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_9001
3
4
6,917
0
0
2,645
302
1
2,900
bus_only
10,984
6,917
1,422
416
704
1,704.8
85,851.3
84,146.4
0
0
1
0
0
0
65
0
1002_9003491
0
11
185
570
0
391
115
1
1,550
bus+train
1,329
755
183
62
6
217.1
7,737.9
1,313.6
6,207.1
0
1
1
0
16
17
0.941176
1002_9003491
1
11
121
570
0
391
115
1
1,550
bus+train
1,649
691
567
62
390
677.8
7,853
968
6,207.1
0
1
1
0
0
17
0
1002_9003491
2
11
1,226
0
0
667
0
0
1,500
bus_only
2,535
1,226
642
416
226
768.9
9,619.6
8,850.7
0
0
1
0
0
0
17
0
1002_9003491
3
11
475
210
0
634
56
2
1,550
bus+train
1,771
685
452
51
345
539.9
7,670.2
5,155
1,975.3
0
1
1
0
0
17
0
1002_9003491
4
11
263
570
0
591
115
1
1,550
bus+train
1,879
833
455
62
278
542.5
8,191.6
1,441.9
6,207.1
0
1
1
0
0
17
0
1002_9003491
5
11
868
0
0
726
39
1
1,500
bus_only
2,074
868
480
51
390
573.7
8,332.8
7,759.1
0
0
1
0
0
0
17
0
1002_9003491
6
11
232
570
0
599
115
2
1,550
bus+train
1,853
802
452
62
275
540.2
8,309.6
1,562.2
6,207.1
0
1
1
0
0
17
0
1002_9003491
7
11
132
720
0
451
213
1
1,550
bus+train
1,853
852
550
62
275
658.1
8,524.4
690.4
7,175.9
0
1
1
0
1
17
0.058824
1002_9003491
8
11
508
210
0
454
56
1
1,550
bus+train
1,771
718
599
198
345
716.8
7,810.9
5,118.8
1,975.3
0
1
1
0
0
17
0
1002_9003491
9
11
270
570
0
659
115
2
1,550
bus+train
2,194
840
695
62
518
831.5
8,851.1
1,812.5
6,207.1
0
1
1
0
0
17
0
1002_9003491
10
11
170
720
0
511
213
1
1,550
bus+train
2,194
890
793
62
518
949.4
9,065.8
940.6
7,175.9
0
1
1
0
0
17
0
1002_9004
0
9
0
150
360
549
64
1
3,200
train+gtx
1,246
510
187
62
61
222.1
10,266.4
0
1,654.6
8,389.7
0
1
1
69
69
1
1002_9004
1
9
987
150
0
568
67
2
1,550
bus+train
2,404
1,137
699
62
570
835.2
10,463.9
7,974.1
1,654.6
0
1
1
0
0
69
0
1002_9004
2
9
1,219
150
0
599
67
1
1,550
bus+train
2,533
1,369
565
62
436
676
11,032.2
8,701.6
1,654.6
0
1
1
0
0
69
0
1002_9004
3
9
1,701
0
0
1,338
27
2
1,500
bus_only
3,593
1,701
554
38
489
663.6
12,196.8
11,533.2
0
0
1
0
0
0
69
0
1002_9004
4
9
996
150
0
659
67
1
1,550
bus+train
2,504
1,146
699
62
570
835.2
10,463.9
7,974.1
1,654.6
0
1
1
0
0
69
0
1002_9004
5
9
1,707
0
0
1,379
64
2
1,500
bus_only
3,653
1,707
567
38
465
679.3
11,705
11,025.7
0
0
1
0
0
0
69
0
1002_9004
6
9
1,517
0
0
793
0
2
1,500
bus_only
2,977
1,517
667
184
483
798.6
12,125.2
11,326.6
0
0
1
0
0
0
69
0
1002_9004
7
9
1,612
150
0
1,169
67
2
1,550
bus+train
3,525
1,762
594
62
465
710.9
12,178.4
9,812.9
1,654.6
0
1
1
0
0
69
0
1002_9004
8
9
2,860
0
0
302
0
1
1,600
bus_only
3,843
2,860
681
198
483
816.4
16,628.9
15,812.5
0
0
1
0
0
0
69
0
1002_9004247
0
16
2,063
0
0
774
0
2
1,500
bus_only
2,895
2,063
58
51
7
67.9
12,676.5
12,608.6
0
0
1
0
0
0
20
0
1002_9004247
1
16
974
570
0
869
115
3
1,550
bus+train
2,597
1,544
184
62
7
217.8
12,211.9
5,787
6,207.1
0
1
1
0
2
20
0.1
1002_9004247
2
16
1,142
570
0
715
115
1
1,550
bus+train
2,611
1,712
184
62
7
217.8
12,211.9
5,787
6,207.1
0
1
1
0
18
20
0.9
1002_9004247
3
16
2,440
0
0
151
0
1
1,500
bus_only
2,903
2,440
312
198
114
373.9
14,866.2
14,492.4
0
0
1
0
0
0
20
0
1002_9004247
4
16
650
660
0
898
184
2
1,550
bus+train
2,597
1,310
389
198
7
464.1
12,147
6,100.2
5,582.7
0
1
1
0
0
20
0
1002_9004247
5
16
2,150
0
0
774
0
2
1,500
bus_only
3,325
2,150
401
51
350
479.8
13,404.2
12,924.4
0
0
1
0
0
0
20
0
1002_9004247
6
16
2,032
0
0
774
0
2
1,500
bus_only
3,228
2,032
422
51
371
504.6
12,789.3
12,284.8
0
0
1
0
0
0
20
0
1002_9004247
7
16
1,229
570
0
715
115
1
1,550
bus+train
3,041
1,799
527
62
350
629.7
12,939.6
6,102.8
6,207.1
0
1
1
0
0
20
0
1002_9004247
8
16
1,111
570
0
715
115
1
1,550
bus+train
2,944
1,681
548
62
371
654.5
12,324.8
5,463.2
6,207.1
0
1
1
0
0
20
0
1002_9004247
9
16
2,528
0
0
151
0
1
1,500
bus_only
3,256
2,528
577
198
379
691.8
15,618.5
14,926.7
0
0
1
0
0
0
20
0
1002_9004247
10
16
2,390
0
0
211
0
1
1,500
bus_only
3,243
2,390
642
198
444
768.1
14,959.9
14,191.8
0
0
1
0
0
0
20
0
1002_9004247
11
16
964
1,020
0
522
179
1
1,550
bus+train
3,148
1,984
642
62
401
768
14,988.6
4,376
9,844.6
0
1
1
0
0
20
0
1002_9004247
12
16
943
570
0
869
115
3
1,550
bus+train
2,930
1,513
548
62
371
654.5
12,324.8
5,463.2
6,207.1
0
1
1
0
0
20
0
1002_9004247
13
16
970
570
0
662
115
3
1,550
bus+train
2,907
1,540
705
62
528
843.9
12,548.6
5,497.5
6,207.1
0
1
1
0
0
20
0
1002_9004247
14
16
2,534
0
0
1,249
39
2
1,600
bus_only
4,401
2,534
618
51
528
738.9
16,032.6
15,293.7
0
0
1
0
0
0
20
0
1002_9004247
15
16
2,937
0
0
366
0
2
1,600
bus_only
4,015
2,937
712
184
528
852.3
16,492.6
15,640.3
0
0
1
0
0
0
20
0
1002_9004248
0
13
823
570
0
545
115
1
1,550
bus+train
2,122
1,393
184
62
7
218.3
11,888.5
5,463.2
6,207.1
0
1
1
0
21
21
1
1002_9004248
1
13
650
570
0
630
115
2
1,550
bus+train
2,330
1,220
480
62
303
573.3
11,980.4
5,199.9
6,207.1
0
1
1
0
0
21
0
1002_9004248
2
13
786
570
0
605
115
1
1,550
bus+train
2,425
1,356
464
62
287
554.2
11,961.3
5,199.9
6,207.1
0
1
1
0
0
21
0
1002_9004248
3
13
2,340
0
0
426
0
2
1,600
bus_only
3,017
2,340
251
38
213
299.7
15,368
15,068.3
0
0
1
0
0
0
21
0
1002_9004248
4
13
2,159
0
0
556
31
2
1,500
bus_only
3,089
2,159
374
38
305
446.4
14,559.8
14,113.4
0
0
1
0
0
0
21
0
1002_9004248
5
13
850
570
0
545
115
1
1,550
bus+train
2,501
1,420
536
62
359
640.2
12,634.3
5,787
6,207.1
0
1
1
0
0
21
0
1002_9004248
6
13
549
720
0
543
213
1
1,550
bus+train
2,374
1,269
562
62
287
672.1
12,176.1
4,328.1
7,175.9
0
1
1
0
0
21
0
1002_9004248
7
13
2,271
0
0
426
0
2
1,500
bus_only
3,211
2,271
514
38
476
615.5
15,075.1
14,459.6
0
0
1
0
0
0
21
0
1002_9004248
8
13
2,240
0
0
296
0
1
1,500
bus_only
3,211
2,240
675
199
476
808.9
15,007
14,198.1
0
0
1
0
0
0
21
0
1002_9004248
9
13
2,345
0
0
556
31
2
1,500
bus_only
3,500
2,345
599
38
530
717.1
15,546.8
14,829.8
0
0
1
0
0
0
21
0
1002_9004248
10
13
2,005
0
0
392
120
2
1,500
bus_only
3,085
2,005
688
38
530
824.1
14,381.3
13,557.1
0
0
1
0
0
0
21
0
1002_9004248
11
13
804
570
0
630
115
2
1,550
bus+train
2,711
1,374
707
62
530
846.3
12,721.8
5,668.4
6,207.1
0
1
1
0
0
21
0
1002_9004248
12
13
703
720
0
483
213
1
1,550
bus+train
2,711
1,423
805
62
530
964.2
12,936.5
4,796.5
7,175.9
0
1
1
0
0
21
0
1002_9007669
0
24
2,314
0
0
1,104
39
2
1,500
bus_only
3,590
2,314
172
51
82
203.6
13,580.1
13,376.5
0
0
1
0
0
0
16
0
1002_9007669
1
24
747
505
0
511
324
3
1,550
bus+train
2,145
1,252
382
51
7
456.2
11,588.3
5,945.1
5,187
0
1
1
0
0
16
0
1002_9007669
2
24
2,382
0
0
1,044
39
2
1,500
bus_only
3,611
2,382
185
51
95
219.9
13,760.6
13,540.7
0
0
1
0
0
0
16
0
1002_9007669
3
24
936
520
0
826
136
4
1,550
bus+train
2,564
1,456
282
51
95
336.2
11,517.1
6,688.8
4,492.1
0
1
1
0
0
16
0
1002_9007669
4
24
868
520
0
826
136
4
1,550
bus+train
2,504
1,388
290
51
103
345.4
11,362
6,524.6
4,492.1
0
1
1
0
0
16
0
1002_9007669
5
24
246
1,035
0
842
373
2
1,550
bus+train
2,565
1,281
442
62
7
527.2
12,254.8
790.1
10,937.5
0
1
1
0
16
16
1
1002_9007669
6
24
2,495
0
0
437
50
1
1,600
bus_only
3,405
2,495
473
416
7
566.6
15,745.1
15,178.6
0
0
1
0
0
0
16
0
1002_9007669
7
24
2,382
0
0
501
75
1
1,600
bus_only
3,401
2,382
518
51
392
618.4
18,452.5
17,834.1
0
0
1
0
0
0
16
0
1002_9007669
8
24
1,436
380
0
783
93
3
1,550
bus+train
3,015
1,816
416
51
272
495.5
11,743.7
7,912.1
3,336.1
0
1
1
0
0
16
0
1002_9007669
9
24
1,942
0
0
633
66
2
1,500
bus_only
3,076
1,942
501
51
384
597.9
14,159
13,561.1
0
0
1
0
0
0
16
0
1002_9007669
10
24
2,443
0
0
1,044
39
2
1,500
bus_only
3,871
2,443
384
51
294
458.4
14,181.8
13,723.4
0
0
1
0
0
0
16
0
1002_9007669
11
24
809
505
0
571
324
3
1,550
bus+train
2,409
1,314
524
51
149
626
11,901.5
6,088.5
5,187
0
1
1
0
0
16
0
1002_9007669
12
24
2,244
0
0
1,104
39
2
1,500
bus_only
3,768
2,244
420
51
330
501
13,675.4
13,174.4
0
0
1
0
0
0
16
0
1002_9007669
13
24
1,761
0
0
864
0
2
1,500
bus_only
3,154
1,761
529
51
478
633.6
13,557.9
12,924.3
0
0
1
0
0
0
16
0
1002_9007669
14
24
652
520
0
795
136
3
1,550
bus+train
2,557
1,172
590
51
403
705.8
11,553.7
6,355.9
4,492.1
0
1
1
0
0
16
0
1002_9007669
15
24
997
520
0
826
136
4
1,550
bus+train
2,824
1,517
481
51
294
574.7
11,938.3
6,871.4
4,492.1
0
1
1
0
0
16
0
1002_9007669
16
24
2,805
0
0
861
31
2
1,500
bus_only
4,147
2,805
481
38
412
574.6
15,412.1
14,837.6
0
0
1
0
0
0
16
0
1002_9007669
17
24
1,908
0
0
633
66
2
1,500
bus_only
3,166
1,908
625
51
508
747.8
13,914.9
13,167.1
0
0
1
0
0
0
16
0
1002_9007669
18
24
661
505
0
511
324
3
1,550
bus+train
2,334
1,166
657
51
282
786.2
11,663.1
5,689.9
5,187
0
1
1
0
0
16
0
1002_9007669
19
24
2,193
0
0
314
133
1
1,600
bus_only
3,214
2,193
707
51
523
846.5
16,764
15,917.6
0
0
1
0
0
0
16
0
1002_9007669
20
24
2,395
0
0
685
0
2
1,500
bus_only
3,665
2,395
585
38
547
700.5
14,859.6
14,159.1
0
0
1
0
0
0
16
0
1002_9007669
21
24
160
1,035
0
842
373
2
1,550
bus+train
2,754
1,195
717
62
282
857.2
12,329.5
534.9
10,937.5
0
1
1
0
0
16
0
1002_9007669
22
24
1,270
380
0
783
93
3
1,550
bus+train
3,085
1,650
652
51
508
779.3
11,732.6
7,617.2
3,336.1
0
1
1
0
0
16
0
1002_9007669
23
24
778
610
0
627
126
3
1,550
bus+train
2,707
1,388
692
51
515
828.8
13,136.3
6,724.7
5,582.7
0
1
1
0
0
16
0
1002_9007824
0
15
601
1,320
0
523
66
1
1,550
bus+train
2,577
1,921
133
62
5
157.1
13,563.6
1,255.6
12,150.9
0
1
1
0
14
14
1
1002_9007824
1
15
550
1,320
0
523
66
1
1,550
bus+train
2,712
1,870
319
62
191
381.3
13,616.5
1,084.2
12,150.9
0
1
1
0
0
14
0
1002_9007824
2
15
551
1,320
0
566
66
1
1,550
bus+train
2,848
1,871
411
62
283
491.4
13,765.9
1,123.6
12,150.9
0
1
1
0
0
14
0
1002_9007824
3
15
589
1,320
0
566
66
1
1,550
bus+train
2,951
1,909
476
62
348
568.8
14,001.7
1,282
12,150.9
0
1
1
0
0
14
0
1002_9007824
4
15
494
1,320
0
523
66
1
1,550
bus+train
2,856
1,814
519
62
391
621.2
13,678.6
906.5
12,150.9
0
1
1
0
0
14
0
1002_9007824
5
15
505
1,320
0
566
66
1
1,550
bus+train
2,924
1,825
533
62
405
637.1
13,746.6
958.6
12,150.9
0
1
1
0
0
14
0
1002_9007824
6
15
447
1,320
0
523
66
1
1,550
bus+train
2,851
1,767
561
62
433
671.6
13,625.4
802.8
12,150.9
0
1
1
0
0
14
0
1002_9007824
7
15
2,126
0
0
364
0
1
1,500
bus_only
3,173
2,126
683
198
485
818
14,325.8
13,507.8
0
0
1
0
0
0
14
0
1002_9007824
8
15
643
1,320
0
566
66
1
1,550
bus+train
3,149
1,963
620
62
492
742.2
14,377.5
1,484.3
12,150.9
0
1
1
0
0
14
0
1002_9007824
9
15
2,495
0
0
896
0
1
1,500
bus_only
3,977
2,495
586
51
535
702
15,120.1
14,418.1
0
0
1
0
0
0
14
0
1002_9007824
10
15
2,226
0
0
367
0
1
1,500
bus_only
3,326
2,226
733
198
535
878.9
14,003.7
13,124.8
0
0
1
0
0
0
14
0
1002_9007824
11
15
472
1,320
0
1,464
66
1
1,550
bus+train
3,861
1,792
605
62
477
724.3
13,647.5
772.4
12,150.9
0
1
1
0
0
14
0
1002_9007824
12
15
383
1,320
0
1,464
66
1
1,550
bus+train
3,782
1,703
615
62
487
736
13,610.6
723.7
12,150.9
0
1
1
0
0
14
0
1002_9007824
13
15
507
1,320
0
1,464
66
1
1,550
bus+train
3,894
1,827
603
62
475
721.2
13,718.3
846.2
12,150.9
0
1
1
0
0
14
0
1002_9007824
14
15
551
1,320
0
1,464
66
1
1,550
bus+train
3,942
1,871
607
62
479
726.9
13,820.6
942.8
12,150.9
0
1
1
0
0
14
0
1002_9008077
0
12
539
1,320
0
273
49
1
1,550
bus+train
2,250
1,859
118
62
7
139.1
13,019.1
729
12,150.9
0
1
1
0
14
14
1
1002_9008077
1
12
130
1,320
0
277
334
1
1,550
bus+train
2,130
1,450
403
62
7
481.4
13,004.9
372.6
12,150.9
0
1
1
0
0
14
0
1002_9008077
2
12
961
720
0
330
111
1
1,550
bus+train
2,249
1,681
238
62
65
282.7
12,990.7
5,532.1
7,175.9
0
1
1
0
0
14
0
1002_9008077
3
12
930
720
0
270
111
1
1,550
bus+train
2,471
1,650
551
62
378
658.9
13,039.9
5,205.2
7,175.9
0
1
1
0
0
14
0
1002_9008077
4
12
399
1,320
0
273
49
1
1,550
bus+train
2,524
1,719
532
62
421
636.6
13,143.9
356.4
12,150.9
0
1
1
0
0
14
0
1002_9008077
5
12
179
1,320
0
337
334
1
1,550
bus+train
2,450
1,499
614
62
218
733.6
13,456.5
572
12,150.9
0
1
1
0
0
14
0
1002_9008077
6
12
161
1,470
0
213
236
1
1,550
bus+train
2,508
1,631
664
62
366
794.2
14,905.8
785.1
13,326.5
0
1
1
0
0
14
0
1002_9008077
7
12
231
1,320
0
337
334
1
1,550
bus+train
2,569
1,551
681
62
285
815.3
13,676.4
710.2
12,150.9
0
1
1
0
0
14
0
1002_9008077
8
12
187
1,320
0
302
334
1
1,550
bus+train
2,493
1,507
684
62
288
818.4
13,602.2
632.9
12,150.9
0
1
1
0
0
14
0
1002_9008077
9
12
986
720
0
315
111
2
1,550
bus+train
2,681
1,706
660
62
487
789.3
13,090.5
5,125.3
7,175.9
0
1
1
0
0
14
0
1002_9008077
10
12
690
870
0
326
184
1
1,550
bus+train
2,619
1,560
733
62
487
877.4
13,024.7
3,371.6
8,775.7
0
1
1
0
0
14
0