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_4107
11
12
2,012
0
0
165
0
1
1,500
bus_only
2,905
2,012
728
306
422
871.7
15,295.6
14,423.9
0
0
1
0
0
0
1,142
0
1003_4107307
0
11
486
1,770
0
653
49
1
1,650
bus+train
3,230
2,256
321
26
246
382.4
18,800.2
1,756.7
16,661.1
0
1
1
0
0
15
0
1003_4107307
1
11
222
1,890
0
619
117
1
1,650
bus+train
3,120
2,112
389
26
246
463.4
18,813.4
553.3
17,796.6
0
1
1
0
15
15
1
1003_4107307
2
11
256
1,890
0
934
117
1
1,650
bus+train
3,499
2,146
419
26
276
500.4
18,857
560
17,796.6
0
1
1
0
0
15
0
1003_4107307
3
11
242
2,040
0
754
188
1
1,750
bus+train
3,497
2,282
461
26
247
550.8
20,675.4
726.6
19,398
0
1
1
0
0
15
0
1003_4107307
4
11
575
1,770
0
653
49
1
1,650
bus+train
3,490
2,345
492
26
417
587.9
19,498
2,249
16,661.1
0
1
1
0
0
15
0
1003_4107307
5
11
317
1,890
0
619
117
1
1,650
bus+train
3,386
2,207
560
26
417
669
19,511.2
1,045.6
17,796.6
0
1
1
0
0
15
0
1003_4107307
6
11
473
2,160
0
616
22
1
1,750
bus+train
3,899
2,633
650
26
602
778.1
22,707.6
1,537.2
20,392.3
0
1
1
0
0
15
0
1003_4107307
7
11
168
1,890
0
593
109
1
1,650
bus+train
3,380
2,058
729
26
594
873.3
19,407.1
737.2
17,796.6
0
1
1
0
0
15
0
1003_4107307
8
11
718
1,770
0
653
49
1
1,650
bus+train
3,855
2,488
714
26
639
853.7
19,993.7
2,478.9
16,661.1
0
1
1
0
0
15
0
1003_4107307
9
11
450
1,890
0
619
117
1
1,650
bus+train
3,741
2,340
782
26
639
934.8
20,006.9
1,275.5
17,796.6
0
1
1
0
0
15
0
1003_4107307
10
11
212
2,040
0
584
190
1
1,750
bus+train
3,694
2,252
858
26
642
1,028.2
21,215
788.9
19,398
0
1
1
0
0
15
0
1003_4107618
0
18
1,342
570
0
352
114
1
1,550
bus+train
2,405
1,912
141
26
1
166.6
10,695.4
4,731.4
5,797.4
0
1
1
0
5
13
0.384615
1003_4107618
1
18
67
1,110
0
301
132
1
1,550
bus+train
1,984
1,177
506
26
348
603.9
12,219.9
888.1
10,728
0
1
1
0
0
13
0
1003_4107618
2
18
2,599
0
0
384
0
0
1,600
bus_only
3,538
2,599
555
207
348
664.1
19,027.3
18,363.2
0
0
1
0
0
0
13
0
1003_4107618
3
18
761
720
0
493
179
1
1,550
bus+train
2,180
1,481
206
26
1
244.6
10,610.5
2,968.6
7,397.3
0
1
1
0
8
13
0.615385
1003_4107618
4
18
1,279
720
0
225
184
1
1,550
bus+train
2,636
1,999
412
26
202
492.7
13,376.9
5,487
7,397.3
0
1
1
0
0
13
0
1003_4107618
5
18
1,206
720
0
225
184
1
1,550
bus+train
2,582
1,926
431
26
221
515.3
13,295.8
5,383.3
7,397.3
0
1
1
0
0
13
0
1003_4107618
6
18
1,479
570
0
412
114
1
1,550
bus+train
2,873
2,049
412
26
272
491.1
11,281.9
4,993.4
5,797.4
0
1
1
0
0
13
0
1003_4107618
7
18
853
1,110
0
485
158
1
1,550
bus+train
2,854
1,963
406
26
222
485.1
13,031.8
1,818.7
10,728
0
1
1
0
0
13
0
1003_4107618
8
18
903
720
0
553
179
1
1,550
bus+train
2,653
1,623
477
26
272
569.2
11,197
3,230.6
7,397.3
0
1
1
0
0
13
0
1003_4107618
9
18
189
1,050
0
555
268
1
1,550
bus+train
2,305
1,239
511
26
217
610.7
11,034.7
748
9,676
0
1
1
0
0
13
0
1003_4107618
10
18
109
1,110
0
573
201
2
1,550
bus+train
2,252
1,219
460
26
233
548.9
12,352.1
1,075.2
10,728
0
1
1
0
0
13
0
1003_4107618
11
18
120
1,050
0
555
268
1
1,550
bus+train
2,252
1,170
527
26
233
629.2
10,792.5
487.2
9,676
0
1
1
0
0
13
0
1003_4107618
12
18
803
1,110
0
351
66
2
1,550
bus+train
2,696
1,913
432
26
340
517.1
12,869.5
1,624.4
10,728
0
1
1
0
0
13
0
1003_4107618
13
18
1,132
720
0
225
184
1
1,550
bus+train
2,627
1,852
550
26
340
658.5
13,312.5
5,256.7
7,397.3
0
1
1
0
0
13
0
1003_4107618
14
18
214
1,050
0
495
268
1
1,550
bus+train
2,348
1,264
589
26
295
704.2
11,193.6
813.4
9,676
0
1
1
0
0
13
0
1003_4107618
15
18
742
1,110
0
351
66
2
1,550
bus+train
2,747
1,852
544
26
452
650.9
12,879.8
1,501
10,728
0
1
1
0
0
13
0
1003_4107618
16
18
1,071
720
0
225
184
1
1,550
bus+train
2,678
1,791
662
26
452
792.3
13,322.9
5,133.3
7,397.3
0
1
1
0
0
13
0
1003_4107618
17
18
911
1,110
0
351
66
2
1,550
bus+train
2,948
2,021
576
26
484
689.3
13,359.4
1,942.2
10,728
0
1
1
0
0
13
0
1003_4107636
0
25
1,295
330
0
767
84
2
1,550
bus+train
2,528
1,625
136
26
26
160.2
13,189
8,989
4,039.8
0
1
1
0
0
16
0
1003_4107636
1
25
811
330
0
767
84
2
1,550
bus+train
2,407
1,141
499
26
389
596.1
11,804.4
7,168.5
4,039.8
0
1
1
0
0
16
0
1003_4107636
2
25
3,722
0
0
467
0
0
1,600
bus_only
4,959
3,722
770
306
464
921.6
16,737.4
15,815.8
0
0
1
0
0
0
16
0
1003_4107636
3
25
1,084
1,380
0
590
105
1
1,550
bus+train
3,186
2,464
132
26
1
156.3
13,678.1
898.8
12,622.9
0
1
1
0
16
16
1
1003_4107636
4
25
1,763
0
0
433
0
1
1,500
bus_only
2,528
1,763
332
306
26
396
13,695.6
13,299.6
0
0
1
0
0
0
16
0
1003_4107636
5
25
868
330
0
970
84
2
1,550
bus+train
2,461
1,198
293
26
183
349.1
11,846
7,457.1
4,039.8
0
1
1
0
0
16
0
1003_4107636
6
25
279
1,380
0
557
120
1
1,550
bus+train
2,606
1,659
390
26
244
466.1
13,750.4
661.3
12,622.9
0
1
1
0
0
16
0
1003_4107636
7
25
1,336
0
0
636
0
1
1,500
bus_only
2,461
1,336
489
306
183
584.9
12,352.7
11,767.8
0
0
1
0
0
0
16
0
1003_4107636
8
25
1,033
330
0
910
84
2
1,550
bus+train
2,649
1,363
376
26
266
448.8
12,333.7
7,845.1
4,039.8
0
1
1
0
0
16
0
1003_4107636
9
25
535
1,380
0
617
120
1
1,550
bus+train
2,970
1,915
438
26
292
522.8
14,210.6
1,064.8
12,622.9
0
1
1
0
0
16
0
1003_4107636
10
25
1,501
0
0
576
0
1
1,500
bus_only
2,649
1,501
572
306
266
684.6
12,840.3
12,155.7
0
0
1
0
0
0
16
0
1003_4107636
11
25
1,126
330
0
767
84
2
1,550
bus+train
2,812
1,456
589
26
479
704.1
13,300.6
8,556.7
4,039.8
0
1
1
0
0
16
0
1003_4107636
12
25
1,647
960
0
1,219
45
1
1,650
bus+train
4,322
2,607
496
28
423
592.7
19,929.8
4,881.4
14,455.7
0
1
1
0
0
16
0
1003_4107636
13
25
773
1,380
0
617
120
1
1,550
bus+train
3,364
2,153
594
26
448
709.3
14,679.1
1,346.8
12,622.9
0
1
1
0
0
16
0
1003_4107636
14
25
1,279
0
0
433
0
1
1,500
bus_only
2,481
1,279
769
306
463
920.9
12,400
11,479.1
0
0
1
0
0
0
16
0
1003_4107636
15
25
3,711
120
0
522
103
1
1,650
bus+train
4,847
3,831
494
26
365
591
18,950.4
16,980.9
1,378.4
0
1
1
0
0
16
0
1003_4107636
16
25
2,367
720
0
395
184
1
1,650
bus+train
4,057
3,087
575
26
365
688.2
16,307.9
8,222.4
7,397.3
0
1
1
0
0
16
0
1003_4107636
17
25
2,142
180
0
644
95
1
1,550
bus+train
3,619
2,322
653
26
532
781.8
13,783.2
10,361.1
2,640.3
0
1
1
0
0
16
0
1003_4107636
18
25
1,466
330
0
767
84
2
1,550
bus+train
3,192
1,796
629
26
519
751.8
14,228.2
9,436.6
4,039.8
0
1
1
0
0
16
0
1003_4107636
19
25
741
1,380
0
563
120
1
1,550
bus+train
3,327
2,121
643
26
497
768.3
15,018.2
1,627
12,622.9
0
1
1
0
0
16
0
1003_4107636
20
25
221
1,380
0
844
121
1
1,550
bus+train
3,104
1,601
659
26
512
789.3
13,784.1
371.9
12,622.9
0
1
1
0
0
16
0
1003_4107636
21
25
1,594
0
0
433
0
1
1,500
bus_only
2,812
1,594
785
306
479
939.9
13,807.2
12,867.3
0
0
1
0
0
0
16
0
1003_4107636
22
25
1,246
1,380
0
590
105
1
1,550
bus+train
3,809
2,626
593
26
462
709.1
14,640.8
1,308.8
12,622.9
0
1
1
0
0
16
0
1003_4107636
23
25
379
1,380
0
904
121
1
1,550
bus+train
3,335
1,759
672
26
525
804.3
14,259.1
831.9
12,622.9
0
1
1
0
0
16
0
1003_4107636
24
25
1,847
330
0
767
84
2
1,550
bus+train
3,586
2,177
642
26
532
768.2
14,891.4
10,083.5
4,039.8
0
1
1
0
0
16
0
1003_4107638
0
24
1,521
330
0
551
84
2
1,550
bus+train
2,537
1,851
135
26
25
159.8
13,636.2
9,436.6
4,039.8
0
1
1
0
0
39
0
1003_4107638
1
24
3,512
0
0
135
0
0
1,600
bus_only
4,495
3,512
848
306
542
1,016.6
16,832.4
15,815.8
0
0
1
0
0
0
39
0
1003_4107638
2
24
2,406
570
0
456
111
1
1,650
bus+train
3,574
2,976
142
26
5
167
15,178.2
9,213.9
5,797.4
0
1
1
0
5
39
0.128205
1003_4107638
3
24
3,166
180
0
305
95
1
1,650
bus+train
3,805
3,346
154
26
33
183.1
16,749.5
13,926.1
2,640.3
0
1
1
0
0
39
0
1003_4107638
4
24
586
1,320
0
1,259
120
1
1,550
bus+train
3,312
1,906
147
26
1
174.2
14,424.1
1,627
12,622.9
0
1
1
0
34
39
0.871795
1003_4107638
5
24
1,963
0
0
675
0
1
1,500
bus_only
2,969
1,963
331
306
25
395.6
14,142.8
13,747.2
0
0
1
0
0
0
39
0
1003_4107638
6
24
1,672
330
0
551
84
2
1,550
bus+train
2,978
2,002
425
26
315
507.4
14,290.8
9,743.6
4,039.8
0
1
1
0
0
39
0
1003_4107638
7
24
2,292
570
0
396
111
1
1,550
bus+train
3,685
2,862
427
26
290
510.3
15,262.8
8,955.1
5,797.4
0
1
1
0
0
39
0
1003_4107638
8
24
1,368
120
0
818
63
2
1,550
bus+train
2,806
1,488
500
26
411
596.7
14,615
12,639.9
1,378.4
0
1
1
0
0
39
0
1003_4107638
9
24
1,702
0
0
387
0
1
1,500
bus_only
2,704
1,702
615
306
309
735.6
13,737.7
13,002
0
0
1
0
0
0
39
0
1003_4107638
10
24
466
1,320
0
1,259
120
1
1,550
bus+train
3,476
1,786
431
26
285
514.5
14,512.3
1,374.9
12,622.9
0
1
1
0
0
39
0
1003_4107638
11
24
3,317
180
0
305
95
1
1,650
bus+train
4,245
3,497
443
26
322
529.8
17,403.3
14,233.1
2,640.3
0
1
1
0
0
39
0
1003_4107638
12
24
1,578
120
0
758
63
2
1,550
bus+train
2,980
1,698
524
26
435
626.7
15,033
13,027.8
1,378.4
0
1
1
0
0
39
0
1003_4107638
13
24
760
1,170
0
651
115
1
1,550
bus+train
3,119
1,930
538
26
397
644.5
13,914
2,415
10,854.6
0
1
1
0
0
39
0
1003_4107638
14
24
1,364
330
0
551
84
2
1,550
bus+train
2,844
1,694
599
26
489
716.5
13,745.3
8,989
4,039.8
0
1
1
0
0
39
0
1003_4107638
15
24
938
1,170
0
651
115
1
1,550
bus+train
3,337
2,108
578
26
437
691.7
14,364.8
2,818.5
10,854.6
0
1
1
0
0
39
0
1003_4107638
16
24
2,114
0
0
675
0
1
1,500
bus_only
3,410
2,114
621
306
315
743.2
14,797.4
14,054.2
0
0
1
0
0
0
39
0
1003_4107638
17
24
1,834
960
0
1,005
45
1
1,650
bus+train
4,331
2,794
532
28
459
635.9
20,222.6
5,131.1
14,455.7
0
1
1
0
0
39
0
1003_4107638
18
24
1,957
960
0
1,005
45
1
1,650
bus+train
4,452
2,917
530
28
457
634.1
20,624.4
5,534.6
14,455.7
0
1
1
0
0
39
0
1003_4107638
19
24
1,554
960
0
991
45
1
1,650
bus+train
4,086
2,514
581
28
508
694.7
20,361.4
5,211
14,455.7
0
1
1
0
0
39
0
1003_4107638
20
24
1,912
0
0
327
0
1
1,500
bus_only
2,980
1,912
741
306
435
888.4
14,278.3
13,390
0
0
1
0
0
0
39
0
1003_4107638
21
24
3,022
180
0
365
95
1
1,650
bus+train
4,177
3,202
610
26
489
730.2
16,849
13,478.5
2,640.3
0
1
1
0
0
39
0
1003_4107638
22
24
2,227
180
0
653
95
1
1,550
bus+train
3,715
2,407
655
26
534
783.9
13,785.2
10,361.1
2,640.3
0
1
1
0
0
39
0
1003_4107638
23
24
1,884
330
0
551
84
2
1,550
bus+train
3,409
2,214
644
26
534
770.2
14,893.4
10,083.5
4,039.8
0
1
1
0
0
39
0
1003_4107679
0
15
1,340
1,320
0
984
120
1
1,650
bus+train
3,811
2,660
167
26
21
197.8
16,710.5
3,889.7
12,622.9
0
1
1
0
14
14
1
1003_4107679
1
15
3,075
0
0
474
0
0
1,500
bus_only
4,086
3,075
537
306
231
642
15,332.5
14,690.5
0
0
1
0
0
0
14
0
1003_4107679
2
15
1,293
1,320
0
924
120
1
1,650
bus+train
3,800
2,613
263
26
117
313.9
16,714.1
3,777.2
12,622.9
0
1
1
0
0
14
0
1003_4107679
3
15
1,711
180
0
661
95
1
1,550
bus+train
2,904
1,891
352
26
231
419.9
12,296
9,235.8
2,640.3
0
1
1
0
0
14
0
1003_4107679
4
15
1,246
1,320
0
984
120
1
1,650
bus+train
3,921
2,566
371
26
225
442.2
16,736.4
3,671.3
12,622.9
0
1
1
0
0
14
0
1003_4107679
5
15
1,962
720
0
758
179
2
1,550
bus+train
3,801
2,682
361
26
156
430.4
13,534.3
5,706.6
7,397.3
0
1
1
0
0
14
0
1003_4107679
6
15
2,327
0
0
368
26
2
1,500
bus_only
3,206
2,327
511
207
278
610.7
15,518.3
14,907.6
0
0
1
0
0
0
14
0
1003_4107679
7
15
1,627
180
0
661
95
1
1,550
bus+train
3,052
1,807
584
26
463
699
12,209.1
8,869.8
2,640.3
0
1
1
0
0
14
0
1003_4107679
8
15
1,011
1,170
0
1,063
105
1
1,550
bus+train
3,730
2,181
486
26
355
580.9
13,978.9
2,543.4
10,854.6
0
1
1
0
0
14
0
1003_4107679
9
15
1,198
1,320
0
924
120
1
1,650
bus+train
3,907
2,518
465
26
319
556.3
16,747
3,567.9
12,622.9
0
1
1
0
0
14
0
1003_4107679
10
15
1,840
180
0
661
95
1
1,550
bus+train
3,351
2,020
670
26
549
801.5
13,103.9
9,662.1
2,640.3
0
1
1
0
0
14
0
1003_4107679
11
15
2,061
0
0
349
26
3
1,500
bus_only
3,087
2,061
677
207
444
811.1
15,148.9
14,337.8
0
0
1
0
0
0
14
0
1003_4107679
12
15
2,986
0
0
474
0
0
1,500
bus_only
4,229
2,986
769
306
463
921.1
15,245.7
14,324.6
0
0
1
0
0
0
14
0
1003_4107679
13
15
1,925
0
0
434
179
2
1,500
bus_only
3,193
1,925
834
207
448
998.8
15,151.1
14,152.3
0
0
1
0
0
0
14
0
1003_4107679
14
15
3,204
0
0
474
0
0
1,600
bus_only
4,533
3,204
855
306
549
1,023.6
16,140.5
15,116.8
0
0
1
0
0
0
14
0
1003_4107694
0
17
466
1,320
0
1,211
120
1
1,550
bus+train
3,144
1,786
147
26
1
174.2
14,172.1
1,374.9
12,622.9
0
1
1
0
57
66
0.863636
1003_4107694
1
17
1,521
330
0
503
84
2
1,550
bus+train
2,665
1,851
311
26
201
371.2
13,847.6
9,436.6
4,039.8
0
1
1
0
0
66
0
1003_4107694
2
17
3,166
180
0
317
95
1
1,650
bus+train
4,054
3,346
391
26
270
467.7
17,034.1
13,926.1
2,640.3
0
1
1
0
0
66
0
1003_4107694
3
17
1,963
0
0
627
0
1
1,500
bus_only
3,097
1,963
507
306
201
606.9
14,354.2
13,747.2
0
0
1
0
0
0
66
0
1003_4107694
4
17
2,406
570
0
408
111
1
1,650
bus+train
3,810
2,976
426
26
289
507.2
15,518.5
9,213.9
5,797.4
0
1
1
0
0
66
0
1003_4107694
5
17
1,672
330
0
503
84
2
1,550
bus+train
2,978
2,002
473
26
363
564.8
14,348.2
9,743.6
4,039.8
0
1
1
0
0
66
0