jonathanjordan21 commited on
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1 Parent(s): 660c9a2

Update utils2.py

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  1. utils2.py +359 -359
utils2.py CHANGED
@@ -30,365 +30,365 @@ tree_amenities = cKDTree(amenity_coords)
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  # ]
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  DATASET_COLUMNS = [
33
- "Community and Government > Education"
34
- "Landmarks and Outdoors > Structure"
35
- "Arts and Entertainment > Art Gallery"
36
- "Arts and Entertainment > Movie Theater"
37
- "Retail > Department Store"
38
- "Business and Professional Services > Office"
39
- "Travel and Transportation > Road"
40
- "Dining and Drinking > Restaurant"
41
- "Community and Government > Residential Building"
42
- "Dining and Drinking > Breakfast Spot"
43
- "Business and Professional Services"
44
- "Arts and Entertainment > Amusement Park"
45
- "Travel and Transportation > Lodging"
46
- "Arts and Entertainment"
47
- "Dining and Drinking > Food Truck"
48
- "Dining and Drinking > Bar"
49
- "Retail > Sporting Goods Retail"
50
- "Retail > Computers and Electronics Retail"
51
- "Arts and Entertainment > Arcade"
52
- "Dining and Drinking > Cafe, Coffee, and Tea House"
53
- "Travel and Transportation > Transport Hub"
54
- "Health and Medicine > Physician"
55
- "Community and Government > Government Building"
56
- "Business and Professional Services > Convention Center"
57
- "Arts and Entertainment > Performing Arts Venue"
58
- "Landmarks and Outdoors > Field"
59
- "Business and Professional Services > Financial Service"
60
- "Landmarks and Outdoors > Park"
61
- "Sports and Recreation > Water Sports"
62
- "Landmarks and Outdoors > Other Great Outdoors"
63
- "Event > Convention"
64
- "Retail > Shopping Mall"
65
- "Business and Professional Services > Distribution Center"
66
- "Business and Professional Services > Automotive Service"
67
- "Health and Medicine > Hospital"
68
- "Dining and Drinking > Snack Place"
69
- "Business and Professional Services > Event Space"
70
- "Dining and Drinking > Food Court"
71
- "Travel and Transportation > Bike Rental"
72
- "Travel and Transportation > Parking"
73
- "Business and Professional Services > Radio Station"
74
- "Health and Medicine > Dentist"
75
- "Landmarks and Outdoors > Beach"
76
- "Retail > Flea Market"
77
- "Retail > Fashion Retail"
78
- "Retail > Food and Beverage Retail"
79
- "Retail > Office Supply Store"
80
- "Community and Government > Spiritual Center"
81
- "Health and Medicine > Medical Center"
82
- "Dining and Drinking > Bakery"
83
- "Dining and Drinking > Cafeteria"
84
- "Retail > Convenience Store"
85
- "Arts and Entertainment > Public Art"
86
- "Retail > Newsstand"
87
- "Retail > Furniture and Home Store"
88
- "Business and Professional Services > Auditorium"
89
- "Landmarks and Outdoors > Garden"
90
- "Community and Government > Library"
91
- "Community and Government > Organization"
92
- "Business and Professional Services > Health and Beauty Service"
93
- "Dining and Drinking > Food Stand"
94
- "Retail > Pharmacy"
95
- "Retail > Record Store"
96
- "Arts and Entertainment > Night Club"
97
- "Landmarks and Outdoors > Farm"
98
- "Community and Government > Social Club"
99
- "Sports and Recreation > Gym and Studio"
100
- "Sports and Recreation > Racquet Sports"
101
- "Retail > Costume Store"
102
- "Sports and Recreation > Soccer"
103
- "Event > Entertainment Event"
104
- "Retail > Market"
105
- "Sports and Recreation"
106
- "Community and Government > Town Hall"
107
- "Arts and Entertainment > Water Park"
108
- "Landmarks and Outdoors"
109
- "Business and Professional Services > Shoe Repair Service"
110
- "Retail > Automotive Retail"
111
- "Dining and Drinking > Dessert Shop"
112
- "Retail > Music Store"
113
- "Business and Professional Services > Factory"
114
- "Community and Government > Assisted Living"
115
- "Travel and Transportation > Transportation Service"
116
- "Health and Medicine > Medical Lab"
117
- "Retail"
118
- "Travel and Transportation > Rest Area"
119
- "Landmarks and Outdoors > Hiking Trail"
120
- "Sports and Recreation > Martial Arts Dojo"
121
- "Business and Professional Services > Laundry Service"
122
- "Retail > Pet Supplies Store"
123
- "Business and Professional Services > Design Studio"
124
- "Community and Government > Housing Development"
125
- "Business and Professional Services > Construction"
126
- "Business and Professional Services > Real Estate Service"
127
- "Landmarks and Outdoors > Historic and Protected Site"
128
- "Business and Professional Services > Photography Service"
129
- "Landmarks and Outdoors > Plaza"
130
- "Business and Professional Services > Child Care Service"
131
- "Event > Other Event"
132
- "Arts and Entertainment > Comedy Club"
133
- "Arts and Entertainment > Strip Club"
134
- "Arts and Entertainment > Casino"
135
- "Business and Professional Services > Legal Service"
136
- "Retail > Miscellaneous Store"
137
- "Travel and Transportation"
138
- "Retail > Boutique"
139
- "Sports and Recreation > Race Track"
140
- "Event > Marketplace"
141
- "Sports and Recreation > Baseball"
142
- "Retail > Arts and Crafts Store"
143
- "Travel and Transportation > Moving Target"
144
- "Community and Government > Cemetery"
145
- "Business and Professional Services > Wholesaler"
146
- "Business and Professional Services > Advertising Agency"
147
- "Arts and Entertainment > Stadium"
148
- "Arts and Entertainment > Country Dance Club"
149
- "Landmarks and Outdoors > Bridge"
150
- "Health and Medicine > Alternative Medicine Clinic"
151
- "Arts and Entertainment > Zoo"
152
- "Business and Professional Services > Food and Beverage Service"
153
- "Business and Professional Services > Storage Facility"
154
- "Business and Professional Services > Recycling Facility"
155
- "Business and Professional Services > Funeral Home"
156
- "Arts and Entertainment > Bowling Alley"
157
- "Retail > Hardware Store"
158
- "Retail > Stationery Store"
159
- "Retail > Bookstore"
160
- "Retail > Smoke Shop"
161
- "Sports and Recreation > Running and Track"
162
- "Retail > Vape Store"
163
- "Landmarks and Outdoors > Campground"
164
- "Retail > Gift Store"
165
- "Landmarks and Outdoors > Palace"
166
- "Business and Professional Services > Recording Studio"
167
- "Landmarks and Outdoors > States and Municipalities"
168
- "Community and Government > Community Center"
169
- "Travel and Transportation > Fuel Station"
170
- "Retail > Cosmetics Store"
171
- "Retail > Hobby Store"
172
- "Travel and Transportation > Travel Lounge"
173
- "Community and Government > Polling Place"
174
- "Retail > Baby Store"
175
- "Business and Professional Services > Telecommunication Service"
176
- "Health and Medicine > Healthcare Clinic"
177
- "Dining and Drinking > Donut Shop"
178
- "Travel and Transportation > Tourist Information and Service"
179
- "Dining and Drinking > Juice Bar"
180
- "Retail > Antique Store"
181
- "Retail > Toy Store"
182
- "Business and Professional Services > Event Service"
183
- "Landmarks and Outdoors > Monument"
184
- "Sports and Recreation > Snow Sports"
185
- "Travel and Transportation > Travel Agency"
186
- "Landmarks and Outdoors > Stable"
187
- "Arts and Entertainment > Museum"
188
- "Business and Professional Services > Home Improvement Service"
189
- "Retail > Flower Store"
190
- "Business and Professional Services > Technology Business"
191
- "Travel and Transportation > Electric Vehicle Charging Station"
192
- "Business and Professional Services > Business Center"
193
- "Landmarks and Outdoors > Lake"
194
- "Business and Professional Services > Film Studio"
195
- "Dining and Drinking > Vineyard"
196
- "Dining and Drinking > Distillery"
197
- "Business and Professional Services > Warehouse"
198
- "Business and Professional Services > Pet Service"
199
- "Dining and Drinking > Brewery"
200
- "Retail > Eyecare Store"
201
- "Health and Medicine"
202
- "Business and Professional Services > Tailor"
203
- "Retail > Board Store"
204
- "Sports and Recreation > Golf"
205
- "Business and Professional Services > Audiovisual Service"
206
- "Business and Professional Services > Manufacturer"
207
- "Retail > Shopping Plaza"
208
- "Business and Professional Services > Publisher"
209
- "Retail > Print Store"
210
- "Sports and Recreation > Gymnastics"
211
- "Landmarks and Outdoors > Mountain"
212
- "Retail > Perfume Store"
213
- "Arts and Entertainment > Gaming Cafe"
214
- "Travel and Transportation > Boat or Ferry"
215
- "Community and Government > Cultural Center"
216
- "Business and Professional Services > Employment Agency"
217
- "Arts and Entertainment > Psychic and Astrologer"
218
- "Retail > Big Box Store"
219
- "Arts and Entertainment > Pool Hall"
220
- "Community and Government > Animal Shelter"
221
- "Landmarks and Outdoors > Surf Spot"
222
- "Landmarks and Outdoors > Castle"
223
- "Arts and Entertainment > Internet Cafe"
224
- "Health and Medicine > Emergency Service"
225
- "Sports and Recreation > Volleyball Court"
226
- "Business and Professional Services > Security and Safety"
227
- "Sports and Recreation > Basketball"
228
- "Business and Professional Services > Shipping, Freight, and Material Transportation Service"
229
- "Health and Medicine > Veterinarian"
230
- "Health and Medicine > Acupuncture Clinic"
231
- "Dining and Drinking > Creperie"
232
- "Retail > Outlet Store"
233
- "Dining and Drinking > Bagel Shop"
234
- "Landmarks and Outdoors > Scenic Lookout"
235
- "Dining and Drinking > Winery"
236
- "Retail > Garden Center"
237
- "Business and Professional Services > Import and Export Service"
238
- "Sports and Recreation > Skating"
239
- "Health and Medicine > Physical Therapy Clinic"
240
- "Landmarks and Outdoors > Botanical Garden"
241
- "Travel and Transportation > Train"
242
- "Retail > Warehouse or Wholesale Store"
243
- "Retail > Luggage Store"
244
- "Business and Professional Services > TV Station"
245
- "Retail > Pop-Up Store"
246
- "Business and Professional Services > Entertainment Service"
247
- "Landmarks and Outdoors > Sculpture Garden"
248
- "Landmarks and Outdoors > Harbor or Marina"
249
- "Health and Medicine > Home Health Care Service"
250
- "Retail > Adult Store"
251
- "Health and Medicine > Chiropractor"
252
- "Health and Medicine > Mental Health Service"
253
- "Business and Professional Services > Art Studio"
254
- "Business and Professional Services > Metals Supplier"
255
- "Landmarks and Outdoors > Island"
256
- "Travel and Transportation > RV Park"
257
- "Landmarks and Outdoors > Lighthouse"
258
- "Retail > Construction Supplies Store"
259
- "Business and Professional Services > Plastics Supplier"
260
- "Retail > Video Store"
261
- "Event > Conference"
262
- "Retail > Tobacco Store"
263
- "Business and Professional Services > Agriculture and Forestry Service"
264
- "Landmarks and Outdoors > River"
265
- "Business and Professional Services > Chemicals and Gasses Manufacturer"
266
- "Business and Professional Services > Repair Service"
267
- "Business and Professional Services > Rubber Supplier"
268
- "Landmarks and Outdoors > Roof Deck"
269
- "Retail > Vintage and Thrift Store"
270
- "Sports and Recreation > Fishing Area"
271
- "Sports and Recreation > Sports Club"
272
- "Business and Professional Services > Business Service"
273
- "Business and Professional Services > Media Agency"
274
- "Landmarks and Outdoors > Hot Spring"
275
- "Landmarks and Outdoors > Well"
276
- "Business and Professional Services > Insurance Agency"
277
- "Community and Government > Summer Camp"
278
- "Landmarks and Outdoors > Bay"
279
- "Business and Professional Services > Industrial Equipment Supplier"
280
- "Retail > Comic Book Store"
281
- "Travel and Transportation > Toll Booth"
282
- "Dining and Drinking"
283
- "Arts and Entertainment > Fair"
284
- "Retail > Souvenir Store"
285
- "Sports and Recreation > Paintball Field"
286
- "Retail > Drugstore"
287
- "Arts and Entertainment > Exhibit"
288
- "Retail > Supplement Store"
289
- "Retail > Outdoor Supply Store"
290
- "Arts and Entertainment > Escape Room"
291
- "Health and Medicine > Optometrist"
292
- "Business and Professional Services > Engineer"
293
- "Sports and Recreation > Indoor Play Area"
294
- "Retail > Leather Goods Store"
295
- "Community and Government > Public Bathroom"
296
- "Business and Professional Services > Electrical Equipment Supplier"
297
- "Travel and Transportation > Baggage Locker"
298
- "Arts and Entertainment > Go Kart Track"
299
- "Arts and Entertainment > Circus"
300
- "Sports and Recreation > Hockey"
301
- "Landmarks and Outdoors > Forest"
302
- "Business and Professional Services > Computer Repair Service"
303
- "Business and Professional Services > Waste Management Service"
304
- "Travel and Transportation > Platform"
305
- "Retail > Textiles Store"
306
- "Business and Professional Services > Scientific Equipment Supplier"
307
- "Landmarks and Outdoors > Pedestrian Plaza"
308
- "Community and Government > Utility Company"
309
- "Community and Government > Public and Social Service"
310
- "Business and Professional Services > Petroleum Supplier"
311
- "Business and Professional Services > Wedding Hall"
312
- "Landmarks and Outdoors > Nature Preserve"
313
- "Business and Professional Services > Ballroom"
314
- "Community and Government > Prison"
315
- "Sports and Recreation > Recreation Center"
316
- "Sports and Recreation > Gun Range"
317
- "Dining and Drinking > Smoothie Shop"
318
- "Dining and Drinking > Night Market"
319
- "Retail > Discount Store"
320
- "Business and Professional Services > Welding Service"
321
- "Travel and Transportation > Pier"
322
- "Landmarks and Outdoors > Bathing Area"
323
- "Business and Professional Services > Print, TV, Radio and Outdoor Advertising Service"
324
- "Business and Professional Services > Online Advertising Service"
325
- "Arts and Entertainment > Aquarium"
326
- "Arts and Entertainment > Roller Rink"
327
- "Community and Government > Trailer Park"
328
- "Business and Professional Services > Paper Supplier"
329
- "Retail > Framing Store"
330
- "Landmarks and Outdoors > Tunnel"
331
- "Health and Medicine > Urgent Care Center"
332
- "Community and Government > Rehabilitation Center"
333
- "Landmarks and Outdoors > Fountain"
334
- "Arts and Entertainment > Planetarium"
335
- "Sports and Recreation > Cricket Ground"
336
- "Landmarks and Outdoors > Volcano"
337
- "Business and Professional Services > Research Laboratory"
338
- "Business and Professional Services > Equipment Rental Service"
339
- "Community and Government"
340
- "Retail > Medical Supply Store"
341
- "Landmarks and Outdoors > Bike Trail"
342
- "Business and Professional Services > Outdoor Event Space"
343
- "Sports and Recreation > Rugby"
344
- "Business and Professional Services > Laboratory"
345
- "Business and Professional Services > Water Treatment Service"
346
- "Business and Professional Services > Entertainment Agency"
347
- "Retail > Pawn Shop"
348
- "Arts and Entertainment > Salsa Club"
349
- "Landmarks and Outdoors > Tree"
350
- "Travel and Transportation > Toll Plaza"
351
- "Travel and Transportation > Port"
352
- "Landmarks and Outdoors > Rock Climbing Spot"
353
- "Business and Professional Services > Creative Service"
354
- "Business and Professional Services > Research Station"
355
- "Business and Professional Services > Refrigeration and Ice Supplier"
356
- "Business and Professional Services > Rental Service"
357
- "Travel and Transportation > Border Crossing"
358
- "Business and Professional Services > Industrial Estate"
359
- "Business and Professional Services > Tutoring Service"
360
- "Business and Professional Services > Laundromat"
361
- "Arts and Entertainment > Mini Golf Course"
362
- "Retail > Packaging Supply Store"
363
- "Business and Professional Services > Translation Service"
364
- "Retail > Duty-free Store"
365
- "Community and Government > Observatory"
366
- "Retail > Knitting Store"
367
- "Travel and Transportation > Cruise"
368
- "Business and Professional Services > Management Consultant"
369
- "Retail > Betting Shop"
370
- "Retail > Outlet Mall"
371
- "Retail > Auction House"
372
- "Travel and Transportation > Cable Car"
373
- "Business and Professional Services > Power Plant"
374
- "Landmarks and Outdoors > Dive Spot"
375
- "Health and Medicine > Maternity Clinic"
376
- "Health and Medicine > Women's Health Clinic"
377
- "Health and Medicine > Nutritionist"
378
- "Retail > Mobility Store"
379
- "Business and Professional Services > Renewable Energy Service"
380
- "Landmarks and Outdoors > Hill"
381
- "Health and Medicine > Hospice"
382
- "Business and Professional Services > Machine Shop"
383
- "Landmarks and Outdoors > Memorial Site"
384
- "Landmarks and Outdoors > Cave"
385
- "Travel and Transportation > Truck Stop"
386
- "Business and Professional Services > Logging Service"
387
- "Landmarks and Outdoors > Waterfront"
388
- "Sports and Recreation > Skydiving Center"
389
- "Arts and Entertainment > Disc Golf"
390
- "Business and Professional Services > Promotional Item Service"
391
- "Business and Professional Services > Lottery Retailer"
392
  ]
393
 
394
  def compute_features(candidate_point, radius=0.005):
 
30
  # ]
31
 
32
  DATASET_COLUMNS = [
33
+ "Community and Government > Education",
34
+ "Landmarks and Outdoors > Structure",
35
+ "Arts and Entertainment > Art Gallery",
36
+ "Arts and Entertainment > Movie Theater",
37
+ "Retail > Department Store",
38
+ "Business and Professional Services > Office",
39
+ "Travel and Transportation > Road",
40
+ "Dining and Drinking > Restaurant",
41
+ "Community and Government > Residential Building",
42
+ "Dining and Drinking > Breakfast Spot",
43
+ "Business and Professional Services",
44
+ "Arts and Entertainment > Amusement Park",
45
+ "Travel and Transportation > Lodging",
46
+ "Arts and Entertainment",
47
+ "Dining and Drinking > Food Truck",
48
+ "Dining and Drinking > Bar",
49
+ "Retail > Sporting Goods Retail",
50
+ "Retail > Computers and Electronics Retail",
51
+ "Arts and Entertainment > Arcade",
52
+ "Dining and Drinking > Cafe, Coffee, and Tea House",
53
+ "Travel and Transportation > Transport Hub",
54
+ "Health and Medicine > Physician",
55
+ "Community and Government > Government Building",
56
+ "Business and Professional Services > Convention Center",
57
+ "Arts and Entertainment > Performing Arts Venue",
58
+ "Landmarks and Outdoors > Field",
59
+ "Business and Professional Services > Financial Service",
60
+ "Landmarks and Outdoors > Park",
61
+ "Sports and Recreation > Water Sports",
62
+ "Landmarks and Outdoors > Other Great Outdoors",
63
+ "Event > Convention",
64
+ "Retail > Shopping Mall",
65
+ "Business and Professional Services > Distribution Center",
66
+ "Business and Professional Services > Automotive Service",
67
+ "Health and Medicine > Hospital",
68
+ "Dining and Drinking > Snack Place",
69
+ "Business and Professional Services > Event Space",
70
+ "Dining and Drinking > Food Court",
71
+ "Travel and Transportation > Bike Rental",
72
+ "Travel and Transportation > Parking",
73
+ "Business and Professional Services > Radio Station",
74
+ "Health and Medicine > Dentist",
75
+ "Landmarks and Outdoors > Beach",
76
+ "Retail > Flea Market",
77
+ "Retail > Fashion Retail",
78
+ "Retail > Food and Beverage Retail",
79
+ "Retail > Office Supply Store",
80
+ "Community and Government > Spiritual Center",
81
+ "Health and Medicine > Medical Center",
82
+ "Dining and Drinking > Bakery",
83
+ "Dining and Drinking > Cafeteria",
84
+ "Retail > Convenience Store",
85
+ "Arts and Entertainment > Public Art",
86
+ "Retail > Newsstand",
87
+ "Retail > Furniture and Home Store",
88
+ "Business and Professional Services > Auditorium",
89
+ "Landmarks and Outdoors > Garden",
90
+ "Community and Government > Library",
91
+ "Community and Government > Organization",
92
+ "Business and Professional Services > Health and Beauty Service",
93
+ "Dining and Drinking > Food Stand",
94
+ "Retail > Pharmacy",
95
+ "Retail > Record Store",
96
+ "Arts and Entertainment > Night Club",
97
+ "Landmarks and Outdoors > Farm",
98
+ "Community and Government > Social Club",
99
+ "Sports and Recreation > Gym and Studio",
100
+ "Sports and Recreation > Racquet Sports",
101
+ "Retail > Costume Store",
102
+ "Sports and Recreation > Soccer",
103
+ "Event > Entertainment Event",
104
+ "Retail > Market",
105
+ "Sports and Recreation",
106
+ "Community and Government > Town Hall",
107
+ "Arts and Entertainment > Water Park",
108
+ "Landmarks and Outdoors",
109
+ "Business and Professional Services > Shoe Repair Service",
110
+ "Retail > Automotive Retail",
111
+ "Dining and Drinking > Dessert Shop",
112
+ "Retail > Music Store",
113
+ "Business and Professional Services > Factory",
114
+ "Community and Government > Assisted Living",
115
+ "Travel and Transportation > Transportation Service",
116
+ "Health and Medicine > Medical Lab",
117
+ "Retail",
118
+ "Travel and Transportation > Rest Area",
119
+ "Landmarks and Outdoors > Hiking Trail",
120
+ "Sports and Recreation > Martial Arts Dojo",
121
+ "Business and Professional Services > Laundry Service",
122
+ "Retail > Pet Supplies Store",
123
+ "Business and Professional Services > Design Studio",
124
+ "Community and Government > Housing Development",
125
+ "Business and Professional Services > Construction",
126
+ "Business and Professional Services > Real Estate Service",
127
+ "Landmarks and Outdoors > Historic and Protected Site",
128
+ "Business and Professional Services > Photography Service",
129
+ "Landmarks and Outdoors > Plaza",
130
+ "Business and Professional Services > Child Care Service",
131
+ "Event > Other Event",
132
+ "Arts and Entertainment > Comedy Club",
133
+ "Arts and Entertainment > Strip Club",
134
+ "Arts and Entertainment > Casino",
135
+ "Business and Professional Services > Legal Service",
136
+ "Retail > Miscellaneous Store",
137
+ "Travel and Transportation",
138
+ "Retail > Boutique",
139
+ "Sports and Recreation > Race Track",
140
+ "Event > Marketplace",
141
+ "Sports and Recreation > Baseball",
142
+ "Retail > Arts and Crafts Store",
143
+ "Travel and Transportation > Moving Target",
144
+ "Community and Government > Cemetery",
145
+ "Business and Professional Services > Wholesaler",
146
+ "Business and Professional Services > Advertising Agency",
147
+ "Arts and Entertainment > Stadium",
148
+ "Arts and Entertainment > Country Dance Club",
149
+ "Landmarks and Outdoors > Bridge",
150
+ "Health and Medicine > Alternative Medicine Clinic",
151
+ "Arts and Entertainment > Zoo",
152
+ "Business and Professional Services > Food and Beverage Service",
153
+ "Business and Professional Services > Storage Facility",
154
+ "Business and Professional Services > Recycling Facility",
155
+ "Business and Professional Services > Funeral Home",
156
+ "Arts and Entertainment > Bowling Alley",
157
+ "Retail > Hardware Store",
158
+ "Retail > Stationery Store",
159
+ "Retail > Bookstore",
160
+ "Retail > Smoke Shop",
161
+ "Sports and Recreation > Running and Track",
162
+ "Retail > Vape Store",
163
+ "Landmarks and Outdoors > Campground",
164
+ "Retail > Gift Store",
165
+ "Landmarks and Outdoors > Palace",
166
+ "Business and Professional Services > Recording Studio",
167
+ "Landmarks and Outdoors > States and Municipalities",
168
+ "Community and Government > Community Center",
169
+ "Travel and Transportation > Fuel Station",
170
+ "Retail > Cosmetics Store",
171
+ "Retail > Hobby Store",
172
+ "Travel and Transportation > Travel Lounge",
173
+ "Community and Government > Polling Place",
174
+ "Retail > Baby Store",
175
+ "Business and Professional Services > Telecommunication Service",
176
+ "Health and Medicine > Healthcare Clinic",
177
+ "Dining and Drinking > Donut Shop",
178
+ "Travel and Transportation > Tourist Information and Service",
179
+ "Dining and Drinking > Juice Bar",
180
+ "Retail > Antique Store",
181
+ "Retail > Toy Store",
182
+ "Business and Professional Services > Event Service",
183
+ "Landmarks and Outdoors > Monument",
184
+ "Sports and Recreation > Snow Sports",
185
+ "Travel and Transportation > Travel Agency",
186
+ "Landmarks and Outdoors > Stable",
187
+ "Arts and Entertainment > Museum",
188
+ "Business and Professional Services > Home Improvement Service",
189
+ "Retail > Flower Store",
190
+ "Business and Professional Services > Technology Business",
191
+ "Travel and Transportation > Electric Vehicle Charging Station",
192
+ "Business and Professional Services > Business Center",
193
+ "Landmarks and Outdoors > Lake",
194
+ "Business and Professional Services > Film Studio",
195
+ "Dining and Drinking > Vineyard",
196
+ "Dining and Drinking > Distillery",
197
+ "Business and Professional Services > Warehouse",
198
+ "Business and Professional Services > Pet Service",
199
+ "Dining and Drinking > Brewery",
200
+ "Retail > Eyecare Store",
201
+ "Health and Medicine",
202
+ "Business and Professional Services > Tailor",
203
+ "Retail > Board Store",
204
+ "Sports and Recreation > Golf",
205
+ "Business and Professional Services > Audiovisual Service",
206
+ "Business and Professional Services > Manufacturer",
207
+ "Retail > Shopping Plaza",
208
+ "Business and Professional Services > Publisher",
209
+ "Retail > Print Store",
210
+ "Sports and Recreation > Gymnastics",
211
+ "Landmarks and Outdoors > Mountain",
212
+ "Retail > Perfume Store",
213
+ "Arts and Entertainment > Gaming Cafe",
214
+ "Travel and Transportation > Boat or Ferry",
215
+ "Community and Government > Cultural Center",
216
+ "Business and Professional Services > Employment Agency",
217
+ "Arts and Entertainment > Psychic and Astrologer",
218
+ "Retail > Big Box Store",
219
+ "Arts and Entertainment > Pool Hall",
220
+ "Community and Government > Animal Shelter",
221
+ "Landmarks and Outdoors > Surf Spot",
222
+ "Landmarks and Outdoors > Castle",
223
+ "Arts and Entertainment > Internet Cafe",
224
+ "Health and Medicine > Emergency Service",
225
+ "Sports and Recreation > Volleyball Court",
226
+ "Business and Professional Services > Security and Safety",
227
+ "Sports and Recreation > Basketball",
228
+ "Business and Professional Services > Shipping, Freight, and Material Transportation Service",
229
+ "Health and Medicine > Veterinarian",
230
+ "Health and Medicine > Acupuncture Clinic",
231
+ "Dining and Drinking > Creperie",
232
+ "Retail > Outlet Store",
233
+ "Dining and Drinking > Bagel Shop",
234
+ "Landmarks and Outdoors > Scenic Lookout",
235
+ "Dining and Drinking > Winery",
236
+ "Retail > Garden Center",
237
+ "Business and Professional Services > Import and Export Service",
238
+ "Sports and Recreation > Skating",
239
+ "Health and Medicine > Physical Therapy Clinic",
240
+ "Landmarks and Outdoors > Botanical Garden",
241
+ "Travel and Transportation > Train",
242
+ "Retail > Warehouse or Wholesale Store",
243
+ "Retail > Luggage Store",
244
+ "Business and Professional Services > TV Station",
245
+ "Retail > Pop-Up Store",
246
+ "Business and Professional Services > Entertainment Service",
247
+ "Landmarks and Outdoors > Sculpture Garden",
248
+ "Landmarks and Outdoors > Harbor or Marina",
249
+ "Health and Medicine > Home Health Care Service",
250
+ "Retail > Adult Store",
251
+ "Health and Medicine > Chiropractor",
252
+ "Health and Medicine > Mental Health Service",
253
+ "Business and Professional Services > Art Studio",
254
+ "Business and Professional Services > Metals Supplier",
255
+ "Landmarks and Outdoors > Island",
256
+ "Travel and Transportation > RV Park",
257
+ "Landmarks and Outdoors > Lighthouse",
258
+ "Retail > Construction Supplies Store",
259
+ "Business and Professional Services > Plastics Supplier",
260
+ "Retail > Video Store",
261
+ "Event > Conference",
262
+ "Retail > Tobacco Store",
263
+ "Business and Professional Services > Agriculture and Forestry Service",
264
+ "Landmarks and Outdoors > River",
265
+ "Business and Professional Services > Chemicals and Gasses Manufacturer",
266
+ "Business and Professional Services > Repair Service",
267
+ "Business and Professional Services > Rubber Supplier",
268
+ "Landmarks and Outdoors > Roof Deck",
269
+ "Retail > Vintage and Thrift Store",
270
+ "Sports and Recreation > Fishing Area",
271
+ "Sports and Recreation > Sports Club",
272
+ "Business and Professional Services > Business Service",
273
+ "Business and Professional Services > Media Agency",
274
+ "Landmarks and Outdoors > Hot Spring",
275
+ "Landmarks and Outdoors > Well",
276
+ "Business and Professional Services > Insurance Agency",
277
+ "Community and Government > Summer Camp",
278
+ "Landmarks and Outdoors > Bay",
279
+ "Business and Professional Services > Industrial Equipment Supplier",
280
+ "Retail > Comic Book Store",
281
+ "Travel and Transportation > Toll Booth",
282
+ "Dining and Drinking",
283
+ "Arts and Entertainment > Fair",
284
+ "Retail > Souvenir Store",
285
+ "Sports and Recreation > Paintball Field",
286
+ "Retail > Drugstore",
287
+ "Arts and Entertainment > Exhibit",
288
+ "Retail > Supplement Store",
289
+ "Retail > Outdoor Supply Store",
290
+ "Arts and Entertainment > Escape Room",
291
+ "Health and Medicine > Optometrist",
292
+ "Business and Professional Services > Engineer",
293
+ "Sports and Recreation > Indoor Play Area",
294
+ "Retail > Leather Goods Store",
295
+ "Community and Government > Public Bathroom",
296
+ "Business and Professional Services > Electrical Equipment Supplier",
297
+ "Travel and Transportation > Baggage Locker",
298
+ "Arts and Entertainment > Go Kart Track",
299
+ "Arts and Entertainment > Circus",
300
+ "Sports and Recreation > Hockey",
301
+ "Landmarks and Outdoors > Forest",
302
+ "Business and Professional Services > Computer Repair Service",
303
+ "Business and Professional Services > Waste Management Service",
304
+ "Travel and Transportation > Platform",
305
+ "Retail > Textiles Store",
306
+ "Business and Professional Services > Scientific Equipment Supplier",
307
+ "Landmarks and Outdoors > Pedestrian Plaza",
308
+ "Community and Government > Utility Company",
309
+ "Community and Government > Public and Social Service",
310
+ "Business and Professional Services > Petroleum Supplier",
311
+ "Business and Professional Services > Wedding Hall",
312
+ "Landmarks and Outdoors > Nature Preserve",
313
+ "Business and Professional Services > Ballroom",
314
+ "Community and Government > Prison",
315
+ "Sports and Recreation > Recreation Center",
316
+ "Sports and Recreation > Gun Range",
317
+ "Dining and Drinking > Smoothie Shop",
318
+ "Dining and Drinking > Night Market",
319
+ "Retail > Discount Store",
320
+ "Business and Professional Services > Welding Service",
321
+ "Travel and Transportation > Pier",
322
+ "Landmarks and Outdoors > Bathing Area",
323
+ "Business and Professional Services > Print, TV, Radio and Outdoor Advertising Service",
324
+ "Business and Professional Services > Online Advertising Service",
325
+ "Arts and Entertainment > Aquarium",
326
+ "Arts and Entertainment > Roller Rink",
327
+ "Community and Government > Trailer Park",
328
+ "Business and Professional Services > Paper Supplier",
329
+ "Retail > Framing Store",
330
+ "Landmarks and Outdoors > Tunnel",
331
+ "Health and Medicine > Urgent Care Center",
332
+ "Community and Government > Rehabilitation Center",
333
+ "Landmarks and Outdoors > Fountain",
334
+ "Arts and Entertainment > Planetarium",
335
+ "Sports and Recreation > Cricket Ground",
336
+ "Landmarks and Outdoors > Volcano",
337
+ "Business and Professional Services > Research Laboratory",
338
+ "Business and Professional Services > Equipment Rental Service",
339
+ "Community and Government",
340
+ "Retail > Medical Supply Store",
341
+ "Landmarks and Outdoors > Bike Trail",
342
+ "Business and Professional Services > Outdoor Event Space",
343
+ "Sports and Recreation > Rugby",
344
+ "Business and Professional Services > Laboratory",
345
+ "Business and Professional Services > Water Treatment Service",
346
+ "Business and Professional Services > Entertainment Agency",
347
+ "Retail > Pawn Shop",
348
+ "Arts and Entertainment > Salsa Club",
349
+ "Landmarks and Outdoors > Tree",
350
+ "Travel and Transportation > Toll Plaza",
351
+ "Travel and Transportation > Port",
352
+ "Landmarks and Outdoors > Rock Climbing Spot",
353
+ "Business and Professional Services > Creative Service",
354
+ "Business and Professional Services > Research Station",
355
+ "Business and Professional Services > Refrigeration and Ice Supplier",
356
+ "Business and Professional Services > Rental Service",
357
+ "Travel and Transportation > Border Crossing",
358
+ "Business and Professional Services > Industrial Estate",
359
+ "Business and Professional Services > Tutoring Service",
360
+ "Business and Professional Services > Laundromat",
361
+ "Arts and Entertainment > Mini Golf Course",
362
+ "Retail > Packaging Supply Store",
363
+ "Business and Professional Services > Translation Service",
364
+ "Retail > Duty-free Store",
365
+ "Community and Government > Observatory",
366
+ "Retail > Knitting Store",
367
+ "Travel and Transportation > Cruise",
368
+ "Business and Professional Services > Management Consultant",
369
+ "Retail > Betting Shop",
370
+ "Retail > Outlet Mall",
371
+ "Retail > Auction House",
372
+ "Travel and Transportation > Cable Car",
373
+ "Business and Professional Services > Power Plant",
374
+ "Landmarks and Outdoors > Dive Spot",
375
+ "Health and Medicine > Maternity Clinic",
376
+ "Health and Medicine > Women's Health Clinic",
377
+ "Health and Medicine > Nutritionist",
378
+ "Retail > Mobility Store",
379
+ "Business and Professional Services > Renewable Energy Service",
380
+ "Landmarks and Outdoors > Hill",
381
+ "Health and Medicine > Hospice",
382
+ "Business and Professional Services > Machine Shop",
383
+ "Landmarks and Outdoors > Memorial Site",
384
+ "Landmarks and Outdoors > Cave",
385
+ "Travel and Transportation > Truck Stop",
386
+ "Business and Professional Services > Logging Service",
387
+ "Landmarks and Outdoors > Waterfront",
388
+ "Sports and Recreation > Skydiving Center",
389
+ "Arts and Entertainment > Disc Golf",
390
+ "Business and Professional Services > Promotional Item Service",
391
+ "Business and Professional Services > Lottery Retailer",
392
  ]
393
 
394
  def compute_features(candidate_point, radius=0.005):