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
1002_9008077
11
12
271
1,320
0
277
334
1
1,550
bus+train
2,597
1,591
729
62
333
872.9
13,777.2
753.4
12,150.9
0
1
1
0
0
14
0
1002_9009128
0
10
1,274
0
0
461
311
1
1,500
bus_only
2,126
1,274
391
51
29
467.4
11,285.1
10,817.7
0
0
1
0
0
0
13
0.1
1002_9009128
1
10
2,012
0
0
876
0
0
1,500
bus_only
3,509
2,012
621
198
423
743.7
13,356.8
12,613.1
0
0
1
0
0
0
13
0.1
1002_9009128
2
10
1,337
0
0
401
311
1
1,500
bus_only
2,190
1,337
452
51
90
541
11,469.1
10,928
0
0
1
0
0
0
13
0.1
1002_9009128
3
10
1,203
0
0
500
0
1
1,500
bus_only
2,247
1,203
544
51
493
651.5
11,497.8
10,846.3
0
0
1
0
0
0
13
0.1
1002_9009128
4
10
1,186
0
0
401
311
1
1,500
bus_only
2,188
1,186
601
51
239
719.6
11,348.4
10,628.8
0
0
1
0
0
0
13
0.1
1002_9009128
5
10
1,401
0
0
465
188
1
1,500
bus_only
2,486
1,401
620
51
381
742.9
11,269.4
10,526.5
0
0
1
0
0
0
13
0.1
1002_9009128
6
10
1,199
0
0
546
162
2
1,500
bus_only
2,349
1,199
604
51
391
723.2
11,524.8
10,801.6
0
0
1
0
0
0
13
0.1
1002_9009128
7
10
1,285
0
0
465
188
1
1,500
bus_only
2,435
1,285
685
51
446
820.3
11,207.3
10,387
0
0
1
0
0
0
13
0.1
1002_9009128
8
10
1,345
0
0
673
65
1
1,500
bus_only
2,691
1,345
673
51
557
805.6
12,140.9
11,335.2
0
0
1
0
0
0
13
0.1
1002_9009128
9
10
2,070
0
0
448
0
0
1,500
bus_only
3,357
2,070
839
416
423
1,005.3
13,404.8
12,399.5
0
0
1
0
0
0
13
0.1
1002_9009142
0
17
1,679
0
0
729
188
1
1,500
bus_only
2,658
1,679
250
51
11
297.4
11,432.8
11,135.5
0
0
1
0
0
0
14
0
1002_9009142
1
17
1,259
0
0
915
65
1
1,500
bus_only
2,570
1,259
396
51
280
473.3
12,073
11,599.7
0
0
1
0
0
0
14
0
1002_9009142
2
17
1,616
0
0
729
188
1
1,500
bus_only
2,694
1,616
349
51
110
417.4
11,442.5
11,025.1
0
0
1
0
0
0
14
0
1002_9009142
3
17
1,535
0
0
669
188
1
1,500
bus_only
2,740
1,535
536
51
297
642.2
11,478.4
10,836.2
0
0
1
0
0
0
14
0
1002_9009142
4
17
1,495
0
0
1,065
17
1
1,500
bus_only
3,063
1,495
503
51
435
602.1
11,716.2
11,114
0
0
1
0
0
0
14
0
1002_9009142
5
17
1,357
0
0
750
65
1
1,500
bus_only
2,693
1,357
586
51
470
701.1
12,036.3
11,335.2
0
0
1
0
0
0
14
0
1002_9009142
6
17
1,283
0
0
729
188
1
1,500
bus_only
2,666
1,283
654
51
415
782.6
11,169.6
10,387
0
0
1
0
0
0
14
0
1002_9009142
7
17
1,733
0
0
702
106
1
1,500
bus_only
3,050
1,733
615
51
458
736.2
11,615.3
10,879.1
0
0
1
0
0
0
14
0
1002_9009142
8
17
1,384
0
0
669
188
1
1,500
bus_only
2,750
1,384
697
51
458
834.5
11,361
10,526.5
0
0
1
0
0
0
14
0
1002_9009142
9
17
406
1,320
0
765
38
1
1,550
bus+train
3,106
1,726
615
62
515
734.7
13,566.4
598.6
12,233
0
1
1
0
14
14
1
1002_9009142
10
17
148
1,320
0
885
51
1
1,550
bus+train
2,981
1,468
628
62
515
750.3
13,563.4
580
12,233
0
1
1
0
0
14
0
1002_9009142
11
17
1,632
0
0
762
106
1
1,500
bus_only
3,087
1,632
693
51
536
830
11,569.5
10,739.5
0
0
1
0
0
0
14
0
1002_9009142
12
17
1,465
0
0
669
188
1
1,500
bus_only
2,853
1,465
719
51
480
860.8
11,535
10,674.2
0
0
1
0
0
0
14
0
1002_9009142
13
17
1,384
330
0
619
66
3
1,550
bus+train
2,931
1,714
598
62
470
714.9
12,353.9
7,620.3
4,018.8
0
1
1
0
0
14
0
1002_9009142
14
17
541
1,020
0
709
108
2
1,550
bus+train
2,910
1,561
640
62
470
765.9
13,837.1
3,226.5
9,844.6
0
1
1
0
0
14
0
1002_9009142
15
17
1,186
0
0
1,029
162
2
1,500
bus_only
2,898
1,186
683
51
470
817.8
11,619.4
10,801.6
0
0
1
0
0
0
14
0
1002_9009142
16
17
567
1,020
0
569
222
1
1,550
bus+train
2,910
1,587
754
62
470
902.5
14,036
3,288.8
9,844.6
0
1
1
0
0
14
0
1002_9009695
0
18
362
330
0
474
95
1
1,550
bus+train
1,329
692
163
62
6
193.8
5,085.2
872.6
4,018.8
0
1
1
0
40
40
1
1002_9009695
1
18
250
330
0
474
95
1
1,550
bus+train
1,423
580
369
62
212
441
5,140.1
680.3
4,018.8
0
1
1
0
0
40
0
1002_9009695
2
18
660
0
0
135
0
0
1,500
bus_only
1,451
660
656
416
240
786
5,801.4
5,015.4
0
0
1
0
0
0
40
0
1002_9009695
3
18
964
0
0
431
0
1
1,500
bus_only
1,721
964
326
51
275
389.3
9,442
9,052.6
0
0
1
0
0
0
40
0
1002_9009695
4
18
434
330
0
474
95
1
1,550
bus+train
1,594
764
356
62
199
425.6
5,489.1
1,044.7
4,018.8
0
1
1
0
0
40
0
1002_9009695
5
18
962
150
0
226
51
1
1,550
bus+train
1,771
1,112
433
62
320
516.7
8,486.8
6,315.5
1,654.6
0
1
1
0
0
40
0
1002_9009695
6
18
300
330
0
568
95
1
1,550
bus+train
1,640
630
442
62
285
528
6,113.7
1,567
4,018.8
0
1
1
0
0
40
0
1002_9009695
7
18
288
330
0
672
61
1
1,550
bus+train
1,733
618
443
62
320
529.6
6,513.8
1,965.4
4,018.8
0
1
1
0
0
40
0
1002_9009695
8
18
504
330
0
389
124
1
1,550
bus+train
1,727
834
504
62
318
601.5
6,023.2
1,403
4,018.8
0
1
1
0
0
40
0
1002_9009695
9
18
247
330
0
390
225
1
1,550
bus+train
1,529
577
562
62
275
671.2
5,980.4
1,290.4
4,018.8
0
1
1
0
0
40
0
1002_9009695
10
18
367
120
0
367
235
1
1,550
bus+train
1,471
487
617
62
320
737.9
5,132.4
3,016
1,378.4
0
1
1
0
0
40
0
1002_9009695
11
18
424
330
0
329
124
1
1,550
bus+train
1,669
754
586
62
400
700.9
5,973.7
1,254.1
4,018.8
0
1
1
0
0
40
0
1002_9009695
12
18
364
330
0
329
124
1
1,550
bus+train
1,643
694
620
62
434
741.1
5,907.8
1,147.9
4,018.8
0
1
1
0
0
40
0
1002_9009695
13
18
1,023
0
0
584
0
0
1,500
bus_only
2,298
1,023
691
416
275
827.9
7,279.4
6,451.5
0
0
1
0
0
0
40
0
1002_9009695
14
18
175
330
0
534
95
1
1,550
bus+train
1,747
505
708
62
551
846.3
5,255.3
390.2
4,018.8
0
1
1
0
0
40
0
1002_9009695
15
18
484
120
0
516
235
2
1,550
bus+train
1,783
604
663
62
366
793
5,397.9
3,226.4
1,378.4
0
1
1
0
0
40
0
1002_9009695
16
18
777
0
0
224
0
1
1,500
bus_only
1,783
777
782
416
366
937.3
6,163.2
5,225.8
0
0
1
0
0
0
40
0
1002_9009695
17
18
747
0
0
202
53
1
1,500
bus_only
1,770
747
821
416
352
983.2
6,265.9
5,282.6
0
0
1
0
0
0
40
0
1002_9009701
0
10
264
330
0
452
95
1
1,550
bus+train
1,240
594
194
62
37
230.5
4,929.6
680.3
4,018.8
0
1
1
0
21
21
1
1002_9009701
1
10
1,067
0
0
323
0
0
1,500
bus_only
2,178
1,067
788
416
372
943.7
7,395.2
6,451.5
0
0
1
0
0
0
21
0
1002_9009701
2
10
376
330
0
512
95
1
1,550
bus+train
1,609
706
391
62
234
467.1
5,358.5
872.6
4,018.8
0
1
1
0
0
21
0
1002_9009701
3
10
189
330
0
452
95
1
1,550
bus+train
1,419
519
448
62
291
535.9
4,944.9
390.2
4,018.8
0
1
1
0
0
21
0
1002_9009701
4
10
372
330
0
444
124
1
1,550
bus+train
1,779
702
633
62
447
757.3
5,924
1,147.9
4,018.8
0
1
1
0
0
21
0
1002_9009701
5
10
303
330
0
444
124
1
1,550
bus+train
1,748
633
671
62
485
802.9
5,790.2
968.5
4,018.8
0
1
1
0
0
21
0
1002_9009701
6
10
275
330
0
476
95
2
1,550
bus+train
1,710
605
629
62
472
752.2
6,338
1,567
4,018.8
0
1
1
0
0
21
0
1002_9009701
7
10
837
0
0
219
0
0
1,500
bus_only
1,900
837
844
416
428
1,011.2
6,026.6
5,015.4
0
0
1
0
0
0
21
0
1002_9009701
8
10
389
330
0
541
61
1
1,550
bus+train
2,028
719
768
62
645
919.3
6,903.5
1,965.4
4,018.8
0
1
1
0
0
21
0
1002_9009701
9
10
496
120
0
377
235
1
1,550
bus+train
1,909
616
916
62
619
1,096.7
5,491.1
3,016
1,378.4
0
1
1
0
0
21
0
1002_9009712
0
15
378
330
0
519
124
1
1,550
bus+train
1,420
708
193
62
7
229.7
5,502.5
1,254.1
4,018.8
0
1
1
0
13
13
1
1002_9009712
1
15
459
120
0
460
288
2
1,550
bus+train
1,398
579
359
62
9
427.3
5,238.2
3,432.4
1,378.4
0
1
1
0
0
13
0
1002_9009712
2
15
670
0
0
136
0
0
1,500
bus_only
1,561
670
755
416
339
905.7
5,921.1
5,015.4
0
0
1
0
0
0
13
0
1002_9009712
3
15
328
330
0
579
124
1
1,550
bus+train
1,536
658
299
62
113
356.5
5,523.2
1,147.9
4,018.8
0
1
1
0
0
13
0
1002_9009712
4
15
451
330
0
519
124
1
1,550
bus+train
1,661
781
361
62
175
430.7
5,852.5
1,403
4,018.8
0
1
1
0
0
13
0
1002_9009712
5
15
267
330
0
579
124
1
1,550
bus+train
1,673
597
497
62
311
593.3
5,580.6
968.5
4,018.8
0
1
1
0
0
13
0
1002_9009712
6
15
387
120
0
460
288
2
1,550
bus+train
1,481
507
514
62
164
613.5
5,275.2
3,283.2
1,378.4
0
1
1
0
0
13
0
1002_9009712
7
15
348
330
0
570
95
1
1,550
bus+train
1,807
678
559
62
402
668.9
5,560.3
872.6
4,018.8
0
1
1
0
0
13
0
1002_9009712
8
15
300
120
0
354
235
1
1,550
bus+train
1,410
420
636
62
339
761.4
5,155.8
3,016
1,378.4
0
1
1
0
0
13
0
1002_9009712
9
15
821
0
0
304
34
1
1,500
bus_only
1,731
821
606
184
388
724.3
5,989.3
5,265.1
0
0
1
0
0
0
13
0
1002_9009712
10
15
235
330
0
519
124
1
1,550
bus+train
1,679
565
595
62
409
711.2
5,612.6
882.6
4,018.8
0
1
1
0
0
13
0
1002_9009712
11
15
347
120
0
465
318
2
1,550
bus+train
1,521
467
589
62
209
703.8
5,258.2
3,176
1,378.4
0
1
1
0
0
13
0
1002_9009712
12
15
247
330
0
570
95
1
1,550
bus+train
1,758
577
611
62
454
730.8
5,429.9
680.3
4,018.8
0
1
1
0
0
13
0
1002_9009712
13
15
561
120
0
361
235
2
1,550
bus+train
1,706
681
664
62
367
794.7
5,793.3
3,620.2
1,378.4
0
1
1
0
0
13
0
1002_9009712
14
15
357
330
0
468
170
2
1,550
bus+train
1,927
687
772
62
540
923.9
7,224.8
2,282.1
4,018.8
0
1
1
0
0
13
0
1002_9035006
0
15
269
1,320
0
422
38
1
1,550
bus+train
2,112
1,589
101
62
1
118.7
12,950.4
598.6
12,233
0
1
1
0
24
24
1
1002_9035006
1
15
54
1,320
0
518
51
1
1,550
bus+train
2,006
1,374
114
62
1
134.3
12,947.4
580
12,233
0
1
1
0
0
24
0
1002_9035006
2
15
1,786
0
0
510
0
0
1,500
bus_only
2,797
1,786
501
198
303
599.9
13,213
12,613.1
0
0
1
0
0
0
24
0
1002_9035006
3
15
327
1,470
0
328
67
1
1,650
bus+train
2,316
1,797
191
62
62
227.5
15,484.5
1,255.6
14,001.4
0
1
1
0
0
24
0
1002_9035006
4
15
335
1,320
0
422
38
1
1,550
bus+train
2,406
1,655
329
62
229
392.5
13,427.3
801.8
12,233
0
1
1
0
0
24
0
1002_9035006
5
15
129
1,320
0
518
51
1
1,550
bus+train
2,309
1,449
342
62
229
408.1
13,424.3
783.2
12,233
0
1
1
0
0
24
0
1002_9035006
6
15
160
1,320
0
544
115
1
1,550
bus+train
2,438
1,480
414
62
237
494.7
13,223
495.3
12,233
0
1
1
0
0
24
0
1002_9035006
7
15
211
1,320
0
482
38
1
1,550
bus+train
2,451
1,531
438
62
338
522.8
13,048.7
292.8
12,233
0
1
1
0
0
24
0
1002_9035006
8
15
26
1,320
0
578
51
1
1,550
bus+train
2,375
1,346
451
62
338
538.4
13,045.7
274.3
12,233
0
1
1
0
0
24
0
1002_9035006
9
15
84
1,320
0
589
51
1
1,550
bus+train
2,431
1,404
438
62
325
523.3
13,396.1
639.7
12,233
0
1
1
0
0
24
0
1002_9035006
10
15
948
330
0
532
95
1
1,550
bus+train
2,348
1,278
538
62
381
643.1
11,552.4
6,890.5
4,018.8
0
1
1
0
0
24
0
1002_9035006
11
15
408
1,320
0
422
38
1
1,550
bus+train
2,627
1,728
477
62
377
569.4
13,737.3
934.9
12,233
0
1
1
0
0
24
0
1002_9035006
12
15
191
1,320
0
471
118
1
1,550
bus+train
2,545
1,511
563
62
383
673.4
13,594
687.5
12,233
0
1
1
0
0
24
0
1002_9035006
13
15
2,044
0
0
510
0
0
1,500
bus_only
3,177
2,044
623
198
425
746.7
14,106.4
13,359.8
0
0
1
0
0
0
24
0
1002_9035006
14
15
1,206
330
0
532
95
1
1,550
bus+train
2,693
1,536
625
62
468
748.2
12,404.2
7,637.2
4,018.8
0
1
1
0
0
24
0
1002_9037177
0
9
1,202
330
0
516
66
1
1,550
bus+train
2,644
1,532
596
62
468
711.9
7,391.8
2,661.1
4,018.8
0
1
1
0
13
13
1
1002_9037177
1
9
1,136
330
0
516
66
1
1,550
bus+train
2,639
1,466
657
62
529
785
7,386
2,582.2
4,018.8
0
1
1
0
0
13
0
1002_9037177
2
9
1,074
330
0
516
66
1
1,550
bus+train
2,608
1,404
688
62
560
822.6
7,337.6
2,496.2
4,018.8
0
1
1
0
0
13
0
1002_9037177
3
9
1,033
330
0
516
66
1
1,550
bus+train
2,627
1,363
748
62
620
893.3
7,313
2,401
4,018.8
0
1
1
0
0
13
0
1002_9037177
4
9
1,223
0
0
887
277
1
1,500
bus_only
2,871
1,223
761
51
433
911
8,973.9
8,062.9
0
0
1
0
0
0
13
0
1002_9037177
5
9
962
330
0
516
66
1
1,550
bus+train
2,649
1,292
841
62
713
1,006.2
7,243.8
2,218.8
4,018.8
0
1
1
0
0
13
0
1002_9037177
6
9
781
0
0
822
0
1
1,500
bus_only
2,497
781
894
51
843
1,071.2
8,819.3
7,748.1
0
0
1
0
0
0
13
0
1002_9037177
7
9
1,170
0
0
887
277
1
1,500
bus_only
2,929
1,170
872
51
544
1,044.6
9,001.7
7,957.1
0
0
1
0
0
0
13
0
1002_9037177
8
9
512
330
0
338
95
1
1,550
bus+train
2,180
842
1,000
62
843
1,198
7,929.1
2,712.4
4,018.8
0
1
1
0
0
13
0
1002_9684
0
13
881
0
0
679
0
1
1,500
bus_only
1,619
881
59
51
8
69.2
7,476.4
7,407.3
0
0
1
0
0
0
26
0
1002_9684
1
13
427
330
0
320
95
1
1,550
bus+train
1,242
757
165
62
8
195.9
6,586.2
2,371.5
4,018.8
0
1
1
0
16
26
0.615385
1002_9684
2
13
1,143
0
0
158
0
0
1,500
bus_only
1,725
1,143
424
416
8
507.7
7,763.8
7,256.1
0
0
1
0
0
0
26
0
1002_9684
3
13
827
0
0
649
0
1
1,500
bus_only
1,799
827
323
51
272
386.1
7,556.6
7,170.5
0
0
1
0
0
0
26
0
1002_9684
4
13
720
70
0
748
84
1
1,550
bus+train
1,926
790
388
51
253
463.7
8,067.5
6,910.3
693.5
0
1
1
0
0
26
0