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_4106
15
19
1,744
720
0
673
213
1
1,650
bus+train
3,893
2,464
756
62
481
904.6
18,037.3
9,956.9
7,175.9
0
1
1
0
0
92
0
1002_4106
16
19
1,872
1,320
0
357
156
1
1,750
bus+train
4,260
3,192
711
62
493
850.7
24,149.1
11,147.5
12,150.9
0
1
1
0
0
92
0
1002_4106
17
19
2,326
0
0
628
0
1
1,600
bus_only
3,756
2,326
802
371
431
960.7
16,695.6
15,734.9
0
0
1
0
0
0
92
0
1002_4106
18
19
1,794
720
0
845
213
1
1,650
bus+train
4,132
2,514
773
62
498
925.1
18,465.2
10,364.3
7,175.9
0
1
1
0
0
92
0
1002_4107
0
21
0
1,240
0
746
103
1
1,550
train_only
2,180
1,240
194
62
29
229.6
13,585.3
0
13,355.7
0
0
1
0
246
246
1
1002_4107
1
21
2,247
0
0
559
39
2
1,600
bus_only
3,030
2,247
224
51
134
266
15,609.9
15,343.9
0
0
1
0
0
0
246
0
1002_4107
2
21
2,433
0
0
518
0
2
1,600
bus_only
3,136
2,433
185
51
134
220.2
15,487.2
15,267
0
0
1
0
0
0
246
0
1002_4107
3
21
2,360
0
0
578
0
2
1,500
bus_only
3,270
2,360
332
51
281
397.2
15,295.4
14,898.3
0
0
1
0
0
0
246
0
1002_4107
4
21
2,158
0
0
619
39
2
1,500
bus_only
3,176
2,158
399
51
309
475.4
15,442.5
14,967.1
0
0
1
0
0
0
246
0
1002_4107
5
21
2,265
0
0
420
39
2
1,600
bus_only
3,131
2,265
446
51
356
532.8
15,578.4
15,045.6
0
0
1
0
0
0
246
0
1002_4107
6
21
2,841
0
0
431
0
1
1,600
bus_only
3,720
2,841
448
198
250
536.3
16,038.5
15,502.3
0
0
1
0
0
0
246
0
1002_4107
7
21
2,727
0
0
519
0
1
1,600
bus_only
3,694
2,727
448
198
250
536.3
15,749.3
15,213
0
0
1
0
0
0
246
0
1002_4107
8
21
2,235
0
0
480
39
2
1,500
bus_only
3,205
2,235
490
51
400
584.5
15,387.5
14,803
0
0
1
0
0
0
246
0
1002_4107
9
21
2,487
0
0
518
0
2
1,600
bus_only
3,478
2,487
473
51
422
565.9
16,089.4
15,523.5
0
0
1
0
0
0
246
0
1002_4107
10
21
1,322
720
0
672
213
1
1,550
bus+train
3,270
2,042
556
62
281
665
15,045.6
7,204.8
7,175.9
0
1
1
0
0
246
0
1002_4107
11
21
2,877
0
0
431
0
1
1,600
bus_only
3,835
2,877
527
198
329
631.3
16,203.9
15,572.6
0
0
1
0
0
0
246
0
1002_4107
12
21
2,301
0
0
559
39
2
1,600
bus_only
3,372
2,301
512
51
422
611.7
16,212
15,600.4
0
0
1
0
0
0
246
0
1002_4107
13
21
2,435
0
0
576
0
1
1,500
bus_only
3,565
2,435
554
198
356
663.9
15,245.6
14,581.7
0
0
1
0
0
0
246
0
1002_4107
14
21
1,454
720
0
326
213
1
1,650
bus+train
3,131
2,174
631
62
356
754.8
15,915.1
7,984.4
7,175.9
0
1
1
0
0
246
0
1002_4107
15
21
2,321
0
0
480
39
2
1,600
bus_only
3,379
2,321
578
51
488
690.7
16,001.3
15,310.6
0
0
1
0
0
0
246
0
1002_4107
16
21
2,405
0
0
636
0
1
1,500
bus_only
3,639
2,405
598
198
400
715.6
15,054.7
14,339.1
0
0
1
0
0
0
246
0
1002_4107
17
21
1,424
720
0
386
213
1
1,550
bus+train
3,205
2,144
675
62
400
806.5
15,724.2
7,741.8
7,175.9
0
1
1
0
0
246
0
1002_4107
18
21
2,491
0
0
636
0
1
1,500
bus_only
3,813
2,491
686
198
488
821.8
15,668.5
14,846.7
0
0
1
0
0
0
246
0
1002_4107
19
21
1,449
720
0
612
213
1
1,650
bus+train
3,478
2,169
697
62
422
833.7
15,839.6
7,830
7,175.9
0
1
1
0
0
246
0
1002_4107
20
21
1,510
720
0
386
213
1
1,650
bus+train
3,395
2,230
779
62
504
931
16,356.3
8,249.4
7,175.9
0
1
1
0
0
246
0
1002_4107697
0
3
322
1,470
0
655
120
1
1,650
bus+train
2,629
1,792
182
62
0
216.6
15,244.6
1,026.6
14,001.4
0
1
1
0
18
18
1
1002_4107697
1
3
466
1,470
0
715
120
1
1,650
bus+train
3,223
1,936
572
62
390
683.1
16,059.4
1,374.9
14,001.4
0
1
1
0
0
18
0
1002_4107697
2
3
832
610
0
959
234
2
1,550
bus+train
3,192
1,442
791
51
506
946.4
14,191.1
7,631.2
5,613.5
0
1
1
0
0
18
0
1002_4108
0
18
467
895
0
674
54
2
1,550
bus+train
2,256
1,362
220
51
115
261.6
12,422.8
5,155
7,006.2
0
1
1
0
0
62
0
1002_4108
1
18
0
1,615
0
771
103
1
1,550
train_only
2,666
1,615
280
62
115
332.6
13,151
0
12,818.5
0
0
1
0
62
62
1
1002_4108
2
18
1,954
0
0
1,055
0
2
1,500
bus_only
3,406
1,954
397
51
346
475.1
14,928.9
14,453.7
0
0
1
0
0
0
62
0
1002_4108
3
18
2,049
0
0
995
0
2
1,500
bus_only
3,448
2,049
404
51
353
483.7
15,306.5
14,822.8
0
0
1
0
0
0
62
0
1002_4108
4
18
1,055
570
0
513
115
2
1,550
bus+train
2,661
1,625
523
62
346
625
13,862.6
7,030.4
6,207.1
0
1
1
0
0
62
0
1002_4108
5
18
1,213
570
0
693
115
2
1,550
bus+train
3,006
1,783
530
62
353
633.6
14,841.9
8,001.1
6,207.1
0
1
1
0
0
62
0
1002_4108
6
18
1,016
720
0
607
213
1
1,550
bus+train
2,964
1,736
621
62
346
742.9
14,679.1
6,760.3
7,175.9
0
1
1
0
0
62
0
1002_4108
7
18
2,088
0
0
995
0
2
1,600
bus_only
3,562
2,088
479
51
428
573
15,704.5
15,131.4
0
0
1
0
0
0
62
0
1002_4108
8
18
1,111
720
0
547
213
1
1,550
bus+train
3,006
1,831
628
62
353
751.5
15,056.7
7,129.3
7,175.9
0
1
1
0
0
62
0
1002_4108
9
18
1,252
570
0
693
115
2
1,550
bus+train
3,120
1,822
605
62
428
723
15,239.9
8,309.8
6,207.1
0
1
1
0
0
62
0
1002_4108
10
18
1,163
570
0
931
115
3
1,550
bus+train
3,196
1,733
532
62
355
635.9
14,431
7,587.9
6,207.1
0
1
1
0
0
62
0
1002_4108
11
18
1,150
720
0
547
213
1
1,550
bus+train
3,120
1,870
703
62
428
840.9
15,454.7
7,438
7,175.9
0
1
1
0
0
62
0
1002_4108
12
18
1,125
720
0
721
213
2
1,550
bus+train
3,196
1,845
630
62
355
753.8
15,247.5
7,317.8
7,175.9
0
1
1
0
0
62
0
1002_4108
13
18
1,906
0
0
995
0
2
1,500
bus_only
3,510
1,906
609
51
558
729.6
15,001.6
14,272
0
0
1
0
0
0
62
0
1002_4108
14
18
1,302
570
0
945
115
3
1,550
bus+train
3,374
1,872
557
62
380
665.6
14,548.2
7,675.5
6,207.1
0
1
1
0
0
62
0
1002_4108
15
18
1,007
570
0
453
115
2
1,550
bus+train
2,765
1,577
735
62
558
879.5
13,935.3
6,848.7
6,207.1
0
1
1
0
0
62
0
1002_4108
16
18
1,263
720
0
736
213
2
1,550
bus+train
3,374
1,983
655
62
380
783.5
15,364.7
7,405.4
7,175.9
0
1
1
0
0
62
0
1002_4108
17
18
968
720
0
547
213
1
1,550
bus+train
3,068
1,688
833
62
558
997.4
14,751.8
6,578.6
7,175.9
0
1
1
0
0
62
0
1002_4109
0
20
0
1,360
0
822
103
1
1,550
train_only
2,356
1,360
174
62
9
206.4
12,201.8
0
11,995.4
0
0
1
0
178
178
1
1002_4109
1
20
91
995
0
713
178
2
1,550
bus+train
2,312
1,086
513
62
273
611.6
12,219.2
670.2
10,937.5
0
1
1
0
0
178
0
1002_4109
2
20
1,738
0
0
386
0
0
1,500
bus_only
2,813
1,738
689
416
273
825.7
14,780.5
13,954.7
0
0
1
0
0
0
178
0
1002_4109
3
20
1,030
570
0
405
115
1
1,550
bus+train
2,347
1,600
342
62
165
407.5
13,936.9
7,322.3
6,207.1
0
1
1
0
0
178
0
1002_4109
4
20
1,614
0
0
586
0
2
1,500
bus_only
2,559
1,614
359
38
321
428.4
13,739.8
13,311.5
0
0
1
0
0
0
178
0
1002_4109
5
20
1,700
0
0
764
0
2
1,500
bus_only
2,813
1,700
349
38
311
417.3
14,202.5
13,785.1
0
0
1
0
0
0
178
0
1002_4109
6
20
1,983
0
0
644
56
1
1,500
bus_only
3,042
1,983
415
38
321
495
14,761.1
14,266.2
0
0
1
0
0
0
178
0
1002_4109
7
20
794
570
0
582
115
1
1,550
bus+train
2,444
1,364
498
62
321
594.2
13,124
6,322.7
6,207.1
0
1
1
0
0
178
0
1002_4109
8
20
1,783
0
0
389
0
1
1,500
bus_only
2,681
1,783
509
198
311
610.1
13,751.7
13,141.6
0
0
1
0
0
0
178
0
1002_4109
9
20
1,702
0
0
586
0
2
1,500
bus_only
2,792
1,702
504
38
466
601.5
14,666
14,064.5
0
0
1
0
0
0
178
0
1002_4109
10
20
175
995
0
653
178
2
1,550
bus+train
2,374
1,170
551
62
311
657.6
12,738.9
1,143.8
10,937.5
0
1
1
0
0
178
0
1002_4109
11
20
2,071
0
0
644
56
1
1,600
bus_only
3,275
2,071
560
38
466
668.1
15,687.3
15,019.2
0
0
1
0
0
0
178
0
1002_4109
12
20
126
995
0
706
177
2
1,550
bus+train
2,409
1,121
582
62
343
694.4
12,303.5
671.6
10,937.5
0
1
1
0
0
178
0
1002_4109
13
20
885
570
0
582
115
1
1,550
bus+train
2,680
1,455
643
62
466
767.4
14,050.2
7,075.7
6,207.1
0
1
1
0
0
178
0
1002_4109
14
20
1,674
0
0
1,106
0
2
1,500
bus_only
3,310
1,674
530
38
492
634.5
13,994.5
13,360
0
0
1
0
0
0
178
0
1002_4109
15
20
1,755
0
0
443
0
1
1,500
bus_only
2,888
1,755
690
198
492
827.3
13,543.7
12,716.5
0
0
1
0
0
0
178
0
1002_4109
16
20
936
570
0
498
115
2
1,550
bus+train
2,673
1,506
669
62
492
800.3
13,998.5
6,991.1
6,207.1
0
1
1
0
0
178
0
1002_4109
17
20
835
720
0
351
213
1
1,550
bus+train
2,673
1,555
767
62
492
918.2
14,213.3
6,119.2
7,175.9
0
1
1
0
0
178
0
1002_4109
18
20
182
995
0
714
178
2
1,550
bus+train
2,597
1,177
706
62
466
841.8
13,202.5
1,423.2
10,937.5
0
1
1
0
0
178
0
1002_4109
19
20
1,826
0
0
386
0
0
1,500
bus_only
3,094
1,826
882
416
466
1,055.9
15,763.7
14,707.7
0
0
1
0
0
0
178
0
1002_4110
0
10
0
1,045
0
617
103
1
1,550
train_only
1,843
1,045
181
62
16
214.8
11,152.3
0
10,937.5
0
0
1
0
235
235
1
1002_4110
1
10
1,500
0
0
366
9
2
1,500
bus_only
2,173
1,500
307
184
114
366.2
12,921.7
12,555.5
0
0
1
0
0
0
235
0
1002_4110
2
10
1,717
0
0
445
0
0
1,500
bus_only
2,669
1,717
507
416
91
607
13,891.6
13,284.6
0
0
1
0
0
0
235
0
1002_4110
3
10
1,365
0
0
773
39
1
1,500
bus_only
2,320
1,365
182
51
92
215.7
12,659.3
12,443.6
0
0
1
0
0
0
235
0
1002_4110
4
10
1,643
0
0
699
0
1
1,500
bus_only
2,931
1,643
589
198
391
706.6
12,577.3
11,870.7
0
0
1
0
0
0
235
0
1002_4110
5
10
839
570
0
645
115
2
1,550
bus+train
2,622
1,409
568
62
391
679.6
13,032
6,145.3
6,207.1
0
1
1
0
0
235
0
1002_4110
6
10
737
720
0
499
213
1
1,550
bus+train
2,622
1,457
666
62
391
797.5
13,246.8
5,273.5
7,175.9
0
1
1
0
0
235
0
1002_4110
7
10
1,687
0
0
699
0
1
1,500
bus_only
3,017
1,687
631
198
433
756.6
13,026.7
12,270.1
0
0
1
0
0
0
235
0
1002_4110
8
10
883
570
0
645
115
2
1,550
bus+train
2,708
1,453
610
62
433
729.6
13,481.4
6,544.7
6,207.1
0
1
1
0
0
235
0
1002_4110
9
10
781
720
0
499
213
1
1,550
bus+train
2,708
1,501
708
62
433
847.5
13,696.2
5,672.9
7,175.9
0
1
1
0
0
235
0
1002_4111
0
14
467
530
0
409
54
2
1,550
bus+train
1,552
997
146
51
41
173.3
9,820.3
5,155
4,492.1
0
1
1
0
0
48
0.071429
1002_4111
1
14
471
530
0
257
54
1
1,550
bus+train
1,552
1,001
294
199
41
350.8
9,667.4
4,824.6
4,492.1
0
1
1
0
0
48
0.071429
1002_4111
2
14
1,643
0
0
555
0
0
1,500
bus_only
2,966
1,643
768
416
352
919.9
13,477.9
12,558
0
0
1
0
0
0
48
0.071429
1002_4111
3
14
1,648
0
0
1,059
0
2
1,500
bus_only
2,940
1,648
233
38
195
278.1
12,830.5
12,552.5
0
0
1
0
0
0
48
0.071429
1002_4111
4
14
1,576
0
0
1,059
0
2
1,500
bus_only
2,926
1,576
291
38
253
347.7
12,552.6
12,205
0
0
1
0
0
0
48
0.071429
1002_4111
5
14
1,059
570
0
506
115
2
1,550
bus+train
2,569
1,629
434
62
257
518.8
12,906.3
6,180.4
6,207.1
0
1
1
0
0
48
0.071429
1002_4111
6
14
1,346
0
0
706
39
1
1,500
bus_only
2,586
1,346
534
51
444
638.2
12,355.2
11,717
0
0
1
0
0
0
48
0.071429
1002_4111
7
14
1,650
0
0
743
0
2
1,500
bus_only
2,830
1,650
437
184
253
522.7
14,246.5
13,723.8
0
0
1
0
0
0
48
0.071429
1002_4111
8
14
764
570
0
308
115
1
1,550
bus+train
2,263
1,334
621
62
444
742.3
12,098.7
5,149.2
6,207.1
0
1
1
0
0
48
0.071429
1002_4111
9
14
1,180
0
0
577
0
3
1,500
bus_only
2,252
1,180
495
51
444
592.4
10,757.1
10,164.7
0
0
1
0
0
0
48
0.071429
1002_4111
10
14
1,184
0
0
425
0
2
1,500
bus_only
2,252
1,184
643
199
444
769.9
10,604.2
9,834.2
0
0
1
0
0
0
48
0.071429
1002_4111
11
14
1,697
0
0
1,119
0
2
1,500
bus_only
3,361
1,697
545
38
507
651.6
13,491.1
12,839.5
0
0
1
0
0
0
48
0.071429
1002_4111
12
14
1,025
570
0
506
115
2
1,550
bus+train
2,768
1,595
667
62
490
798.2
12,973.2
5,967.9
6,207.1
0
1
1
0
0
48
0.071429
1002_4111
13
14
1,121
0
0
266
222
1
1,500
bus_only
2,252
1,121
865
199
444
1,035.5
10,604.2
9,568.7
0
0
1
0
0
0
48
0.071429
1002_4112
0
13
469
380
0
264
54
1
1,550
bus+train
1,372
849
259
199
6
308.7
8,469.3
4,824.6
3,336.1
0
1
1
0
0
72
0
1002_4112
1
13
498
570
0
649
115
1
1,550
bus+train
1,941
1,068
224
62
47
266.7
10,100
3,626.2
6,207.1
0
1
1
0
72
72
1
1002_4112
2
13
1,610
0
0
234
0
0
1,500
bus_only
2,648
1,610
804
416
388
963.1
12,406.8
11,443.7
0
0
1
0
0
0
72
0
1002_4112
3
13
1,362
150
0
695
67
1
1,550
bus+train
2,383
1,512
176
62
47
209
10,833.7
8,970
1,654.6
0
1
1
0
0
72
0
1002_4112
4
13
1,337
150
0
755
67
1
1,550
bus+train
2,594
1,487
352
62
223
419
10,798.1
8,724.5
1,654.6
0
1
1
0
0
72
0
1002_4112
5
13
473
570
0
709
115
1
1,550
bus+train
2,152
1,043
400
62
223
476.6
10,064.5
3,380.7
6,207.1
0
1
1
0
0
72
0
1002_4112
6
13
356
720
0
471
213
2
1,550
bus+train
2,053
1,076
506
62
231
605
10,417.4
2,636.6
7,175.9
0
1
1
0
0
72
0
1002_4112
7
13
1,548
0
0
933
0
2
1,500
bus_only
3,018
1,548
537
38
499
642.1
10,766.3
10,124.2
0
0
1
0
0
0
72
0
1002_4112
8
13
1,761
0
0
281
34
1
1,500
bus_only
2,759
1,761
717
184
499
857.1
12,550.5
11,693.4
0
0
1
0
0
0
72
0
1002_4112
9
13
1,330
0
0
563
0
2
1,500
bus_only
2,591
1,330
698
199
499
835.5
10,320.8
9,485.3
0
0
1
0
0
0
72
0