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
9887_9292
5
7
922
0
0
442
0
1
1,500
bus_only
1,774
922
410
17
393
489.1
6,060.4
5,571.3
0
0
1
0
0
0
26
0
9887_9292
6
7
593
0
0
673
0
1
1,500
bus_only
1,794
593
528
17
511
631.9
5,675.6
5,043.7
0
0
1
0
0
0
26
0
9887_9312
0
5
774
0
0
578
0
0
1,500
bus_only
1,380
774
28
17
11
32.6
6,471
6,438.4
0
0
1
0
0
46
53
0.867925
9887_9312
1
5
953
0
0
343
0
1
1,500
bus_only
1,324
953
28
17
11
32.6
7,801.4
7,768.8
0
0
1
0
0
0
53
0
9887_9312
2
5
814
0
0
578
0
0
1,500
bus_only
1,738
814
346
17
329
413.8
7,136
6,722.2
0
0
1
0
0
0
53
0
9887_9312
3
5
993
0
0
343
0
1
1,500
bus_only
1,682
993
346
17
329
413.8
8,466.4
8,052.6
0
0
1
0
0
0
53
0
9887_9312
4
5
1,360
0
0
181
0
0
1,500
bus_only
1,961
1,360
420
17
403
501.9
9,389.1
8,887.2
0
0
1
0
0
7
53
0.132075
9887_9325
0
3
1,098
0
0
114
0
0
1,500
bus_only
1,233
1,098
21
17
4
23.6
6,365.8
6,342.2
0
0
1
0
0
14
15
0.933333
9887_9325
1
3
1,049
0
0
174
0
0
1,500
bus_only
1,643
1,049
420
17
403
502.2
6,431.4
5,929.2
0
0
1
0
0
0
15
0
9887_9325
2
3
936
0
0
298
0
1
1,500
bus_only
1,784
936
550
17
533
657.6
6,917.9
6,260.3
0
0
1
0
0
1
15
0.066667
9887_9411
0
6
369
0
0
144
0
0
1,500
bus_only
531
369
18
17
1
20.1
2,395.8
2,375.6
0
0
1
0
0
97
101
0.960396
9887_9411
1
6
310
0
0
144
0
0
1,500
bus_only
742
310
288
17
271
344.6
2,479.4
2,134.8
0
0
1
0
0
0
101
0
9887_9411
2
6
399
0
0
307
0
0
1,500
bus_only
970
399
264
17
247
314.4
2,852.2
2,537.8
0
0
1
0
0
0
101
0
9887_9411
3
6
492
0
0
343
0
0
1,500
bus_only
1,222
492
387
17
370
462.7
3,001.7
2,539
0
0
1
0
0
4
101
0.039604
9887_9411
4
6
440
0
0
204
0
0
1,500
bus_only
1,119
440
475
17
458
568.7
3,352
2,783.3
0
0
1
0
0
0
101
0
9887_9411
5
6
387
0
0
343
0
0
1,500
bus_only
1,216
387
486
17
469
581.4
2,830.3
2,248.9
0
0
1
0
0
0
101
0
9887_9476
0
5
323
0
0
41
0
0
1,500
bus_only
382
323
18
17
1
20.1
2,154.9
2,134.8
0
0
1
0
0
42
42
1
9887_9476
1
5
238
0
0
41
0
0
1,500
bus_only
671
238
392
17
375
468.5
2,270.6
1,802
0
0
1
0
0
0
42
0
9887_9476
2
5
389
0
0
41
0
0
1,500
bus_only
719
389
289
17
272
344.8
2,720.5
2,375.6
0
0
1
0
0
0
42
0
9887_9476
3
5
392
0
0
697
0
0
1,500
bus_only
1,576
392
487
17
470
582.1
3,120
2,537.8
0
0
1
0
0
0
42
0
9887_9476
4
5
1,226
0
0
178
0
0
1,500
bus_only
1,994
1,226
590
102
488
706.4
6,580.8
5,874.3
0
0
1
0
0
0
42
0
9887_9542
0
10
481
0
0
272
0
1
1,500
bus_only
780
481
27
17
10
30.5
3,487.4
3,456.9
0
0
1
0
0
4
35
0.114286
9887_9542
1
10
195
210
0
271
18
1
1,550
bus+train
841
405
165
17
130
196.4
3,710.6
1,915.9
1,598.3
0
1
1
0
0
35
0
9887_9542
2
10
516
0
0
689
0
0
1,500
bus_only
1,232
516
27
17
10
30.5
3,487.4
3,456.9
0
0
1
0
0
31
35
0.885714
9887_9542
3
10
595
0
0
237
61
1
1,500
bus_only
1,168
595
336
17
258
401.4
3,630.8
3,229.3
0
0
1
0
0
0
35
0
9887_9542
4
10
408
0
0
332
0
1
1,500
bus_only
1,151
408
411
17
394
490.9
3,545.2
3,054.3
0
0
1
0
0
0
35
0
9887_9542
5
10
443
0
0
749
0
0
1,500
bus_only
1,603
443
411
17
394
490.9
3,545.2
3,054.3
0
0
1
0
0
0
35
0
9887_9542
6
10
538
0
0
332
0
1
1,500
bus_only
1,337
538
467
17
450
559.2
4,443.3
3,884
0
0
1
0
0
0
35
0
9887_9542
7
10
573
0
0
749
0
0
1,500
bus_only
1,789
573
467
17
450
559.2
4,443.3
3,884
0
0
1
0
0
0
35
0
9887_9542
8
10
0
390
0
249
0
0
1,550
train_only
1,261
390
622
492
130
745.5
3,772.6
0
3,027
0
0
1
0
0
35
0
9887_9542
9
10
479
0
0
237
61
1
1,500
bus_only
1,302
479
586
17
508
701.2
3,678.3
2,977.1
0
0
1
0
0
0
35
0
9887_9558
0
10
241
0
0
543
0
0
1,500
bus_only
802
241
18
17
1
20.5
1,822.5
1,802
0
0
1
0
0
68
69
0.985507
9887_9558
1
10
238
0
0
235
0
1
1,500
bus_only
491
238
18
17
1
20.5
1,801.8
1,781.4
0
0
1
0
0
1
69
0.014493
9887_9558
2
10
239
0
0
85
0
0
1,500
bus_only
491
239
167
166
1
200
1,861.4
1,661.4
0
0
1
0
0
0
69
0
9887_9558
3
10
220
0
0
615
0
0
1,500
bus_only
1,171
220
336
17
319
402.3
1,980
1,577.8
0
0
1
0
0
0
69
0
9887_9558
4
10
326
0
0
603
0
0
1,500
bus_only
1,317
326
388
17
371
463.6
2,598.4
2,134.8
0
0
1
0
0
0
69
0
9887_9558
5
10
246
0
0
555
0
0
1,500
bus_only
1,200
246
399
17
382
477.2
2,323.1
1,845.9
0
0
1
0
0
0
69
0
9887_9558
6
10
323
0
0
295
0
1
1,500
bus_only
1,006
323
388
17
371
463.6
2,577.8
2,114.1
0
0
1
0
0
0
69
0
9887_9558
7
10
324
0
0
145
0
0
1,500
bus_only
1,006
324
537
166
371
643.1
2,637.3
1,994.2
0
0
1
0
0
0
69
0
9887_9558
8
10
543
0
0
225
0
0
1,500
bus_only
1,272
543
504
17
487
603.7
2,042.5
1,438.8
0
0
1
0
0
0
69
0
9887_9558
9
10
391
0
0
555
0
0
1,500
bus_only
1,466
391
520
17
503
622.6
2,871.5
2,248.9
0
0
1
0
0
0
69
0
9887_9612
0
3
526
0
0
271
0
0
1,500
bus_only
822
526
25
17
8
28.8
4,643.6
4,614.9
0
0
1
0
0
14
14
1
9887_9612
1
3
499
0
0
271
0
0
1,500
bus_only
1,199
499
429
17
412
513.5
4,768.2
4,254.7
0
0
1
0
0
0
14
0
9887_9612
2
3
588
0
0
271
0
0
1,500
bus_only
1,248
588
389
17
372
465.4
5,417.4
4,952
0
0
1
0
0
0
14
0
9887_9635
0
5
236
0
0
262
0
0
1,500
bus_only
516
236
18
17
1
19.9
1,993.6
1,973.7
0
0
1
0
0
53
238
0.222689
9887_9635
1
5
213
0
0
338
0
0
1,500
bus_only
762
213
211
17
194
252
2,167.8
1,915.9
0
0
1
0
0
3
238
0.012605
9887_9635
2
5
291
0
0
473
0
0
1,500
bus_only
1,121
291
357
17
340
426.2
2,702
2,275.7
0
0
1
0
0
182
238
0.764706
9887_9635
3
5
705
0
0
251
0
1
1,500
bus_only
1,343
705
387
17
370
463.2
4,044.4
3,581.2
0
0
1
0
0
0
238
0
9887_9635
4
5
1,476
0
0
180
0
0
1,500
bus_only
2,128
1,476
472
102
370
565.5
7,522.9
6,957.4
0
0
1
0
0
0
238
0
9887_9646
0
4
435
0
0
723
0
0
1,500
bus_only
1,181
435
23
17
6
26.3
3,080.6
3,054.3
0
0
1
0
0
15
15
1
9887_9646
1
4
394
0
0
466
0
0
1,500
bus_only
1,095
394
235
17
218
279.6
3,080.6
2,801.1
0
0
1
0
0
0
15
0
9887_9646
2
4
493
0
0
783
0
0
1,500
bus_only
1,725
493
449
17
432
536.8
3,993.7
3,456.9
0
0
1
0
0
0
15
0
9887_9646
3
4
477
0
0
466
0
0
1,500
bus_only
1,493
477
550
17
533
658.9
3,833.8
3,174.9
0
0
1
0
0
0
15
0
9887_9679
0
4
200
0
0
42
0
0
1,500
bus_only
259
200
17
17
0
19.5
1,935.4
1,915.9
0
0
1
0
0
112
112
1
9887_9679
1
4
196
0
0
61
0
0
1,500
bus_only
469
196
212
17
195
252.3
2,216.4
1,964.1
0
0
1
0
0
0
112
0
9887_9679
2
4
280
0
0
121
0
0
1,500
bus_only
827
280
426
17
409
509.3
2,785
2,275.7
0
0
1
0
0
0
112
0
9887_9679
3
4
270
0
0
42
0
0
1,500
bus_only
840
270
528
17
511
632.4
3,002.2
2,369.9
0
0
1
0
0
0
112
0
9887_9681
0
4
272
0
0
45
0
0
1,500
bus_only
337
272
20
17
3
23.1
2,392.9
2,369.9
0
0
1
0
0
68
94
0.723404
9887_9681
1
4
202
0
0
45
0
0
1,500
bus_only
777
202
530
17
513
634.6
2,550.5
1,915.9
0
0
1
0
0
0
94
0
9887_9681
2
4
273
0
0
175
0
0
1,500
bus_only
832
273
384
17
367
459.8
2,735.5
2,275.7
0
0
1
0
0
26
94
0.276596
9887_9681
3
4
354
0
0
105
0
0
1,500
bus_only
945
354
486
17
469
581.2
3,382.3
2,801.1
0
0
1
0
0
0
94
0
9887_9692
0
6
433
0
0
52
0
0
1,500
bus_only
503
433
18
17
1
20
3,050.4
3,030.4
0
0
1
0
0
84
112
0.75
9887_9692
1
6
362
0
0
103
0
1
1,500
bus_only
483
362
18
17
1
20
2,821
2,801.1
0
0
1
0
0
4
112
0.035714
9887_9692
2
6
413
0
0
207
0
0
1,500
bus_only
910
413
290
17
273
346.4
3,400.7
3,054.3
0
0
1
0
0
24
112
0.214286
9887_9692
3
6
520
0
0
112
0
0
1,500
bus_only
1,020
520
388
17
371
464.3
3,868.6
3,404.3
0
0
1
0
0
0
112
0
9887_9692
4
6
345
0
0
112
0
0
1,500
bus_only
958
345
501
17
484
600
3,199.3
2,599.2
0
0
1
0
0
0
112
0
9887_9692
5
6
273
0
0
163
0
1
1,500
bus_only
937
273
501
17
484
600
2,969.9
2,369.9
0
0
1
0
0
0
112
0
9887_9773
0
3
505
0
0
187
0
0
1,500
bus_only
710
505
18
17
1
20.3
3,424.6
3,404.3
0
0
1
0
0
89
93
0.967391
9887_9773
1
3
430
0
0
187
0
0
1,500
bus_only
1,055
430
438
17
421
524.3
3,554.8
3,030.4
0
0
1
0
0
0
93
0
9887_9773
2
3
416
0
0
671
0
0
1,500
bus_only
1,645
416
558
17
541
667.9
3,722.2
3,054.3
0
0
1
0
0
3
93
0.032609
9887_9872
0
2
532
0
0
358
0
0
1,500
bus_only
912
532
22
17
5
25
3,759
3,734
0
0
1
0
0
54
54
1
9887_9872
1
2
956
0
0
505
0
0
1,500
bus_only
2,005
956
544
17
527
651.4
5,759.6
5,108.3
0
0
1
0
0
0
54
0
9887_9927
0
3
700
0
0
195
0
0
1,500
bus_only
914
700
19
17
2
21.8
4,511
4,489.3
0
0
1
0
0
44
46
0.956522
9887_9927
1
3
796
0
0
195
0
0
1,500
bus_only
1,409
796
418
17
401
500.3
5,347.4
4,847.1
0
0
1
0
0
0
46
0
9887_9927
2
3
1,068
0
0
453
0
0
1,500
bus_only
1,824
1,068
303
17
286
362.1
5,470.3
5,108.3
0
0
1
0
0
2
46
0.043478
9887_9929
0
4
608
0
0
345
0
0
1,500
bus_only
971
608
18
17
1
20.1
4,637.8
4,617.7
0
0
1
0
0
38
46
0.826087
9887_9929
1
4
534
0
0
345
0
0
1,500
bus_only
1,299
534
420
17
403
502.1
4,762
4,259.9
0
0
1
0
0
0
46
0
9887_9929
2
4
654
0
0
345
0
0
1,500
bus_only
1,427
654
428
17
411
512.5
5,495.1
4,982.7
0
0
1
0
0
0
46
0
9887_9929
3
4
1,038
0
0
496
0
0
1,500
bus_only
2,084
1,038
550
17
533
658.7
7,399.5
6,740.8
0
0
1
0
0
8
46
0.173913
9887_9950
0
4
826
0
0
218
0
0
1,500
bus_only
1,062
826
18
17
1
20.3
5,003
4,982.7
0
0
1
0
0
95
126
0.76
9887_9950
1
4
781
0
0
218
0
0
1,500
bus_only
1,428
781
429
17
412
513
5,130.7
4,617.7
0
0
1
0
0
0
126
0
9887_9950
2
4
1,230
0
0
361
0
0
1,500
bus_only
1,774
1,230
183
17
166
218.2
6,959.1
6,740.8
0
0
1
0
0
30
126
0.24
9887_9950
3
4
948
0
0
421
0
0
1,500
bus_only
1,796
948
427
17
410
510
6,112.5
5,602.5
0
0
1
0
0
0
126
0
9887_9970
0
4
178
0
0
559
0
0
1,500
bus_only
755
178
18
17
1
19.7
627.1
607.4
0
0
1
0
0
113
113
1
9887_9970
1
4
85
0
0
559
0
0
1,500
bus_only
933
85
289
17
272
345.9
711.7
365.8
0
0
1
0
0
0
113
0
9887_9970
2
4
278
0
0
559
0
0
1,500
bus_only
1,135
278
298
17
281
355.9
1,212.7
856.7
0
0
1
0
0
0
113
0
9887_9970
3
4
306
0
0
559
0
0
1,500
bus_only
1,376
306
511
17
494
611.8
1,658.3
1,046.4
0
0
1
0
0
0
113
0
9887_9998
0
10
274
0
0
739
0
0
1,500
bus_only
1,036
274
23
17
6
26.6
883.4
856.7
0
0
1
0
0
85
85
1
9887_9998
1
10
183
0
0
119
0
0
1,500
bus_only
711
183
409
403
6
489.6
980.5
490.9
0
0
1
0
0
0
85
0
9887_9998
2
10
303
0
0
739
0
0
1,500
bus_only
1,274
303
232
17
215
276.6
1,323.1
1,046.4
0
0
1
0
0
0
85
0
9887_9998
3
10
174
0
0
739
0
0
1,500
bus_only
1,210
174
297
17
280
354.9
962.3
607.4
0
0
1
0
0
0
85
0
9887_9998
4
10
210
0
0
119
0
0
1,500
bus_only
947
210
618
403
215
739.6
1,420.2
680.6
0
0
1
0
0
0
85
0
9887_9998
5
10
81
0
0
739
0
0
1,500
bus_only
1,364
81
544
17
527
651.8
1,017.6
365.8
0
0
1
0
0
0
85
0
9887_9998
6
10
383
0
0
739
0
0
1,500
bus_only
1,658
383
536
17
519
642.2
1,959.5
1,317.2
0
0
1
0
0
0
85
0
9887_9998
7
10
83
0
0
119
0
0
1,500
bus_only
885
83
683
403
280
817.9
1,059.4
241.6
0
0
1
0
0
0
85
0
9887_9998
8
10
281
0
0
119
0
0
1,500
bus_only
1,322
281
922
403
519
1,105.1
2,056.6
951.4
0
0
1
0
0
0
85
0
9887_9998
9
10
1,697
0
0
441
0
1
1,500
bus_only
3,148
1,697
1,010
102
908
1,210.7
9,786.4
8,575.7
0
0
1
0
0
0
85
0
9892_10646
0
10
1,450
0
0
212
0
0
1,500
bus_only
1,677
1,450
15
11
4
16.6
6,754.6
6,738
0
0
1
0
0
26
26
1
9892_10646
1
10
933
0
0
349
57
1
1,500
bus_only
1,354
933
72
11
4
83.9
6,008.5
5,924.7
0
0
1
0
0
0
26
0
9892_10646
2
10
1,334
0
0
272
0
0
1,500
bus_only
2,123
1,334
517
11
506
618.8
6,882.7
6,263.9
0
0
1
0
0
0
26
0