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_2517
7
20
2,088
0
0
694
0
1
1,600
bus_only
3,210
2,088
428
306
122
512.2
16,263.1
15,750.9
0
0
1
0
0
0
679
0
1003_2517
8
20
1,843
570
0
730
179
1
1,650
bus+train
3,525
2,413
382
26
177
456.3
16,752.2
10,498.5
5,797.4
0
1
1
0
0
679
0
1003_2517
9
20
1,508
420
0
1,048
115
2
1,650
bus+train
3,319
1,928
343
26
202
409.1
15,865.5
10,627.6
4,828.7
0
1
1
0
0
679
0
1003_2517
10
20
1,556
570
0
778
213
1
1,550
bus+train
3,320
2,126
416
26
177
497.4
14,705.6
8,410.8
5,797.4
0
1
1
0
0
679
0
1003_2517
11
20
2,117
0
0
694
0
1
1,600
bus_only
3,319
2,117
508
306
202
608.1
16,645.1
16,037
0
0
1
0
0
0
679
0
1003_2517
12
20
1,963
930
0
710
183
2
1,650
bus+train
4,134
2,893
531
26
322
635.9
17,161.1
8,517.3
8,007.9
0
1
1
0
0
679
0
1003_2517
13
20
1,757
420
0
924
115
2
1,550
bus+train
3,777
2,177
676
26
535
808.4
15,551.1
9,914
4,828.7
0
1
1
0
0
679
0
1003_2517
14
20
1,547
420
0
1,048
115
2
1,650
bus+train
3,704
1,967
689
26
548
824.3
16,596.1
10,943.1
4,828.7
0
1
1
0
0
679
0
1003_2517
15
20
1,942
570
0
730
179
1
1,650
bus+train
3,982
2,512
740
26
535
885.2
17,812.5
11,129.9
5,797.4
0
1
1
0
0
679
0
1003_2517
16
20
1,655
570
0
778
213
1
1,550
bus+train
3,777
2,225
774
26
535
926.3
15,765.9
9,042.2
5,797.4
0
1
1
0
0
679
0
1003_2517
17
20
1,638
420
0
1,453
115
2
1,550
bus+train
4,162
2,058
651
26
510
778.7
15,616.4
10,009
4,828.7
0
1
1
0
0
679
0
1003_2517
18
20
1,498
420
0
1,032
115
3
1,550
bus+train
3,626
1,918
676
26
535
808.4
15,002.4
9,365.3
4,828.7
0
1
1
0
0
679
0
1003_2517
19
20
2,156
0
0
694
0
1
1,600
bus_only
3,704
2,156
854
306
548
1,023.3
17,375.8
16,352.5
0
0
1
0
0
0
679
0
1003_2518
0
20
395
960
0
342
56
1
1,550
bus+train
1,973
1,355
276
207
13
330.3
13,563.6
4,526.3
8,707
0
1
1
0
0
1,186
0
1003_2518
1
20
2,115
0
0
288
0
2
1,600
bus_only
2,741
2,115
338
207
131
404.9
15,535.8
15,130.9
0
0
1
0
0
0
1,186
0
1003_2518
2
20
1,437
420
0
872
115
1
1,550
bus+train
3,001
1,857
272
26
131
323.5
14,907.6
9,755.5
4,828.7
0
1
1
0
1,183
1,186
1
1003_2518
3
20
1,077
1,170
0
647
156
1
1,650
bus+train
3,257
2,247
363
26
181
431.5
17,979.7
6,775.7
10,772.5
0
1
1
0
0
1,186
0
1003_2518
4
20
2,113
0
0
413
61
1
1,500
bus_only
2,901
2,113
375
207
107
449
15,056.9
14,607.8
0
0
1
0
0
0
1,186
0
1003_2518
5
20
2,431
0
0
173
0
1
1,600
bus_only
2,986
2,431
382
207
175
457.8
17,009.2
16,551.4
0
0
1
0
0
0
1,186
0
1003_2518
6
20
1,386
420
0
812
115
1
1,550
bus+train
3,053
1,806
435
26
294
519.1
14,784.8
9,437
4,828.7
0
1
1
0
0
1,186
0
1003_2518
7
20
2,055
0
0
258
0
2
1,500
bus_only
2,814
2,055
501
207
294
599.9
15,412.3
14,812.4
0
0
1
0
0
0
1,186
0
1003_2518
8
20
1,728
420
0
649
115
1
1,650
bus+train
3,292
2,148
495
26
354
591.3
16,059.4
10,639.4
4,828.7
0
1
1
0
0
1,186
0
1003_2518
9
20
2,094
300
0
732
67
2
1,650
bus+train
3,564
2,394
438
26
345
523
17,850.6
14,294.5
3,033.1
0
1
1
0
0
1,186
0
1003_2518
10
20
2,495
0
0
173
0
1
1,600
bus_only
3,253
2,495
585
207
378
701.4
17,433.9
16,732.6
0
0
1
0
0
0
1,186
0
1003_2518
11
20
2,163
0
0
288
0
2
1,600
bus_only
3,003
2,163
552
207
345
661.4
16,019.3
15,358
0
0
1
0
0
0
1,186
0
1003_2518
12
20
2,125
0
0
258
0
2
1,600
bus_only
2,944
2,125
561
207
354
672.1
16,043.3
15,371.3
0
0
1
0
0
0
1,186
0
1003_2518
13
20
1,360
630
0
761
182
1
1,550
bus+train
3,304
1,990
553
26
345
661
15,055
9,597.5
4,796.4
0
1
1
0
0
1,186
0
1003_2518
14
20
2,242
0
0
854
0
1
1,500
bus_only
3,703
2,242
607
207
400
727.1
15,046.8
14,319.8
0
0
1
0
0
0
1,186
0
1003_2518
15
20
2,294
0
0
626
61
1
1,500
bus_only
3,589
2,294
669
207
401
801.1
15,637.2
14,836.1
0
0
1
0
0
0
1,186
0
1003_2518
16
20
2,623
0
0
510
0
1
1,600
bus_only
3,817
2,623
684
207
477
820
17,076.9
16,256.9
0
0
1
0
0
0
1,186
0
1003_2518
17
20
1,056
1,170
0
647
156
1
1,650
bus+train
3,569
2,226
696
26
514
831.8
18,082.8
6,478.5
10,772.5
0
1
1
0
0
1,186
0
1003_2518
18
20
2,118
0
0
589
0
2
1,600
bus_only
3,394
2,118
687
207
480
823.1
16,918.4
16,095.3
0
0
1
0
0
0
1,186
0
1003_2518
19
20
2,156
0
0
493
0
3
1,600
bus_only
3,311
2,156
662
207
455
794.2
16,225.9
15,431.7
0
0
1
0
0
0
1,186
0
1003_2519
0
9
0
1,380
0
859
31
1
1,550
train_only
2,344
1,380
105
26
48
124.5
12,854.4
0
12,730
0
0
1
0
1
1,473
0.000679
1003_2519
1
9
0
1,170
0
402
278
1
1,550
train_only
1,924
1,170
352
26
48
420.3
11,795.8
0
11,375.5
0
0
1
0
1,471
1,473
0.998642
1003_2519
2
9
1,666
420
0
678
115
1
1,650
bus+train
3,193
2,086
429
26
288
513
16,419.6
11,078
4,828.7
0
1
1
0
0
1,473
0
1003_2519
3
9
1,792
420
0
881
115
2
1,650
bus+train
3,510
2,212
417
26
276
498.2
16,570.1
11,243.2
4,828.7
0
1
1
0
0
1,473
0
1003_2519
4
9
1,383
570
0
276
213
1
1,550
bus+train
2,815
1,953
586
26
347
700.8
12,120.7
5,622.5
5,797.4
0
1
1
0
0
1,473
0
1003_2519
5
9
1,310
420
0
728
115
3
1,550
bus+train
2,901
1,730
443
26
302
528.1
12,723.2
7,366.4
4,828.7
0
1
1
0
1
1,473
0.000679
1003_2519
6
9
1,204
570
0
526
213
2
1,550
bus+train
2,841
1,774
541
26
302
647.5
12,939.5
6,494.6
5,797.4
0
1
1
0
0
1,473
0
1003_2519
7
9
2,466
0
0
779
0
1
1,500
bus_only
3,754
2,466
509
207
302
610.4
14,089.1
13,478.7
0
0
1
0
0
0
1,473
0
1003_2519
8
9
1,605
570
0
276
213
1
1,550
bus+train
3,092
2,175
641
26
402
767
12,844
6,279.6
5,797.4
0
1
1
0
0
1,473
0
1003_2520
0
11
0
1,045
0
692
118
2
1,550
train_only
1,898
1,045
161
26
17
190
10,925.4
0
10,735.5
0
0
1
0
486
486
1
1003_2520
1
11
404
710
0
504
56
1
1,550
bus+train
1,898
1,114
280
207
17
335.2
11,225
4,526.3
6,363.4
0
1
1
0
0
486
0
1003_2520
2
11
1,719
0
0
413
0
0
1,500
bus_only
2,688
1,719
556
207
349
666.6
12,669.6
12,003
0
0
1
0
0
0
486
0
1003_2520
3
11
895
420
0
679
115
1
1,550
bus+train
2,331
1,315
337
26
196
401.1
10,924.5
5,694.7
4,828.7
0
1
1
0
0
486
0
1003_2520
4
11
1,677
0
0
413
0
0
1,500
bus_only
2,657
1,677
567
207
360
678.8
12,366.4
11,687.6
0
0
1
0
0
0
486
0
1003_2520
5
11
775
420
0
679
115
1
1,550
bus+train
2,447
1,195
573
26
432
685.4
10,634.7
5,120.6
4,828.7
0
1
1
0
0
486
0
1003_2520
6
11
924
420
0
578
115
2
1,550
bus+train
2,503
1,344
581
26
440
695.4
11,334.1
5,810
4,828.7
0
1
1
0
0
486
0
1003_2520
7
11
883
420
0
578
115
2
1,550
bus+train
2,489
1,303
608
26
467
727.5
11,050.8
5,494.7
4,828.7
0
1
1
0
0
486
0
1003_2520
8
11
1,750
0
0
353
0
0
1,500
bus_only
2,839
1,750
736
207
529
882.6
13,041.4
12,158.9
0
0
1
0
0
0
486
0
1003_2520
9
11
955
420
0
578
115
2
1,550
bus+train
2,623
1,375
670
26
529
801.8
11,596.4
5,965.9
4,828.7
0
1
1
0
0
486
0
1003_2520
10
11
925
420
0
992
115
2
1,550
bus+train
3,008
1,345
671
26
530
803.4
11,638.5
6,006.5
4,828.7
0
1
1
0
0
486
0
1003_2521
0
22
481
640
0
381
56
1
1,550
bus+train
1,781
1,121
279
207
16
333.4
10,442.4
4,526.3
5,582.7
0
1
1
0
0
752
0
1003_2521
1
22
627
450
0
495
213
2
1,550
bus+train
2,078
1,077
506
26
267
605.4
10,607.9
4,305.7
5,696.8
0
1
1
0
0
752
0
1003_2521
2
22
1,845
0
0
250
0
0
1,500
bus_only
2,466
1,845
371
207
164
443.4
11,406.7
10,963.3
0
0
1
0
0
0
752
0
1003_2521
3
22
1,563
450
0
214
83
1
1,550
bus+train
2,513
2,013
286
26
177
341.5
13,459.9
7,421.6
5,696.8
0
1
1
0
0
752
0
1003_2521
4
22
1,097
450
0
211
179
1
1,550
bus+train
2,140
1,547
382
26
177
456.1
10,512.7
4,359.8
5,696.8
0
1
1
0
0
752
0
1003_2521
5
22
922
420
0
745
115
1
1,550
bus+train
2,452
1,342
365
26
224
434.4
10,169.8
4,906.7
4,828.7
0
1
1
0
752
752
1
1003_2521
6
22
1,260
180
0
221
253
1
1,550
bus+train
2,117
1,440
456
26
177
544.6
10,096.2
6,911.3
2,640.3
0
1
1
0
0
752
0
1003_2521
7
22
567
750
0
417
202
1
1,550
bus+train
2,186
1,317
452
26
224
539.5
11,828.7
2,923.6
8,365.5
0
1
1
0
0
752
0
1003_2521
8
22
1,431
450
0
274
83
1
1,550
bus+train
2,594
1,881
439
26
330
524.1
13,215.7
6,994.9
5,696.8
0
1
1
0
0
752
0
1003_2521
9
22
732
450
0
495
213
2
1,550
bus+train
2,093
1,182
416
26
177
497.2
10,887.4
4,693.4
5,696.8
0
1
1
0
0
752
0
1003_2521
10
22
1,774
0
0
250
0
0
1,500
bus_only
2,561
1,774
537
207
330
642.8
11,214.6
10,571.8
0
0
1
0
0
0
752
0
1003_2521
11
22
532
750
0
417
202
1
1,550
bus+train
2,193
1,282
494
26
266
590.6
11,576.1
2,620
8,365.5
0
1
1
0
0
752
0
1003_2521
12
22
876
420
0
745
115
1
1,550
bus+train
2,512
1,296
471
26
330
562
9,769.5
4,378.8
4,828.7
0
1
1
0
0
752
0
1003_2521
13
22
962
450
0
271
179
1
1,550
bus+train
2,218
1,412
535
26
330
638.8
10,268.5
3,933
5,696.8
0
1
1
0
0
752
0
1003_2521
14
22
1,125
180
0
281
253
1
1,550
bus+train
2,195
1,305
609
26
330
727.3
9,852.1
6,484.5
2,640.3
0
1
1
0
0
752
0
1003_2521
15
22
1,904
0
0
190
0
0
1,500
bus_only
2,751
1,904
657
207
450
787.3
11,971.5
11,184.2
0
0
1
0
0
0
752
0
1003_2521
16
22
960
420
0
685
115
1
1,550
bus+train
2,675
1,380
610
26
469
729.4
10,678.7
5,120.6
4,828.7
0
1
1
0
0
752
0
1003_2521
17
22
1,795
0
0
273
0
1
1,500
bus_only
2,732
1,795
664
207
457
796.5
11,304
10,507.5
0
0
1
0
0
0
752
0
1003_2521
18
22
628
450
0
659
213
2
1,550
bus+train
2,426
1,078
689
26
450
824.4
10,721.3
4,200.1
5,696.8
0
1
1
0
0
752
0
1003_2521
19
22
492
750
0
357
202
1
1,550
bus+train
2,363
1,242
764
26
536
914.8
11,656.4
2,376.1
8,365.5
0
1
1
0
0
752
0
1003_2521
20
22
1,860
0
0
261
0
1
1,500
bus_only
2,866
1,860
745
207
538
893.8
12,171.5
11,277.7
0
0
1
0
0
0
752
0
1003_2521
21
22
586
450
0
495
213
2
1,550
bus+train
2,306
1,036
775
26
536
927.6
10,686.1
4,061.8
5,696.8
0
1
1
0
0
752
0
1003_2522
0
14
443
420
0
438
115
1
1,550
bus+train
1,572
863
271
26
130
321.4
8,803.8
3,653.8
4,828.7
0
1
1
0
1
1,168
0.000856
1003_2522
1
14
0
800
0
455
278
1
1,550
train_only
1,567
800
312
26
8
371.4
8,916.3
0
8,544.9
0
0
1
0
1,167
1,168
0.999144
1003_2522
2
14
1,200
0
0
760
0
0
1,500
bus_only
2,297
1,200
337
207
130
402.2
10,248.9
9,846.7
0
0
1
0
0
0
1,168
0
1003_2522
3
14
444
420
0
688
115
2
1,550
bus+train
1,810
864
258
26
117
307.5
8,910.6
3,774.4
4,828.7
0
1
1
0
0
1,168
0
1003_2522
4
14
482
420
0
438
115
1
1,550
bus+train
1,649
902
309
26
168
367.8
9,165.5
3,969
4,828.7
0
1
1
0
0
1,168
0
1003_2522
5
14
339
570
0
545
213
1
1,550
bus+train
1,810
909
356
26
117
425.4
9,125.4
2,902.5
5,797.4
0
1
1
0
0
1,168
0
1003_2522
6
14
1,238
0
0
760
0
0
1,500
bus_only
2,373
1,238
375
207
168
448.6
10,610.6
10,162
0
0
1
0
0
0
1,168
0
1003_2522
7
14
534
420
0
537
115
2
1,550
bus+train
1,896
954
405
26
264
483.2
9,411.3
4,099.4
4,828.7
0
1
1
0
0
1,168
0
1003_2522
8
14
531
420
0
837
115
2
1,550
bus+train
2,375
951
587
26
446
701.5
9,488.2
3,958.1
4,828.7
0
1
1
0
0
1,168
0
1003_2522
9
14
486
420
0
688
115
2
1,550
bus+train
2,214
906
620
26
479
741.8
9,686
4,115.5
4,828.7
0
1
1
0
0
1,168
0
1003_2522
10
14
571
420
0
537
115
2
1,550
bus+train
2,182
991
654
26
513
781.9
10,094.7
4,484.1
4,828.7
0
1
1
0
0
1,168
0
1003_2522
11
14
381
570
0
545
213
1
1,550
bus+train
2,214
951
718
26
479
859.7
9,900.8
3,243.7
5,797.4
0
1
1
0
0
1,168
0
1003_2522
12
14
317
870
0
800
202
1
1,550
bus+train
2,691
1,187
704
26
476
842.9
11,707.8
2,398.7
8,466.2
0
1
1
0
0
1,168
0
1003_2522
13
14
417
870
0
740
202
1
1,550
bus+train
2,768
1,287
741
26
513
887
12,592.8
3,239.6
8,466.2
0
1
1
0
0
1,168
0
1003_2523
0
6
101
730
0
717
96
2
1,550
bus+train
1,713
831
165
26
43
195.7
8,866.4
914.5
7,756.3
0
1
1
0
0
430
0
1003_2523
1
6
428
400
0
579
56
1
1,550
bus+train
1,713
828
306
207
43
365.6
8,608.5
4,526.3
3,716.5
0
1
1
0
0
430
0
1003_2523
2
6
1,213
0
0
304
0
0
1,500
bus_only
1,986
1,213
469
207
262
561.8
9,685.8
9,124.1
0
0
1
0
0
0
430
0
1003_2523
3
6
401
420
0
539
115
1
1,550
bus+train
1,763
821
403
26
262
481
8,240.8
2,931.1
4,828.7
0
1
1
0
0
430
0
1003_2523
4
6
355
420
0
479
115
1
1,550
bus+train
1,804
775
550
26
409
657.9
8,118.8
2,632.3
4,828.7
0
1
1
0
430
430
1
1003_2523
5
6
1,167
0
0
244
0
0
1,500
bus_only
2,027
1,167
616
207
409
738.6
9,563.9
8,825.3
0
0
1
0
0
0
430
0
1003_2524
0
2
2,838
0
0
4,118
166
2
2,700
bus_only
7,772
2,838
816
306
344
975
25,709.6
24,734.6
0
0
1
0
0
0
246
0.5
1003_2524
1
2
2,758
0
0
4,118
166
2
2,700
bus_only
7,713
2,758
837
306
365
999.5
25,292.3
24,292.7
0
0
1
0
0
0
246
0.5
1003_2525
0
12
192
420
0
392
115
1
1,550
bus+train
1,228
612
224
26
83
265.8
6,331.2
1,236.7
4,828.7
0
1
1
0
479
479
1
1003_2525
1
12
121
420
0
224
115
1
1,550
bus+train
1,310
541
545
26
404
651.3
6,448.1
968
4,828.7
0
1
1
0
0
479
0
1003_2525
2
12
870
0
0
390
0
0
1,500
bus_only
1,649
870
389
306
83
464.7
7,316
6,851.3
0
0
1
0
0
0
479
0