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_2622
8
20
1,664
0
0
439
0
1
1,500
bus_only
2,553
1,664
450
38
412
537.9
10,504.9
9,966.9
0
0
1
0
0
0
15
0.05
1002_2622
9
20
1,440
0
0
653
0
2
1,500
bus_only
2,543
1,440
450
38
412
537.9
8,769.5
8,231.6
0
0
1
0
0
0
15
0.05
1002_2622
10
20
1,488
0
0
343
0
2
1,500
bus_only
2,380
1,488
549
38
511
657
9,619
8,962
0
0
1
0
0
0
15
0.05
1002_2622
11
20
1,557
0
0
343
0
2
1,500
bus_only
2,443
1,557
543
38
505
649.7
9,838.2
9,188.5
0
0
1
0
0
0
15
0.05
1002_2622
12
20
1,797
0
0
677
0
3
1,500
bus_only
2,934
1,797
460
38
422
549.7
8,555.1
8,005.4
0
0
1
0
0
0
15
0.05
1002_2622
13
20
1,879
0
0
674
0
3
1,500
bus_only
3,039
1,879
486
38
448
582.3
8,385.7
7,803.5
0
0
1
0
0
0
15
0.05
1002_2622
14
20
1,632
0
0
847
18
1
1,500
bus_only
3,117
1,632
638
198
422
763.4
8,530.4
7,766.9
0
0
1
0
0
0
15
0.05
1002_2622
15
20
1,722
0
0
677
0
3
1,500
bus_only
2,935
1,722
536
38
498
641.3
8,485.4
7,844.2
0
0
1
0
0
0
15
0.05
1002_2622
16
20
1,578
0
0
807
8
1
1,500
bus_only
3,039
1,578
654
198
448
784.6
8,520
7,735.4
0
0
1
0
0
0
15
0.05
1002_2622
17
20
1,775
0
0
429
0
1
1,500
bus_only
2,899
1,775
695
184
511
832.1
10,268.2
9,436.1
0
0
1
0
0
0
15
0.05
1002_2622
18
20
1,844
0
0
429
0
1
1,500
bus_only
2,962
1,844
689
184
505
824.7
10,487.3
9,662.6
0
0
1
0
0
0
15
0.05
1002_2622
19
20
1,557
0
0
847
18
1
1,500
bus_only
3,131
1,557
727
198
511
869.9
8,475.7
7,605.8
0
0
1
0
0
0
15
0.05
1002_2636
0
12
1,089
0
0
497
0
1
1,500
bus_only
1,849
1,089
263
38
225
313.3
6,257.1
5,943.7
0
0
1
0
0
0
22
0
1002_2636
1
12
0
990
0
423
97
1
1,550
train_only
1,693
990
280
62
121
333.9
7,545.9
0
7,212.1
0
0
1
0
22
22
1
1002_2636
2
12
979
0
0
274
0
0
1,500
bus_only
1,849
979
596
371
225
713
6,370.1
5,657.1
0
0
1
0
0
0
22
0
1002_2636
3
12
977
0
0
437
0
1
1,500
bus_only
1,695
977
281
38
243
335.9
5,858.1
5,522.3
0
0
1
0
0
0
22
0
1002_2636
4
12
311
480
0
615
104
2
1,550
bus+train
1,824
791
418
62
252
498.6
6,824.7
2,136.2
4,189.9
0
1
1
0
0
22
0
1002_2636
5
12
867
0
0
214
0
0
1,500
bus_only
1,695
867
614
371
243
735.5
5,971.1
5,235.6
0
0
1
0
0
0
22
0
1002_2636
6
12
0
840
0
434
236
1
1,550
train_only
1,824
840
550
62
252
657.3
7,458.7
0
6,801.3
0
0
1
0
0
22
0
1002_2636
7
12
624
150
0
575
75
2
1,550
bus+train
1,861
774
512
62
375
611.8
6,702.8
4,436.4
1,654.6
0
1
1
0
0
22
0
1002_2636
8
12
1,037
0
0
611
31
1
1,500
bus_only
2,266
1,037
618
38
549
739.7
6,940
6,200.3
0
0
1
0
0
0
22
0
1002_2636
9
12
768
0
0
347
0
1
1,500
bus_only
1,861
768
746
371
375
893.8
6,683
5,789.3
0
0
1
0
0
0
22
0
1002_2636
10
12
584
150
0
575
75
2
1,550
bus+train
2,038
734
729
62
592
872
6,750.7
4,224.1
1,654.6
0
1
1
0
0
22
0
1002_2636
11
12
728
0
0
347
0
1
1,500
bus_only
2,038
728
963
371
592
1,154
6,730.9
5,576.9
0
0
1
0
0
0
22
0
1002_2637
0
5
0
930
0
227
0
0
1,550
train_only
1,320
930
163
62
101
193
6,723.4
0
6,530.4
0
0
1
0
86
86
1
1002_2637
1
5
1,140
0
0
70
0
0
1,500
bus_only
1,609
1,140
399
212
187
478.3
7,162.1
6,683.7
0
0
1
0
0
0
86
0
1002_2637
2
5
926
0
0
464
0
1
1,500
bus_only
1,615
926
225
38
187
268.8
6,349.6
6,080.8
0
0
1
0
0
0
86
0
1002_2637
3
5
985
0
0
464
0
1
1,500
bus_only
1,837
985
388
38
350
464.1
6,994.4
6,530.3
0
0
1
0
0
0
86
0
1002_2637
4
5
1,199
0
0
70
0
0
1,500
bus_only
1,831
1,199
562
212
350
673.7
7,806.8
7,133.1
0
0
1
0
0
0
86
0
1002_2640
0
21
0
1,210
0
479
97
1
1,550
train_only
1,863
1,210
174
62
15
206.6
9,141.2
0
8,934.6
0
0
1
0
41
41
1
1002_2640
1
21
1,360
0
0
115
0
1
1,500
bus_only
1,795
1,360
320
184
136
382.8
10,146.9
9,764.1
0
0
1
0
0
0
41
0
1002_2640
2
21
277
1,290
0
461
40
1
1,550
bus+train
2,194
1,567
166
62
64
196.9
11,517.9
2,134.6
9,186.4
0
1
1
0
0
41
0
1002_2640
3
21
558
1,050
0
427
44
1
1,550
bus+train
2,205
1,608
170
62
64
201.7
8,776.9
1,260.9
7,314.3
0
1
1
0
0
41
0
1002_2640
4
21
1,286
0
0
658
0
2
1,500
bus_only
2,117
1,286
173
38
135
205.2
9,510.4
9,305.2
0
0
1
0
0
0
41
0
1002_2640
5
21
925
150
0
569
75
3
1,550
bus+train
1,845
1,075
201
62
64
238.5
8,517
6,623.9
1,654.6
0
1
1
0
0
41
0
1002_2640
6
21
1,244
0
0
658
0
2
1,500
bus_only
2,226
1,244
324
38
286
387.2
9,292.2
8,904.9
0
0
1
0
0
0
41
0
1002_2640
7
21
1,318
0
0
175
0
1
1,500
bus_only
1,963
1,318
470
184
286
562.3
9,926.2
9,363.9
0
0
1
0
0
0
41
0
1002_2640
8
21
1,260
0
0
487
0
2
1,500
bus_only
2,113
1,260
366
38
328
437.8
9,155.6
8,717.8
0
0
1
0
0
0
41
0
1002_2640
9
21
1,441
0
0
710
31
1
1,500
bus_only
2,548
1,441
397
38
328
474.4
9,325.6
8,851.1
0
0
1
0
0
0
41
0
1002_2640
10
21
934
150
0
412
75
2
1,550
bus+train
1,961
1,084
465
62
328
555.5
8,932
6,721.9
1,654.6
0
1
1
0
0
41
0
1002_2640
11
21
260
1,050
0
357
102
1
1,550
bus+train
2,159
1,310
492
62
328
588.7
9,214.8
1,311.9
7,314.3
0
1
1
0
0
41
0
1002_2640
12
21
743
450
0
393
137
1
1,550
bus+train
2,113
1,193
527
62
328
630.1
9,366.6
5,188.1
3,548.4
0
1
1
0
0
41
0
1002_2640
13
21
480
1,050
0
427
44
1
1,550
bus+train
2,439
1,530
482
62
376
576.4
8,869.3
978.6
7,314.3
0
1
1
0
0
41
0
1002_2640
14
21
199
1,290
0
461
40
1
1,550
bus+train
2,428
1,489
478
62
376
571.7
11,610.4
1,852.3
9,186.4
0
1
1
0
0
41
0
1002_2640
15
21
1,189
0
0
547
0
2
1,500
bus_only
2,230
1,189
494
38
456
591.5
8,885.4
8,293.9
0
0
1
0
0
0
41
0
1002_2640
16
21
1,370
0
0
710
31
1
1,500
bus_only
2,632
1,370
552
38
483
660.4
9,087.6
8,427.2
0
0
1
0
0
0
41
0
1002_2640
17
21
863
150
0
472
75
2
1,550
bus+train
2,078
1,013
593
62
456
709.2
8,661.8
6,298
1,654.6
0
1
1
0
0
41
0
1002_2640
18
21
189
1,050
0
417
102
1
1,550
bus+train
2,276
1,239
620
62
456
742.4
8,944.7
887.9
7,314.3
0
1
1
0
0
41
0
1002_2640
19
21
361
1,290
0
430
40
1
1,550
bus+train
2,644
1,651
563
62
461
673.9
11,384
1,523.8
9,186.4
0
1
1
0
0
41
0
1002_2640
20
21
672
450
0
393
137
1
1,550
bus+train
2,197
1,122
682
62
483
816
9,128.6
4,764.2
3,548.4
0
1
1
0
0
41
0
1002_2641
0
24
438
1,290
0
441
58
1
1,550
bus+train
2,402
1,728
233
62
113
277.9
10,806.2
1,341.9
9,186.4
0
1
1
0
0
36
0
1002_2641
1
24
1,346
0
0
537
0
2
1,500
bus_only
2,180
1,346
297
38
259
354.7
8,886
8,531.3
0
0
1
0
0
0
36
0
1002_2641
2
24
0
1,310
0
877
97
1
1,550
train_only
2,427
1,310
240
62
81
286.1
10,018.4
0
9,732.3
0
0
1
0
36
36
1
1002_2641
3
24
1,921
0
0
695
0
2
1,500
bus_only
2,865
1,921
249
38
211
297.2
13,087.7
12,790.5
0
0
1
0
0
0
36
0
1002_2641
4
24
1,607
0
0
1,024
31
1
1,500
bus_only
2,946
1,607
315
38
246
376
9,563.6
9,187.6
0
0
1
0
0
0
36
0
1002_2641
5
24
1,380
0
0
732
0
3
1,500
bus_only
2,361
1,380
249
38
211
297.2
9,027.2
8,730
0
0
1
0
0
0
36
0
1002_2641
6
24
1,526
0
0
325
0
1
1,500
bus_only
2,281
1,526
430
184
246
514.4
9,547.7
9,033.3
0
0
1
0
0
0
36
0
1002_2641
7
24
307
1,050
0
482
102
1
1,550
bus+train
2,249
1,357
410
62
246
490.3
9,452.9
1,648.3
7,314.3
0
1
1
0
0
36
0
1002_2641
8
24
516
1,290
0
862
40
1
1,550
bus+train
2,981
1,806
313
62
211
373.2
11,987.6
2,427.9
9,186.4
0
1
1
0
0
36
0
1002_2641
9
24
1,560
0
0
406
0
2
1,500
bus_only
2,361
1,560
395
184
211
472.2
9,704.2
9,232
0
0
1
0
0
0
36
0
1002_2641
10
24
358
1,290
0
441
58
1
1,550
bus+train
2,574
1,648
485
62
365
580.1
10,878.7
1,112.2
9,186.4
0
1
1
0
0
36
0
1002_2641
11
24
1,269
0
0
341
0
1
1,500
bus_only
2,227
1,269
617
371
246
739
8,983.7
8,244.7
0
0
1
0
0
0
36
0
1002_2641
12
24
2,311
0
0
415
0
1
1,500
bus_only
3,217
2,311
491
184
307
587.5
11,906.1
11,318.6
0
0
1
0
0
0
36
0
1002_2641
13
24
2,363
0
0
415
0
1
1,500
bus_only
3,267
2,363
489
184
305
585.1
12,159.8
11,574.6
0
0
1
0
0
0
36
0
1002_2641
14
24
1,529
0
0
700
0
2
1,500
bus_only
2,712
1,529
483
38
445
577.9
10,884.9
10,306.9
0
0
1
0
0
0
36
0
1002_2641
15
24
1,433
0
0
597
0
2
1,500
bus_only
2,559
1,433
529
38
491
633.2
9,873.6
9,240.4
0
0
1
0
0
0
36
0
1002_2641
16
24
1,642
0
0
741
29
2
1,500
bus_only
2,907
1,642
524
38
457
625.9
11,551.9
10,926
0
0
1
0
0
0
36
0
1002_2641
17
24
1,618
0
0
465
0
1
1,500
bus_only
2,712
1,618
629
184
445
752.9
11,518.8
10,765.9
0
0
1
0
0
0
36
0
1002_2641
18
24
1,694
0
0
1,024
31
1
1,500
bus_only
3,283
1,694
565
38
496
675.4
10,572
9,896.6
0
0
1
0
0
0
36
0
1002_2641
19
24
1,613
0
0
325
0
1
1,500
bus_only
2,613
1,613
675
184
491
808.3
10,550.6
9,742.4
0
0
1
0
0
0
36
0
1002_2641
20
24
394
1,050
0
482
102
1
1,550
bus+train
2,581
1,444
655
62
491
784.1
10,455.8
2,357.4
7,314.3
0
1
1
0
0
36
0
1002_2641
21
24
1,641
0
0
1,144
34
2
1,500
bus_only
3,306
1,641
521
38
449
623.4
10,682.6
10,059.2
0
0
1
0
0
0
36
0
1002_2641
22
24
338
1,290
0
963
58
1
1,550
bus+train
3,149
1,628
558
62
438
667.4
11,272.1
1,418.3
9,186.4
0
1
1
0
0
36
0
1002_2641
23
24
289
1,290
0
963
58
1
1,550
bus+train
3,111
1,579
569
62
449
680.8
11,048.1
1,180.9
9,186.4
0
1
1
0
0
36
0
1002_2642
0
21
1,718
0
0
564
0
2
1,500
bus_only
2,364
1,718
82
38
44
95.4
11,074.7
10,979.3
0
0
1
0
0
0
61
0
1002_2642
1
21
1,608
0
0
281
0
1
1,500
bus_only
2,312
1,608
423
371
52
506.6
11,199.2
10,692.6
0
0
1
0
0
0
61
0
1002_2642
2
21
2,081
0
0
869
31
1
1,500
bus_only
3,063
2,081
113
38
44
132.1
11,601.1
11,469
0
0
1
0
0
0
61
0
1002_2642
3
21
0
2,100
0
519
15
1
1,650
train_only
2,709
2,100
90
62
13
104.9
16,506.1
0
16,401.2
0
0
1
0
0
61
0
1002_2642
4
21
0
1,440
0
857
97
1
1,550
train_only
2,469
1,440
172
62
13
203.8
11,290.2
0
11,086.4
0
0
1
0
61
61
1
1002_2642
5
21
1,753
0
0
504
0
2
1,500
bus_only
2,469
1,753
212
38
174
252.7
11,427.4
11,174.7
0
0
1
0
0
0
61
0
1002_2642
6
21
2,116
0
0
809
31
1
1,500
bus_only
3,168
2,116
243
38
174
289.3
11,953.8
11,664.5
0
0
1
0
0
0
61
0
1002_2642
7
21
661
1,290
0
594
54
1
1,550
bus+train
2,812
1,951
267
62
151
317.9
15,035.4
5,531.1
9,186.4
0
1
1
0
0
61
0
1002_2642
8
21
1,791
0
0
541
12
2
1,500
bus_only
2,633
1,791
301
38
251
359.5
12,469.8
12,110.4
0
0
1
0
0
0
61
0
1002_2642
9
21
727
1,290
0
594
54
1
1,650
bus+train
2,978
2,017
367
62
251
438.1
15,441.8
5,817.3
9,186.4
0
1
1
0
0
61
0
1002_2642
10
21
1,686
0
0
504
0
2
1,500
bus_only
2,623
1,686
433
38
395
518.4
11,155.9
10,637.4
0
0
1
0
0
0
61
0
1002_2642
11
21
1,643
0
0
281
0
1
1,500
bus_only
2,469
1,643
545
371
174
652.4
11,540.4
10,888.1
0
0
1
0
0
0
61
0
1002_2642
12
21
2,049
0
0
809
31
1
1,500
bus_only
3,322
2,049
464
38
395
555.1
11,682.3
11,127.2
0
0
1
0
0
0
61
0
1002_2642
13
21
1,808
0
0
825
12
3
1,500
bus_only
3,033
1,808
400
38
350
477.7
12,540.3
12,062.6
0
0
1
0
0
0
61
0
1002_2642
14
21
1,681
0
0
318
12
1
1,500
bus_only
2,633
1,681
634
371
251
759.1
12,582.8
11,823.7
0
0
1
0
0
0
61
0
1002_2642
15
21
1,605
0
0
601
12
2
1,500
bus_only
2,766
1,605
560
38
510
668.8
12,503.7
11,834.9
0
0
1
0
0
0
61
0
1002_2642
16
21
1,862
0
0
734
0
1
1,500
bus_only
3,175
1,862
579
184
395
693.5
12,821
12,127.5
0
0
1
0
0
0
61
0
1002_2642
17
21
1,950
0
0
825
12
3
1,500
bus_only
3,250
1,950
475
38
425
568.1
13,062
12,493.9
0
0
1
0
0
0
61
0
1002_2642
18
21
775
1,290
0
654
54
1
1,650
bus+train
3,312
2,065
593
62
477
708.1
15,940
6,045.6
9,186.4
0
1
1
0
0
61
0
1002_2642
19
21
1,576
0
0
281
0
1
1,500
bus_only
2,623
1,576
766
371
395
918.1
11,268.9
10,350.8
0
0
1
0
0
0
61
0
1002_2642
20
21
2,308
0
0
684
62
2
1,600
bus_only
3,613
2,308
621
38
521
742.3
16,103
15,360.7
0
0
1
0
0
0
61
0
1002_2643
0
14
614
1,290
0
306
54
1
1,550
bus+train
2,387
1,904
177
62
61
208.6
14,179.5
4,784.6
9,186.4
0
1
1
0
0
24
0
1002_2643
1
14
0
1,540
0
577
97
1
1,550
train_only
2,320
1,540
203
62
44
241.4
12,115.9
0
11,874.5
0
0
1
0
24
24
1
1002_2643
2
14
0
2,000
0
509
15
1
1,650
train_only
2,630
2,000
121
62
44
142.4
15,755.6
0
15,613.2
0
0
1
0
0
24
0
1002_2643
3
14
2,404
0
0
629
31
1
1,500
bus_only
3,204
2,404
171
38
102
202.8
12,618.4
12,415.6
0
0
1
0
0
0
24
0
1002_2643
4
14
2,365
0
0
689
31
1
1,500
bus_only
3,306
2,365
252
38
183
299.1
12,449.5
12,150.4
0
0
1
0
0
0
24
0