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}},
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'oneway': False,
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'length': 46.808779547907982,
'name': u'Earle Court',
'oneway': False,
'osmid': 5329995},
1: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9612f810>,
'highway': u'residential',
'length': 46.808779547907974,
'name': u'Earle Court',
'oneway': False,
'osmid': 5329995}}},
37957268: {37957274: {0: {'access': u'private',
'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9612f690>,
'highway': u'service',
'length': 90.183045982769386,
'oneway': False,
'osmid': 5325660}},
37981333: {0: {'highway': u'residential',
'length': 46.482311033297719,
'name': u'South Grove Street',
'oneway': False,
'osmid': 5340934}},
38069165: {0: {'highway': u'residential',
'length': 44.712068919278039,
'name': u'South Grove Street',
'oneway': False,
'osmid': 5340934}}},
37965461: {37965464: {0: {'access': u'private',
'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e650>,
'highway': u'service',
'length': 25.962820608260749,
'oneway': False,
'osmid': 5326582}},
38001128: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6a9612f510>,
'highway': u'residential',
'lanes': u'2',
'length': 75.059202909405371,
'name': u'East Park Street',
'oneway': False,
'osmid': 5336260}},
38057047: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e090>,
'highway': u'residential',
'lanes': u'2',
'length': 66.632467928860478,
'name': u'East Park Street',
'oneway': False,
'osmid': 5336260}}},
37965464: {37965461: {0: {'access': u'private',
'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e110>,
'highway': u'service',
'length': 25.962820608260749,
'oneway': False,
'osmid': 5326582}},
37991700: {0: {'access': u'private',
'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e150>,
'highway': u'service',
'length': 64.517066054312735,
'name': u'Ruby Lane',
'oneway': False,
'osmid': 5329426}},
38035461: {0: {'access': u'private',
'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066ea90>,
'highway': u'service',
'length': 100.2946375538321,
'name': u'Hazel Lane',
'oneway': False,
'osmid': 5333985}}},
1564528282: {37964537: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e950>,
'highway': u'residential',
'length': 175.44209022364802,
'oneway': False,
'osmid': 5326486}},
37964545: {0: {'highway': u'residential',
'length': 223.18046029413662,
'name': u'Art Bartell Road',
'oneway': False,
'osmid': 142993029}},
1564528230: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066ead0>,
'highway': u'residential',
'length': 661.49667443599333,
'name': u'Art Bartell Road',
'oneway': False,
'osmid': 142993029}},
1564528472: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066ea50>,
'highway': u'residential',
'length': 171.16630501203406,
'oneway': False,
'osmid': 5326486}}},
38153883: {38153883: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e910>,
'highway': u'residential',
'length': 78.286594945213608,
'name': u'South Goodwin Avenue',
'oneway': False,
'osmid': 5343572},
1: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066ec10>,
'highway': u'residential',
'length': 78.286594945213594,
'name': u'South Goodwin Avenue',
'oneway': False,
'osmid': 5343572}},
38153897: {0: {'geometry': <shapely.geometry.linestring.LineString at 0x7f6aa066e990>,
'highway': u'residential',
'length': 24.647964781930899,
'name': u'South Goodwin Avenue',
'oneway': False,
'osmid': 5343568}}},
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)
Out[6]:
(<matplotlib.figure.Figure at 0x7f6aaae3e850>,
<matplotlib.axes._subplots.AxesSubplot at 0x7f6a93558b10>)
In [ ]:
Content source: djfan/yelp-challenge
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