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
1001_3760
8
19
786
2,610
0
761
159
2
1,850
bus+train
4,708
3,396
551
44
348
658.8
27,497.3
2,299.1
24,539.4
0
1
1
0
0
18
0.052632
1001_3760
9
19
1,323
2,910
0
448
89
1
1,950
bus+train
5,277
4,233
596
44
463
714.3
33,267.8
4,925.7
27,627.8
0
1
1
0
0
18
0.052632
1001_3760
10
19
735
2,610
0
761
159
2
1,850
bus+train
4,706
3,345
600
44
397
717.6
27,442.2
2,185.3
24,539.4
0
1
1
0
0
18
0.052632
1001_3760
11
19
3,704
0
0
991
12
2
1,700
bus_only
5,335
3,704
640
69
559
765.8
24,749.5
23,983.6
0
0
1
0
0
0
18
0.052632
1001_3760
12
19
1,025
2,760
0
767
203
1
1,850
bus+train
5,210
3,785
658
44
411
787.4
28,929.9
2,131.5
26,011.1
0
1
1
0
0
18
0.052632
1001_3760
13
19
1,500
2,490
0
748
63
2
1,850
bus+train
5,329
3,990
591
44
484
707.6
29,585.4
5,452.5
23,425.3
0
1
1
0
0
18
0.052632
1001_3760
14
19
703
2,610
0
761
159
2
1,850
bus+train
4,763
3,313
689
44
486
824.9
27,426.6
2,062.3
24,539.4
0
1
1
0
0
18
0.052632
1001_3760
15
19
1,044
2,910
0
634
89
2
1,950
bus+train
5,215
3,954
627
44
494
751.3
31,833.2
3,454.1
27,627.8
0
1
1
0
0
18
0.052632
1001_3760
16
19
1,110
2,910
0
455
202
1
1,950
bus+train
5,215
4,020
740
44
494
886.1
31,919.3
3,405.4
27,627.8
0
1
1
0
0
18
0.052632
1001_3760
17
19
1,054
2,760
0
767
203
1
1,850
bus+train
5,311
3,814
730
44
483
873.7
29,122.4
2,237.6
26,011.1
0
1
1
0
0
18
0.052632
1001_3760
18
19
622
2,760
0
628
262
1
1,850
bus+train
4,810
3,382
800
44
494
958.9
28,626.8
1,656.8
26,011.1
0
1
1
0
0
18
0.052632
1001_3762
0
20
1,005
2,620
0
270
124
1
1,950
bus+train
4,050
3,625
155
30
1
184.2
30,879.2
6,655.4
24,039.7
0
1
1
0
0
40
0
1001_3762
1
20
4,064
0
0
336
28
2
1,800
bus_only
4,683
4,064
283
69
186
337.2
26,405.7
26,068.5
0
0
1
0
0
0
40
0
1001_3762
2
20
6,433
0
0
3,016
0
0
1,800
bus_only
9,974
6,433
525
214
311
627.7
28,174.7
27,547
0
0
1
0
0
0
40
0
1001_3762
3
20
4,049
0
0
629
28
2
1,800
bus_only
4,851
4,049
173
69
76
205.2
26,100.1
25,894.9
0
0
1
0
0
0
40
0
1001_3762
4
20
4,739
0
0
402
28
2
1,800
bus_only
5,320
4,739
179
69
82
212.6
27,732.5
27,519.9
0
0
1
0
0
0
40
0
1001_3762
5
20
1,067
2,910
0
573
58
1
1,950
bus+train
4,731
3,977
181
44
79
216.3
30,706.3
2,862.2
27,627.8
0
1
1
0
40
40
1
1001_3762
6
20
4,837
0
0
586
28
2
1,800
bus_only
5,697
4,837
274
69
177
327.3
27,977.3
27,650
0
0
1
0
0
0
40
0
1001_3762
7
20
1,244
2,490
0
721
122
1
1,950
bus+train
4,807
3,734
352
44
186
421.2
30,850.2
7,003.7
23,425.3
0
1
1
0
0
40
0
1001_3762
8
20
4,574
0
0
402
28
2
1,800
bus_only
5,328
4,574
352
69
255
420.3
27,687.8
27,267.4
0
0
1
0
0
0
40
0
1001_3762
9
20
4,132
0
0
336
28
2
1,800
bus_only
4,901
4,132
433
69
336
517.4
26,719.6
26,202.3
0
0
1
0
0
0
40
0
1001_3762
10
20
4,166
0
0
711
28
2
1,800
bus_only
5,263
4,166
386
69
289
460.6
26,544
26,083.4
0
0
1
0
0
0
40
0
1001_3762
11
20
4,759
0
0
352
28
1
1,800
bus_only
5,604
4,759
493
69
396
588.9
28,453.4
27,864.5
0
0
1
0
0
0
40
0
1001_3762
12
20
4,474
0
0
352
28
1
1,800
bus_only
5,354
4,474
528
69
431
630.8
27,687.8
27,057
0
0
1
0
0
0
40
0
1001_3762
13
20
3,931
0
0
396
28
2
1,800
bus_only
4,854
3,931
527
69
430
630.1
26,139.3
25,509.2
0
0
1
0
0
0
40
0
1001_3762
14
20
826
2,910
0
633
58
1
1,950
bus+train
4,876
3,736
507
44
405
606.2
30,657
2,423
27,627.8
0
1
1
0
0
40
0
1001_3762
15
20
1,272
2,490
0
721
122
1
1,950
bus+train
4,985
3,762
502
44
336
601.3
31,164.1
7,137.5
23,425.3
0
1
1
0
0
40
0
1001_3762
16
20
1,369
2,760
0
538
203
1
1,850
bus+train
5,204
4,129
537
44
290
642.6
30,204.7
3,551
26,011.1
0
1
1
0
0
40
0
1001_3762
17
20
4,150
0
0
629
28
2
1,800
bus_only
5,385
4,150
606
69
509
724.3
27,007
26,282.7
0
0
1
0
0
0
40
0
1001_3762
18
20
1,167
2,910
0
633
58
1
1,950
bus+train
5,321
4,077
611
44
509
731
31,608.9
3,250.1
27,627.8
0
1
1
0
0
40
0
1001_3762
19
20
4,302
0
0
814
28
2
1,800
bus_only
5,755
4,302
639
69
542
764.8
26,979.5
26,214.7
0
0
1
0
0
0
40
0
1001_405
0
2
174
3,000
0
1,164
16
1
1,950
bus+train
4,410
3,174
72
44
12
85.3
32,040.8
623.9
31,331.7
0
1
1
0
0
158
0
1001_405
1
2
0
3,120
0
971
0
0
1,950
train_only
4,410
3,120
319
307
12
381.7
32,491.6
0
32,109.9
0
0
1
0
158
158
1
1001_406
0
2
274
2,820
0
550
16
1
1,950
bus+train
3,713
3,094
69
44
9
81.7
30,084.9
623.9
29,379.3
0
1
1
0
0
139
0
1001_406
1
2
0
2,940
0
457
0
0
1,950
train_only
3,713
2,940
316
307
9
378.1
30,535.6
0
30,157.5
0
0
1
0
139
139
1
1001_408
0
3
1,146
1,290
0
295
39
2
1,750
bus+train
2,936
2,436
205
77
89
243.8
21,992.3
9,389.7
12,358.7
0
1
1
0
0
162
0
1001_408
1
3
295
2,400
0
1,172
16
1
1,750
bus+train
4,016
2,695
149
44
89
176.9
22,389.4
623.9
21,588.6
0
1
1
0
0
162
0
1001_408
2
3
0
2,520
0
1,100
0
0
1,750
train_only
4,016
2,520
396
307
89
473.3
22,840.1
0
22,366.8
0
0
1
0
162
162
1
1001_409
0
2
911
960
0
241
39
1
1,650
bus+train
2,232
1,871
120
77
4
142.2
18,046.8
8,825.3
9,079.2
0
1
1
0
0
113
0
1001_409
1
2
0
2,190
0
91
0
0
1,650
train_only
2,592
2,190
311
307
4
371.7
19,459
0
19,087.3
0
0
1
0
111
113
1
1001_410
0
2
225
1,890
0
286
16
1
1,650
bus+train
2,514
2,115
113
44
53
133.7
17,914.6
623.9
17,157
0
1
1
0
1
368
0.002717
1001_410
1
2
0
2,010
0
144
0
0
1,650
train_only
2,514
2,010
360
307
53
430.2
18,365.3
0
17,935.1
0
0
1
0
367
368
0.997283
1001_4106837
0
17
379
0
1,020
431
55
1
3,950
bus+gtx
1,935
1,399
105
49
1
124.7
26,731.8
1,781.8
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
1
17
283
0
1,020
523
72
1
3,950
bus+gtx
1,999
1,303
173
49
52
205.6
26,427.9
1,397
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
2
17
4,257
0
0
693
0
0
1,800
bus_only
5,368
4,257
418
379
39
500.5
25,564.6
25,064.1
0
0
1
0
0
0
14
0.058824
1001_4106837
3
17
402
0
1,020
595
55
2
3,950
bus+gtx
2,313
1,422
296
49
192
353.5
27,130.1
1,951.3
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
4
17
310
0
1,020
431
55
1
3,950
bus+gtx
2,205
1,330
444
49
340
531.8
26,836.8
1,479.7
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
5
17
210
0
1,020
523
72
1
3,950
bus+gtx
2,231
1,230
478
49
357
572.7
26,435.7
1,037.7
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
6
17
357
0
1,020
523
72
1
3,950
bus+gtx
2,393
1,377
493
49
372
590.1
27,172.5
1,757.2
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
7
17
458
0
1,020
431
55
1
3,950
bus+gtx
2,413
1,478
504
49
400
603.5
27,565.3
2,136.5
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
8
17
709
0
1,020
515
55
1
3,950
bus+gtx
2,763
1,729
519
49
415
621.4
27,356.6
1,909.9
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
9
17
543
0
1,020
515
55
1
3,950
bus+gtx
2,658
1,563
580
49
476
695.2
26,642.2
1,121.8
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
10
17
528
0
1,020
570
55
2
3,950
bus+gtx
2,662
1,548
544
49
440
651.8
27,666.9
2,189.8
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
11
17
721
0
1,020
703
55
2
3,950
bus+gtx
2,997
1,741
553
49
449
661.1
27,396.1
1,909.6
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
12
17
221
0
1,020
579
72
1
3,950
bus+gtx
2,500
1,241
680
49
559
814.6
26,624.2
984.3
0
24,825.3
1
0
1
0
14
0.058824
1001_4106837
13
17
1,796
0
720
1,001
106
1
3,950
bus+gtx
4,117
2,516
600
49
445
717.4
27,009.8
8,115.9
0
18,176.4
1
0
1
0
14
0.058824
1001_4106837
14
17
5,766
0
0
451
0
0
1,800
bus_only
6,989
5,766
772
313
459
924.2
29,576.3
28,652
0
0
1
0
0
0
14
0.058824
1001_4106837
15
17
6,025
0
0
391
0
0
1,800
bus_only
7,174
6,025
758
313
445
907.5
30,345.2
29,437.6
0
0
1
0
0
0
14
0.058824
1001_4106837
16
17
4,672
0
0
3,425
0
0
1,800
bus_only
9,244
4,672
1,147
338
809
1,374.7
28,021.2
26,646.5
0
0
1
0
0
0
14
0.058824
1001_4107
0
18
746
1,015
0
431
54
1
1,550
bus+train
2,305
1,761
113
30
29
133.7
14,548.1
6,612.6
7,801.8
0
1
1
0
0
113
0.055556
1001_4107
1
18
1,743
0
0
537
0
2
1,500
bus_only
2,483
1,743
203
69
134
241.4
12,703.7
12,462.3
0
0
1
0
0
0
113
0.055556
1001_4107
2
18
1,969
0
0
589
0
1
1,500
bus_only
2,761
1,969
203
69
134
241.4
14,163.5
13,922.1
0
0
1
0
0
0
113
0.055556
1001_4107
3
18
1,918
0
0
767
0
2
1,500
bus_only
2,919
1,918
234
69
165
278.6
14,183.6
13,905
0
0
1
0
0
0
113
0.055556
1001_4107
4
18
1,712
0
0
581
23
2
1,500
bus_only
2,635
1,712
342
69
250
407.9
15,245.3
14,837.4
0
0
1
0
0
0
113
0.055556
1001_4107
5
18
1,890
0
0
649
0
1
1,500
bus_only
2,917
1,890
378
69
309
450.8
13,996.1
13,545.3
0
0
1
0
0
0
113
0.055556
1001_4107
6
18
1,678
0
0
597
0
2
1,500
bus_only
2,625
1,678
350
69
281
418.3
12,511.9
12,093.5
0
0
1
0
0
0
113
0.055556
1001_4107
7
18
1,792
0
0
489
0
1
1,500
bus_only
2,706
1,792
425
69
356
508.2
13,056.6
12,548.4
0
0
1
0
0
0
113
0.055556
1001_4107
8
18
1,763
0
0
549
0
1
1,500
bus_only
2,781
1,763
469
69
400
559.9
12,865.7
12,305.8
0
0
1
0
0
0
113
0.055556
1001_4107
9
18
2,092
0
0
996
104
1
1,600
bus_only
3,503
2,092
415
30
281
496.3
16,200.1
15,703.8
0
0
1
0
0
0
113
0.055556
1001_4107
10
18
2,117
0
0
853
0
2
1,500
bus_only
3,334
2,117
364
69
295
434.6
14,440.1
14,005.5
0
0
1
0
0
0
113
0.055556
1001_4107
11
18
2,023
0
0
589
0
1
1,500
bus_only
3,103
2,023
491
69
422
587.1
14,765.6
14,178.5
0
0
1
0
0
0
113
0.055556
1001_4107
12
18
1,797
0
0
537
0
2
1,500
bus_only
2,825
1,797
491
69
422
587.1
13,305.8
12,718.7
0
0
1
0
0
0
113
0.055556
1001_4107
13
18
1,848
0
0
549
0
1
1,500
bus_only
2,954
1,848
557
69
488
666.1
13,479.5
12,813.5
0
0
1
0
0
0
113
0.055556
1001_4107
14
18
669
690
0
566
37
1
1,550
bus+train
2,583
1,359
658
371
250
786.5
14,495
5,591.1
8,117.4
0
1
1
0
0
113
0.055556
1001_4107
15
18
1,867
0
0
649
0
1
1,500
bus_only
3,347
1,867
831
69
762
995.6
14,371.4
13,375.8
0
0
1
0
0
0
113
0.055556
1001_4107
16
18
532
1,140
0
458
25
1
1,650
bus+train
2,976
1,672
846
371
450
1,013.3
18,095.8
2,609.9
14,472.6
0
1
1
0
0
113
0.055556
1001_4107
17
18
606
690
0
454
250
1
1,550
bus+train
2,701
1,296
951
371
330
1,139.4
14,363
5,106.2
8,117.4
0
1
1
0
0
113
0.055556
1001_4108
0
23
746
895
0
918
54
1
1,550
bus+train
2,758
1,641
199
30
115
236.7
13,855.5
6,612.6
7,006.2
0
1
1
0
0
46
0.043478
1001_4108
1
23
1,730
0
0
252
165
2
1,500
bus_only
2,282
1,730
300
77
58
357.8
13,048.6
12,690.8
0
0
1
0
0
0
46
0.043478
1001_4108
2
23
1,609
0
0
920
0
3
1,500
bus_only
2,798
1,609
269
69
200
321.1
11,782.6
11,461.5
0
0
1
0
0
0
46
0.043478
1001_4108
3
23
1,568
0
0
805
0
2
1,500
bus_only
2,757
1,568
384
69
315
459
11,783.3
11,324.3
0
0
1
0
0
0
46
0.043478
1001_4108
4
23
2,242
0
0
681
0
1
1,500
bus_only
3,318
2,242
395
49
346
472.4
15,295.1
14,822.6
0
0
1
0
0
0
46
0.043478
1001_4108
5
23
1,675
0
0
745
0
2
1,500
bus_only
2,842
1,675
422
69
353
504.9
12,198.2
11,693.3
0
0
1
0
0
0
46
0.043478
1001_4108
6
23
2,061
0
0
731
104
1
1,600
bus_only
3,272
2,061
480
30
346
574.3
15,833.5
15,259.2
0
0
1
0
0
0
46
0.043478
1001_4108
7
23
2,168
0
0
671
104
1
1,600
bus_only
3,326
2,168
487
30
353
582.9
16,211.1
15,628.2
0
0
1
0
0
0
46
0.043478
1001_4108
8
23
1,919
0
0
794
31
2
1,500
bus_only
3,162
1,919
449
69
349
536.7
14,543.4
14,006.7
0
0
1
0
0
0
46
0.043478
1001_4108
9
23
1,720
0
0
220
34
1
1,500
bus_only
2,582
1,720
642
328
280
767.1
11,815.6
11,048.4
0
0
1
0
0
0
46
0.043478
1001_4108
10
23
2,153
0
0
524
141
1
1,500
bus_only
3,222
2,153
545
49
355
651.7
14,057.7
13,406.1
0
0
1
0
0
0
46
0.043478
1001_4108
11
23
1,715
0
0
745
0
2
1,500
bus_only
2,957
1,715
497
69
428
594.2
12,596.2
12,002
0
0
1
0
0
0
46
0.043478
1001_4108
12
23
1,685
0
0
312
165
2
1,500
bus_only
2,585
1,685
588
77
346
703.9
13,128.5
12,424.6
0
0
1
0
0
0
46
0.043478
1001_4108
13
23
1,886
0
0
794
31
2
1,500
bus_only
3,190
1,886
510
69
410
610.3
14,441.5
13,831.1
0
0
1
0
0
0
46
0.043478
1001_4108
14
23
1,773
0
0
920
0
3
1,500
bus_only
3,142
1,773
449
69
380
536.9
12,506.3
11,969.4
0
0
1
0
0
0
46
0.043478
1001_4108
15
23
1,667
0
0
387
0
1
1,500
bus_only
2,737
1,667
683
328
355
817.9
12,513.3
11,695.4
0
0
1
0
0
0
46
0.043478
1001_4108
16
23
1,774
0
0
387
0
1
1,500
bus_only
2,842
1,774
681
328
353
815.6
12,880
12,064.4
0
0
1
0
0
0
46
0.043478
1001_4108
17
23
2,201
0
0
621
0
1
1,500
bus_only
3,429
2,201
607
49
558
726.9
15,367.8
14,640.9
0
0
1
0
0
0
46
0.043478
1001_4108
18
23
1,906
0
0
220
34
1
1,500
bus_only
2,851
1,906
725
328
363
866.6
12,281.1
11,414.5
0
0
1
0
0
0
46
0.043478
1001_4108
19
23
1,527
0
0
745
0
2
1,500
bus_only
2,899
1,527
627
69
558
750.8
11,893.3
11,142.6
0
0
1
0
0
0
46
0.043478
1001_4108
20
23
2,018
0
0
436
31
1
1,500
bus_only
3,162
2,018
708
328
349
847.4
15,225.2
14,377.8
0
0
1
0
0
0
46
0.043478
1001_4108
21
23
2,020
0
0
671
104
1
1,600
bus_only
3,383
2,020
692
30
558
828.7
15,906.2
15,077.5
0
0
1
0
0
0
46
0.043478
1001_4108
22
23
1,814
0
0
387
0
1
1,500
bus_only
2,957
1,814
756
328
428
905
13,278
12,373
0
0
1
0
0
0
46
0.043478