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Created October 26, 2014 17:05
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ipython notebook - transporte publico bahía blanca
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"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Datos de *Automated Fare Collection* del sistema de transporte p\u00fablico de Bah\u00eda Blanca\n",
"\n",
"Este documento contiene c\u00f3digo fuente y notas preliminares para un estudio de algunos aspectos de la utilizaci\u00f3n del sistema de transporte p\u00fablico en Bah\u00eda Blanca. En esta etapa, nos proponemos una *exploraci\u00f3n* de la informaci\u00f3n disponible que informe futuros an\u00e1lisis.\n",
"\n",
"Los posibles trabajos sobre esta informaci\u00f3n incluyen, pero no se limitan a:\n",
"\n",
" - Impacto del precio del boleto en la econom\u00eda de los pasajeros (vinculando origen y destino de los viajes con indicadores socioecon\u00f3micos georeferenciados)\n",
" - Caracterizaci\u00f3n de los perfiles de usuarios del sistema.\n",
" - Eficiencia del sistema (ociocidad de las unidades, etc)\n",
" - Impacto ambiental\n",
" - Adherencia a los horarios planificados.\n",
" - Planificaci\u00f3n de horarios, servicios y rutas.\n",
" - Medidas de demanda, oferta y performance de los servicios existentes.\n",
" \n",
" "
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import psycopg2\n",
"import pandas as pd\n",
"from mpl_toolkits.basemap import Basemap\n",
"from matplotlib.collections import LineCollection\n",
"import fiona\n",
"from shapely.geometry import Point, LineString\n",
"from shapely.wkt import loads as wkt_load\n",
"from itertools import izip\n",
"import math\n",
"\n",
"db = psycopg2.connect('dbname=bondis_bahia user=manuel')\n",
"colors = ['#1f77b4','#ff7f0e','#2ca02c','#d62728','#9467bd','#8c564b','#e377c2','#7f7f7f','#bcbd22','#17becf']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Pre-procesamiento de los datos\n",
"Los datos provistos por Gobierno Abierto de la Municipalidad de Bah\u00eda Blanca se procesaron para guardarlos en una tabla Postgres/PostGIS:\n",
"\n",
"```sql\n",
"CREATE TABLE omnibus_usuarios (\n",
" id integer NOT NULL,\n",
" empresa text,\n",
" tipo_pasaje text,\n",
" linea text,\n",
" recorrido integer,\n",
" id_tarjeta integer,\n",
" interno integer,\n",
" id_colectivo integer,\n",
" fechahora timestamp without time zone,\n",
" pasajeros integer,\n",
" locacion geometry(Point,4326)\n",
");\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Perfil temporal de un usuario\n",
"Consideramos a un usuario como una observaci\u00f3n de 7 * 24 (d\u00edas de la semana y horas del d\u00eda) variables, sobre el per\u00edodo disponible. Lo caracterizamos a trav\u00e9s de su perfil semanal, constru\u00eddo como la suma de los viajes realizados en un d\u00eda y hora. Esta construcci\u00f3n ser\u00e1 \u00fatil para posibles caracterizaciones de tipos o grupos de usuarios.\n",
"\n",
"El concepto de *perfil temporal* est\u00e1 basado en la publicaci\u00f3n [Understanding Passenger Patterns in Public Transit Through Smart Card and Socioeconomic Data (2014)](http://www.comeetie.fr/pdfrepos/urbcomp2014.pdf). \n",
"\n",
"El perfil se construye mediante la siguiente funci\u00f3n SQL:\n",
"\n",
"```sql\n",
"CREATE OR REPLACE FUNCTION get_user_temporal_profile(id_tarjeta integer, round_interval interval)\n",
"RETURNS table(id_tarjeta integer, day_of_week integer, hour double precision, trips integer)\n",
"AS $$ \n",
"\n",
"SELECT id_tarjeta,\n",
" cast(extract(dow\n",
" FROM fechahora) AS integer) AS day_of_week,\n",
" (date_part('hour', date_round(fechahora, $2)) * 100 + date_part('minute', date_round(fechahora, $2))) AS hour,\n",
" cast(count(*) AS integer) AS trips\n",
" FROM omnibus_usuarios\n",
"WHERE id_tarjeta = $1\n",
"GROUP BY id_tarjeta,\n",
" hour,\n",
" day_of_week\n",
"ORDER BY day_of_week;\n",
"$$\n",
"LANGUAGE sql;\n",
"```\n",
"\n",
"La siguiente funci\u00f3n en lenguaje *Python* grafica un perfil de usuario:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def plot_temporal_profile(weekly_profile, xsize=15):\n",
" a = np.zeros((7,24))\n",
" plt.figure(figsize=(12,24/7.))\n",
" ax = plt.gca()\n",
" plt.xticks(range(0,24))\n",
" t = ax.transData\n",
" canvas = ax.figure.canvas\n",
" plt.title(\"Perfil del usuario: %s\" % weekly_profile['id_tarjeta'][0])\n",
" for dow, hour, trips in zip(weekly_profile['day_of_week'], weekly_profile['hour'] / 100, weekly_profile['trips']):\n",
" a[dow][int(hour)] = trips\n",
" text = ax.text(int(hour) - 0.25, dow + 0.1, trips, transform=t, color='black')\n",
" text.draw(canvas.get_renderer())\n",
" plt.imshow(a,interpolation='nearest', cmap='Blues')\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 197
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "-"
}
},
"source": [
"Observamos, a modo de ejemplo, los *perfiles temporales* para dos usuarios elegidos aleatoriamente. \n",
"\n",
"El eje X contiene las horas del d\u00eda, de 0 a 23. El eje Y muestra los d\u00edas de la semana, con Domingo = 0 y S\u00e1bado = 6. La intensidad del color representa la cantidad de viajes efectuados por el usuario en un d\u00eda de la semana y hora determinada, dentro del per\u00edodo estudiado (15 de julio de 2014 hasta 15 de septiembre del mismo a\u00f1o).\n",
"\n",
"En el primero, notamos un patr\u00f3n uniforme en el que presumiblemente el pasajero usa el transporte p\u00fablico alrededor de las 7 de la ma\u00f1ana y retorna a su casa alrededor de las 18. Hay uso ocasional durante los fines de semana.\n",
"\n",
"El segundo comparte la caracter\u00edstica del viaje matutino, pero se observa un uso consistente durante el mediod\u00eda, probablemente a causa del horario comercial \"cortado\" que se acostumbra en Bah\u00eda Blanca."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_temporal_profile(pd.read_sql(\"select * from get_user_temporal_profile(11061406, '1 hour')\", db))\n",
"plot_temporal_profile(pd.read_sql(\"select * from get_user_temporal_profile(99019579, '1 hour')\", db))\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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FbZtHAQD6k19CcvQwc0VERLervXIGWp9O0Di4AADsg2Khv3ySzSmZzK0bL5e8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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x110741610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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FN954Q46+EVEl5Ueuh+buNYjF+cjeOQ3m3sHQpCRAm5sOCEYwtnaARadx1d1N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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x110741110>"
]
}
],
"prompt_number": 199
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Promedio de cantidad total de viajes por hora para el mes de agosto\n",
"\n",
"Los siguientes gr\u00e1ficos muestran la distribuci\u00f3n de la cantidad promedio de viajes por hora, considerando lunes a viernes. En primer lugar, se muestra dicha estad\u00edstica para todos los tipos de pasaje. Luego, se muestran para los tipos *Pesos*, *Frecuente*, *Libre* y *Viaje*.\n",
"\n",
"Se observa una distribuci\u00f3n similar en todos los casos, con picos de actividad alrededor de las 7 de la ma\u00f1ana, el mediod\u00eda y el fin de la jornada laboral."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"avg_trips_per_hour = pd.read_sql(\"\"\"with viajes_por_dia_y_hora as (\n",
"select date_trunc('day', fechahora) as dia, date_part('hour', fechahora) as hora, sum(pasajeros) as p\n",
" from omnibus_usuarios\n",
" where date_part('month', fechahora) = 8\n",
" and extract(dow from fechahora) <> 0\n",
" and extract(dow from fechahora) <> 6\n",
" group by dia, hora)\n",
"\n",
"select hora, avg(p) from viajes_por_dia_y_hora\n",
"group by hora\n",
"order by hora\"\"\", db)\n",
"\n",
"avg_trips_per_hour_by_type = pd.read_sql(\"\"\"select date_trunc('day', fechahora) as dia, date_part('hour', fechahora) as hora, tipo_pasaje, sum(pasajeros) as p\n",
" from omnibus_usuarios\n",
" where date_part('month', fechahora) = 8\n",
" and extract(dow from fechahora) <> 0\n",
" and extract(dow from fechahora) <> 6\n",
" group by dia, hora, tipo_pasaje\"\"\", db)"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(15,15))\n",
"plt.subplot2grid((3,2), (0,0), colspan=2)\n",
"plt.title('Todos los tipos de pasaje')\n",
"plt.ylim(0,10000)\n",
"avg_trips_per_hour['avg'].plot(kind='bar', color=colors[0])\n",
"\n",
"tipos_de_pasaje = ('Pesos', 'Frecuente', 'Libre', 'Viaje')\n",
"for i, t in enumerate(tipos_de_pasaje):\n",
" plt.subplot2grid((3,2), ((i / 2) + 1,i % 2))\n",
" plt.ylim(0,10000)\n",
" plt.xlim(0,23)\n",
" plt.title('Tipo de pasaje: %s' % t)\n",
" avg_trips_per_hour_by_type[avg_trips_per_hour_by_type['tipo_pasaje'] == t].groupby(['hora'])['p'].mean().plot(kind='bar', color=colors[i+1])\n",
" \n",
"plt.savefig('avg_trips.png', format='png')\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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MkhclS5QcYJY2kb4r1JSlqkGdJEmSJE2aqgZ1Nc2rHVaUHGCWNmbJi1Q/YJbF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\n",
"text": [
"<matplotlib.figure.Figure at 0x10a6d1850>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Viajes encadenados\n",
"\n",
"Decimos que un pasajero *p* realiz\u00f3 dos viajes **encadenados** *v1* y *v2* si:\n",
"\n",
" - el intervalo de tiempo entre *v1* y *v2* es menor a 45 minutos\n",
" - las l\u00ednea de \u00f3mnibus de los viajes *v1* y *v2* son distintas (para descartar los viajes de retorno al mismo lugar)\n",
" - *v1* y *v2* sucedieron en la misma fecha\n",
" \n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"encadenados_cte = \"\"\"with encadenados as (select o1.fechahora as fechahora1, o1.locacion as locacion1, o1.linea as linea1, o2.fechahora as fechahora2, o2.locacion as locacion2, \n",
"o2.linea as linea2, \n",
"st_distance_sphere(o1.locacion, o2.locacion) as distancia\n",
"from omnibus_usuarios o1\n",
"inner join omnibus_usuarios o2\n",
" on o2.id_tarjeta = o1.id_tarjeta\n",
"where abs(extract(epoch from o2.fechahora - o1.fechahora)) < 45*60 -- menos de 45m entre viajes consecutivos \n",
" and o2.fechahora > o1.fechahora\n",
" and o1.linea <> o2.linea -- distintas lineas\n",
" and date_trunc('day', o2.fechahora) = date_trunc('day', o1.fechahora) -- misma fecha\n",
"order by distancia desc)\"\"\""
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"\n",
"encadenados = pd.read_sql(encadenados_cte + \n",
"\"\"\"select linea1, linea2, count(*) as c from encadenados\n",
"group by linea1, linea2\n",
"order by linea1, linea2\"\"\", db)\n"
],
"language": "python",
"metadata": {},
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"El siguiente gr\u00e1fico representa la matriz de frecuencias de viajes *encadenados* para el per\u00edodo disponible (15/7 a 15/9). Se observa que la combinaci\u00f3n de viajes en las l\u00edneas 514 y 517 sucede frecuentemente, sugiriendo que hay una poblaci\u00f3n considerable de usuarios en las zonas de influencia de dichas l\u00edneas que deben combinar servicios para llegar a destino."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lineas = ['500','502','503','504','505','506','507','509','512','513','513E','514','516','517','518','519','519A']\n",
"pares = np.zeros((17, 17))\n",
"for linea1, linea2, viajes in zip(encadenados['linea1'], encadenados['linea2'], encadenados['c']):\n",
" pares[lineas.index(linea1)][lineas.index(linea2)] = viajes\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"plt.xticks(range(0,17), lineas)\n",
"plt.yticks(range(0,17), lineas)\n",
"plt.imshow(pares,interpolation='nearest', cmap='Reds')\n",
"c = plt.colorbar()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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AQEzLy5jY5z/on37tN5b3IQZ+sW45U4OecDisYDAo6fTUVUlJiQoKCuT3+1Vc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\nD8dAqHqscBKKAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1111f1c90>"
]
}
],
"prompt_number": 225
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Vale la pena visualizar la distribuci\u00f3n espacial de las paradas de origen de los usuarios que realizan habitualmente la combinaci\u00f3n 514-517. El mapa sugiere un trayecto frecuente, que no est\u00e1 conectado por niguna l\u00ednea de \u00f3mnibus."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import itertools\n",
"\n",
"def plot_encadenados(linea1, linea2):\n",
" encadenados_l1_l2 = pd.read_sql(\"\"\"\n",
"with encadenados as (select o1.fechahora as fechahora1, o1.locacion as locacion1, o1.linea as linea1, o2.fechahora as fechahora2, o2.locacion as locacion2, \n",
"o2.linea as linea2, \n",
"st_distance_sphere(o1.locacion, o2.locacion) as distancia\n",
"from omnibus_usuarios o1\n",
"inner join omnibus_usuarios o2\n",
" on o2.id_tarjeta = o1.id_tarjeta\n",
"where abs(extract(epoch from o2.fechahora - o1.fechahora)) < 45*60 -- menos de 45m entre viajes consecutivos \n",
" and o2.fechahora > o1.fechahora\n",
" and o1.linea = %s and o2.linea = %s -- distintas lineas\n",
" and date_trunc('day', o2.fechahora) = date_trunc('day', o1.fechahora) -- misma fecha\n",
"order by distancia desc)\n",
" select linea1, linea2, date_round(fechahora1, '30 minutes') as fechahora, count(*) as c, \n",
" st_x(locacion1) as longitud1, st_y(locacion1) as latitud1,\n",
" st_x(locacion2) as longitud2, st_y(locacion2) as latitud2\n",
" from encadenados\n",
" where linea1 = %s and linea2 = %s\n",
" and date_part('hour', date_round(fechahora1, '30 minutes')) < 9\n",
" group by linea1, linea2, locacion1, locacion2, fechahora\n",
" \"\"\", params=(linea1, linea2, linea1, linea2), con=db)\n",
" \n",
" shp = fiona.open('shps/bahia_4326_2.shp')\n",
" bds = shp.bounds\n",
" shp.close()\n",
" extra = 0.01\n",
" ll = (bds[0], bds[1])\n",
" ur = (bds[2], bds[3])\n",
" coords = list(itertools.chain(ll, ur))\n",
" w, h = coords[2] - coords[0], coords[3] - coords[1]\n",
"\n",
"\n",
" plt.clf()\n",
" fig = plt.figure(figsize=(18,18))\n",
" ax = fig.add_subplot(111, axisbg='w', frame_on=False)\n",
"\n",
" m = Basemap(\n",
" projection='tmerc',\n",
" lon_0=-62.2584,\n",
" lat_0=-38.6879,\n",
" ellps = 'WGS84',\n",
" llcrnrlon=coords[0] - extra * w,\n",
" llcrnrlat=coords[1] - extra + 0.01 * h,\n",
" urcrnrlon=coords[2] + extra * w,\n",
" urcrnrlat=coords[3] + extra + 0.01 * h,\n",
" lat_ts=0,\n",
" resolution='i',\n",
" suppress_ticks=True)\n",
"\n",
" # transformar puntos a las coordenadas proyectadas del mapa\n",
" map_points_514 = pd.Series(\n",
" [Point(m(mapped_x, mapped_y)) \n",
" for mapped_x, mapped_y in zip(encadenados_l1_l2['longitud1'], encadenados_l1_l2['latitud1'])])\n",
"\n",
" map_points_517 = pd.Series(\n",
" [Point(m(mapped_x, mapped_y)) \n",
" for mapped_x, mapped_y in zip(encadenados_l1_l2['longitud2'], encadenados_l1_l2['latitud2'])])\n",
"\n",
" m.scatter(\n",
" [geom.x for geom in map_points_514],\n",
" [geom.y for geom in map_points_514],\n",
" s=[math.sqrt(trips) * 20 for trips in encadenados_l1_l2['c']], marker='o', lw=.55,\n",
" facecolor='red', edgecolor='w',\n",
" alpha=1, antialiased=True, \n",
" zorder=3)\n",
"\n",
" m.scatter(\n",
" [geom.x for geom in map_points_517],\n",
" [geom.y for geom in map_points_517],\n",
" s=[math.sqrt(trips) * 15 for trips in encadenados_l1_l2['c']], marker='o', lw=.55,\n",
" facecolor='blue', edgecolor='w',\n",
" alpha=1, antialiased=True,\n",
" zorder=3)\n",
"\n",
" x = pd.read_sql(\"select linea, st_astext(recorrido) as r from omnibus_recorridos where linea = %s or linea = %s\", \n",
" params=(linea1, linea2),\n",
" con=db)\n",
" for r,linea in izip([wkt_load(g) for g in x[u'r']], x['linea']):\n",
" col = LineCollection([[m(*c) \n",
" for c in r.coords]])\n",
" col.set_color((1,0,0,0.5) if linea == linea1 else (0,0,1,0.5))\n",
" ax.add_collection(col)\n",
"\n",
" d = m.readshapefile(\n",
" 'shps/bahia_4326_2',\n",
" 'bahia_4326',\n",
" color=(0.1,0.1,0.1,0.3),\n",
" zorder=2)\n",
" "
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 101
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_encadenados('517', '514')\n",
"# plt.savefig('mapa.pdf', format='pdf')\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"text": [
"<matplotlib.figure.Figure at 0x110ce5890>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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DWGQI0oy+iIjIEJJSuhk46u5uZtuBlWa2OefcVjp+cx19OzP7Mbv3PTPbEevk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AcR6Q2gi6oe9glmYVTNfwxs+blQst0PhoE6CxvsPU0WkTJvYog2RyYD+AmAHOX5aOyMBKvO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\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yvbDjugcsmjdYXDEcTPg/tGN+zp5fT3eoBd/9l8FC2Z32+bfAJGOnqlZEUbQCpC7+k3WM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R026oSY6PXbKMgzGgJJXfEjzq7v3kw0t6qT7WYILXtLYFseJJJ/hpkXe32wHVL55IsAHgs6Xt7J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\nelvJSy50CRRrdRT1Bi5G03YAItnZW+uMGtV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MFQLI3tFNKZ7n7TbGNDXG5Hmet1Npvnuc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9WOjdb6SsuaeVcsSZJDzrk2zrkxzrltzrmFqJNpZ+q4xDl32jk3Obzbd9xxB3fc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\nQs3+RFLE1Ja7FJU3V7Yn0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OD8/fc/lbv99hF8+cvwl39Z2OCjj8LXvgaf+xzcfDPU10OP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BI83scIjxN/EWVBeAMXi0f2T8/5DYXv/ah4v6gi8wTMDbGu4N06rzcOmz7zLx76OzLasU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\n44h4w8zuNDMyc1cduwWYHBG/Ptvvte5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"text": [
"<matplotlib.figure.Figure at 0x111213910>"
]
}
],
"prompt_number": 102
}
],
"metadata": {}
}
]
}
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