we.index, mavg_we-2*mstd_we, mavg_we+2*mstd_we, color='g', alpha=0.2)\n",
"plt.legend()\n",
"plt.gcf().set_size_inches(15,8)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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A1157jYceeoi//Mu/JBqN0tDQkBtTV1dHNBolFosRDocBqK+vZ2BgoOi5wudF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TLYjoUiKbskBU6QNlKE7lGdVTLjug2H/a6w01T3ohuNuyKolNK+WRrq3GtsyUDlTqmY5Rq7YkQt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\n2ImIiIiIiBjc/wMJfoAUa/WmnwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x9dbfd30>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"by_date_weekend.sum(axis=1)[by_date_weekend.sum(axis=1) <= mavg_we-2*mstd_we].index"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"DatetimeIndex(['2010-07-24', '2010-12-25', '2011-01-01', '2011-04-16',\n",
" '2011-04-17', '2011-04-23', '2011-07-02', '2011-07-03',\n",
" '2011-11-27', '2011-12-24', '2011-12-25', '2012-01-01',\n",
" '2012-04-07', '2012-06-16', '2012-06-17', '2012-09-16',\n",
" '2012-10-14', '2013-02-03', '2013-09-14', '2013-09-15',\n",
" '2013-12-28'],\n",
" dtype='datetime64[ns]', freq=None)"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De nueva cuenta aparecen algunos d\u00edas que forman parte de fechas feriadas y otros d\u00edas en los que no. Por ejemplo se puede apreciar que los primeros d\u00edas del a\u00f1o casi nadie utiliza el sistema de Ecobici.\n",
"\n",
"De cualquier manera, prescindir de estos d\u00edas puede ayudar a nuestros modelos a no aprender d\u00edas con actividad ruidosa en nuestro modelo y as\u00ed, mejorar un poco su efectividad."
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Duraci\u00f3n de viajes en Ecobici"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Con el objetivo de ofrecer otro an\u00e1lisis visual, esta vez con respecto a los viajes realizados por Ecobici, se realiza un conteo de la duraci\u00f3n relativa de los viajes realizados."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"trips['minutes'] = (trips.date_arrived - trips.date_removed).dt.seconds/60\n",
"trips['minutes'].hist(bins=np.arange(61), alpha=0.5, normed=True);\n",
"plt.xlabel('Duration (minutes)')\n",
"plt.ylabel('relative frequency')\n",
"plt.title('Trip Durations')\n",
"plt.text(49, 0.07, \"Free Trips\\n\\nAdditional Fee\", ha='right',\n",
" size=18, rotation=90, alpha=0.5, color='red')\n",
"plt.axvline(45, linestyle='--', color='red', alpha=0.3);"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NkZGRiIyMxM6dO5GWlgZJkrB48WIIF10fIiIi72ocOx7qTR9D8856WEdeAzEk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\nAFHnsOATkc9prxlQe5cDnP0YAPiDoBl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"text": [
"<matplotlib.figure.Figure at 0x383c5b38>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De la visualizaci\u00f3n anterior se muestra que la tendencia en los viajes son menores a 10 minutos. Una posible causa puede ser que la mayor\u00eda de los usuarios que utilizan este sistema son trabajadores que utilizan Ecobici para desplazarse a sus trabajos. Las pol\u00edticas de Ecobici otorgan al usuario un tiempo de 45 minutos gratuitos por viaje, cualquier excedente de este periodo de tiempo se penaliza con una multa monetaria. Se puede apreciar que son muy pocos viajes los que exceden este plazo."
]
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Viajes vs Elevaci\u00f3n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Otro aspecto a considerar cuando se planea un un sistema de bike sharing son las elevaciones entre estaciones, ya que, viajes desde estaciones m\u00e1s elevadas hacia estaciones menos elevadas son m\u00e1s dadas a ocurrir que en caso contrario"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"distances = pd.read_csv(r'D:\\ownCloud\\Documentos posgrado\\Posgrado 2do semestre\\Seminario investigacion\\Experimental Data\\Cd Mex\\Movilidad\\Hist Ecobici\\ecobici_distancias.csv')\n",
"stations = pd.read_csv(r'D:\\ownCloud\\Documentos posgrado\\Posgrado 2do semestre\\Seminario investigacion\\Experimental Data\\Cd Mex\\Movilidad\\Hist Ecobici\\ecobiciestaciones.csv')\n",
"elevs = pd.read_csv(r'C:\\Users\\ghost\\Google Drive\\JairCastruitaGastelum\\Progress Reports\\Dev\\EDA bike sharing\\pruebas\\ECOBICI_data\\station_elevations.csv', index_col=0)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Las elevaciones fueron obtenidas gracias a un API que ofrece google en donde se obtiene la elevaci\u00f3n de las coordenadas geogr\u00e1ficas que se ingresan."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"elevs.head()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<div style=\"max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>elevation</th>\n",
" <th>lat</th>\n",
" <th>lng</th>\n",
" <th>resolution</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2235.062988</td>\n",
" <td>19.43293</td>\n",
" <td>-99.16848</td>\n",
" <td>4.771976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2235.547119</td>\n",
" <td>19.43159</td>\n",
" <td>-99.17151</td>\n",
" <td>4.771976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2232.308838</td>\n",
" <td>19.43166</td>\n",
" <td>-99.15875</td>\n",
" <td>9.543952</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2235.411377</td>\n",
" <td>19.42849</td>\n",
" <td>-99.17169</td>\n",
" <td>4.771976</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2234.626953</td>\n",
" <td>19.42980</td>\n",
" <td>-99.16945</td>\n",
" <td>4.771976</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
" elevation lat lng resolution\n",
"0 2235.062988 19.43293 -99.16848 4.771976\n",
"1 2235.547119 19.43159 -99.17151 4.771976\n",
"2 2232.308838 19.43166 -99.15875 9.543952\n",
"3 2235.411377 19.42849 -99.17169 4.771976\n",
"4 2234.626953 19.42980 -99.16945 4.771976"
]
}
],
"prompt_number": 19
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se realiza una verificaci\u00f3n simple para corroborar que las coordenadas de las estaciones correspondan a las coordenadas de las elevaciones:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# double check that locations match\n",
"print(np.allclose(stations.longitud, elevs.lng))\n",
"print(np.allclose(stations.latitud, elevs.lat))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"True\n",
"True\n"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"stations['elevation'] = elevs['elevation']\n",
"elevs.index = stations['id']\n",
"\n",
"trips['elevation_start'] = trips.join(elevs, on='station_removed')['elevation']\n",
"trips['elevation_end'] = trips.join(elevs, on='station_arrived')['elevation']\n",
"trips['elevation_gain'] = trips['elevation_end'] - trips['elevation_start']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Si construimos un histograma a partir donde cada bin se capture un rango de elevaci\u00f3n de los viajes realizados podemos ver la tendencia que se tienen en los recorridos realizados por los usuarios:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"g = sns.FacetGrid(trips)\n",
"g.map(plt.hist, \"elevation_gain\", bins=np.arange(-145, 150, 20))\n",
"g.fig.set_figheight(6)\n",
"g.fig.set_figwidth(16);\n",
"\n",
"# plot some lines to guide the eye\n",
"for lim in range(60, 150, 20):\n",
" x = np.linspace(-lim, lim, 3)\n",
" for ax in g.axes.flat:\n",
" ax.fill(x, 100 * (lim - abs(x)),\n",
" color='gray', alpha=0.1, zorder=0)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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TCV0GYVVVVWbPnr3dtsMOO+xdx5111lndHgIAAIA9zxfTAwAAFEoQAgAAFEoQAgAAFEoQ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\nQKH+f/nhehWd3PgHAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2f1d8fd0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"print \"total downhill trips:\", (trips.elevation_gain < 0).sum()\n",
"print \"total uphill trips: \", (trips.elevation_gain > 0).sum()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"total downhill trips: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"6132171\n",
"total uphill trips: "
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
"5833974\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"De las visualizaciones anteriores se puede apreciar que, aunque la tendencia efectivamente es la de viajes cuesta abajo, la diferencia entre estos no resulta demasiado marcada. Esto debido a que en la ciudad de M\u00e9xico no existen desniveles tan pronunciados como ocurre en sistemas de bike sharing de otros paises."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from IPython.display import HTML\n",
"#To hide code from the nbviewer render\n",
"HTML('''<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
" } else {\n",
" $('div.input').show();\n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( document ).ready(code_toggle);\n",
"</script>\n",
"<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>''')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"<script>\n",
"code_show=true; \n",
"function code_toggle() {\n",
" if (code_show){\n",
" $('div.input').hide();\n",
" } else {\n",
" $('div.input').show();\n",
" }\n",
" code_show = !code_show\n",
"} \n",
"$( document ).ready(code_toggle);\n",
"</script>\n",
"<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"Click here to toggle on/off the raw code.\"></form>"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": [
"<IPython.core.display.HTML at 0x38398c18>"
]
}
],
"prompt_number": 24
}
],
"metadata": {}
}
]
}
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