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_2720
8
22
380
1,650
0
519
41
1
1,550
bus+train
2,833
2,030
284
44
199
337.5
14,152.9
1,664.6
12,150.8
0
1
1
0
0
23
0
1001_2720
9
22
333
1,650
0
519
41
1
1,550
bus+train
2,801
1,983
299
44
214
357.4
13,997
1,488.8
12,150.8
0
1
1
0
0
23
0
1001_2720
10
22
2,518
0
0
144
0
0
1,500
bus_only
3,080
2,518
418
241
177
501.2
13,901.1
13,400
0
0
1
0
0
0
23
0
1001_2720
11
22
2,201
0
0
721
0
1
1,500
bus_only
3,322
2,201
400
44
356
478
13,415.3
12,937.3
0
0
1
0
0
0
23
0
1001_2720
12
22
2,380
0
0
343
136
1
1,600
bus_only
3,173
2,380
450
77
237
537.9
18,210.3
17,672.4
0
0
1
0
0
0
23
0
1001_2720
13
22
2,615
0
0
337
0
1
1,500
bus_only
3,388
2,615
436
44
392
521.3
14,303.6
13,782.4
0
0
1
0
0
0
23
0
1001_2720
14
22
410
1,650
0
459
41
1
1,550
bus+train
2,949
2,060
430
44
345
514.6
14,523.1
1,857.8
12,150.8
0
1
1
0
0
23
0
1001_2720
15
22
2,102
0
0
339
0
2
1,500
bus_only
2,910
2,102
469
77
392
560.9
13,433.6
12,872.6
0
0
1
0
0
0
23
0
1001_2720
16
22
1,000
1,110
0
511
54
1
1,550
bus+train
3,111
2,110
490
44
392
585.6
13,579.5
5,462
7,531.8
0
1
1
0
0
23
0
1001_2720
17
22
265
1,650
0
459
41
1
1,550
bus+train
2,891
1,915
517
44
432
618.6
14,017.6
1,248.3
12,150.8
0
1
1
0
0
23
0
1001_2720
18
22
2,611
0
0
144
0
0
1,500
bus_only
3,388
2,611
633
241
392
758.5
14,658
13,899.5
0
0
1
0
0
0
23
0
1001_2720
19
22
2,473
0
0
370
0
1
1,500
bus_only
3,440
2,473
597
44
553
714.8
13,644.4
12,929.6
0
0
1
0
0
0
23
0
1001_2720
20
22
435
1,650
0
459
41
1
1,550
bus+train
3,140
2,085
596
44
511
714
14,885.9
2,021.1
12,150.8
0
1
1
0
0
23
0
1001_2720
21
22
1,960
0
0
399
0
2
1,500
bus_only
2,989
1,960
630
77
553
754.5
12,774.3
12,019.8
0
0
1
0
0
0
23
0
1001_2722
0
14
2,509
0
0
105
0
0
1,500
bus_only
2,807
2,509
193
69
124
230
13,980.8
13,750.8
0
0
1
0
0
0
38
0.071429
1001_2722
1
14
1,844
0
0
89
0
1
1,500
bus_only
2,246
1,844
313
69
244
373.5
11,804.8
11,431.3
0
0
1
0
0
0
38
0.071429
1001_2722
2
14
2,098
0
0
966
0
0
1,500
bus_only
3,372
2,098
308
69
239
368
12,729
12,360.9
0
0
1
0
0
0
38
0.071429
1001_2722
3
14
1,986
0
0
400
0
1
1,500
bus_only
2,638
1,986
252
69
183
300.8
11,978.6
11,677.9
0
0
1
0
0
0
38
0.071429
1001_2722
4
14
1,837
0
0
222
0
2
1,500
bus_only
2,319
1,837
260
77
183
310.6
11,790.7
11,480.2
0
0
1
0
0
0
38
0.071429
1001_2722
5
14
1,882
0
0
340
0
1
1,500
bus_only
2,613
1,882
391
69
322
467.8
11,812.4
11,344.7
0
0
1
0
0
0
38
0.071429
1001_2722
6
14
1,740
0
0
263
12
2
1,500
bus_only
2,374
1,740
371
77
282
443.7
11,616.4
11,172.7
0
0
1
0
0
0
38
0.071429
1001_2722
7
14
1,733
0
0
222
0
2
1,500
bus_only
2,349
1,733
394
77
317
470.3
11,617.3
11,147
0
0
1
0
0
0
38
0.071429
1001_2722
8
14
1,914
0
0
277
0
1
1,500
bus_only
2,668
1,914
477
69
408
570.4
12,594.5
12,024
0
0
1
0
0
0
38
0.071429
1001_2722
9
14
2,447
0
0
105
0
0
1,500
bus_only
3,142
2,447
590
69
521
705.3
14,109.1
13,403.7
0
0
1
0
0
0
38
0.071429
1001_2722
10
14
1,871
0
0
277
0
1
1,500
bus_only
2,707
1,871
559
69
490
669.1
12,330.2
11,661.1
0
0
1
0
0
0
38
0.071429
1001_2722
11
14
1,980
0
0
277
0
1
1,500
bus_only
2,831
1,980
574
69
505
687.2
12,899.6
12,212.4
0
0
1
0
0
0
38
0.071429
1001_2722
12
14
2,011
0
0
340
0
1
1,500
bus_only
2,974
2,011
623
69
554
745.9
12,752.5
12,006.6
0
0
1
0
0
0
38
0.071429
1001_2722
13
14
1,862
0
0
162
0
2
1,500
bus_only
2,655
1,862
631
77
554
755.7
12,564.6
11,808.9
0
0
1
0
0
0
38
0.071429
1001_2723
0
15
2,270
0
0
347
0
0
1,500
bus_only
2,743
2,270
126
69
57
149.9
13,306.4
13,156.5
0
0
1
0
0
0
42
0.066667
1001_2723
1
15
1,964
0
0
360
0
1
1,500
bus_only
2,453
1,964
129
69
60
153.3
12,245.6
12,092.3
0
0
1
0
0
0
42
0.066667
1001_2723
2
15
2,219
0
0
407
0
0
1,500
bus_only
2,922
2,219
296
69
227
353.3
13,250.6
12,897.3
0
0
1
0
0
0
42
0.066667
1001_2723
3
15
1,970
0
0
386
21
2
1,500
bus_only
2,503
1,970
147
69
57
173.9
12,801.4
12,627.5
0
0
1
0
0
0
42
0.066667
1001_2723
4
15
2,058
0
0
452
8
1
1,500
bus_only
2,701
2,058
191
69
114
227.7
12,467
12,239.4
0
0
1
0
0
0
42
0.066667
1001_2723
5
15
1,998
0
0
392
8
1
1,500
bus_only
2,646
1,998
256
69
179
304.7
12,306.6
12,001.9
0
0
1
0
0
0
42
0.066667
1001_2723
6
15
2,058
0
0
420
0
1
1,500
bus_only
2,823
2,058
345
69
276
411.8
12,805
12,393.3
0
0
1
0
0
0
42
0.066667
1001_2723
7
15
1,919
0
0
386
21
2
1,500
bus_only
2,632
1,919
327
69
237
390
12,758.4
12,368.3
0
0
1
0
0
0
42
0.066667
1001_2723
8
15
2,361
0
0
347
0
0
1,500
bus_only
3,111
2,361
403
69
334
482.5
13,886.3
13,403.7
0
0
1
0
0
0
42
0.066667
1001_2723
9
15
1,899
0
0
360
0
1
1,500
bus_only
2,664
1,899
405
69
336
483.8
12,329.4
11,845.6
0
0
1
0
0
0
42
0.066667
1001_2723
10
15
1,729
0
0
275
0
1
1,500
bus_only
2,484
1,729
480
77
403
574.1
12,396.9
11,822.8
0
0
1
0
0
0
42
0.066667
1001_2723
11
15
1,685
0
0
275
0
1
1,500
bus_only
2,470
1,685
510
77
433
610.8
12,070.6
11,459.8
0
0
1
0
0
0
42
0.066667
1001_2723
12
15
2,118
0
0
392
8
1
1,500
bus_only
3,033
2,118
523
69
446
625.2
13,168.8
12,543.7
0
0
1
0
0
0
42
0.066667
1001_2723
13
15
2,124
0
0
360
0
1
1,500
bus_only
3,044
2,124
560
69
491
670
13,249.5
12,579.5
0
0
1
0
0
0
42
0.066667
1001_2723
14
15
1,704
0
0
438
182
2
1,500
bus_only
2,806
1,704
664
77
405
794
12,660.5
11,866.5
0
0
1
0
0
0
42
0.066667
1001_2724
0
12
1,310
280
0
415
172
2
1,550
bus+train
2,254
1,590
249
69
8
296.9
14,283.2
11,201.1
2,785.2
0
1
1
0
1
57
1
1001_2724
1
12
1,895
0
0
454
195
1
2,500
bus_only
2,732
1,895
383
44
144
457.9
13,625.3
13,167.4
0
0
1
0
0
0
57
0
1001_2724
2
12
1,963
0
0
1,099
0
1
2,500
bus_only
3,249
1,963
187
69
118
222.7
12,145.3
11,922.7
0
0
1
0
0
0
57
0
1001_2724
3
12
2,045
0
0
1,099
0
1
2,500
bus_only
3,329
2,045
185
69
116
219.8
12,353.3
12,133.5
0
0
1
0
0
0
57
0
1001_2724
4
12
1,970
0
0
514
195
1
2,500
bus_only
2,839
1,970
355
44
116
423.7
13,842.4
13,418.7
0
0
1
0
0
0
57
0
1001_2724
5
12
1,899
0
0
1,099
0
1
2,500
bus_only
3,450
1,899
452
69
383
540.1
12,252.5
11,712.4
0
0
1
0
0
0
57
0
1001_2724
6
12
1,821
0
0
454
195
1
2,500
bus_only
2,876
1,821
601
44
362
719.9
13,682
12,962.1
0
0
1
0
0
0
57
0
1001_2724
7
12
2,102
0
0
1,039
0
1
2,500
bus_only
3,625
2,102
484
69
415
579
12,958.8
12,379.8
0
0
1
0
0
0
57
0
1001_2724
8
12
2,025
0
0
454
195
1
2,500
bus_only
3,133
2,025
654
44
415
782.9
14,447.9
13,665
0
0
1
0
0
0
57
0
1001_2724
9
12
2,542
0
0
1,452
0
1
2,600
bus_only
4,518
2,542
524
77
447
627.6
16,385.7
15,758.1
0
0
1
0
0
0
57
0
1001_2724
10
12
2,603
0
0
1,392
0
1
2,600
bus_only
4,521
2,603
526
77
449
629.9
16,702.3
16,072.4
0
0
1
0
0
0
57
0
1001_2724
11
12
2,648
0
0
1,392
0
1
2,600
bus_only
4,611
2,648
571
77
494
683.4
16,894.5
16,211.1
0
0
1
0
0
0
57
0
1001_2725
0
10
1,363
190
0
414
172
2
1,550
bus+train
2,230
1,553
263
69
22
313
13,478.7
11,201.1
1,964.6
0
1
1
0
0
19
0.1
1001_2725
1
10
1,789
0
0
650
108
2
1,500
bus_only
2,672
1,789
233
69
56
275.5
13,428.5
13,153.1
0
0
1
0
0
0
19
0.1
1001_2725
2
10
1,789
0
0
545
0
1
1,500
bus_only
2,623
1,789
289
69
220
344.6
11,575.9
11,231.3
0
0
1
0
0
0
19
0.1
1001_2725
3
10
1,830
0
0
588
0
2
1,500
bus_only
2,754
1,830
336
69
267
401.2
11,982.1
11,580.9
0
0
1
0
0
0
19
0.1
1001_2725
4
10
1,926
0
0
631
0
2
1,500
bus_only
2,973
1,926
416
69
347
495.9
14,254.9
13,759
0
0
1
0
0
0
19
0.1
1001_2725
5
10
1,839
0
0
316
263
1
1,500
bus_only
2,754
1,839
599
69
267
716.1
12,123.6
11,407.5
0
0
1
0
0
0
19
0.1
1001_2725
6
10
1,725
0
0
650
108
2
1,500
bus_only
2,899
1,725
524
69
347
624.4
13,513.1
12,888.6
0
0
1
0
0
0
19
0.1
1001_2725
7
10
1,848
0
0
586
0
2
1,500
bus_only
3,012
1,848
578
69
509
691
11,808.7
11,117.6
0
0
1
0
0
0
19
0.1
1001_2725
8
10
1,835
0
0
481
70
2
1,500
bus_only
2,922
1,835
606
69
467
724.1
13,901.8
13,177.8
0
0
1
0
0
0
19
0.1
1001_2725
9
10
1,877
0
0
435
122
1
1,500
bus_only
3,012
1,877
700
69
509
837.2
11,863.8
11,026.6
0
0
1
0
0
0
19
0.1
1001_2726
0
22
1,187
80
0
566
81
2
1,550
bus+train
2,032
1,267
199
77
41
237.1
12,462.3
11,146.9
1,078.2
0
1
1
0
0
61
0.045455
1001_2726
1
22
1,361
0
0
382
238
2
1,500
bus_only
2,125
1,361
382
77
67
455.9
12,773.4
12,317.5
0
0
1
0
0
0
61
0.045455
1001_2726
2
22
907
1,090
0
654
46
1
1,650
bus+train
2,782
1,997
131
44
41
155.4
18,334.2
8,362.9
9,815.9
0
1
1
0
0
61
0.045455
1001_2726
3
22
2,092
0
0
583
25
2
1,600
bus_only
2,994
2,092
319
77
217
379.9
16,158.9
15,779
0
0
1
0
0
0
61
0.045455
1001_2726
4
22
1,506
0
0
351
0
2
1,500
bus_only
2,268
1,506
411
77
334
491.8
13,286.5
12,794.7
0
0
1
0
0
0
61
0.045455
1001_2726
5
22
1,502
0
0
772
77
2
1,500
bus_only
2,645
1,502
371
77
217
443.3
13,438.4
12,995.1
0
0
1
0
0
0
61
0.045455
1001_2726
6
22
2,325
0
0
233
0
1
1,500
bus_only
2,969
2,325
411
77
334
491.8
13,858.7
13,366.9
0
0
1
0
0
0
61
0.045455
1001_2726
7
22
1,639
0
0
411
0
2
1,500
bus_only
2,484
1,639
434
77
357
518.7
13,725.2
13,206.5
0
0
1
0
0
0
61
0.045455
1001_2726
8
22
2,458
0
0
293
0
1
1,500
bus_only
3,185
2,458
434
77
357
518.7
14,297.3
13,778.6
0
0
1
0
0
0
61
0.045455
1001_2726
9
22
1,407
0
0
862
70
2
1,500
bus_only
2,682
1,407
413
77
266
493.1
12,915.1
12,422
0
0
1
0
0
0
61
0.045455
1001_2726
10
22
1,295
0
0
442
238
2
1,500
bus_only
2,269
1,295
532
77
217
636.1
12,691.6
12,055.5
0
0
1
0
0
0
61
0.045455
1001_2726
11
22
2,042
0
0
523
25
2
1,600
bus_only
2,998
2,042
433
77
331
517.1
16,207.6
15,690.6
0
0
1
0
0
0
61
0.045455
1001_2726
12
22
1,452
0
0
712
77
2
1,500
bus_only
2,649
1,452
485
77
331
580.5
13,487.1
12,906.7
0
0
1
0
0
0
61
0.045455
1001_2726
13
22
1,281
0
0
567
195
2
1,500
bus_only
2,386
1,281
538
77
266
643.9
12,108
11,464.1
0
0
1
0
0
0
61
0.045455
1001_2726
14
22
1,371
0
0
862
70
2
1,500
bus_only
2,717
1,371
484
77
337
578.7
12,834.6
12,255.9
0
0
1
0
0
0
61
0.045455
1001_2726
15
22
1,420
0
0
411
0
2
1,500
bus_only
2,384
1,420
553
77
476
661.3
13,285.9
12,624.6
0
0
1
0
0
0
61
0.045455
1001_2726
16
22
2,239
0
0
293
0
1
1,500
bus_only
3,085
2,239
553
77
476
661.3
13,858.1
13,196.7
0
0
1
0
0
0
61
0.045455
1001_2726
17
22
1,477
0
0
862
70
2
1,500
bus_only
2,874
1,477
535
77
388
639.6
13,327.3
12,687.6
0
0
1
0
0
0
61
0.045455
1001_2726
18
22
1,245
0
0
567
195
2
1,500
bus_only
2,421
1,245
609
77
337
729.5
12,027.5
11,298
0
0
1
0
0
0
61
0.045455
1001_2726
19
22
1,245
0
0
382
238
2
1,500
bus_only
2,273
1,245
646
77
331
773.2
12,740.3
11,967.1
0
0
1
0
0
0
61
0.045455
1001_2726
20
22
1,684
0
0
705
267
1
1,500
bus_only
3,004
1,684
615
69
279
736.5
12,063.8
11,327.3
0
0
1
0
0
0
61
0.045455
1001_2726
21
22
1,414
0
0
382
238
2
1,500
bus_only
2,434
1,414
638
77
323
763.6
13,310.5
12,546.9
0
0
1
0
0
0
61
0.045455
1001_2728
0
8
1,003
810
0
711
46
1
1,650
bus+train
2,641
1,813
117
44
27
138.9
16,149.3
8,362.9
7,647.5
0
1
1
0
0
118
0.125
1001_2728
1
8
1,452
0
0
282
0
1
1,500
bus_only
1,986
1,452
252
77
175
301.6
12,621.8
12,320.2
0
0
1
0
0
0
118
0.125
1001_2728
2
8
1,412
0
0
342
0
1
1,500
bus_only
2,030
1,412
276
77
199
329.6
12,266.4
11,936.9
0
0
1
0
0
0
118
0.125
1001_2728
3
8
1,755
0
0
668
0
1
1,500
bus_only
2,608
1,755
185
44
141
220.3
10,226.3
10,006.1
0
0
1
0
0
0
118
0.125
1001_2728
4
8
1,895
0
0
395
28
1
1,500
bus_only
2,620
1,895
330
44
258
392.3
11,630.5
11,238.3
0
0
1
0
0
0
118
0.125
1001_2728
5
8
1,949
0
0
335
28
1
1,500
bus_only
2,655
1,949
371
44
299
442.8
11,976.3
11,533.6
0
0
1
0
0
0
118
0.125
1001_2728
6
8
1,721
0
0
668
0
1
1,500
bus_only
2,733
1,721
344
44
300
411.8
10,082.2
9,670.3
0
0
1
0
0
0
118
0.125
1001_2728
7
8
1,705
0
0
269
0
1
1,500
bus_only
2,404
1,705
430
44
386
513.8
10,117.5
9,603.7
0
0
1
0
0
0
118
0.125
1001_2729
0
14
1,694
0
0
507
0
1
1,500
bus_only
2,307
1,694
106
77
29
126.1
13,122.8
12,996.7
0
0
1
0
0
0
75
0.071429
1001_2729
1
14
213
1,110
0
216
108
1
1,550
bus+train
1,910
1,323
371
77
186
442.3
10,797.6
1,525
8,830.4
0
1
1
0
0
75
0.071429
1001_2729
2
14
2,482
0
0
284
0
1
1,500
bus_only
2,826
2,482
60
30
30
71.1
14,765.5
14,694.4
0
0
1
0
0
0
75
0.071429
1001_2729
3
14
1,036
690
0
438
46
1
1,650
bus+train
2,269
1,726
105
44
15
124.6
15,269.4
8,362.9
6,781.9
0
1
1
0
0
75
0.071429
1001_2729
4
14
186
1,290
0
444
35
1
1,550
bus+train
2,179
1,476
259
69
155
308.9
11,973.4
1,087
10,577.4
0
1
1
0
0
75
0.071429