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_3125
4
7
878
3,030
0
1,024
52
2
1,950
bus+train
5,364
3,908
432
62
318
516.1
31,316.4
2,329
28,471.3
0
1
1
0
0
40
0
1002_3125
5
7
1,045
3,030
0
1,024
52
2
1,950
bus+train
5,564
4,075
465
62
351
555.2
31,881
2,854.5
28,471.3
0
1
1
0
0
40
0
1002_3125
6
7
1,309
2,730
0
452
390
1
1,950
bus+train
5,756
4,039
1,265
62
813
1,515.5
31,549.8
4,061.1
25,973.2
0
1
1
0
0
40
0
1002_3126
0
19
0
3,300
0
819
122
1
1,950
train_only
4,377
3,300
258
62
74
307.6
30,582
0
30,274.4
0
0
1
0
40
40
1
1002_3126
1
19
3,151
0
0
933
141
2
3,000
bus_only
4,598
3,151
514
51
322
615.3
34,880.5
34,265.2
0
0
1
0
0
0
40
0
1002_3126
2
19
1,611
2,730
0
798
94
1
1,950
bus+train
5,484
4,341
345
62
189
411.6
31,731.9
5,347.1
25,973.2
0
1
1
0
0
40
0
1002_3126
3
19
1,530
2,730
0
738
94
1
1,950
bus+train
5,373
4,260
375
62
219
447.3
31,469.1
5,048.6
25,973.2
0
1
1
0
0
40
0
1002_3126
4
19
1,348
2,730
0
798
94
1
1,950
bus+train
5,314
4,078
438
62
282
523
31,270.7
4,774.5
25,973.2
0
1
1
0
0
40
0
1002_3126
5
19
1,823
2,730
0
1,018
94
1
1,950
bus+train
6,022
4,553
451
62
295
539
32,795.4
6,283.1
25,973.2
0
1
1
0
0
40
0
1002_3126
6
19
1,520
2,880
0
1,113
104
1
1,950
bus+train
5,974
4,400
461
62
295
550.4
31,636.8
3,685.1
27,401.3
0
1
1
0
0
40
0
1002_3126
7
19
1,234
2,880
0
1,030
161
1
1,950
bus+train
5,662
4,114
518
62
295
619
31,993.8
3,973.5
27,401.3
0
1
1
0
0
40
0
1002_3126
8
19
932
3,150
0
692
187
1
1,950
bus+train
5,343
4,082
569
62
320
680.6
33,687
3,228.7
29,777.8
0
1
1
0
0
40
0
1002_3126
9
19
1,250
3,270
0
565
114
1
1,950
bus+train
5,639
4,520
554
62
378
663.1
35,658.9
4,263.7
30,732.1
0
1
1
0
0
40
0
1002_3126
10
19
1,683
2,730
0
738
94
1
1,950
bus+train
5,763
4,413
612
62
456
731.8
32,279.2
5,574.2
25,973.2
0
1
1
0
0
40
0
1002_3126
11
19
2,261
2,310
0
1,186
63
1
1,950
bus+train
6,421
4,571
664
62
539
793
31,118
8,554.3
21,770.7
0
1
1
0
0
40
0
1002_3126
12
19
1,537
3,270
0
565
114
1
2,050
bus+train
6,057
4,807
685
62
509
819.6
36,287.7
4,736
30,732.1
0
1
1
0
0
40
0
1002_3126
13
19
1,712
2,730
0
1,018
94
1
1,950
bus+train
6,162
4,442
702
62
546
840.7
32,847.3
6,033.4
25,973.2
0
1
1
0
0
40
0
1002_3126
14
19
1,355
2,880
0
1,113
104
1
1,950
bus+train
6,060
4,235
712
62
546
852.1
31,688.8
3,435.4
27,401.3
0
1
1
0
0
40
0
1002_3126
15
19
1,231
3,150
0
692
187
1
1,950
bus+train
5,831
4,381
758
62
509
906.5
34,490.6
3,806.3
29,777.8
0
1
1
0
0
40
0
1002_3126
16
19
1,370
3,150
0
640
170
1
1,950
bus+train
5,988
4,520
828
62
596
991.8
33,930.3
3,160.8
29,777.8
0
1
1
0
0
40
0
1002_3126
17
19
1,031
3,030
0
1,928
52
2
1,950
bus+train
6,750
4,061
761
62
647
911.1
32,236.9
2,854.5
28,471.3
0
1
1
0
0
40
0
1002_3126
18
19
974
3,030
0
675
394
1
1,950
bus+train
5,998
4,004
1,319
62
863
1,579.6
33,133.9
3,083.1
28,471.3
0
1
1
0
0
40
0
1002_3128
0
10
0
3,030
0
789
122
2
1,950
train_only
4,037
3,030
218
62
34
259.5
32,063.1
0
31,803.7
0
0
1
0
0
31
0
1002_3128
1
10
0
3,480
0
1,059
122
1
1,950
train_only
4,757
3,480
218
62
34
259.5
32,288
0
32,028.5
0
0
1
0
31
31
1
1002_3128
2
10
2,682
1,800
0
1,188
58
1
2,050
bus+train
6,303
4,482
633
62
513
756.5
36,810.7
18,355
17,699.2
0
1
1
0
0
31
0
1002_3128
3
10
1,593
3,030
0
1,007
52
2
1,950
bus+train
5,951
4,623
321
62
207
382.7
33,641.4
4,787.4
28,471.3
0
1
1
0
0
31
0
1002_3128
4
10
1,390
3,030
0
1,007
52
2
1,950
bus+train
5,832
4,420
405
62
291
483.5
33,308.4
4,353.6
28,471.3
0
1
1
0
0
31
0
1002_3128
5
10
4,930
0
0
805
4
2
1,900
bus_only
6,303
4,930
568
51
513
678.9
33,883.4
33,204.5
0
0
1
0
0
0
31
0
1002_3128
6
10
1,667
3,030
0
1,007
52
2
1,950
bus+train
6,160
4,697
456
62
342
545.3
33,927.1
4,910.5
28,471.3
0
1
1
0
0
31
0
1002_3128
7
10
1,812
3,030
0
1,007
52
2
1,950
bus+train
6,531
4,842
682
62
568
815.4
34,421
5,134.3
28,471.3
0
1
1
0
0
31
0
1002_3128
8
10
2,035
3,150
0
1,326
202
1
2,050
bus+train
7,343
5,185
832
62
568
995.6
36,171.7
5,398.4
29,777.8
0
1
1
0
0
31
0
1002_3128
9
10
1,511
3,030
0
966
394
1
1,950
bus+train
6,531
4,541
1,024
62
568
1,225.5
34,373.2
4,676.4
28,471.3
0
1
1
0
0
31
0
1002_3129
0
11
0
3,600
0
796
122
1
1,950
train_only
4,598
3,600
202
62
18
239.9
33,326.9
0
33,087
0
0
1
0
17
18
0.944444
1002_3129
1
11
0
3,150
0
916
122
2
1,950
train_only
4,268
3,150
202
62
18
239.9
33,102.1
0
32,862.2
0
0
1
0
0
18
0
1002_3129
2
11
2,734
3,390
0
849
74
1
2,050
bus+train
7,635
6,124
662
62
526
792.5
40,145.8
7,558.1
31,795.2
0
1
1
0
0
18
0
1002_3129
3
11
2,276
3,030
0
1,171
52
2
1,950
bus+train
7,109
5,306
632
62
518
756.3
35,404.7
6,177.1
28,471.3
0
1
1
0
0
18
0
1002_3129
4
11
2,340
2,730
0
1,232
94
2
1,950
bus+train
6,984
5,070
682
62
526
816.6
34,439.8
7,650.1
25,973.2
0
1
1
0
1
18
0.055556
1002_3129
5
11
2,392
3,150
0
725
202
1
2,050
bus+train
7,053
5,542
786
62
522
941.2
37,160.1
6,441.2
29,777.8
0
1
1
0
0
18
0
1002_3129
6
11
2,668
3,030
0
1,111
52
2
2,050
bus+train
7,485
5,698
676
62
562
808.8
36,388.1
7,108
28,471.3
0
1
1
0
0
18
0
1002_3129
7
11
1,791
2,880
0
663
348
2
1,950
bus+train
6,270
4,671
936
62
526
1,121
34,543.2
6,020.9
27,401.3
0
1
1
0
0
18
0
1002_3129
8
11
1,998
3,030
0
594
394
1
1,950
bus+train
6,604
5,028
982
62
526
1,176
34,989.7
5,342.5
28,471.3
0
1
1
0
0
18
0
1002_3129
9
11
1,932
2,880
0
723
348
2
1,950
bus+train
6,941
4,812
1,406
62
996
1,684.4
35,531.7
6,446
27,401.3
0
1
1
0
0
18
0
1002_3129
10
11
2,150
3,030
0
654
394
1
1,950
bus+train
7,286
5,180
1,452
62
996
1,739.4
35,978.2
5,767.6
28,471.3
0
1
1
0
0
18
0
1002_313
0
8
685
150
0
318
67
1
1,550
bus+train
1,378
835
225
62
96
266.6
8,088.6
6,167.5
1,654.6
0
1
1
0
43
43
1
1002_313
1
8
722
150
0
394
67
2
1,550
bus+train
1,685
872
419
62
290
500.4
8,397.5
6,242.5
1,654.6
0
1
1
0
0
43
0
1002_313
2
8
860
0
0
537
0
0
1,500
bus_only
1,986
860
589
371
218
704.5
8,261.4
7,556.9
0
0
1
0
0
0
43
0
1002_313
3
8
999
0
0
560
31
1
1,500
bus_only
1,886
999
327
38
258
389.8
8,268.2
7,878.4
0
0
1
0
0
0
43
0
1002_313
4
8
1,121
0
0
500
31
1
1,500
bus_only
2,226
1,121
605
38
536
723.4
8,820
8,096.6
0
0
1
0
0
0
43
0
1002_313
5
8
775
150
0
318
67
1
1,550
bus+train
1,964
925
721
62
592
862.7
9,105.3
6,588
1,654.6
0
1
1
0
0
43
0
1002_313
6
8
844
150
0
394
67
2
1,550
bus+train
2,053
994
665
62
536
794.9
8,910.3
6,460.7
1,654.6
0
1
1
0
0
43
0
1002_313
7
8
995
0
0
477
0
0
1,500
bus_only
2,379
995
907
371
536
1,086.4
8,861.6
7,775.2
0
0
1
0
0
0
43
0
1002_3131
0
8
0
3,810
0
785
122
1
1,950
train_only
4,796
3,810
201
62
17
238.5
35,192.7
0
34,954.2
0
0
1
0
45
45
1
1002_3131
1
8
0
3,360
0
875
122
2
1,950
train_only
4,436
3,360
201
62
17
238.5
34,967.9
0
34,729.4
0
0
1
0
0
45
0
1002_3131
2
8
2,660
3,150
0
594
170
1
2,050
bus+train
7,077
5,810
673
62
441
805.2
38,543.1
7,960.1
29,777.8
0
1
1
0
0
45
0
1002_3131
3
8
2,717
3,030
0
1,115
52
2
2,050
bus+train
7,429
5,747
567
62
453
678.1
37,032.5
7,883.2
28,471.3
0
1
1
0
0
45
0
1002_3131
4
8
2,736
2,880
0
752
161
1
2,050
bus+train
7,066
5,616
698
62
475
834.4
37,907.7
9,672.1
27,401.3
0
1
1
0
0
45
0
1002_3131
5
8
2,768
3,150
0
721
79
1
2,050
bus+train
7,290
5,918
651
62
510
779.2
37,660.6
7,103.6
29,777.8
0
1
1
0
0
45
0
1002_3131
6
8
3,012
3,150
0
1,043
79
1
2,050
bus+train
7,799
6,162
594
62
453
710.6
39,758.7
9,270.4
29,777.8
0
1
1
0
0
45
0
1002_3131
7
8
2,890
3,150
0
721
79
1
2,050
bus+train
7,454
6,040
693
62
552
829.3
37,984.6
7,377.6
29,777.8
0
1
1
0
0
45
0
1002_3133
0
6
4,030
0
0
1,456
2
1
3,100
bus_only
5,581
4,030
95
51
42
112.6
39,436.1
39,323.5
0
0
1
0
0
0
34
0
1002_3133
1
6
0
3,630
0
571
122
2
2,050
train_only
4,395
3,630
194
62
10
230.8
37,504.3
0
37,273.5
0
0
1
0
0
34
0
1002_3133
2
6
0
4,080
0
481
122
1
2,050
train_only
4,755
4,080
194
62
10
230.8
37,729.1
0
37,498.3
0
0
1
0
34
34
1
1002_3133
3
6
3,502
3,150
0
450
79
1
2,050
bus+train
7,762
6,652
660
62
519
789.4
40,433.2
9,866
29,777.8
0
1
1
0
0
34
0
1002_3133
4
6
5,103
0
0
941
143
2
3,100
bus_only
6,904
5,103
860
198
519
1,030.8
40,394.3
39,363.5
0
0
1
0
0
0
34
0
1002_3133
5
6
5,431
2,310
0
1,323
122
1
2,150
bus+train
10,098
7,741
1,034
62
850
1,238.6
42,991.7
19,982.4
21,770.7
0
1
1
0
0
34
0
1002_3134
0
4
0
3,720
0
875
122
2
2,050
train_only
4,796
3,720
201
62
17
238.7
38,291.2
0
38,052.6
0
0
1
0
0
24
0
1002_3134
1
4
2,583
1,317
0
976
176
3
3,900
bus+train
5,241
3,900
365
62
127
435
58,604.1
42,444.7
15,724.4
0
1
1
0
1
24
0.041667
1002_3134
2
4
0
4,170
0
1,025
122
1
2,050
train_only
5,396
4,170
201
62
17
238.7
38,516
0
38,277.4
0
0
1
0
23
24
0.958333
1002_3134
3
4
6,289
0
0
394
12
2
3,600
bus_only
6,972
6,289
289
150
127
345.1
61,329.2
60,984.1
0
0
1
0
0
0
24
0
1002_3135
0
4
3,891
0
0
1,058
2
2
3,200
bus_only
5,092
3,891
143
51
90
169.4
41,709.9
41,540.5
0
0
1
0
0
0
17
0
1002_3135
1
4
0
3,870
0
615
122
2
2,050
train_only
4,723
3,870
238
62
54
283.7
39,417.5
0
39,133.8
0
0
1
0
0
17
0
1002_3135
2
4
0
4,320
0
765
122
1
2,050
train_only
5,323
4,320
238
62
54
283.7
39,642.3
0
39,358.6
0
0
1
0
17
17
1
1002_3135
3
4
3,947
0
0
1,058
2
2
3,200
bus_only
5,483
3,947
478
51
425
571.9
42,419.1
41,847.2
0
0
1
0
0
0
17
0
1002_3136
0
6
4,185
0
0
1,472
2
1
3,200
bus_only
5,945
4,185
288
51
235
343.6
42,661.7
42,318.1
0
0
1
0
0
0
18
0
1002_3136
1
6
0
4,410
0
417
122
1
2,150
train_only
5,108
4,410
281
62
97
334.9
40,680.8
0
40,345.9
0
0
1
0
18
18
1
1002_3136
2
6
5,026
3,150
0
611
79
1
2,150
bus+train
9,355
8,176
568
62
427
679.4
43,100.2
12,643
29,777.8
0
1
1
0
0
18
0
1002_3136
3
6
4,606
0
0
1,994
2
3
3,200
bus_only
7,018
4,606
418
51
365
499.5
42,686.4
42,186.9
0
0
1
0
0
0
18
0
1002_3136
4
6
4,205
0
0
1,994
2
3
3,200
bus_only
6,813
4,205
614
51
561
734.9
42,071.7
41,336.8
0
0
1
0
0
0
18
0
1002_3136
5
6
4,692
0
0
2,216
2
4
3,200
bus_only
7,388
4,692
480
51
427
574.6
42,932.1
42,357.4
0
0
1
0
0
0
18
0
1002_3137
0
2
4,222
0
0
1,325
2
1
3,200
bus_only
5,660
4,222
113
51
60
134.2
43,403
43,268.8
0
0
1
0
0
0
40
0
1002_3137
1
2
0
4,500
0
685
122
1
2,150
train_only
5,447
4,500
262
62
78
312.4
41,547.5
0
41,235.1
0
0
1
0
40
40
1
1002_3139
0
5
4,300
0
0
1,412
2
2
3,300
bus_only
5,818
4,300
106
51
53
125.6
45,270.9
45,145.2
0
0
1
0
0
0
28
0
1002_3139
1
5
3,178
1,170
0
573
193
3
3,900
bus+train
5,205
4,348
284
38
53
338
56,292.8
44,634
11,320.8
0
1
1
0
0
28
0
1002_3139
2
5
0
4,740
0
437
122
1
2,150
train_only
5,398
4,740
221
62
37
263.5
43,206.3
0
42,942.9
0
0
1
0
28
28
1
1002_3139
3
5
8,243
150
0
668
126
1
2,250
bus+train
9,680
8,393
619
62
431
740.9
46,063.7
43,668.2
1,654.6
0
1
1
0
0
28
0
1002_3139
4
5
7,936
0
0
1,325
10
2
2,200
bus_only
10,469
7,936
1,208
38
1,160
1,446.2
47,461.4
46,015.1
0
0
1
0
0
0
28
0
1002_314
0
7
740
0
0
591
31
1
1,500
bus_only
1,531
740
200
38
131
237.5
6,247.9
6,010.4
0
0
1
0
0
0
72
0
1002_314
1
7
486
150
0
493
67
1
1,550
bus+train
1,424
636
295
62
166
351.4
6,380.5
4,374.5
1,654.6
0
1
1
0
72
72
1
1002_314
2
7
620
0
0
745
0
0
1,500
bus_only
1,867
620
502
371
131
600.6
6,289.5
5,688.9
0
0
1
0
0
0
72
0
1002_314
3
7
971
0
0
782
31
2
1,500
bus_only
2,140
971
387
38
318
462.7
6,902
6,439.2
0
0
1
0
0
0
72
0
1002_314
4
7
684
0
0
591
31
1
1,500
bus_only
2,026
684
751
38
682
899.1
6,414.8
5,515.7
0
0
1
0
0
0
72
0
1002_314
5
7
430
150
0
553
67
1
1,550
bus+train
1,944
580
811
62
682
970.6
6,505
3,879.8
1,654.6
0
1
1
0
0
72
0
1002_314
6
7
564
0
0
745
0
0
1,500
bus_only
2,362
564
1,053
371
682
1,262.1
6,456.3
5,194.2
0
0
1
0
0
0
72
0
1002_316
0
7
458
0
0
970
0
1
1,500
bus_only
1,622
458
194
38
156
230.7
4,521.7
4,291
0
0
1
0
0
0
16
0
1002_316
1
7
407
0
0
215
0
1
1,500
bus_only
1,008
407
386
184
202
461.1
4,634.5
4,173.4
0
0
1
0
0
0
16
0
1002_316
2
7
377
0
0
118
0
0
1,500
bus_only
1,022
377
527
371
156
630.4
4,634.7
4,004.3
0
0
1
0
0
0
16
0
1002_316
3
7
223
150
0
565
67
1
1,550
bus+train
1,223
373
285
62
156
338.9
4,683.4
2,689.9
1,654.6
0
1
1
0
16
16
1
1002_316
4
7
613
0
0
701
0
1
1,500
bus_only
1,688
613
374
38
336
446.7
4,277.5
3,830.8
0
0
1
0
0
0
16
0
1002_316
5
7
562
0
0
315
0
1
1,500
bus_only
1,397
562
520
184
336
621.7
4,334.9
3,713.2
0
0
1
0
0
0
16
0
1002_316
6
7
532
0
0
158
0
0
1,500
bus_only
1,397
532
707
371
336
846.3
4,390.5
3,544.2
0
0
1
0
0
0
16
0