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_3212
2
9
2,531
2,640
0
473
86
1
2,050
bus+train
6,122
5,171
478
26
366
572.2
37,223.5
6,919.1
29,732.2
0
1
1
0
0
113
0
1003_3212
3
9
1,269
2,010
0
701
203
1
1,950
bus+train
4,673
3,279
693
26
464
828.7
31,495
7,913.1
22,753.2
0
1
1
0
0
113
0
1003_3212
4
9
2,468
2,250
0
817
147
1
1,950
bus+train
6,074
4,718
539
26
366
645.5
32,563.2
6,394.8
25,523
0
1
1
0
0
113
0
1003_3212
5
9
1,514
2,010
0
701
203
2
1,950
bus+train
4,888
3,524
663
26
434
793.1
31,112.5
7,566.2
22,753.2
0
1
1
0
0
113
0
1003_3212
6
9
2,654
2,640
0
473
86
1
2,050
bus+train
6,432
5,294
665
26
553
795.8
37,716.9
7,188.9
29,732.2
0
1
1
0
0
113
0
1003_3212
7
9
2,558
2,250
0
817
147
1
1,950
bus+train
6,359
4,808
734
26
561
879.1
33,003
6,600.9
25,523
0
1
1
0
0
113
0
1003_3212
8
9
1,204
2,010
0
701
203
1
1,950
bus+train
5,090
3,214
1,175
26
946
1,407.1
31,674.2
7,513.8
22,753.2
0
1
1
0
0
113
0
1003_3213
0
15
0
2,719
0
544
43
1
1,950
train_only
3,451
2,719
188
26
119
224.3
32,631.6
0
32,407.3
0
0
1
0
61
61
1
1003_3213
1
15
1,474
1,620
0
1,317
122
1
1,850
bus+train
4,874
3,094
463
26
315
554.7
29,604.8
9,015.4
20,034.7
0
1
1
0
0
61
0
1003_3213
2
15
1,996
2,640
0
923
86
1
2,050
bus+train
6,055
4,636
496
26
384
592.4
36,312.9
5,988.2
29,732.2
0
1
1
0
0
61
0
1003_3213
3
15
1,608
1,800
0
608
203
1
1,850
bus+train
4,560
3,408
544
26
315
651
28,819.3
5,547.8
22,620.5
0
1
1
0
0
61
0
1003_3213
4
15
1,575
1,620
0
1,317
122
1
1,850
bus+train
5,043
3,195
531
26
383
635.2
30,289.7
9,619.8
20,034.7
0
1
1
0
0
61
0
1003_3213
5
15
1,806
1,800
0
668
203
1
1,850
bus+train
4,937
3,606
663
26
434
792.4
29,618.7
6,205.9
22,620.5
0
1
1
0
0
61
0
1003_3213
6
15
1,853
2,070
0
672
147
2
1,950
bus+train
5,152
3,923
557
26
384
665.7
31,794.9
5,463.9
25,665.3
0
1
1
0
0
61
0
1003_3213
7
15
1,853
2,250
0
1,075
147
1
1,950
bus+train
5,744
4,103
566
26
393
677
31,663.9
5,463.9
25,523
0
1
1
0
0
61
0
1003_3213
8
15
3,886
630
0
979
110
1
1,950
bus+train
6,120
4,516
625
26
489
747.5
30,771.3
25,227.3
4,796.4
0
1
1
0
0
61
0
1003_3213
9
15
1,580
2,070
0
612
147
2
1,950
bus+train
4,947
3,650
685
26
512
819.9
31,268.7
4,783.5
25,665.3
0
1
1
0
0
61
0
1003_3213
10
15
1,782
2,640
0
863
86
1
2,050
bus+train
5,909
4,422
624
26
512
746.7
35,786.7
5,307.8
29,732.2
0
1
1
0
0
61
0
1003_3213
11
15
1,580
2,250
0
1,075
147
1
1,950
bus+train
5,590
3,830
685
26
512
819.9
31,126.4
4,783.5
25,523
0
1
1
0
0
61
0
1003_3213
12
15
1,892
2,070
0
813
147
2
1,950
bus+train
5,461
3,962
686
26
513
821
32,407.8
5,921.5
25,665.3
0
1
1
0
0
61
0
1003_3213
13
15
2,123
2,520
0
750
134
1
2,050
bus+train
6,066
4,643
673
26
513
805.7
39,065.8
6,550.3
31,709.7
0
1
1
0
0
61
0
1003_3213
14
15
0
2,880
0
570
51
1
1,850
train_only
4,427
2,880
977
26
900
1,170
28,935.9
0
27,765.9
0
0
1
0
0
61
0
1003_3214
0
9
0
2,920
0
563
43
1
1,950
train_only
3,560
2,920
77
26
8
91.2
32,119.3
0
32,028.1
0
0
1
0
91
92
0.98913
1003_3214
1
9
1,673
2,250
0
526
147
1
1,850
bus+train
4,988
3,923
539
26
366
645.3
30,612.6
4,444.3
25,523
0
1
1
0
1
92
0.01087
1003_3214
2
9
1,499
2,250
0
742
147
2
1,950
bus+train
5,017
3,749
526
26
353
629.2
30,821.2
4,669
25,523
0
1
1
0
0
92
0
1003_3214
3
9
1,419
2,250
0
742
147
2
1,850
bus+train
4,950
3,669
539
26
366
645.3
30,275.3
4,107.1
25,523
0
1
1
0
0
92
0
1003_3214
4
9
1,696
2,250
0
799
147
1
1,950
bus+train
5,341
3,946
596
26
423
713.4
31,531.1
5,294.7
25,523
0
1
1
0
0
92
0
1003_3214
5
9
1,827
2,250
0
526
147
1
1,950
bus+train
5,250
4,077
647
26
474
774.4
31,303.1
5,005.8
25,523
0
1
1
0
0
92
0
1003_3214
6
9
1,862
2,250
0
799
147
1
1,950
bus+train
5,541
4,112
630
26
457
754
31,962.2
5,685.3
25,523
0
1
1
0
0
92
0
1003_3214
7
9
3,474
630
0
1,752
110
1
3,400
bus+train
6,429
4,104
573
26
437
685.3
31,563.8
26,082.1
4,796.4
0
1
1
0
0
92
0
1003_3214
8
9
1,691
2,250
0
742
147
2
1,950
bus+train
5,313
3,941
630
26
457
754
31,288.6
5,011.7
25,523
0
1
1
0
0
92
0
1003_3215
0
9
0
2,535
0
417
43
1
1,950
train_only
3,071
2,535
119
26
50
141.4
30,710.9
0
30,569.5
0
0
1
0
63
63
1
1003_3215
1
9
1,251
2,550
0
421
134
1
2,050
bus+train
4,736
3,801
514
26
354
615.6
37,024.4
4,699.1
31,709.7
0
1
1
0
0
63
0
1003_3215
2
9
1,334
2,550
0
421
134
1
2,050
bus+train
4,869
3,884
564
26
404
675
37,458.3
5,073.6
31,709.7
0
1
1
0
0
63
0
1003_3215
3
9
3,171
1,650
0
353
63
1
1,850
bus+train
5,742
4,821
568
26
479
680
30,162.4
9,447.7
20,034.7
0
1
1
0
0
63
0
1003_3215
4
9
888
2,250
0
881
147
1
1,850
bus+train
4,695
3,138
676
26
503
809.3
29,330.1
2,997.8
25,523
0
1
1
0
0
63
0
1003_3215
5
9
964
2,190
0
791
206
2
1,950
bus+train
4,680
3,154
735
26
503
879.9
31,460.6
3,141.5
27,439.1
0
1
1
0
0
63
0
1003_3215
6
9
3,274
1,650
0
353
63
1
1,850
bus+train
5,960
4,924
683
26
594
817.6
30,704
9,851.7
20,034.7
0
1
1
0
0
63
0
1003_3215
7
9
1,135
2,250
0
996
147
1
1,850
bus+train
5,137
3,385
756
26
583
905.6
30,482.9
4,054.4
25,523
0
1
1
0
0
63
0
1003_3215
8
9
3,383
630
0
1,087
110
2
3,400
bus+train
5,820
4,013
720
26
584
861.3
33,402.9
27,745.1
4,796.4
0
1
1
0
0
63
0
1003_3216
0
11
0
2,664
0
517
43
1
1,850
train_only
3,272
2,664
91
26
22
107.3
29,986.1
0
29,878.8
0
0
1
0
92
92
1
1003_3216
1
11
871
2,250
0
713
86
1
1,850
bus+train
4,084
3,121
250
26
138
297.3
27,844
2,023.7
25,523
0
1
1
0
0
92
0
1003_3216
2
11
772
2,250
0
713
86
1
1,850
bus+train
4,203
3,022
468
26
356
559
27,911.4
1,829.5
25,523
0
1
1
0
0
92
0
1003_3216
3
11
578
2,250
0
739
147
1
1,850
bus+train
4,096
2,828
529
26
356
632.6
28,042.2
1,886.6
25,523
0
1
1
0
0
92
0
1003_3216
4
11
1,079
2,250
0
713
86
1
1,850
bus+train
4,619
3,329
577
26
465
689.6
28,770
2,557.4
25,523
0
1
1
0
0
92
0
1003_3216
5
11
700
2,250
0
795
147
1
1,850
bus+train
4,389
2,950
644
26
471
769.6
28,409.7
2,117.2
25,523
0
1
1
0
0
92
0
1003_3216
6
11
784
2,250
0
739
147
1
1,850
bus+train
4,411
3,034
638
26
465
763.2
28,900.7
2,614.6
25,523
0
1
1
0
0
92
0
1003_3216
7
11
934
2,250
0
1,002
147
1
1,850
bus+train
4,814
3,184
628
26
455
752.2
28,953.8
2,678.6
25,523
0
1
1
0
0
92
0
1003_3216
8
11
975
2,640
0
527
86
1
1,950
bus+train
4,783
3,615
641
26
529
767.1
33,573.2
3,073.9
29,732.2
0
1
1
0
0
92
0
1003_3216
9
11
1,193
2,250
0
713
86
1
1,850
bus+train
4,819
3,443
663
26
551
793.5
29,100.7
2,784.3
25,523
0
1
1
0
0
92
0
1003_3216
10
11
842
2,250
0
1,002
147
1
1,850
bus+train
4,808
3,092
714
26
541
855.4
28,762
2,383.7
25,523
0
1
1
0
0
92
0
1003_32184
0
11
625
1,980
0
443
41
1
1,650
bus+train
3,119
2,605
71
26
4
82.7
18,343
3,076.5
15,183.8
0
1
1
0
14
14
1
1003_32184
1
11
588
1,980
0
503
41
1
1,650
bus+train
3,325
2,568
254
26
187
301.5
18,386.5
2,901.2
15,183.8
0
1
1
0
0
14
0
1003_32184
2
11
676
1,980
0
503
41
1
1,650
bus+train
3,516
2,656
357
26
290
425.6
18,961
3,351.7
15,183.8
0
1
1
0
0
14
0
1003_32184
3
11
391
1,980
0
443
41
1
1,650
bus+train
3,371
2,371
557
26
490
665.5
18,098
2,248.7
15,183.8
0
1
1
0
0
14
0
1003_32184
4
11
524
1,980
0
443
41
1
1,650
bus+train
3,530
2,504
583
26
516
697.1
18,493.3
2,612.4
15,183.8
0
1
1
0
0
14
0
1003_32184
5
11
452
1,980
0
443
41
1
1,650
bus+train
3,480
2,432
605
26
538
723.4
18,299.4
2,392.2
15,183.8
0
1
1
0
0
14
0
1003_32184
6
11
708
1,980
0
511
41
2
1,650
bus+train
3,780
2,688
581
26
514
694.7
19,416.1
3,537.6
15,183.8
0
1
1
0
0
14
0
1003_32184
7
11
717
1,980
0
600
41
2
1,650
bus+train
3,903
2,697
606
26
539
725.1
18,997.2
3,088.3
15,183.8
0
1
1
0
0
14
0
1003_32184
8
11
1,107
840
0
794
180
2
1,550
bus+train
3,460
1,947
719
26
513
859.9
15,781.7
8,322.4
6,599.5
0
1
1
0
0
14
0
1003_32184
9
11
2,243
300
0
720
75
3
1,650
bus+train
3,917
2,543
654
26
553
782.6
18,077.6
14,262
3,033.1
0
1
1
0
0
14
0
1003_32184
10
11
1,601
840
0
714
183
2
1,650
bus+train
3,917
2,441
762
26
553
912
17,935.3
10,423.7
6,599.5
0
1
1
0
0
14
0
1003_3219
0
4
0
2,564
0
603
43
1
1,850
train_only
3,252
2,564
85
26
16
100.3
28,600.9
0
28,500.6
0
0
1
0
197
198
0.994949
1003_3219
1
4
172
2,460
0
585
170
1
1,850
bus+train
3,640
2,632
423
26
227
505.9
28,596.3
375.1
27,715.2
0
1
1
0
1
198
0.005051
1003_3219
2
4
285
2,460
0
752
79
1
1,850
bus+train
3,812
2,745
315
26
210
375.2
28,595.2
504.8
27,715.2
0
1
1
0
0
198
0
1003_3219
3
4
406
2,460
0
645
170
1
1,850
bus+train
4,781
2,866
1,270
26
1,074
1,521
29,897
660.8
27,715.2
0
1
1
0
0
198
0
1003_322
0
11
0
990
0
507
101
1
1,550
train_only
1,662
990
165
26
38
195.5
8,122.7
0
7,927.2
0
0
1
0
315
315
1
1003_322
1
11
685
300
0
303
57
2
1,550
bus+train
1,462
985
174
26
91
206.8
6,491.4
3,251.6
3,033.1
0
1
1
0
0
315
0
1003_322
2
11
382
600
0
272
137
1
1,550
bus+train
1,605
982
351
26
188
418.8
8,728.7
3,383
4,926.9
0
1
1
0
0
315
0
1003_322
3
11
607
300
0
303
57
2
1,550
bus+train
1,589
907
379
26
296
452.9
6,414.9
2,928.9
3,033.1
0
1
1
0
0
315
0
1003_322
4
11
434
600
0
272
137
1
1,550
bus+train
1,739
1,034
433
26
270
516.9
9,181.2
3,737.5
4,926.9
0
1
1
0
0
315
0
1003_322
5
11
615
300
0
349
66
2
1,550
bus+train
1,668
915
404
26
312
482.6
6,320.5
2,804.9
3,033.1
0
1
1
0
0
315
0
1003_322
6
11
569
300
0
438
75
2
1,550
bus+train
1,699
869
392
26
291
468.4
7,971.3
4,469.8
3,033.1
0
1
1
0
0
315
0
1003_322
7
11
643
300
0
438
75
2
1,550
bus+train
2,020
943
639
26
538
764.8
8,502.5
4,704.6
3,033.1
0
1
1
0
0
315
0
1003_322
8
11
286
960
0
626
116
1
1,550
bus+train
2,552
1,246
680
26
538
814.6
10,698.2
2,475.7
7,408
0
1
1
0
0
315
0
1003_322
9
11
1,299
0
0
488
46
1
1,500
bus_only
2,573
1,299
786
168
572
941.6
9,009.6
8,068
0
0
1
0
0
0
315
0
1003_322
10
11
226
960
0
579
188
1
1,550
bus+train
2,517
1,186
752
26
538
900.6
10,167.8
1,859.3
7,408
0
1
1
0
0
315
0
1003_3220
0
6
0
2,664
0
806
43
1
1,850
train_only
3,566
2,664
96
26
27
113.4
29,623.8
0
29,510.4
0
0
1
0
102
102
1
1003_3220
1
6
491
2,460
0
514
202
1
1,850
bus+train
4,054
2,951
589
26
361
704.3
29,502.5
1,083
27,715.2
0
1
1
0
0
102
0
1003_3220
2
6
535
2,640
0
575
74
1
1,950
bus+train
4,231
3,175
481
26
381
575.6
33,215.9
2,908.1
29,732.2
0
1
1
0
0
102
0
1003_3220
3
6
654
2,460
0
711
170
1
1,850
bus+train
4,411
3,114
586
26
390
701.6
29,803.2
1,386.4
27,715.2
0
1
1
0
0
102
0
1003_3220
4
6
638
2,460
0
514
202
1
1,850
bus+train
4,230
3,098
618
26
390
739.7
29,956.8
1,501.8
27,715.2
0
1
1
0
0
102
0
1003_3220
5
6
711
2,460
0
1,070
170
2
1,850
bus+train
5,406
3,171
1,165
26
969
1,395.9
30,814
1,702.9
27,715.2
0
1
1
0
0
102
0
1003_3221
0
2
0
3,303
0
1,113
43
1
1,950
train_only
4,495
3,303
79
26
10
93.7
31,038.5
0
30,944.8
0
0
1
0
40
40
1
1003_3221
1
2
0
2,940
0
984
122
1
1,850
train_only
4,209
2,940
285
26
137
339.7
27,537.1
0
27,197.4
0
0
1
0
0
40
0
1003_3222
0
10
0
2,864
0
791
43
1
1,950
train_only
3,800
2,864
145
26
76
171.6
31,225
0
31,053.4
0
0
1
0
194
194
1
1003_3222
1
10
679
2,250
0
513
104
1
1,850
bus+train
3,986
2,929
544
26
414
649.9
27,719.1
1,546.2
25,523
0
1
1
0
0
194
0
1003_3222
2
10
943
2,640
0
604
74
1
1,950
bus+train
4,435
3,583
248
26
148
295.8
35,039.9
5,011.9
29,732.2
0
1
1
0
0
194
0
1003_3222
3
10
2,279
1,830
0
547
63
1
1,850
bus+train
5,080
4,109
424
26
335
506.6
27,445.3
6,771.2
20,167.5
0
1
1
0
0
194
0
1003_3222
4
10
816
2,250
0
513
104
1
1,850
bus+train
4,020
3,066
441
26
311
527.2
28,055.3
2,005.2
25,523
0
1
1
0
0
194
0
1003_3222
5
10
1,049
2,250
0
668
104
1
1,850
bus+train
4,432
3,299
465
26
335
555.6
28,304.2
2,225.6
25,523
0
1
1
0
0
194
0
1003_3222
6
10
1,191
2,250
0
990
104
1
1,850
bus+train
5,059
3,441
628
26
498
751.4
28,596.5
2,322.2
25,523
0
1
1
0
0
194
0
1003_3222
7
10
943
2,880
0
1,084
52
1
1,850
bus+train
5,472
3,823
565
26
487
676
29,490.5
1,721.7
27,092.8
0
1
1
0
0
194
0
1003_3222
8
10
866
2,640
0
604
74
1
1,950
bus+train
4,799
3,506
689
26
589
825.4
34,919.1
4,361.5
29,732.2
0
1
1
0
0
194
0
1003_3222
9
10
619
2,880
0
1,084
52
1
1,850
bus+train
5,274
3,499
691
26
613
827.3
29,174.7
1,254.6
27,092.8
0
1
1
0
0
194
0
1003_3223
0
15
0
2,961
0
1,056
43
1
1,950
train_only
4,110
2,961
93
26
24
110.2
31,993.5
0
31,883.3
0
0
1
0
153
153
1
1003_3223
1
15
879
2,580
0
377
94
1
1,850
bus+train
4,049
3,459
213
26
93
253.7
28,394.8
3,546.4
24,594.7
0
1
1
0
0
153
0
1003_3223
2
15
1,696
1,830
0
665
63
1
1,850
bus+train
4,378
3,526
187
26
98
222.8
26,582.6
6,192.3
20,167.5
0
1
1
0
0
153
0
1003_3223
3
15
2,041
1,830
0
806
63
1
1,850
bus+train
4,891
3,871
214
26
125
254.7
26,701.3
6,279.1
20,167.5
0
1
1
0
0
153
0
1003_3223
4
15
867
2,580
0
666
94
1
1,850
bus+train
4,333
3,447
220
26
100
262.5
28,315.1
3,457.9
24,594.7
0
1
1
0
0
153
0