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
9957_8002273
15
23
786
0
0
374
0
0
1,500
bus_only
1,741
786
581
252
329
696.5
3,285.7
2,589.3
0
0
1
0
0
0
77
0
9957_8002273
16
23
1,427
0
0
551
0
0
1,500
bus_only
2,462
1,427
484
28
456
578.6
6,080
5,501.4
0
0
1
0
0
0
77
0
9957_8002273
17
23
1,533
0
0
551
0
0
1,500
bus_only
2,572
1,533
488
28
460
584
6,479.8
5,895.8
0
0
1
0
0
0
77
0
9957_8002273
18
23
1,156
0
0
551
0
0
1,500
bus_only
2,267
1,156
560
28
532
669.8
5,170.4
4,500.7
0
0
1
0
0
0
77
0
9957_8002273
19
23
847
0
0
197
0
0
1,500
bus_only
1,709
847
665
133
532
796.1
3,448
2,651.9
0
0
1
0
0
0
77
0
9957_8002273
20
23
1,359
0
0
648
0
1
1,500
bus_only
2,493
1,359
486
28
458
581.9
5,314.9
4,733
0
0
1
0
0
0
77
0
9957_8002273
21
23
1,182
0
0
708
0
1
1,500
bus_only
2,409
1,182
519
28
491
620.1
4,948.2
4,328.1
0
0
1
0
0
0
77
0
9957_8002273
22
23
1,409
0
0
374
0
0
1,500
bus_only
2,493
1,409
710
252
458
851.6
5,194.9
4,343.3
0
0
1
0
0
0
77
0
9957_8503016
0
4
1,710
0
0
306
0
0
1,500
bus_only
2,050
1,710
34
27
7
38.9
6,641.2
6,602.3
0
0
1
0
0
79
79
1
9957_8503016
1
4
1,523
0
0
306
0
0
1,500
bus_only
2,233
1,523
404
27
377
483.1
6,693.9
6,210.8
0
0
1
0
0
0
79
0
9957_8503016
2
4
1,853
0
0
246
0
0
1,500
bus_only
2,477
1,853
378
27
351
452.8
7,372.3
6,919.5
0
0
1
0
0
0
79
0
9957_8503016
3
4
692
300
0
897
54
1
1,550
bus+train
2,314
992
425
27
344
507.5
7,232.2
2,981.9
3,742.8
0
1
1
0
0
79
0
9957_9349
0
23
2,328
0
0
601
0
0
1,500
bus_only
2,965
2,328
36
27
9
42.6
8,186.9
8,144.3
0
0
1
0
0
12
14
0.857143
9957_9349
1
23
529
510
0
835
478
2
1,550
bus+train
2,389
1,039
515
28
9
615.1
8,465.8
1,983.6
5,867.1
0
1
1
0
0
14
0
9957_9349
2
23
2,934
0
0
607
0
0
1,500
bus_only
3,771
2,934
230
28
202
274.1
8,305.4
8,031.3
0
0
1
0
0
0
14
0
9957_9349
3
23
2,325
0
0
567
28
1
1,500
bus_only
2,957
2,325
65
28
9
75.5
9,293
9,217.5
0
0
1
0
0
2
14
0.142857
9957_9349
4
23
2,311
0
0
633
28
1
1,500
bus_only
3,209
2,311
265
28
209
315.3
9,429.3
9,114
0
0
1
0
0
0
14
0
9957_9349
5
23
2,403
0
0
601
0
0
1,500
bus_only
3,341
2,403
337
27
310
403.2
8,829.5
8,426.3
0
0
1
0
0
0
14
0
9957_9349
6
23
1,016
480
0
1,210
210
2
1,550
bus+train
3,007
1,496
301
27
64
359.3
10,379.4
3,948.4
6,071.6
0
1
1
0
0
14
0
9957_9349
7
23
520
690
0
1,003
267
2
1,550
bus+train
2,572
1,210
359
28
64
427.4
10,350.7
1,727.3
8,196
0
1
1
0
0
14
0
9957_9349
8
23
999
480
0
1,157
210
2
1,550
bus+train
2,957
1,479
321
27
84
382.5
10,388.4
3,934.3
6,071.6
0
1
1
0
0
14
0
9957_9349
9
23
1,290
480
0
967
131
2
1,550
bus+train
3,072
1,770
335
27
177
400.2
10,907
4,435.2
6,071.6
0
1
1
0
0
14
0
9957_9349
10
23
1,092
300
0
1,387
103
2
1,550
bus+train
3,156
1,392
377
27
247
449.8
8,448.2
4,255.6
3,742.8
0
1
1
0
0
14
0
9957_9349
11
23
1,108
300
0
1,343
103
2
1,550
bus+train
3,140
1,408
389
27
259
465.3
8,399.7
4,191.7
3,742.8
0
1
1
0
0
14
0
9957_9349
12
23
388
690
0
915
386
2
1,550
bus+train
2,479
1,078
486
28
72
578
10,485.1
1,711.1
8,196
0
1
1
0
0
14
0
9957_9349
13
23
628
690
0
1,037
267
2
1,550
bus+train
2,829
1,318
474
28
179
566.2
10,664.4
1,902.2
8,196
0
1
1
0
0
14
0
9957_9349
14
23
1,170
480
0
1,056
131
3
1,550
bus+train
3,125
1,650
419
27
261
500.6
10,959.7
4,387.5
6,071.6
0
1
1
0
0
14
0
9957_9349
15
23
542
690
0
1,152
306
2
1,550
bus+train
2,901
1,232
517
28
183
615.9
11,015.4
2,203.5
8,196
0
1
1
0
0
14
0
9957_9349
16
23
402
690
0
1,165
267
2
1,550
bus+train
2,783
1,092
526
28
231
627.8
10,586.4
1,762.6
8,196
0
1
1
0
0
14
0
9957_9349
17
23
481
510
0
1,131
279
2
1,550
bus+train
2,681
991
559
28
252
667.1
8,566.7
2,032.5
5,867.1
0
1
1
0
0
14
0
9957_9349
18
23
938
480
0
1,355
91
2
1,550
bus+train
3,267
1,418
494
27
376
590.6
10,337.7
3,675.5
6,071.6
0
1
1
0
0
14
0
9957_9349
19
23
497
510
0
1,147
279
2
1,550
bus+train
2,731
1,007
577
28
270
688.9
8,524.6
1,968.6
5,867.1
0
1
1
0
0
14
0
9957_9349
20
23
3,468
0
0
556
0
1
1,500
bus_only
4,531
3,468
507
28
479
606.2
9,425.7
8,819.5
0
0
1
0
0
0
14
0
9957_9349
21
23
327
690
0
979
267
2
1,550
bus+train
2,667
1,017
671
28
376
801.6
10,449.9
1,452.4
8,196
0
1
1
0
0
14
0
9957_9349
22
23
3,542
0
0
377
0
0
1,500
bus_only
4,531
3,542
612
133
479
732.6
9,487.6
8,755
0
0
1
0
0
0
14
0
9957_9400
0
18
2,101
0
0
505
0
0
1,500
bus_only
2,636
2,101
30
27
3
35.4
7,675.9
7,640.5
0
0
1
0
0
28
28
1
9957_9400
1
18
1,228
210
0
826
100
2
1,550
bus+train
2,398
1,438
134
28
6
157.6
7,776
3,877.3
3,741.2
0
1
1
0
0
28
0
9957_9400
2
18
2,377
0
0
309
0
0
1,500
bus_only
2,720
2,377
34
28
6
39.1
7,680.7
7,641.6
0
0
1
0
0
0
28
0
9957_9400
3
18
1,140
210
0
884
100
2
1,550
bus+train
2,607
1,350
373
28
245
444.1
8,097.6
3,912.3
3,741.2
0
1
1
0
0
28
0
9957_9400
4
18
2,268
0
0
369
0
0
1,500
bus_only
3,066
2,268
429
28
401
512.3
7,776.2
7,263.8
0
0
1
0
0
0
28
0
9957_9400
5
18
2,040
0
0
565
0
0
1,500
bus_only
3,037
2,040
432
27
405
516.4
7,778.3
7,261.9
0
0
1
0
0
0
28
0
9957_9400
6
18
2,556
0
0
309
0
0
1,500
bus_only
3,337
2,556
472
28
444
565.3
8,596.6
8,031.3
0
0
1
0
0
0
28
0
9957_9400
7
18
1,067
210
0
944
100
2
1,550
bus+train
2,638
1,277
417
28
289
497.5
7,899.8
3,661.1
3,741.2
0
1
1
0
0
28
0
9957_9400
8
18
1,132
210
0
886
100
2
1,550
bus+train
2,757
1,342
529
28
401
630.7
7,871.5
3,499.6
3,741.2
0
1
1
0
0
28
0
9957_9400
9
18
1,006
210
0
944
100
2
1,550
bus+train
2,751
1,216
591
28
463
704.8
7,905.3
3,459.3
3,741.2
0
1
1
0
0
28
0
9957_9400
10
18
1,407
210
0
826
100
2
1,550
bus+train
3,015
1,617
572
28
444
683.7
8,691.9
4,267
3,741.2
0
1
1
0
0
28
0
9957_9400
11
18
1,221
210
0
884
100
2
1,550
bus+train
2,913
1,431
598
28
470
714.5
8,651
4,195.3
3,741.2
0
1
1
0
0
28
0
9957_9400
12
18
1,203
210
0
875
100
2
1,550
bus+train
2,916
1,413
628
28
500
750.7
8,141.4
3,649.5
3,741.2
0
1
1
0
0
28
0
9957_9400
13
18
1,040
210
0
866
108
2
1,550
bus+train
2,777
1,250
661
28
525
789.8
8,100.3
3,569.3
3,741.2
0
1
1
0
0
28
0
9957_9400
14
18
1,205
210
0
928
100
2
1,550
bus+train
3,009
1,415
666
28
538
795.7
8,796
4,259.2
3,741.2
0
1
1
0
0
28
0
9957_9400
15
18
1,126
480
0
872
88
2
1,550
bus+train
3,128
1,606
650
28
534
776.5
10,837.5
3,989.3
6,071.6
0
1
1
0
0
28
0
9957_9400
16
18
1,179
210
0
777
196
2
1,550
bus+train
2,890
1,389
724
28
500
865.9
8,157.7
3,550.6
3,741.2
0
1
1
0
0
28
0
9957_9400
17
18
1,048
210
0
652
301
2
1,550
bus+train
2,739
1,258
829
28
500
991.2
8,105.1
3,372.7
3,741.2
0
1
1
0
0
28
0
9957_9457
0
12
2,086
0
0
218
0
0
1,500
bus_only
2,336
2,086
32
27
5
37.6
7,299.5
7,261.9
0
0
1
0
0
17
17
1
9957_9457
1
12
238
510
0
474
279
2
1,550
bus+train
1,701
748
479
28
172
571.8
7,558.9
1,119.9
5,867.1
0
1
1
0
0
17
0
9957_9457
2
12
1,952
0
0
278
0
0
1,500
bus_only
2,614
1,952
384
27
357
459.2
7,378.7
6,919.5
0
0
1
0
0
0
17
0
9957_9457
3
12
2,083
0
0
184
28
1
1,500
bus_only
2,328
2,083
61
28
5
70.5
8,405.7
8,335.1
0
0
1
0
0
0
17
0
9957_9457
4
12
1,949
0
0
244
28
1
1,500
bus_only
2,606
1,949
413
28
357
492.2
8,484.8
7,992.7
0
0
1
0
0
0
17
0
9957_9457
5
12
2,153
0
0
218
0
0
1,500
bus_only
2,821
2,153
450
27
423
538.8
8,179.3
7,640.5
0
0
1
0
0
0
17
0
9957_9457
6
12
497
510
0
479
279
2
1,550
bus+train
2,029
1,007
543
28
236
648.1
7,938
1,422.8
5,867.1
0
1
1
0
0
17
0
9957_9457
7
12
282
510
0
704
279
2
1,550
bus+train
2,033
792
537
28
230
641.4
7,741
1,232.5
5,867.1
0
1
1
0
0
17
0
9957_9457
8
12
294
510
0
534
279
2
1,550
bus+train
1,989
804
651
28
344
776.9
7,966.7
1,322.6
5,867.1
0
1
1
0
0
17
0
9957_9457
9
12
303
510
0
429
480
2
1,550
bus+train
1,986
813
744
28
236
888.6
7,901.7
1,146
5,867.1
0
1
1
0
0
17
0
9957_9457
10
12
252
510
0
746
287
2
1,550
bus+train
2,227
762
719
28
404
859.4
7,850.6
1,124
5,867.1
0
1
1
0
0
17
0
9957_9457
11
12
287
510
0
512
478
2
1,550
bus+train
2,554
797
1,245
28
739
1,489.9
8,458.3
1,101.3
5,867.1
0
1
1
0
0
17
0
9957_9590
0
3
1,519
0
0
331
0
0
1,500
bus_only
1,880
1,519
30
27
3
34.8
6,245.6
6,210.8
0
0
1
0
0
95
95
1
9957_9590
1
3
1,392
0
0
331
0
0
1,500
bus_only
2,115
1,392
392
27
365
469.7
6,355.7
5,886
0
0
1
0
0
0
95
0
9957_9590
2
3
1,706
0
0
391
0
0
1,500
bus_only
2,535
1,706
438
27
411
524.3
7,126.6
6,602.3
0
0
1
0
0
0
95
0
9957_9636
0
10
1,577
0
0
599
0
0
1,500
bus_only
2,211
1,577
35
27
8
40.6
5,926.6
5,886
0
0
1
0
0
89
90
0.988889
9957_9636
1
10
539
330
0
928
363
2
1,550
bus+train
2,193
869
396
28
5
472.5
6,142.1
1,991
3,678.5
0
1
1
0
0
90
0
9957_9636
2
10
1,665
0
0
599
0
0
1,500
bus_only
2,650
1,665
386
27
359
462.4
6,673.2
6,210.8
0
0
1
0
0
0
90
0
9957_9636
3
10
1,574
0
0
565
28
1
1,500
bus_only
2,203
1,574
64
28
8
73.5
7,032.7
6,959.2
0
0
1
0
0
1
90
0.011111
9957_9636
4
10
1,460
0
0
659
0
0
1,500
bus_only
2,685
1,460
566
27
539
677.5
6,090.4
5,413
0
0
1
0
0
0
90
0
9957_9636
5
10
1,457
0
0
625
28
1
1,500
bus_only
2,677
1,457
595
28
539
710.4
7,196.6
6,486.2
0
0
1
0
0
0
90
0
9957_9636
6
10
454
330
0
945
344
2
1,550
bus+train
2,544
784
815
28
443
974.1
6,371.6
1,719
3,678.5
0
1
1
0
0
90
0
9957_9636
7
10
571
330
0
945
344
2
1,550
bus+train
2,656
901
810
28
438
967.9
6,901.8
2,255.3
3,678.5
0
1
1
0
0
90
0
9957_9636
8
10
372
330
0
928
363
2
1,550
bus+train
2,556
702
926
28
535
1,108.2
6,305
1,518.3
3,678.5
0
1
1
0
0
90
0
9957_9636
9
10
347
510
0
870
494
2
1,550
bus+train
2,676
857
949
28
427
1,134
8,147
1,145.9
5,867.1
0
1
1
0
0
90
0
9957_9641
0
2
481
0
0
324
0
0
1,500
bus_only
843
481
38
27
11
44.2
1,821
1,776.8
0
0
1
0
0
68
68
1
9957_9641
1
2
359
0
0
324
0
0
1,500
bus_only
1,125
359
442
27
415
530.1
1,940.3
1,410.3
0
0
1
0
0
0
68
0
9957_9699
0
9
1,460
0
0
669
0
0
1,500
bus_only
2,164
1,460
35
27
8
40
5,453
5,413
0
0
1
0
0
52
52
1
9957_9699
1
9
372
330
0
938
363
2
1,550
bus+train
2,035
702
395
28
4
470.8
5,667.6
1,518.3
3,678.5
0
1
1
0
0
52
0
9957_9699
2
9
1,299
0
0
669
0
0
1,500
bus_only
2,423
1,299
455
27
428
545
5,583.5
5,038.5
0
0
1
0
0
0
52
0
9957_9699
3
9
1,457
0
0
635
28
1
1,500
bus_only
2,156
1,457
64
28
8
73
6,559.2
6,486.2
0
0
1
0
0
0
52
0
9957_9699
4
9
1,296
0
0
635
28
1
1,500
bus_only
2,415
1,296
484
28
428
578
6,689.7
6,111.7
0
0
1
0
0
0
52
0
9957_9699
5
9
1,577
0
0
669
0
0
1,500
bus_only
2,782
1,577
536
27
509
642.1
6,528.1
5,886
0
0
1
0
0
0
52
0
9957_9699
6
9
353
330
0
895
344
2
1,550
bus+train
2,313
683
735
28
363
878.9
6,015.7
1,458.3
3,678.5
0
1
1
0
0
52
0
9957_9699
7
9
267
330
0
914
363
2
1,550
bus+train
2,325
597
814
28
423
974.3
5,798.1
1,145.3
3,678.5
0
1
1
0
0
52
0
9957_9699
8
9
454
330
0
895
344
2
1,550
bus+train
2,518
784
839
28
467
1,004.4
6,401.9
1,719
3,678.5
0
1
1
0
0
52
0
9957_9710
0
13
879
0
0
202
0
0
1,500
bus_only
1,133
879
52
27
25
61.4
3,437.8
3,376.4
0
0
1
0
0
93
93
1
9957_9710
1
13
809
0
0
202
0
0
1,500
bus_only
1,343
809
332
27
305
397.9
3,483.2
3,085.3
0
0
1
0
0
0
93
0
9957_9710
2
13
1,272
0
0
53
0
0
1,500
bus_only
1,527
1,272
202
28
174
240.9
3,297.6
3,056.7
0
0
1
0
0
0
93
0
9957_9710
3
13
927
0
0
202
0
0
1,500
bus_only
1,407
927
278
27
251
333
3,912.1
3,579.1
0
0
1
0
0
0
93
0
9957_9710
4
13
1,099
0
0
53
0
0
1,500
bus_only
1,517
1,099
365
28
337
436.8
3,074.9
2,638.1
0
0
1
0
0
0
93
0
9957_9710
5
13
1,521
0
0
253
0
1
1,500
bus_only
2,103
1,521
329
28
301
392.8
4,380.1
3,987.3
0
0
1
0
0
0
93
0
9957_9710
6
13
585
0
0
334
0
1
1,500
bus_only
1,389
585
470
133
337
563.1
3,587.2
3,024
0
0
1
0
0
0
93
0
9957_9710
7
13
1,649
0
0
253
0
1
1,500
bus_only
2,289
1,649
387
28
359
462.6
4,677.5
4,215
0
0
1
0
0
0
93
0
9957_9710
8
13
1,474
0
0
313
0
1
1,500
bus_only
2,196
1,474
409
28
381
489
4,359.9
3,870.9
0
0
1
0
0
0
93
0
9957_9710
9
13
808
0
0
582
0
0
1,500
bus_only
1,970
808
580
28
552
693.2
3,632.1
2,938.9
0
0
1
0
0
0
93
0
9957_9710
10
13
1,427
0
0
313
0
1
1,500
bus_only
2,234
1,427
494
28
466
591.5
4,371.3
3,779.8
0
0
1
0
0
0
93
0