To do:

Can we predict the rating given a random location

buffer point (road width?)

accessibility (find interset with different types of roads)

connectivity (near endpoint, intersection, etc.)

intercity: types of urban forms


In [1]:
import pandas as pd
import numpy as np
import geopandas as gpd
import matplotlib.pyplot as plt
import osmnx as ox

In [7]:
for i in uc02_attr.columns:
    print i


address
attributes
business_id
categories
city
hours
is_open
latitude
longitude
name
neighborhood
postal_code
review_count
stars
state
type
AcceptsInsurance
AgesAllowed
Alcohol
Ambience_casual
Ambience_classy
Ambience_divey
Ambience_hipster
Ambience_intimate
Ambience_romantic
Ambience_touristy
Ambience_trendy
Ambience_upscale
BYOB
BYOBCorkage
BestNights_friday
BestNights_monday
BestNights_saturday
BestNights_sunday
BestNights_thursday
BestNights_tuesday
BestNights_wednesday
BikeParking
BusinessAcceptsBitcoin
BusinessAcceptsCreditCards
BusinessParking_garage
BusinessParking_lot
BusinessParking_street
BusinessParking_valet
BusinessParking_validated
ByAppointmentOnly
Caters
CoatCheck
Corkage
DietaryRestrictions_dairy-free
DietaryRestrictions_gluten-free
DietaryRestrictions_halal
DietaryRestrictions_kosher
DietaryRestrictions_soy-free
DietaryRestrictions_vegan
DietaryRestrictions_vegetarian
DogsAllowed
DriveThru
GoodForDancing
GoodForKids
GoodForMeal_breakfast
GoodForMeal_brunch
GoodForMeal_dessert
GoodForMeal_dinner
GoodForMeal_latenight
GoodForMeal_lunch
HappyHour
HasTV
Music_background_music
Music_dj
Music_jukebox
Music_karaoke
Music_live
Music_no_music
Music_video
NoiseLevel
Open24Hours
OutdoorSeating
RestaurantsAttire
RestaurantsCounterService
RestaurantsDelivery
RestaurantsGoodForGroups
RestaurantsPriceRange2
RestaurantsReservations
RestaurantsTableService
RestaurantsTakeOut
Smoking
WheelchairAccessible
WiFi

In [3]:
uc02_attr = pd.read_pickle('UC02_df_uc_food_att.p')

In [5]:
uc02_attr.columns


Out[5]:
Index([                        u'address',                      u'attributes',
                           u'business_id',                      u'categories',
                                  u'city',                           u'hours',
                               u'is_open',                        u'latitude',
                             u'longitude',                            u'name',
                          u'neighborhood',                     u'postal_code',
                          u'review_count',                           u'stars',
                                 u'state',                            u'type',
                      u'AcceptsInsurance',                     u'AgesAllowed',
                               u'Alcohol',                 u'Ambience_casual',
                       u'Ambience_classy',                  u'Ambience_divey',
                      u'Ambience_hipster',               u'Ambience_intimate',
                     u'Ambience_romantic',               u'Ambience_touristy',
                       u'Ambience_trendy',                u'Ambience_upscale',
                                  u'BYOB',                     u'BYOBCorkage',
                     u'BestNights_friday',               u'BestNights_monday',
                   u'BestNights_saturday',               u'BestNights_sunday',
                   u'BestNights_thursday',              u'BestNights_tuesday',
                  u'BestNights_wednesday',                     u'BikeParking',
                u'BusinessAcceptsBitcoin',      u'BusinessAcceptsCreditCards',
                u'BusinessParking_garage',             u'BusinessParking_lot',
                u'BusinessParking_street',           u'BusinessParking_valet',
             u'BusinessParking_validated',               u'ByAppointmentOnly',
                                u'Caters',                       u'CoatCheck',
                               u'Corkage',  u'DietaryRestrictions_dairy-free',
       u'DietaryRestrictions_gluten-free',       u'DietaryRestrictions_halal',
            u'DietaryRestrictions_kosher',    u'DietaryRestrictions_soy-free',
             u'DietaryRestrictions_vegan',  u'DietaryRestrictions_vegetarian',
                           u'DogsAllowed',                       u'DriveThru',
                        u'GoodForDancing',                     u'GoodForKids',
                 u'GoodForMeal_breakfast',              u'GoodForMeal_brunch',
                   u'GoodForMeal_dessert',              u'GoodForMeal_dinner',
                 u'GoodForMeal_latenight',               u'GoodForMeal_lunch',
                             u'HappyHour',                           u'HasTV',
                u'Music_background_music',                        u'Music_dj',
                         u'Music_jukebox',                   u'Music_karaoke',
                            u'Music_live',                  u'Music_no_music',
                           u'Music_video',                      u'NoiseLevel',
                           u'Open24Hours',                  u'OutdoorSeating',
                     u'RestaurantsAttire',       u'RestaurantsCounterService',
                   u'RestaurantsDelivery',        u'RestaurantsGoodForGroups',
                u'RestaurantsPriceRange2',         u'RestaurantsReservations',
               u'RestaurantsTableService',              u'RestaurantsTakeOut',
                               u'Smoking',            u'WheelchairAccessible',
                                  u'WiFi'],
      dtype='object')

In [14]:
ox.plot_graph(ox.graph_from_place('Modena, Italy'))


Out[14]:
(<matplotlib.figure.Figure at 0x7f288cd23990>,
 <matplotlib.axes._subplots.AxesSubplot at 0x7f2874da8150>)

In [16]:
ox.graph_from_place(Urbana-Champaign)

In [7]:
G_urbana = ox.graph_from_place('Urbana, IL')
ox.plot_graph(G_urbana)


Out[7]:
(<matplotlib.figure.Figure at 0x7f6ab0522910>,
 <matplotlib.axes._subplots.AxesSubplot at 0x7f6ab0522310>)

In [11]:
G_urbana.edge


Out[11]:
{2384814080: {2384814084: {0: {'highway': u'footway',
    'length': 11.873003322585129,
    'oneway': False,
    'osmid': 229945852}},
  2384814096: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6ab2c15ed0>,
    'highway': u'footway',
    'length': 14.470949806540769,
    'oneway': False,
    'osmid': 231453603}},
  2384814101: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6ab2c15110>,
    'highway': u'footway',
    'length': 26.591818318069521,
    'oneway': False,
    'osmid': 231453604}}},
 2384814084: {626693588: {0: {'highway': u'footway',
    'length': 13.280106294946368,
    'oneway': False,
    'osmid': 49342711}},
  2384814080: {0: {'highway': u'footway',
    'length': 11.873003322585129,
    'oneway': False,
    'osmid': 229945852}},
  2384814096: {0: {'highway': u'footway',
    'length': 19.372877005926316,
    'oneway': False,
    'osmid': 49342711}}},
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    'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06510>,
    'highway': u'service',
    'length': 100.29463755383212,
    'name': u'Hazel Lane',
    'oneway': False,
    'osmid': 5333985}},
  37991700: {0: {'highway': u'residential',
    'length': 40.363973538771582,
    'name': u'North Maple Street',
    'oneway': False,
    'osmid': 5339449}},
  38100494: {0: {'highway': u'residential',
    'length': 64.886822587876239,
    'name': u'North Maple Street',
    'oneway': False,
    'osmid': 5339449}}},
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    'highway': u'residential',
    'length': 38.349782751854192,
    'name': u'South Cobble Creek Drive',
    'oneway': False,
    'osmid': 251026201}},
  2573236898: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9df84ed0>,
    'highway': u'residential',
    'length': 228.37724612241601,
    'name': u'East Rocky Lane',
    'oneway': False,
    'osmid': 251026197}},
  2573236919: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9df84f10>,
    'highway': u'residential',
    'length': 104.42610206642277,
    'name': u'South Cobble Creek Drive',
    'oneway': False,
    'osmid': 251026201}}},
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    'oneway': False,
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    'highway': u'residential',
    'length': 185.61581067500853,
    'name': u'East Stone Creek Boulevard',
    'oneway': True,
    'osmid': 5340416}},
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    'highway': u'residential',
    'length': 171.81113603954634,
    'name': u'S Bohn Cir',
    'oneway': False,
    'osmid': [5325267, 5325566]}}},
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    'highway': u'footway',
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    'oneway': False,
    'osmid': 49342711}},
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    'oneway': False,
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    'length': 19.372877005926316,
    'oneway': False,
    'osmid': 49342711}}},
 2384814101: {626693586: {0: {'highway': u'footway',
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    'oneway': False,
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  1507899508: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06f90>,
    'highway': u'footway',
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    'oneway': False,
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  2384814080: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06410>,
    'highway': u'footway',
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    'oneway': False,
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    'length': 22.344945206120617,
    'oneway': False,
    'osmid': 207368380}}},
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    'highway': u'residential',
    'length': 42.661733788303629,
    'name': u'Butzow Drive',
    'oneway': False,
    'osmid': 5324533},
   1: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06e50>,
    'highway': u'residential',
    'length': 42.661733788303621,
    'name': u'Butzow Drive',
    'oneway': False,
    'osmid': 5324533}},
  37945481: {0: {'highway': u'residential',
    'length': 72.703683640137115,
    'name': u'Butzow Drive',
    'oneway': False,
    'osmid': 5324535}}},
 38002726: {38002685: {0: {'highway': u'residential',
    'length': 72.17409639913717,
    'name': u'Shurts Circle',
    'oneway': False,
    'osmid': 5330504}},
  38040262: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06e90>,
    'highway': u'residential',
    'length': 153.40376123577545,
    'name': u'Shurts Street',
    'oneway': False,
    'osmid': 5334619}},
  38040279: {0: {'highway': u'residential',
    'length': 92.475785234611635,
    'name': u'Shurts Street',
    'oneway': False,
    'osmid': 5334619}}},
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    'highway': u'footway',
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    'oneway': False,
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    'oneway': False,
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    'highway': u'footway',
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    'oneway': False,
    'osmid': 207368379}}},
 2175868972: {626693516: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aafd06350>,
    'highway': u'footway',
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    'highway': u'footway',
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    'oneway': False,
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    'oneway': False,
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    'oneway': False,
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    'name': u'Hunter Street',
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    'oneway': False,
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    'oneway': False,
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    'length': 1093.4458800892139,
    'oneway': True,
    'osmid': [172264378, 172264379, 172264383],
    'ref': u'I 74'}}},
 2058701942: {37975518: {0: {'highway': u'tertiary',
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    'name': u'North Goodwin Avenue',
    'oneway': False,
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    'highway': u'primary',
    'lanes': u'4',
    'length': 142.63369373866988,
    'maxspeed': u'35 mph',
    'name': u'West University Avenue',
    'oneway': False,
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    'oneway': False,
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    'oneway': False,
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    'ref': u'US 45;US 150'}}},
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    'oneway': False,
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    'oneway': False,
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    'name': u'South Vine Street',
    'oneway': False,
    'osmid': 7375274}},
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    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}},
  37994566: {0: {'highway': u'residential',
    'length': 113.42770052240449,
    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}},
  38037758: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aadacf4d0>,
    'highway': u'secondary',
    'length': 116.55308315581588,
    'name': u'North Vine Street',
    'oneway': False,
    'osmid': 5334330}}},
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    'length': 63.530528894095461,
    'name': u'South Maple Street',
    'oneway': False,
    'osmid': 5331860}},
  37982501: {0: {'highway': u'residential',
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    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}},
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    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}}},
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    'highway': u'residential',
    'length': 61.763159221428303,
    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}},
  37994590: {0: {'highway': u'residential',
    'length': 43.515962337188405,
    'name': u'East Main Street',
    'oneway': False,
    'osmid': 5329698}},
  38100422: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aadacf5d0>,
    'highway': u'residential',
    'length': 63.342173938595025,
    'name': u'North Maple Street',
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 37957278: {37957274: {0: {'access': u'private',
    'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9afd2390>,
    'highway': u'service',
    'length': 97.983223549676239,
    'oneway': False,
    'osmid': 5325660}},
  37957283: {0: {'access': u'private',
    'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e610>,
    'highway': u'service',
    'length': 99.782093764449172,
    'oneway': False,
    'osmid': 5325660}},
  37981336: {0: {'highway': u'residential',
    'length': 45.815272972879136,
    'name': u'South Webber Street',
    'oneway': False,
    'osmid': 5338688}},
  38069170: {0: {'highway': u'residential',
    'length': 45.258419886514389,
    'name': u'South Webber Street',
    'oneway': False,
    'osmid': 5338688}}},
 38006432: {38002443: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9afd2990>,
    'highway': u'residential',
    'length': 244.58626180240674,
    'name': u'North Lincoln Avenue',
    'oneway': False,
    'osmid': 142044937}},
  38006536: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9afd2650>,
    'highway': u'residential',
    'length': 232.52218508116525,
    'name': u'North Lincoln Avenue',
    'oneway': False,
    'osmid': 142044937}}},
 1831898785: {38132820: {0: {'highway': u'residential',
    'length': 59.198313040585724,
    'name': u'Newport Drive',
    'oneway': False,
    'osmid': 5342061}},
  1831898730: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9afd2890>,
    'highway': u'residential',
    'length': 202.79935220725415,
    'oneway': False,
    'osmid': 172267413}}},
 38096546: {38033978: {0: {'highway': u'residential',
    'length': 53.9633405653964,
    'name': u'North Central Avenue',
    'oneway': False,
    'osmid': 5339192}}},
 37957283: {37957278: {0: {'access': u'private',
    'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9afd2750>,
    'highway': u'service',
    'length': 99.782093764449186,
    'oneway': False,
    'osmid': 5325660}},
  37981337: {0: {'highway': u'residential',
    'length': 45.146364804530322,
    'name': u'South Lynn Street',
    'oneway': False,
    'osmid': 5338049}},
  38069171: {0: {'highway': u'residential',
    'length': 45.262800742106542,
    'name': u'South Lynn Street',
    'oneway': False,
    'osmid': 5338049}}},
 ...}

In [6]:
G_champaign = ox.graph_from_place('Champaign, IL')
ox.plot_graph(G_champaign)