od_pair
large_string
alt_idx
int64
choice_set_size
int64
ivt_bus
float64
ivt_train
float64
ivt_gtx
float64
waiting_time
float64
transfer_walk_time
float64
num_transfers
int64
fare
int64
transport_category
large_string
total_duration
float64
in_vehicle_time
float64
walk_time
float64
access_time
float64
egress_time
float64
walk_distance
float64
total_distance
float64
bus_distance
float64
subway_distance
float64
gtx_distance
float64
has_bus
int64
has_train
int64
has_gtx
int64
n_matched
int64
n_total
int64
choice_prob
float64
1001_216
9
12
2,794
0
0
588
0
2
1,700
bus_only
3,744
2,794
362
44
318
433.5
24,237.5
23,804
0
0
1
0
0
0
540
0
1001_216
10
12
2,196
0
0
979
0
1
1,600
bus_only
3,647
2,196
472
44
428
565.1
17,928.2
17,363.1
0
0
1
0
0
0
540
0
1001_216
11
12
2,622
0
0
1,156
0
2
1,600
bus_only
4,182
2,622
404
44
360
483.3
19,694.5
19,211.2
0
0
1
0
0
0
540
0
1001_217
0
8
168
1,950
0
357
35
1
1,650
bus+train
2,590
2,118
115
69
11
135.9
18,054
1,087
16,831.1
0
1
1
0
0
132
0.125
1001_217
1
8
2,120
0
0
331
62
2
1,600
bus_only
2,775
2,120
324
77
185
386
16,211.7
15,825.7
0
0
1
0
0
0
132
0.125
1001_217
2
8
2,202
0
0
394
0
1
1,500
bus_only
2,825
2,202
229
44
185
273
14,600.5
14,327.5
0
0
1
0
0
0
132
0.125
1001_217
3
8
3,329
0
0
783
24
1
1,800
bus_only
4,289
3,329
177
44
109
210.6
26,306.1
26,095.5
0
0
1
0
0
0
132
0.125
1001_217
4
8
2,729
0
0
878
0
1
1,600
bus_only
4,001
2,729
394
44
350
471.2
19,265.7
18,794.5
0
0
1
0
0
0
132
0.125
1001_217
5
8
2,262
0
0
846
0
2
1,500
bus_only
3,502
2,262
394
44
350
471.2
15,440.6
14,969.4
0
0
1
0
0
0
132
0.125
1001_217
6
8
2,202
0
0
331
62
2
1,600
bus_only
3,022
2,202
489
77
350
584.2
16,766.5
16,182.4
0
0
1
0
0
0
132
0.125
1001_217
7
8
2,270
0
0
394
0
1
1,500
bus_only
3,196
2,270
532
44
488
636.4
15,559.6
14,923.2
0
0
1
0
0
0
132
0.125
1001_218
0
3
1,958
0
0
234
0
1
1,500
bus_only
2,307
1,958
115
44
71
135.5
14,798.4
14,662.8
0
0
1
0
0
0
19
0.333333
1001_218
1
3
908
870
0
275
39
1
1,550
bus+train
2,447
1,778
394
44
311
470.6
14,785.8
7,680.7
6,634.5
0
1
1
0
0
19
0.333333
1001_218
2
3
2,070
0
0
417
0
2
1,600
bus_only
2,995
2,070
508
44
464
608.2
15,737.8
15,129.5
0
0
1
0
0
0
19
0.333333
1001_219
0
9
1,915
0
0
334
0
1
1,500
bus_only
2,396
1,915
147
30
117
175.6
13,695
13,519.4
0
0
1
0
0
0
290
0.111111
1001_219
1
9
1,252
450
0
472
55
2
1,550
bus+train
2,267
1,702
93
30
8
110.1
13,816.4
9,113
4,593.2
0
1
1
0
0
290
0.111111
1001_219
2
9
1,740
0
0
579
0
0
1,500
bus_only
2,533
1,740
214
44
170
255.8
14,388.5
14,132.7
0
0
1
0
0
0
290
0.111111
1001_219
3
9
1,617
0
0
664
0
1
1,500
bus_only
2,563
1,617
282
44
238
335.8
14,054.7
13,718.9
0
0
1
0
0
0
290
0.111111
1001_219
4
9
1,749
0
0
375
0
2
1,500
bus_only
2,420
1,749
296
44
252
352.5
13,390.5
13,038
0
0
1
0
0
0
290
0.111111
1001_219
5
9
1,731
0
0
706
0
1
1,500
bus_only
2,763
1,731
326
44
282
389.3
14,101.8
13,712.5
0
0
1
0
0
0
290
0.111111
1001_219
6
9
2,164
0
0
113
0
1
1,600
bus_only
2,657
2,164
380
77
303
454.5
15,742
15,287.5
0
0
1
0
0
0
290
0.111111
1001_219
7
9
1,845
0
0
315
0
2
1,500
bus_only
2,507
1,845
347
44
303
414.8
13,969.3
13,554.5
0
0
1
0
0
0
290
0.111111
1001_219
8
9
1,624
0
0
579
0
0
1,500
bus_only
2,665
1,624
462
44
418
552.2
14,041.4
13,489.2
0
0
1
0
0
0
290
0.111111
1001_220
0
9
1,716
0
0
424
0
1
1,500
bus_only
2,310
1,716
170
44
126
202.1
12,960.1
12,758.1
0
0
1
0
0
0
296
0.111111
1001_220
1
9
1,412
0
0
387
0
1
1,500
bus_only
2,067
1,412
268
77
191
320.4
12,219.3
11,898.9
0
0
1
0
0
0
296
0.111111
1001_220
2
9
1,487
0
0
553
0
1
1,500
bus_only
2,231
1,487
191
44
147
227.1
12,394.7
12,167.6
0
0
1
0
0
0
296
0.111111
1001_220
3
9
1,920
0
0
467
0
1
1,600
bus_only
2,582
1,920
195
44
151
232.3
15,239.4
15,007.1
0
0
1
0
0
0
296
0.111111
1001_220
4
9
1,985
0
0
231
0
1
1,600
bus_only
2,546
1,985
330
44
286
395
16,941.3
16,546.2
0
0
1
0
0
0
296
0.111111
1001_220
5
9
1,450
0
0
447
0
1
1,500
bus_only
2,260
1,450
363
77
286
434.7
12,763.5
12,328.8
0
0
1
0
0
0
296
0.111111
1001_220
6
9
2,022
0
0
839
3
1
1,600
bus_only
3,432
2,022
571
44
524
683.1
16,153.5
15,470.3
0
0
1
0
0
0
296
0.111111
1001_220
7
9
1,773
0
0
364
0
1
1,500
bus_only
2,804
1,773
667
44
623
799.2
13,973.6
13,174.4
0
0
1
0
0
0
296
0.111111
1001_220
8
9
1,832
0
0
527
0
1
1,500
bus_only
3,099
1,832
740
44
696
885.7
15,400.9
14,515.1
0
0
1
0
0
0
296
0.111111
1001_221
0
7
2,140
0
0
272
0
0
1,500
bus_only
2,548
2,140
136
44
92
161.9
13,014.8
12,853
0
0
1
0
0
0
355
0.142857
1001_221
1
7
1,306
60
0
547
118
2
1,550
bus+train
2,081
1,366
168
44
6
200.3
10,233.8
9,192.9
840.7
0
1
1
0
0
355
0.142857
1001_221
2
7
2,219
0
0
212
0
0
1,500
bus_only
2,825
2,219
394
44
350
471.3
13,726.7
13,255.4
0
0
1
0
0
0
355
0.142857
1001_221
3
7
1,474
0
0
454
0
1
1,500
bus_only
2,159
1,474
231
44
187
275.1
10,383.2
10,108.1
0
0
1
0
0
0
355
0.142857
1001_221
4
7
1,382
0
0
454
0
1
1,500
bus_only
2,122
1,382
286
44
242
341.3
9,953.3
9,612
0
0
1
0
0
0
355
0.142857
1001_221
5
7
1,699
0
0
364
113
1
1,500
bus_only
2,331
1,699
268
44
111
319.2
12,043.9
11,724.6
0
0
1
0
0
0
355
0.142857
1001_221
6
7
1,778
0
0
364
113
1
1,500
bus_only
2,649
1,778
507
44
350
606.1
12,733.2
12,127.1
0
0
1
0
0
0
355
0.142857
1001_223
0
12
1,367
0
0
332
0
2
1,500
bus_only
1,799
1,367
100
44
56
118.8
9,819.4
9,700.6
0
0
1
0
0
0
161
0.083333
1001_223
1
12
921
120
0
404
115
2
1,550
bus+train
1,709
1,041
264
44
105
314.8
9,591.8
7,743.8
1,533.2
0
1
1
0
0
161
0.083333
1001_223
2
12
1,315
0
0
631
0
1
1,500
bus_only
2,081
1,315
135
30
105
159.7
9,272.7
9,113
0
0
1
0
0
0
161
0.083333
1001_223
3
12
1,233
0
0
644
0
1
1,500
bus_only
2,026
1,233
149
44
105
175.9
9,616.9
9,441.1
0
0
1
0
0
0
161
0.083333
1001_223
4
12
1,393
0
0
317
74
1
1,500
bus_only
2,048
1,393
338
44
220
403.8
11,050.4
10,646.6
0
0
1
0
0
0
161
0.083333
1001_223
5
12
1,130
0
0
392
0
2
1,500
bus_only
1,837
1,130
315
44
271
376.1
9,751.2
9,375.1
0
0
1
0
0
0
161
0.083333
1001_223
6
12
1,520
0
0
1,182
0
2
1,500
bus_only
2,890
1,520
188
44
144
223.9
10,689.6
10,465.7
0
0
1
0
0
0
161
0.083333
1001_223
7
12
1,190
0
0
584
0
1
1,500
bus_only
2,158
1,190
384
44
340
459.5
9,563.8
9,104.3
0
0
1
0
0
0
161
0.083333
1001_223
8
12
1,336
0
0
257
74
1
1,500
bus_only
2,051
1,336
458
44
340
548
10,681.8
10,133.8
0
0
1
0
0
0
161
0.083333
1001_223
9
12
1,926
0
0
511
0
2
1,500
bus_only
2,894
1,926
457
77
380
547.5
14,257.1
13,709.5
0
0
1
0
0
0
161
0.083333
1001_223
10
12
1,727
0
0
305
74
2
1,500
bus_only
2,602
1,727
570
44
452
682.1
11,498.2
10,816.2
0
0
1
0
0
0
161
0.083333
1001_223
11
12
1,428
0
0
392
0
2
1,500
bus_only
2,434
1,428
614
44
570
734.7
10,932.7
10,198
0
0
1
0
0
0
161
0.083333
1001_224
0
14
1,204
0
0
743
0
1
1,500
bus_only
2,055
1,204
108
30
78
128.1
8,627.6
8,499.5
0
0
1
0
0
0
147
0
1001_224
1
14
0
1,260
0
269
40
1
1,550
train_only
1,880
1,260
351
307
4
418.1
12,297.4
0
11,879.3
0
0
1
0
147
147
1
1001_224
2
14
2,432
0
0
488
0
0
1,500
bus_only
3,027
2,432
107
30
77
127.2
14,558.6
14,431.4
0
0
1
0
0
0
147
0
1001_224
3
14
1,722
0
0
349
0
1
1,500
bus_only
2,203
1,722
132
30
102
157.4
10,948.5
10,791.1
0
0
1
0
0
0
147
0
1001_224
4
14
2,005
0
0
237
0
1
1,500
bus_only
2,515
2,005
273
30
243
325.6
13,037.6
12,712.1
0
0
1
0
0
0
147
0
1001_224
5
14
2,370
0
0
488
0
0
1,500
bus_only
3,123
2,370
265
30
235
316.1
14,549.1
14,233
0
0
1
0
0
0
147
0
1001_224
6
14
1,103
0
0
743
0
1
1,500
bus_only
2,185
1,103
339
30
309
406.1
8,544.6
8,138.5
0
0
1
0
0
0
147
0
1001_224
7
14
997
0
0
539
210
3
1,500
bus_only
1,925
997
389
77
102
463
9,869.3
9,406.3
0
0
1
0
0
0
147
0
1001_224
8
14
1,802
0
0
349
0
1
1,500
bus_only
2,620
1,802
469
30
439
562.3
11,664.2
11,101.8
0
0
1
0
0
0
147
0
1001_224
9
14
2,512
0
0
428
0
0
1,500
bus_only
3,409
2,512
469
30
439
562.3
15,304.5
14,742.1
0
0
1
0
0
0
147
0
1001_224
10
14
917
0
0
509
380
2
1,500
bus_only
2,062
917
636
77
179
759.6
9,790
9,030.4
0
0
1
0
0
0
147
0
1001_224
11
14
972
0
0
599
210
3
1,500
bus_only
2,167
972
596
77
309
711.7
9,728.3
9,016.5
0
0
1
0
0
0
147
0
1001_224
12
14
2,038
0
0
610
0
0
1,500
bus_only
3,349
2,038
701
343
358
840
12,592
11,752
0
0
1
0
0
0
147
0
1001_224
13
14
892
0
0
509
380
2
1,500
bus_only
2,167
892
766
77
309
915.7
9,556.4
8,640.7
0
0
1
0
0
0
147
0
1001_225
0
12
2,072
0
0
204
0
1
1,500
bus_only
2,405
2,072
129
30
99
153.4
14,291.8
14,138.4
0
0
1
0
0
0
119
0
1001_225
1
12
259
990
0
574
116
2
1,550
bus+train
1,996
1,249
173
30
27
204.5
10,951.3
1,300.1
9,446.6
0
1
1
0
0
119
0
1001_225
2
12
1,753
0
0
631
0
0
1,500
bus_only
2,618
1,753
234
44
190
278.4
11,415.5
11,137.1
0
0
1
0
0
0
119
0
1001_225
3
12
1,302
450
0
331
156
1
1,550
bus+train
2,296
1,752
213
30
27
254.4
13,499.8
9,067.1
4,178.3
0
1
1
0
0
119
0
1001_225
4
12
1,607
0
0
631
0
0
1,500
bus_only
2,523
1,607
285
44
241
340
11,024.4
10,684.4
0
0
1
0
0
0
119
0
1001_225
5
12
2,025
0
0
204
0
1
1,500
bus_only
2,667
2,025
438
30
408
524.1
14,407.5
13,883.4
0
0
1
0
0
0
119
0
1001_225
6
12
2,131
0
0
144
0
1
1,500
bus_only
2,715
2,131
440
30
410
526.8
15,130.9
14,604.1
0
0
1
0
0
0
119
0
1001_225
7
12
0
1,110
0
572
40
1
1,550
train_only
2,163
1,110
481
307
134
574
10,973.6
0
10,399.6
0
0
1
0
119
119
1
1001_225
8
12
539
960
0
339
88
1
1,550
bus+train
2,332
1,499
494
307
99
591.6
10,927
1,449.1
8,886.2
0
1
1
0
0
119
0
1001_225
9
12
325
840
0
393
236
1
1,550
bus+train
2,391
1,165
833
307
290
996.5
9,992.7
1,283.3
7,712.9
0
1
1
0
0
119
0
1001_225
10
12
382
960
0
399
88
1
1,550
bus+train
2,591
1,342
850
307
455
1,017.3
10,931.2
1,027.7
8,886.2
0
1
1
0
0
119
0
1001_225
11
12
431
840
0
393
236
1
1,550
bus+train
2,617
1,271
953
307
410
1,140.6
10,752.5
1,899
7,712.9
0
1
1
0
0
119
0
1001_226
0
4
259
840
0
273
76
1
1,550
bus+train
1,522
1,099
150
30
44
176.9
9,410.3
1,300.1
7,933.2
0
1
1
0
0
306
0
1001_226
1
4
0
960
0
151
0
0
1,550
train_only
1,468
960
357
307
50
426.4
9,312.6
0
8,886.2
0
0
1
0
306
306
1
1001_226
2
4
1,508
0
0
409
0
0
1,500
bus_only
2,110
1,508
193
30
163
230.2
10,341.7
10,111.5
0
0
1
0
0
0
306
0
1001_226
3
4
1,447
0
0
409
0
0
1,500
bus_only
2,315
1,447
459
30
429
549.5
10,009.1
9,459.6
0
0
1
0
0
0
306
0
1001_227
0
12
1,339
90
0
516
56
2
1,550
bus+train
2,059
1,429
114
30
28
135.4
10,536.1
9,320.5
1,080.3
0
1
1
0
0
262
0.083333
1001_227
1
12
1,303
90
0
452
156
1
1,550
bus+train
2,059
1,393
214
30
28
255.7
10,403.1
9,067.1
1,080.3
0
1
1
0
0
262
0.083333
1001_227
2
12
1,768
0
0
393
0
1
1,500
bus_only
2,372
1,768
211
30
181
252.1
11,857.8
11,605.7
0
0
1
0
0
0
262
0.083333
1001_227
3
12
1,695
0
0
333
0
1
1,500
bus_only
2,277
1,695
249
30
219
297.4
11,540.6
11,243.1
0
0
1
0
0
0
262
0.083333
1001_227
4
12
1,397
0
0
472
0
1
1,500
bus_only
2,151
1,397
282
30
252
337.7
10,299.1
9,961.4
0
0
1
0
0
0
262
0.083333
1001_227
5
12
1,432
0
0
472
0
1
1,500
bus_only
2,245
1,432
341
30
311
407.1
10,930.7
10,523.6
0
0
1
0
0
0
262
0.083333
1001_227
6
12
456
840
0
465
122
2
1,550
bus+train
2,105
1,296
344
30
192
409.9
11,421.7
3,078.5
7,933.2
0
1
1
0
0
262
0.083333
1001_227
7
12
383
840
0
525
122
2
1,550
bus+train
2,119
1,223
371
30
219
441.8
11,091
2,716
7,933.2
0
1
1
0
0
262
0.083333
1001_227
8
12
2,078
0
0
975
0
1
1,500
bus_only
3,409
2,078
356
30
326
426.2
12,532.4
12,106.2
0
0
1
0
0
0
262
0.083333
1001_227
9
12
196
960
0
404
46
1
1,550
bus+train
2,105
1,156
545
307
192
651.4
11,316
1,778.4
8,886.2
0
1
1
0
0
262
0.083333
1001_227
10
12
123
960
0
464
46
1
1,550
bus+train
2,119
1,083
572
307
219
683.3
10,985.3
1,415.8
8,886.2
0
1
1
0
0
262
0.083333
1001_227
11
12
2,089
0
0
556
131
1
1,500
bus_only
3,132
2,089
487
30
326
583
11,996.1
11,413.1
0
0
1
0
0
0
262
0.083333
1001_228
0
6
1,375
0
0
157
0
0
1,500
bus_only
1,699
1,375
167
30
137
199.6
9,527.3
9,327.7
0
0
1
0
0
0
330
0.166667
1001_228
1
6
1,334
0
0
97
0
0
1,500
bus_only
1,676
1,334
245
30
215
293.1
9,360.2
9,067.1
0
0
1
0
0
0
330
0.166667
1001_228
2
6
1,397
0
0
197
0
0
1,500
bus_only
1,822
1,397
228
30
198
272.6
9,742
9,469.4
0
0
1
0
0
0
330
0.166667
1001_228
3
6
1,355
0
0
157
0
1
1,500
bus_only
1,754
1,355
242
30
212
289.4
9,627.3
9,337.9
0
0
1
0
0
0
330
0.166667
1001_228
4
6
1,300
0
0
157
0
1
1,500
bus_only
1,754
1,300
297
30
267
355.5
9,376.1
9,020.6
0
0
1
0
0
0
330
0.166667
1001_228
5
6
1,463
0
0
157
0
0
1,500
bus_only
2,183
1,463
563
30
533
675
10,343.8
9,668.7
0
0
1
0
0
0
330
0.166667
1001_229
0
18
1,473
0
0
817
0
0
1,500
bus_only
2,447
1,473
157
30
127
186.2
10,214.2
10,027.9
0
0
1
0
0
0
152
0.055556