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_331
16
25
1,788
0
0
785
61
2
1,500
bus_only
3,181
1,788
608
51
496
727.4
12,981.2
12,253.8
0
0
1
0
0
0
22
0
1002_331
17
25
1,402
0
0
865
29
3
1,500
bus_only
2,851
1,402
584
51
504
698.6
11,347.9
10,649.4
0
0
1
0
0
0
22
0
1002_331
18
25
1,455
150
0
524
90
2
1,550
bus+train
2,807
1,605
678
62
526
810.4
14,263
11,798
1,654.6
0
1
1
0
0
22
0
1002_331
19
25
2,580
0
0
730
0
2
1,700
bus_only
3,831
2,580
521
51
470
623.6
20,797.7
20,174
0
0
1
0
0
0
22
0
1002_331
20
25
1,424
0
0
773
0
2
1,500
bus_only
2,851
1,424
654
150
504
783.1
9,186.1
8,403.1
0
0
1
0
0
0
22
0
1002_331
21
25
1,441
810
0
358
116
1
1,650
bus+train
3,313
2,251
704
62
526
842.3
18,395.5
11,523.7
6,029.5
0
1
1
0
0
22
0
1002_331
22
25
2,082
480
0
508
131
1
1,650
bus+train
3,759
2,562
689
62
496
824.1
19,020
12,777.6
5,418.2
0
1
1
0
0
22
0
1002_331
23
25
1,676
330
0
474
124
2
1,550
bus+train
3,178
2,006
698
62
512
835.3
15,092.6
10,238.5
4,018.8
0
1
1
0
0
22
0
1002_331
24
25
2,798
0
0
555
0
3
1,600
bus_only
3,911
2,798
558
51
507
668.9
19,950
19,281
0
0
1
0
0
0
22
0
1002_332
0
13
2,329
0
0
356
0
1
1,500
bus_only
2,996
2,329
311
199
112
370.8
15,355.8
14,985
0
0
1
0
0
0
41
0
1002_332
1
13
0
1,261
0
988
103
2
1,550
train_only
2,564
1,261
315
62
150
375.7
14,551.9
0
14,176.2
0
0
1
0
41
41
1
1002_332
2
13
1,801
0
0
359
0
0
1,500
bus_only
2,820
1,801
660
416
244
790.1
11,701.6
10,911.4
0
0
1
0
0
0
41
0
1002_332
3
13
1,959
0
0
471
49
1
1,500
bus_only
2,786
1,959
356
38
269
424.6
12,990.2
12,565.6
0
0
1
0
0
0
41
0
1002_332
4
13
1,914
0
0
504
120
1
1,500
bus_only
2,845
1,914
427
38
269
510.2
11,824.1
11,313.9
0
0
1
0
0
0
41
0
1002_332
5
13
1,889
0
0
471
49
1
1,500
bus_only
2,830
1,889
470
38
383
560.7
12,580.3
12,019.6
0
0
1
0
0
0
41
0
1002_332
6
13
539
1,320
0
294
53
1
1,650
bus+train
2,601
1,859
448
371
24
535.2
16,515.4
3,417.1
12,563.1
0
1
1
0
0
41
0
1002_332
7
13
1,724
0
0
504
120
1
1,500
bus_only
2,769
1,724
541
38
383
646
11,318.9
10,672.9
0
0
1
0
0
0
41
0
1002_332
8
13
1,637
150
0
506
207
2
1,550
bus+train
2,865
1,787
572
62
303
682.1
14,370.5
12,033.7
1,654.6
0
1
1
0
0
41
0
1002_332
9
13
1,447
150
0
506
207
2
1,550
bus+train
2,755
1,597
652
62
383
777.4
13,824.7
11,392.8
1,654.6
0
1
1
0
0
41
0
1002_332
10
13
1,611
0
0
359
0
0
1,500
bus_only
2,769
1,611
799
416
383
956.7
11,227.2
10,270.5
0
0
1
0
0
0
41
0
1002_332
11
13
1,781
0
0
278
132
1
1,500
bus_only
2,831
1,781
772
371
269
923.6
14,310.1
13,386.5
0
0
1
0
0
0
41
0
1002_332
12
13
1,591
0
0
278
132
1
1,500
bus_only
2,755
1,591
886
371
383
1,059.4
13,804.9
12,745.6
0
0
1
0
0
0
41
0
1002_339
0
9
2,478
0
0
499
49
1
1,700
bus_only
3,141
2,478
164
38
77
193.9
21,209.6
21,015.6
0
0
1
0
0
0
14
0
1002_339
1
9
2,466
0
0
533
49
2
1,700
bus_only
3,164
2,466
165
38
78
196.4
21,117.4
20,921
0
0
1
0
0
0
14
0
1002_339
2
9
3,086
0
0
459
49
1
1,700
bus_only
3,710
3,086
165
38
78
196.4
20,575.5
20,379.1
0
0
1
0
0
0
14
0
1002_339
3
9
2,228
480
0
574
40
1
1,750
bus+train
3,462
2,708
180
62
78
214.7
24,206.4
18,573.5
5,418.2
0
1
1
0
14
14
1
1002_339
4
9
2,666
0
0
618
49
2
1,700
bus_only
3,612
2,666
328
38
241
390.9
20,689
20,298.1
0
0
1
0
0
0
14
0
1002_339
5
9
3,169
0
0
519
49
1
1,700
bus_only
4,170
3,169
482
38
395
576
21,250.6
20,674.6
0
0
1
0
0
0
14
0
1002_339
6
9
2,549
0
0
593
49
2
1,700
bus_only
3,624
2,549
482
38
395
576
21,792.5
21,216.5
0
0
1
0
0
0
14
0
1002_339
7
9
2,311
480
0
634
40
1
1,750
bus+train
3,922
2,791
497
62
395
594.3
24,881.5
18,869
5,418.2
0
1
1
0
0
14
0
1002_339
8
9
2,421
0
0
439
49
1
1,700
bus_only
3,448
2,421
588
38
501
703.3
21,197.9
20,494.6
0
0
1
0
0
0
14
0
1002_3753
0
3
561
1,240
0
737
84
1
1,650
bus+train
2,687
1,801
149
51
14
177.7
18,962.2
6,910.3
11,874.2
0
1
1
0
0
35
0
1002_3753
1
3
572
1,770
0
900
81
1
1,650
bus+train
3,551
2,342
309
62
166
367.9
19,586.4
2,623.2
16,595.3
0
1
1
0
35
35
1
1002_3753
2
3
572
1,770
0
920
102
1
1,650
bus+train
3,861
2,342
599
62
435
716.7
19,945.1
2,633.1
16,595.3
0
1
1
0
0
35
0
1002_3754
0
11
526
1,370
0
730
84
1
1,650
bus+train
2,767
1,896
141
51
6
167.9
20,157
6,910.3
13,078.8
0
1
1
0
0
20
0
1002_3754
1
11
0
2,100
0
897
32
1
1,750
train_only
3,210
2,100
213
62
119
253.4
20,911.7
0
20,658.4
0
0
1
0
20
20
1
1002_3754
2
11
712
1,920
0
436
19
1
1,750
bus+train
3,264
2,632
196
62
115
234.1
20,940.7
2,667
18,039.6
0
1
1
0
0
20
0
1002_3754
3
11
1,525
1,920
0
1,044
19
1
1,750
bus+train
4,862
3,445
373
62
292
446.4
21,654.1
3,168.2
18,039.6
0
1
1
0
0
20
0
1002_3754
4
11
530
1,920
0
436
19
1
1,750
bus+train
3,290
2,450
404
62
323
482.8
20,804.6
2,282.2
18,039.6
0
1
1
0
0
20
0
1002_3754
5
11
1,049
1,770
0
678
102
1
1,750
bus+train
3,932
2,819
435
62
271
519.2
21,795.9
4,681.3
16,595.3
0
1
1
0
0
20
0
1002_3754
6
11
790
1,920
0
496
19
1
1,750
bus+train
3,717
2,710
511
62
430
610.8
21,597.3
2,947
18,039.6
0
1
1
0
0
20
0
1002_3754
7
11
1,002
1,770
0
618
102
1
1,750
bus+train
3,875
2,772
485
62
321
580.4
21,711
4,535.3
16,595.3
0
1
1
0
0
20
0
1002_3754
8
11
1,022
1,770
0
618
102
1
1,750
bus+train
3,937
2,792
527
62
363
629.8
21,816.2
4,591.1
16,595.3
0
1
1
0
0
20
0
1002_3754
9
11
644
2,040
0
399
264
1
1,750
bus+train
3,770
2,684
687
62
361
822
22,392.3
2,395.2
19,175.1
0
1
1
0
0
20
0
1002_3754
10
11
1,112
1,770
0
618
102
1
1,750
bus+train
4,192
2,882
692
62
528
828.7
22,375.2
4,951.2
16,595.3
0
1
1
0
0
20
0
1002_3755
0
13
624
1,470
0
639
84
1
1,750
bus+train
2,871
2,094
138
51
3
164.1
21,082.8
6,910.3
14,008.3
0
1
1
0
0
53
0
1002_3755
1
13
1,513
1,920
0
607
19
1
1,750
bus+train
4,316
3,433
276
62
195
329.9
21,479
3,109.5
18,039.6
0
1
1
0
53
53
1
1002_3755
2
13
1,771
2,310
0
304
34
1
1,850
bus+train
4,728
4,081
343
62
247
409.4
26,812.9
4,632.9
21,770.7
0
1
1
0
0
53
0
1002_3755
3
13
4,534
0
0
323
0
2
1,700
bus_only
5,237
4,534
380
38
342
454
24,360.4
23,906.5
0
0
1
0
0
0
53
0
1002_3755
4
13
707
2,190
0
555
111
1
1,750
bus+train
3,998
2,897
546
62
373
653.5
24,301.1
2,871.2
20,776.4
0
1
1
0
0
53
0
1002_3755
5
13
1,582
1,920
0
607
19
1
1,750
bus+train
4,599
3,502
490
62
409
586.3
21,926.6
3,300.7
18,039.6
0
1
1
0
0
53
0
1002_3755
6
13
1,192
1,770
0
646
102
2
1,750
bus+train
4,113
2,962
505
62
341
604.3
22,081.9
4,882.3
16,595.3
0
1
1
0
0
53
0
1002_3755
7
13
1,309
1,920
0
667
19
1
1,750
bus+train
4,473
3,229
577
62
496
689.9
21,388.4
2,658.9
18,039.6
0
1
1
0
0
53
0
1002_3755
8
13
1,532
1,770
0
478
81
1
1,750
bus+train
4,419
3,302
639
62
496
763.6
21,316
3,957.1
16,595.3
0
1
1
0
0
53
0
1002_3755
9
13
843
2,040
0
310
265
1
1,750
bus+train
3,929
2,883
736
62
409
880.9
22,148.4
2,092.4
19,175.1
0
1
1
0
0
53
0
1002_3755
10
13
752
2,040
0
418
192
1
1,750
bus+train
3,960
2,792
750
62
496
896.7
21,708.4
1,636.7
19,175.1
0
1
1
0
0
53
0
1002_3755
11
13
462
2,040
0
474
264
1
1,750
bus+train
3,784
2,502
808
62
482
966.8
21,611.5
1,469.6
19,175.1
0
1
1
0
0
53
0
1002_3755
12
13
570
2,040
0
310
265
1
1,750
bus+train
3,755
2,610
835
62
508
999.5
21,625.2
1,450.6
19,175.1
0
1
1
0
0
53
0
1002_3756
0
25
570
1,580
0
1,386
84
1
1,750
bus+train
3,723
2,150
187
51
52
223.5
22,123
6,910.3
14,989.2
0
1
1
0
0
127
0
1002_3756
1
25
646
2,040
0
655
109
2
1,750
bus+train
3,829
2,686
488
62
317
583.7
22,212.5
2,453.7
19,175.1
0
1
1
0
0
127
0
1002_3756
2
25
3,800
150
0
327
126
1
1,750
bus+train
4,724
3,950
447
62
259
534.3
22,802.8
20,614
1,654.6
0
1
1
0
127
127
1
1002_3756
3
25
1,349
2,310
0
623
22
1
1,750
bus+train
4,657
3,659
375
62
291
447.6
25,380.9
3,162.6
21,770.7
0
1
1
0
0
127
0
1002_3756
4
25
2,659
150
0
692
87
2
1,750
bus+train
3,909
2,809
408
62
259
486.2
23,043.6
20,902.9
1,654.6
0
1
1
0
0
127
0
1002_3756
5
25
3,354
0
0
784
10
1
1,700
bus_only
4,605
3,354
467
198
259
558.7
23,551.3
22,992.6
0
0
1
0
0
0
127
0
1002_3756
6
25
3,889
150
0
327
126
1
1,750
bus+train
4,822
4,039
456
62
268
545.3
23,092.4
20,892.4
1,654.6
0
1
1
0
0
127
0
1002_3756
7
25
1,071
2,040
0
648
117
1
1,750
bus+train
4,203
3,111
444
62
265
530.1
22,433.5
2,728.3
19,175.1
0
1
1
0
0
127
0
1002_3756
8
25
559
2,190
0
768
111
1
1,750
bus+train
3,985
2,749
468
62
295
559.6
23,588.4
2,252.4
20,776.4
0
1
1
0
0
127
0
1002_3756
9
25
1,248
2,310
0
867
34
1
1,850
bus+train
4,814
3,558
389
62
293
463.5
25,766.3
3,532.1
21,770.7
0
1
1
0
0
127
0
1002_3756
10
25
1,044
2,040
0
779
117
1
1,750
bus+train
4,335
3,084
472
62
293
562.9
22,501.7
2,763.6
19,175.1
0
1
1
0
0
127
0
1002_3756
11
25
512
2,190
0
708
111
1
1,750
bus+train
3,924
2,702
514
62
341
615.2
23,470.8
2,079.2
20,776.4
0
1
1
0
0
127
0
1002_3756
12
25
774
2,040
0
715
109
2
1,750
bus+train
3,993
2,814
464
62
293
554.2
22,697
2,967.6
19,175.1
0
1
1
0
0
127
0
1002_3756
13
25
1,887
1,770
0
638
102
1
1,750
bus+train
4,747
3,657
452
62
288
540.6
24,882.9
7,747
16,595.3
0
1
1
0
0
127
0
1002_3756
14
25
1,564
1,920
0
863
19
1
1,750
bus+train
4,784
3,484
437
62
356
522.8
21,781.7
3,219.4
18,039.6
0
1
1
0
0
127
0
1002_3756
15
25
622
2,190
0
708
111
1
1,750
bus+train
4,098
2,812
578
62
405
691.5
23,978.7
2,510.8
20,776.4
0
1
1
0
0
127
0
1002_3756
16
25
1,634
1,920
0
966
19
1
1,750
bus+train
5,042
3,554
522
62
441
624.3
22,426.2
3,762.3
18,039.6
0
1
1
0
0
127
0
1002_3756
17
25
478
2,190
0
708
111
1
1,750
bus+train
4,019
2,668
643
62
470
769.9
23,510.7
1,964.3
20,776.4
0
1
1
0
0
127
0
1002_3756
18
25
553
2,040
0
639
265
2
1,750
bus+train
3,847
2,593
615
62
288
736
21,988.4
2,077.3
19,175.1
0
1
1
0
0
127
0
1002_3756
19
25
1,711
1,920
0
966
19
1
1,750
bus+train
5,123
3,631
526
62
445
627.8
22,660.1
3,992.8
18,039.6
0
1
1
0
0
127
0
1002_3756
20
25
607
2,040
0
639
265
2
1,750
bus+train
3,912
2,647
626
62
299
749.2
22,213.6
2,289.3
19,175.1
0
1
1
0
0
127
0
1002_3756
21
25
904
2,310
0
807
34
1
1,750
bus+train
4,628
3,214
607
62
511
726.1
24,996.8
2,499.9
21,770.7
0
1
1
0
0
127
0
1002_3756
22
25
1,840
1,770
0
638
102
1
1,750
bus+train
4,902
3,610
654
62
490
782.5
24,944.3
7,566.4
16,595.3
0
1
1
0
0
127
0
1002_3756
23
25
1,762
2,310
0
795
33
1
1,850
bus+train
5,440
4,072
573
62
478
684.9
26,025.7
3,570.1
21,770.7
0
1
1
0
0
127
0
1002_3756
24
25
1,494
1,920
0
966
19
1
1,750
bus+train
5,031
3,414
651
62
570
778.5
22,293.2
3,475.1
18,039.6
0
1
1
0
0
127
0
1002_3757
0
18
561
1,690
0
736
84
1
1,750
bus+train
3,127
2,251
140
51
5
166.2
23,176.5
6,910.3
16,100
0
1
1
0
0
152
0
1002_3757
1
18
700
2,310
0
922
22
1
1,750
bus+train
4,249
3,010
317
62
233
378
24,299.7
2,150.9
21,770.7
0
1
1
0
150
152
1
1002_3757
2
18
1,312
1,920
0
1,170
19
1
1,750
bus+train
4,695
3,232
293
62
212
349.7
22,796.3
4,407.1
18,039.6
0
1
1
0
0
152
0
1002_3757
3
18
3,904
0
0
898
10
2
1,700
bus_only
5,040
3,904
238
38
190
283.7
24,184.6
23,900.9
0
0
1
0
0
0
152
0
1002_3757
4
18
987
2,310
0
882
34
1
1,750
bus+train
4,493
3,297
314
62
218
373.7
24,267.6
2,123.2
21,770.7
0
1
1
0
0
152
0
1002_3757
5
18
1,160
2,310
0
911
33
1
1,750
bus+train
4,752
3,470
371
62
276
442.2
24,822.7
2,609.7
21,770.7
0
1
1
0
0
152
0
1002_3757
6
18
840
2,310
0
922
22
1
1,750
bus+train
4,481
3,150
409
62
325
489.3
24,904.4
2,644.4
21,770.7
0
1
1
0
0
152
0
1002_3757
7
18
1,037
2,310
0
974
33
2
1,750
bus+train
4,692
3,347
371
62
276
442.2
24,822.7
2,609.7
21,770.7
0
1
1
0
0
152
0
1002_3757
8
18
1,266
1,920
0
1,110
19
1
1,750
bus+train
4,818
3,186
522
62
441
625.1
22,870.3
4,205.6
18,039.6
0
1
1
0
0
152
0
1002_3757
9
18
899
2,310
0
942
34
1
1,750
bus+train
4,708
3,209
557
62
461
665
24,337.8
1,902.1
21,770.7
0
1
1
0
0
152
0
1002_3757
10
18
642
2,310
0
922
22
1
1,750
bus+train
4,474
2,952
600
62
516
717.5
24,384.5
1,896.2
21,770.7
0
1
1
0
0
152
0
1002_3757
11
18
1,259
2,310
0
911
33
1
1,750
bus+train
5,020
3,569
540
62
445
645.8
25,203.4
2,786.9
21,770.7
0
1
1
0
0
152
0
1002_3757
12
18
1,198
1,920
0
941
49
2
1,750
bus+train
4,611
3,118
552
62
441
660.6
23,069.1
4,368.9
18,039.6
0
1
1
0
0
152
0
1002_3757
13
18
1,026
2,310
0
1,182
22
2
1,750
bus+train
4,995
3,336
477
62
393
570.5
24,914.7
2,573.5
21,770.7
0
1
1
0
0
152
0
1002_3757
14
18
934
2,040
0
1,017
117
1
1,750
bus+train
4,611
2,974
620
62
441
741.6
23,082.3
3,165.6
19,175.1
0
1
1
0
0
152
0
1002_3757
15
18
636
2,190
0
1,075
179
1
1,750
bus+train
4,603
2,826
702
62
461
839.9
23,827.2
2,210.9
20,776.4
0
1
1
0
0
152
0
1002_3757
16
18
614
2,310
0
964
187
1
1,750
bus+train
4,584
2,924
696
62
447
831.8
24,401.4
1,798.9
21,770.7
0
1
1
0
0
152
0