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
9892_9476
2
10
774
0
0
230
0
0
1,500
bus_only
1,287
774
283
11
272
338
3,559.2
3,221.2
0
0
1
0
0
0
13
0
9892_9476
3
10
627
0
0
290
0
0
1,500
bus_only
1,279
627
362
11
351
432.8
3,080.4
2,647.6
0
0
1
0
0
0
13
0
9892_9476
4
10
893
0
0
376
0
0
1,500
bus_only
1,692
893
423
11
412
506.8
5,405.1
4,898.3
0
0
1
0
0
0
13
0
9892_9476
5
10
304
0
0
278
0
0
1,500
bus_only
1,133
304
551
279
272
659.7
2,597.4
1,937.7
0
0
1
0
0
0
13
0
9892_9476
6
10
939
0
0
436
0
0
1,500
bus_only
1,856
939
481
11
470
575.3
5,749.4
5,174.2
0
0
1
0
0
0
13
0
9892_9476
7
10
847
0
0
436
0
0
1,500
bus_only
1,794
847
511
11
500
611.1
5,318
4,707
0
0
1
0
0
0
13
0
9892_9476
8
10
157
0
0
338
0
0
1,500
bus_only
1,125
157
630
279
351
754.6
2,118.7
1,364.1
0
0
1
0
0
0
13
0
9892_9476
9
10
328
0
0
390
0
0
1,500
bus_only
1,467
328
749
279
470
897
3,017.6
2,120.6
0
0
1
0
0
0
13
0
9892_9484
0
12
1,179
0
0
536
0
0
1,500
bus_only
1,727
1,179
12
11
1
13.2
6,162.4
6,149.2
0
0
1
0
0
15
15
1
9892_9484
1
12
794
0
0
149
0
1
1,500
bus_only
1,132
794
189
188
1
225.6
4,242
4,016.4
0
0
1
0
0
0
15
0
9892_9484
2
12
563
0
0
448
0
0
1,500
bus_only
1,291
563
280
279
1
335
3,430.6
3,095.6
0
0
1
0
0
0
15
0
9892_9484
3
12
1,102
0
0
596
0
0
1,500
bus_only
1,951
1,102
253
11
242
302.6
6,234.5
5,932
0
0
1
0
0
0
15
0
9892_9484
4
12
1,262
0
0
596
0
0
1,500
bus_only
2,113
1,262
255
11
244
305.2
6,671.4
6,366.2
0
0
1
0
0
0
15
0
9892_9484
5
12
717
0
0
209
0
1
1,500
bus_only
1,356
717
430
188
242
514.9
4,314.1
3,799.2
0
0
1
0
0
0
15
0
9892_9484
6
12
877
0
0
209
0
1
1,500
bus_only
1,518
877
432
188
244
517.5
4,751
4,233.4
0
0
1
0
0
0
15
0
9892_9484
7
12
486
0
0
508
0
0
1,500
bus_only
1,515
486
521
279
242
624.4
3,502.7
2,878.4
0
0
1
0
0
0
15
0
9892_9484
8
12
1,069
0
0
536
0
0
1,500
bus_only
2,055
1,069
450
11
439
538.4
6,292.9
5,754.5
0
0
1
0
0
0
15
0
9892_9484
9
12
646
0
0
508
0
0
1,500
bus_only
1,677
646
523
279
244
627
3,939.5
3,312.6
0
0
1
0
0
0
15
0
9892_9484
10
12
684
0
0
149
0
1
1,500
bus_only
1,460
684
627
188
439
750.8
4,372.5
3,621.7
0
0
1
0
0
0
15
0
9892_9484
11
12
453
0
0
448
0
0
1,500
bus_only
1,619
453
718
279
439
860.2
3,561.1
2,700.9
0
0
1
0
0
0
15
0
9892_9542
0
5
495
0
0
139
0
0
1,500
bus_only
655
495
21
11
10
23.6
2,699.2
2,675.6
0
0
1
0
0
41
42
0.97619
9892_9542
1
5
526
0
0
139
0
0
1,500
bus_only
947
526
282
11
271
337.8
3,248.3
2,910.5
0
0
1
0
0
0
42
0
9892_9542
2
5
440
0
0
199
0
0
1,500
bus_only
1,044
440
405
11
394
484
2,757
2,273
0
0
1
0
0
0
42
0
9892_9542
3
5
536
0
0
639
0
1
1,500
bus_only
1,661
536
486
11
475
581.5
3,684.2
3,102.7
0
0
1
0
0
1
42
0.02381
9892_9542
4
5
463
0
0
444
0
0
1,500
bus_only
1,661
463
754
279
475
903.2
4,112.7
3,209.5
0
0
1
0
0
0
42
0
9892_9558
0
4
606
0
0
127
0
0
1,500
bus_only
745
606
12
11
1
13.6
2,661.2
2,647.6
0
0
1
0
0
36
36
1
9892_9558
1
4
157
0
0
154
0
0
1,500
bus_only
591
157
280
279
1
335.4
1,699.4
1,364.1
0
0
1
0
0
0
36
0
9892_9558
2
4
696
0
0
187
0
0
1,500
bus_only
1,265
696
382
11
371
456.7
3,437.1
2,980.4
0
0
1
0
0
0
36
0
9892_9558
3
4
247
0
0
214
0
0
1,500
bus_only
1,111
247
650
279
371
778.5
2,475.4
1,696.9
0
0
1
0
0
0
36
0
9892_9623
0
4
322
0
0
139
0
0
1,500
bus_only
473
322
12
11
1
12.9
1,306.1
1,293.2
0
0
1
0
0
127
127
1
9892_9623
1
4
234
0
0
228
0
0
1,500
bus_only
547
234
85
11
74
101.3
1,365.6
1,264.3
0
0
1
0
0
0
127
0
9892_9623
2
4
421
0
0
139
0
0
1,500
bus_only
768
421
208
11
197
248.5
1,716.2
1,467.7
0
0
1
0
0
0
127
0
9892_9623
3
4
242
0
0
593
0
0
1,500
bus_only
1,107
242
272
11
261
324.8
1,459.3
1,134.6
0
0
1
0
0
0
127
0
9892_9635
0
4
230
0
0
87
0
0
1,500
bus_only
329
230
12
11
1
13
1,277.3
1,264.3
0
0
1
0
0
428
428
1
9892_9635
1
4
340
0
0
81
0
0
1,500
bus_only
506
340
85
11
74
101.4
1,394.6
1,293.2
0
0
1
0
0
0
428
0
9892_9635
2
4
439
0
0
81
0
0
1,500
bus_only
701
439
181
11
170
216.5
1,684.3
1,467.7
0
0
1
0
0
0
428
0
9892_9635
3
4
242
0
0
965
0
0
1,500
bus_only
1,412
242
205
11
194
245.1
1,379.7
1,134.6
0
0
1
0
0
0
428
0
9892_9646
0
5
478
0
0
301
0
0
1,500
bus_only
796
478
17
11
6
19.4
2,292.4
2,273
0
0
1
0
0
45
45
1
9892_9646
1
5
430
0
0
301
0
0
1,500
bus_only
1,033
430
302
11
291
361.2
2,381
2,019.7
0
0
1
0
0
0
45
0
9892_9646
2
5
542
0
0
361
0
0
1,500
bus_only
1,346
542
443
11
432
529.9
3,205.6
2,675.6
0
0
1
0
0
0
45
0
9892_9646
3
5
498
0
0
743
0
1
1,500
bus_only
1,796
498
555
11
544
665
3,058.6
2,393.6
0
0
1
0
0
0
45
0
9892_9646
4
5
430
0
0
483
0
0
1,500
bus_only
1,752
430
839
279
560
1,006.4
3,506.7
2,500.3
0
0
1
0
0
0
45
0
9892_9679
0
7
228
0
0
166
0
0
1,500
bus_only
405
228
11
11
0
12.6
1,147.2
1,134.6
0
0
1
0
0
102
104
0.980769
9892_9679
1
7
221
0
0
171
0
0
1,500
bus_only
598
221
206
11
195
245.5
1,509.8
1,264.3
0
0
1
0
0
0
104
0
9892_9679
2
7
404
0
0
118
0
0
1,500
bus_only
687
404
165
11
154
196.5
1,664.2
1,467.7
0
0
1
0
0
2
104
0.019231
9892_9679
3
7
316
0
0
118
0
0
1,500
bus_only
705
316
271
11
260
324.5
1,617.7
1,293.2
0
0
1
0
0
0
104
0
9892_9679
4
7
160
0
0
178
0
0
1,500
bus_only
835
160
497
11
486
594.6
1,259.6
665.1
0
0
1
0
0
0
104
0
9892_9679
5
7
296
0
0
166
0
0
1,500
bus_only
984
296
522
11
511
625.5
2,214.1
1,588.5
0
0
1
0
0
0
104
0
9892_9679
6
7
493
0
0
118
0
0
1,500
bus_only
1,146
493
535
11
524
641.3
2,475.3
1,834
0
0
1
0
0
0
104
0
9892_9681
0
3
230
0
0
973
0
0
2,500
bus_only
1,485
230
282
279
3
338
2,033.3
1,695.3
0
0
1
0
0
0
74
0.333333
9892_9681
1
3
157
0
0
973
0
0
2,500
bus_only
1,922
157
792
279
513
949.5
2,190.8
1,241.3
0
0
1
0
0
0
74
0.333333
9892_9681
2
3
323
0
0
1,033
0
0
2,500
bus_only
2,104
323
748
279
469
896.1
3,022.6
2,126.5
0
0
1
0
0
0
74
0.333333
9892_9685
0
7
436
0
0
280
0
0
1,500
bus_only
739
436
23
11
12
26.3
1,494
1,467.7
0
0
1
0
0
25
25
1
9892_9685
1
7
228
0
0
186
0
0
1,500
bus_only
590
228
176
11
165
209.6
1,473.9
1,264.3
0
0
1
0
0
0
25
0
9892_9685
2
7
337
0
0
280
0
0
1,500
bus_only
823
337
206
11
195
245.8
1,539
1,293.2
0
0
1
0
0
0
25
0
9892_9685
3
7
238
0
0
899
0
0
1,500
bus_only
1,285
238
148
11
137
176.3
1,310.9
1,134.6
0
0
1
0
0
0
25
0
9892_9685
4
7
166
0
0
246
0
0
1,500
bus_only
854
166
442
11
431
528.8
1,193.9
665.1
0
0
1
0
0
0
25
0
9892_9685
5
7
515
0
0
280
0
0
1,500
bus_only
1,228
515
433
11
422
518.6
2,352.6
1,834
0
0
1
0
0
0
25
0
9892_9685
6
7
460
0
0
331
0
0
1,500
bus_only
1,399
460
608
56
552
728.5
1,977.8
1,249.3
0
0
1
0
0
0
25
0
9892_9692
0
11
461
0
0
244
0
1
1,500
bus_only
717
461
12
11
1
13.1
2,343.7
2,330.6
0
0
1
0
0
12
123
0.097561
9892_9692
1
11
427
0
0
191
144
1
1,500
bus_only
1,058
427
440
11
285
526.5
2,929.2
2,402.7
0
0
1
0
0
0
123
0
9892_9692
2
11
406
0
0
930
0
0
1,500
bus_only
1,348
406
12
11
1
13.1
2,032.8
2,019.7
0
0
1
0
0
108
123
0.878049
9892_9692
3
11
322
0
0
524
0
0
1,500
bus_only
1,126
322
280
279
1
334.9
2,461.4
2,126.5
0
0
1
0
0
2
123
0.01626
9892_9692
4
11
450
0
0
990
0
0
1,500
bus_only
1,724
450
284
11
273
339.5
2,612.5
2,273
0
0
1
0
0
0
123
0
9892_9692
5
11
544
0
0
304
0
1
1,500
bus_only
1,230
544
382
11
371
457.4
3,161.9
2,704.5
0
0
1
0
0
0
123
0
9892_9692
6
11
373
0
0
304
0
1
1,500
bus_only
1,172
373
495
11
484
593.2
2,492.6
1,899.4
0
0
1
0
0
0
123
0
9892_9692
7
11
318
0
0
990
0
0
1,500
bus_only
1,803
318
495
11
484
593.2
2,181.7
1,588.5
0
0
1
0
0
0
123
0
9892_9692
8
11
369
0
0
660
0
0
1,500
bus_only
1,581
369
552
279
273
661.3
3,041
2,379.7
0
0
1
0
0
1
123
0.00813
9892_9692
9
11
405
0
0
584
0
0
1,500
bus_only
1,639
405
650
279
371
779.2
3,279.6
2,500.3
0
0
1
0
0
0
123
0
9892_9692
10
11
233
0
0
584
0
0
1,500
bus_only
1,580
233
763
279
484
914.9
2,610.2
1,695.3
0
0
1
0
0
0
123
0
9892_9704
0
9
482
0
0
164
0
0
1,500
bus_only
658
482
12
11
1
13.5
1,847.5
1,834
0
0
1
0
0
28
28
1
9892_9704
1
9
186
0
0
164
0
0
1,500
bus_only
703
186
353
11
342
423
1,088
665.1
0
0
1
0
0
0
28
0
9892_9704
2
9
512
0
0
220
0
0
1,500
bus_only
919
512
187
56
131
223
1,472.4
1,249.3
0
0
1
0
0
0
28
0
9892_9704
3
9
518
0
0
164
0
0
1,500
bus_only
982
518
300
11
289
359.2
2,449.4
2,090.1
0
0
1
0
0
0
28
0
9892_9704
4
9
221
0
0
220
0
0
1,500
bus_only
865
221
424
56
368
507.5
1,105.7
598.2
0
0
1
0
0
0
28
0
9892_9704
5
9
406
0
0
164
0
0
1,500
bus_only
993
406
423
11
412
506.6
1,974.3
1,467.7
0
0
1
0
0
0
28
0
9892_9704
6
9
76
0
0
303
0
0
1,500
bus_only
947
76
568
279
289
681
1,487.6
806.6
0
0
1
0
0
0
28
0
9892_9704
7
9
88
0
0
340
0
0
1,500
bus_only
1,016
88
588
279
309
704.7
1,549
844.3
0
0
1
0
0
0
28
0
9892_9704
8
9
301
0
0
280
0
0
1,500
bus_only
1,168
301
587
56
531
702.2
1,552.5
850.3
0
0
1
0
0
0
28
0
9892_9773
0
6
544
0
0
351
0
1
1,500
bus_only
907
544
12
11
1
13.5
2,717.9
2,704.5
0
0
1
0
0
11
16
0.6875
9892_9773
1
6
405
0
0
414
0
0
1,500
bus_only
1,099
405
280
279
1
335.2
2,835.6
2,500.3
0
0
1
0
0
2
16
0.125
9892_9773
2
6
406
0
0
669
0
0
1,500
bus_only
1,422
406
347
11
336
414.9
2,434.6
2,019.7
0
0
1
0
0
3
16
0.1875
9892_9773
3
6
461
0
0
411
0
1
1,500
bus_only
1,250
461
378
11
367
452.5
2,783.1
2,330.6
0
0
1
0
0
0
16
0
9892_9773
4
6
450
0
0
669
0
0
1,500
bus_only
1,671
450
552
11
541
661
2,934
2,273
0
0
1
0
0
0
16
0
9892_9773
5
6
322
0
0
474
0
0
1,500
bus_only
1,442
322
646
279
367
774.3
2,900.8
2,126.5
0
0
1
0
0
0
16
0
9892_9785
0
12
170
0
0
65
0
0
1,500
bus_only
246
170
11
11
0
12.6
677.7
665.1
0
0
1
0
0
119
162
0.734568
9892_9785
1
12
61
0
0
65
0
0
1,500
bus_only
543
61
417
11
406
499.2
803.8
304.6
0
0
1
0
0
0
162
0
9892_9785
2
12
238
0
0
326
0
0
1,500
bus_only
753
238
189
56
133
225.8
824.1
598.2
0
0
1
0
0
0
162
0
9892_9785
3
12
518
0
0
293
0
0
1,500
bus_only
1,165
518
354
11
343
423.7
2,257.7
1,834
0
0
1
0
0
43
162
0.265432
9892_9785
4
12
460
0
0
386
0
0
1,500
bus_only
1,284
460
438
56
382
522.9
1,772.2
1,249.3
0
0
1
0
0
0
162
0
9892_9785
5
12
238
0
0
125
0
0
1,500
bus_only
882
238
519
11
508
621
1,755.5
1,134.6
0
0
1
0
0
0
162
0
9892_9785
6
12
307
0
0
326
0
0
1,500
bus_only
1,106
307
473
56
417
565.9
1,416.2
850.3
0
0
1
0
0
0
162
0
9892_9785
7
12
230
0
0
194
0
0
1,500
bus_only
990
230
566
188
378
678.2
1,360
681.8
0
0
1
0
0
0
162
0
9892_9785
8
12
439
0
0
293
0
0
1,500
bus_only
1,254
439
522
11
511
625.2
2,093
1,467.7
0
0
1
0
0
0
162
0
9892_9785
9
12
480
0
0
502
0
1
1,500
bus_only
1,415
480
433
25
408
519.2
2,704.2
2,185
0
0
1
0
0
0
162
0
9892_9785
10
12
275
0
0
134
0
0
1,500
bus_only
1,048
275
639
188
451
765.4
1,551.8
786.4
0
0
1
0
0
0
162
0
9892_9785
11
12
37
0
0
45
0
0
1,500
bus_only
769
37
687
279
408
823.7
1,193.2
369.4
0
0
1
0
0
0
162
0
9899_10020
0
8
169
0
0
269
0
0
1,500
bus_only
445
169
7
6
1
7.7
835
827.2
0
0
1
0
0
195
195
1
9899_10020
1
8
138
0
0
115
0
0
1,500
bus_only
525
138
272
6
266
325.9
916.7
590.8
0
0
1
0
0
0
195
0
9899_10020
2
8
174
0
0
248
0
0
1,500
bus_only
597
174
175
6
169
208.8
953.8
745
0
0
1
0
0
0
195
0