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
1003_4605
8
10
109
3,450
0
745
108
2
1,850
bus+train
4,942
3,559
638
26
504
762.7
30,530.7
497.3
29,270.8
0
1
1
0
0
17
0
1003_4605
9
10
204
3,450
0
523
235
1
1,950
bus+train
4,942
3,654
765
26
504
915.1
31,090.4
904.5
29,270.8
0
1
1
0
0
17
0
1003_4606
0
12
0
3,600
0
478
63
1
1,950
train_only
4,172
3,600
94
26
5
110.5
30,546.1
0
30,435.6
0
0
1
0
36
36
1
1003_4606
1
12
265
3,450
0
425
108
1
1,950
bus+train
4,345
3,715
205
26
71
243
30,540.4
1,026.6
29,270.8
0
1
1
0
0
36
0
1003_4606
2
12
347
3,450
0
425
108
1
1,950
bus+train
4,661
3,797
439
26
305
524
31,133.1
1,338.4
29,270.8
0
1
1
0
0
36
0
1003_4606
3
12
377
3,450
0
425
108
1
1,950
bus+train
4,769
3,827
517
26
383
617.3
31,320.9
1,432.8
29,270.8
0
1
1
0
0
36
0
1003_4606
4
12
620
3,450
0
406
165
1
1,950
bus+train
4,986
4,070
510
26
319
609.2
31,384.8
1,504.8
29,270.8
0
1
1
0
0
36
0
1003_4606
5
12
424
3,450
0
425
108
1
1,950
bus+train
4,860
3,874
561
26
427
671
31,529.8
1,588.1
29,270.8
0
1
1
0
0
36
0
1003_4606
6
12
0
3,540
0
538
63
1
1,850
train_only
4,679
3,540
601
26
512
717.9
30,662.4
0
29,944.5
0
0
1
0
0
36
0
1003_4606
7
12
495
3,450
0
425
108
1
1,950
bus+train
4,977
3,945
607
26
473
726.1
31,850.6
1,853.8
29,270.8
0
1
1
0
0
36
0
1003_4606
8
12
254
3,600
0
516
150
1
1,950
bus+train
4,982
3,854
612
26
436
732.1
31,765.4
621.1
30,412.2
0
1
1
0
0
36
0
1003_4606
9
12
101
3,450
0
410
280
1
1,850
bus+train
4,636
3,551
675
26
369
808
30,500.7
421.9
29,270.8
0
1
1
0
0
36
0
1003_4606
10
12
159
3,450
0
425
108
1
1,850
bus+train
4,709
3,609
675
26
541
807.4
30,686
607.8
29,270.8
0
1
1
0
0
36
0
1003_4606
11
12
62
3,450
0
410
280
1
1,850
bus+train
4,692
3,512
770
26
464
921.6
30,480.5
288.1
29,270.8
0
1
1
0
0
36
0
1003_4607
0
13
0
3,720
0
683
63
1
1,950
train_only
4,493
3,720
90
26
1
105.8
31,646.9
0
31,541.1
0
0
1
0
27
27
1
1003_4607
1
13
105
3,450
0
606
165
1
1,850
bus+train
4,413
3,555
252
26
61
300.5
30,064.5
493.2
29,270.8
0
1
1
0
0
27
0
1003_4607
2
13
235
3,450
0
664
165
2
1,950
bus+train
4,780
3,685
431
26
240
515.1
30,522.1
736.3
29,270.8
0
1
1
0
0
27
0
1003_4607
3
13
172
3,450
0
606
165
1
1,950
bus+train
4,692
3,622
464
26
273
554.1
30,613.3
788.4
29,270.8
0
1
1
0
0
27
0
1003_4607
4
13
141
3,600
0
686
167
1
1,950
bus+train
4,881
3,741
454
26
261
541.8
31,511.3
557.3
30,412.2
0
1
1
0
0
27
0
1003_4607
5
13
436
3,270
0
771
99
1
1,850
bus+train
4,966
3,706
489
26
364
585.5
30,283.3
1,994.9
27,702.9
0
1
1
0
0
27
0
1003_4607
6
13
239
3,600
0
662
121
1
1,950
bus+train
4,973
3,839
472
26
325
563.9
31,569
593
30,412.2
0
1
1
0
0
27
0
1003_4607
7
13
210
3,450
0
664
253
1
1,950
bus+train
4,837
3,660
513
26
234
614.1
30,846.6
961.7
29,270.8
0
1
1
0
0
27
0
1003_4607
8
13
43
3,450
0
666
165
1
1,850
bus+train
4,714
3,493
555
26
364
663.9
30,152.2
217.6
29,270.8
0
1
1
0
0
27
0
1003_4607
9
13
74
3,600
0
722
121
1
1,950
bus+train
4,957
3,674
561
26
414
671.3
31,331.4
247.9
30,412.2
0
1
1
0
0
27
0
1003_4607
10
13
107
3,450
0
724
253
1
1,850
bus+train
4,949
3,557
668
26
389
799.5
30,563.1
492.8
29,270.8
0
1
1
0
0
27
0
1003_4607
11
13
73
3,600
0
686
167
1
1,950
bus+train
5,080
3,673
721
26
528
863.1
31,537.6
262.4
30,412.2
0
1
1
0
0
27
0
1003_4607
12
13
380
3,450
0
664
165
2
1,950
bus+train
5,200
3,830
706
26
515
844.8
31,139.6
1,024
29,270.8
0
1
1
0
0
27
0
1003_4608
0
23
0
3,780
0
728
63
1
1,950
train_only
4,611
3,780
103
26
14
121
32,335.4
0
32,214.4
0
0
1
0
34
34
1
1003_4608
1
23
667
3,270
0
597
99
2
1,950
bus+train
4,855
3,937
321
26
196
383.9
31,505.9
3,419.2
27,702.9
0
1
1
0
0
34
0
1003_4608
2
23
3,388
1,440
0
1,004
55
1
1,950
bus+train
6,109
4,828
277
26
196
330.5
30,729.8
19,834.5
10,564.8
0
1
1
0
0
34
0
1003_4608
3
23
1,546
3,120
0
555
61
1
1,950
bus+train
5,541
4,666
320
26
233
382.1
31,028.2
4,554
26,092.1
0
1
1
0
0
34
0
1003_4608
4
23
1,106
3,270
0
554
99
1
1,950
bus+train
5,251
4,376
321
26
196
383.9
31,154
3,067.2
27,702.9
0
1
1
0
0
34
0
1003_4608
5
23
456
3,450
0
965
108
1
1,950
bus+train
5,223
3,906
352
26
218
418.2
31,536.4
1,847.4
29,270.8
0
1
1
0
0
34
0
1003_4608
6
23
3,274
840
0
1,183
43
2
1,850
bus+train
5,659
4,114
362
26
293
431.1
29,878.5
22,847.9
6,599.5
0
1
1
0
0
34
0
1003_4608
7
23
3,377
840
0
1,123
43
2
1,850
bus+train
5,704
4,217
364
26
295
433.8
30,163.4
23,130.1
6,599.5
0
1
1
0
0
34
0
1003_4608
8
23
1,109
3,270
0
712
99
2
1,950
bus+train
5,510
4,379
419
26
294
500.2
31,118
2,914.8
27,702.9
0
1
1
0
0
34
0
1003_4608
9
23
1,299
3,270
0
652
99
2
1,950
bus+train
5,637
4,569
416
26
291
497.5
31,388.3
3,187.9
27,702.9
0
1
1
0
0
34
0
1003_4608
10
23
4,418
0
0
604
0
1
1,900
bus_only
5,659
4,418
637
344
293
762.1
31,749.1
30,987
0
0
1
0
0
0
34
0
1003_4608
11
23
4,521
0
0
544
0
1
1,900
bus_only
5,704
4,521
639
344
295
764.8
32,034
31,269.2
0
0
1
0
0
0
34
0
1003_4608
12
23
341
3,450
0
788
253
1
1,950
bus+train
5,152
3,791
573
26
294
685
31,265.1
1,309.4
29,270.8
0
1
1
0
0
34
0
1003_4608
13
23
2,543
2,940
0
512
80
1
1,950
bus+train
6,437
5,483
442
26
336
527.4
33,080.5
8,729.7
23,823.3
0
1
1
0
0
34
0
1003_4608
14
23
413
3,450
0
728
253
1
1,950
bus+train
5,161
3,863
570
26
291
682.2
31,535.4
1,582.5
29,270.8
0
1
1
0
0
34
0
1003_4608
15
23
1,716
3,120
0
1,099
72
1
1,950
bus+train
6,357
4,836
422
26
324
503.2
33,509.3
6,914.1
26,092.1
0
1
1
0
0
34
0
1003_4608
16
23
1,255
3,120
0
1,099
72
1
1,950
bus+train
5,949
4,375
475
26
377
567.5
31,764.7
5,105.2
26,092.1
0
1
1
0
0
34
0
1003_4608
17
23
1,090
3,120
0
906
61
1
1,950
bus+train
5,657
4,210
541
26
454
645.7
31,404.7
4,666.9
26,092.1
0
1
1
0
0
34
0
1003_4608
18
23
924
3,270
0
1,041
99
2
1,950
bus+train
5,706
4,194
471
26
346
563.5
31,351.3
3,084.9
27,702.9
0
1
1
0
0
34
0
1003_4608
19
23
997
3,270
0
569
99
1
1,950
bus+train
5,439
4,267
603
26
478
722.3
30,992.6
2,567.3
27,702.9
0
1
1
0
0
34
0
1003_4608
20
23
599
3,450
0
997
165
1
1,950
bus+train
5,614
4,049
568
26
377
679.4
31,004.6
1,054.5
29,270.8
0
1
1
0
0
34
0
1003_4608
21
23
396
3,450
0
905
108
1
1,950
bus+train
5,363
3,846
612
26
478
732.1
31,617.6
1,614.8
29,270.8
0
1
1
0
0
34
0
1003_4608
22
23
962
3,450
0
522
253
1
1,950
bus+train
5,549
4,412
615
26
336
736.1
33,179.5
3,172.6
29,270.8
0
1
1
0
0
34
0
1003_4609
0
22
0
3,540
0
933
63
1
1,950
train_only
4,574
3,540
101
26
12
118.4
32,992.8
0
32,874.4
0
0
1
0
43
43
1
1003_4609
1
22
564
3,150
0
736
253
2
1,950
bus+train
4,945
3,714
495
26
216
592.7
31,863.4
2,052.1
29,218.6
0
1
1
0
0
43
0
1003_4609
2
22
4,278
600
0
606
193
1
1,850
bus+train
5,919
4,878
435
26
216
519.9
28,428.1
22,981.3
4,926.9
0
1
1
0
0
43
0
1003_4609
3
22
838
2,970
0
1,566
99
1
1,950
bus+train
5,715
3,808
341
26
216
408
31,655.7
3,596.9
27,650.8
0
1
1
0
0
43
0
1003_4609
4
22
776
3,150
0
812
108
2
1,950
bus+train
5,168
3,926
430
26
296
512.9
32,407.1
2,675.5
29,218.6
0
1
1
0
0
43
0
1003_4609
5
22
619
3,150
0
1,289
173
1
1,950
bus+train
5,495
3,769
437
26
238
522.1
32,136.6
2,395.9
29,218.6
0
1
1
0
0
43
0
1003_4609
6
22
2,355
2,730
0
842
80
1
1,950
bus+train
6,329
5,085
402
26
296
479.3
31,802.9
7,550.8
23,772.9
0
1
1
0
0
43
0
1003_4609
7
22
559
3,150
0
1,289
173
1
1,950
bus+train
5,493
3,709
495
26
296
591.5
31,985.9
2,175.8
29,218.6
0
1
1
0
0
43
0
1003_4609
8
22
836
3,150
0
607
253
1
1,950
bus+train
5,168
3,986
575
26
296
687.9
31,803.2
1,896.7
29,218.6
0
1
1
0
0
43
0
1003_4609
9
22
628
3,150
0
684
299
1
1,950
bus+train
5,083
3,778
621
26
296
742.1
31,592.3
1,631.6
29,218.6
0
1
1
0
0
43
0
1003_4609
10
22
879
3,150
0
810
108
1
1,950
bus+train
5,425
4,029
586
26
452
700.3
33,417.7
3,498.8
29,218.6
0
1
1
0
0
43
0
1003_4609
11
22
2,445
2,730
0
1,012
80
1
1,950
bus+train
6,659
5,175
472
26
366
563.7
32,563.2
8,226.6
23,772.9
0
1
1
0
0
43
0
1003_4609
12
22
833
3,150
0
810
108
1
1,950
bus+train
5,431
3,983
638
26
504
762.3
33,310.3
3,329.3
29,218.6
0
1
1
0
0
43
0
1003_4609
13
22
910
3,150
0
810
108
1
1,950
bus+train
5,501
4,060
631
26
497
754.6
33,570.8
3,597.5
29,218.6
0
1
1
0
0
43
0
1003_4609
14
22
981
2,970
0
1,566
99
1
1,950
bus+train
6,050
3,951
533
26
408
638
32,451.1
4,162.3
27,650.8
0
1
1
0
0
43
0
1003_4609
15
22
1,139
3,150
0
1,170
108
2
1,950
bus+train
5,959
4,289
500
26
366
597.3
32,782.2
2,966.3
29,218.6
0
1
1
0
0
43
0
1003_4609
16
22
724
3,150
0
1,289
173
1
1,950
bus+train
5,770
3,874
607
26
408
726.4
32,706.6
2,761.6
29,218.6
0
1
1
0
0
43
0
1003_4609
17
22
2,645
2,730
0
638
80
1
1,950
bus+train
6,611
5,375
598
26
492
714.3
33,018.8
8,531.6
23,772.9
0
1
1
0
0
43
0
1003_4609
18
22
2,764
2,730
0
578
80
1
1,950
bus+train
6,670
5,494
598
26
492
715.2
33,217.8
8,729.7
23,772.9
0
1
1
0
0
43
0
1003_4609
19
22
2,658
2,730
0
842
80
1
1,950
bus+train
6,801
5,388
571
26
465
682.5
32,775.4
8,320
23,772.9
0
1
1
0
0
43
0
1003_4609
20
22
820
3,150
0
736
253
2
1,950
bus+train
5,393
3,970
687
26
408
822.8
32,658.9
2,617.5
29,218.6
0
1
1
0
0
43
0
1003_4609
21
22
1,311
2,970
0
1,352
99
1
1,950
bus+train
6,276
4,281
643
26
518
770.2
33,744.5
5,323.6
27,650.8
0
1
1
0
0
43
0
1003_4610
0
23
0
3,960
0
843
63
1
1,950
train_only
4,915
3,960
112
26
23
132.1
33,777.6
0
33,645.5
0
0
1
0
32
32
1
1003_4610
1
23
788
3,450
0
659
173
1
1,950
bus+train
5,297
4,238
400
26
201
478.5
32,710.1
2,960.8
29,270.8
0
1
1
0
0
32
0
1003_4610
2
23
1,107
3,450
0
660
108
1
1,950
bus+train
5,433
4,557
216
26
82
256.1
33,856.6
4,329.8
29,270.8
0
1
1
0
0
32
0
1003_4610
3
23
1,418
3,120
0
1,321
61
1
1,950
bus+train
6,167
4,538
308
26
221
367.2
32,444.1
5,984.8
26,092.1
0
1
1
0
0
32
0
1003_4610
4
23
1,052
3,450
0
660
108
1
1,950
bus+train
5,503
4,502
341
26
207
406.4
33,800.3
4,123.1
29,270.8
0
1
1
0
0
32
0
1003_4610
5
23
1,154
3,450
0
660
108
1
1,950
bus+train
5,613
4,604
349
26
215
416.4
34,188.8
4,501.7
29,270.8
0
1
1
0
0
32
0
1003_4610
6
23
879
3,450
0
659
173
1
1,950
bus+train
5,402
4,329
414
26
215
495
33,059.9
3,294.2
29,270.8
0
1
1
0
0
32
0
1003_4610
7
23
1,016
3,450
0
660
108
1
1,950
bus+train
5,568
4,466
442
26
308
527.7
33,799.2
4,000.7
29,270.8
0
1
1
0
0
32
0
1003_4610
8
23
4,818
600
0
585
193
1
1,850
bus+train
6,500
5,418
497
26
278
593.8
29,124.3
23,603.6
4,926.9
0
1
1
0
0
32
0
1003_4610
9
23
819
3,450
0
795
173
2
1,950
bus+train
5,541
4,269
477
26
278
570.3
32,699
2,858
29,270.8
0
1
1
0
0
32
0
1003_4610
10
23
968
3,450
0
720
108
1
1,950
bus+train
5,680
4,418
542
26
408
647.4
33,740.3
3,822.2
29,270.8
0
1
1
0
0
32
0
1003_4610
11
23
724
3,450
0
659
173
1
1,950
bus+train
5,449
4,174
616
26
417
737.1
32,769.5
2,761.6
29,270.8
0
1
1
0
0
32
0
1003_4610
12
23
4,110
1,440
0
818
55
1
1,950
bus+train
6,954
5,550
586
26
505
700.8
32,355.8
21,090.1
10,564.8
0
1
1
0
0
32
0
1003_4610
13
23
2,108
3,120
0
686
61
1
1,950
bus+train
6,508
5,228
594
26
507
710.8
32,670.7
5,867.8
26,092.1
0
1
1
0
0
32
0
1003_4610
14
23
1,480
3,120
0
1,321
61
1
1,950
bus+train
6,502
4,600
581
26
494
694.7
33,035
6,248.3
26,092.1
0
1
1
0
0
32
0
1003_4610
15
23
1,234
3,450
0
660
108
1
1,950
bus+train
6,013
4,684
669
26
535
800.1
34,898.8
4,827.9
29,270.8
0
1
1
0
0
32
0
1003_4610
16
23
1,029
3,450
0
739
108
2
1,950
bus+train
5,846
4,479
628
26
494
750.8
33,607.7
3,586.2
29,270.8
0
1
1
0
0
32
0
1003_4610
17
23
955
3,450
0
739
108
2
1,950
bus+train
5,783
4,405
639
26
505
763.9
33,405
3,370.3
29,270.8
0
1
1
0
0
32
0
1003_4610
18
23
1,829
3,270
0
800
99
1
1,950
bus+train
6,529
5,099
630
26
505
754.2
33,165.1
4,708
27,702.9
0
1
1
0
0
32
0
1003_4610
19
23
912
3,450
0
1,357
108
1
1,950
bus+train
6,347
4,362
628
26
494
750.8
33,607.8
3,586.3
29,270.8
0
1
1
0
0
32
0
1003_4610
20
23
853
3,450
0
1,357
108
1
1,950
bus+train
6,299
4,303
639
26
505
763.9
33,405.1
3,370.4
29,270.8
0
1
1
0
0
32
0
1003_4610
21
23
965
3,450
0
659
173
1
1,950
bus+train
5,808
4,415
734
26
535
878.7
33,769.8
3,620.4
29,270.8
0
1
1
0
0
32
0
1003_4610
22
23
1,213
3,450
0
780
253
1
1,950
bus+train
6,216
4,663
773
26
494
925.8
33,004
2,807.5
29,270.8
0
1
1
0
0
32
0
1003_4611
0
21
0
4,020
0
506
63
1
1,950
train_only
4,648
4,020
122
26
33
144
34,399.8
0
34,255.8
0
0
1
0
17
17
1
1003_4611
1
21
1,226
3,600
0
321
63
1
2,050
bus+train
5,510
4,826
363
26
274
434.5
35,457.9
4,611.2
30,412.2
0
1
1
0
0
17
0
1003_4611
2
21
1,738
3,270
0
383
99
2
1,950
bus+train
5,784
5,008
393
26
268
469.8
33,833.1
5,660.3
27,702.9
0
1
1
0
0
17
0
1003_4611
3
21
1,834
3,270
0
295
99
1
1,950
bus+train
5,802
5,104
403
26
278
481.6
33,746.7
5,562.2
27,702.9
0
1
1
0
0
17
0
1003_4611
4
21
1,623
3,120
0
744
61
1
1,950
bus+train
5,901
4,743
414
26
327
494.7
33,451
6,864.3
26,092.1
0
1
1
0
0
17
0