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
1003_75002
19
23
395
930
0
963
155
1
1,550
bus+train
2,879
1,325
591
26
410
706.9
10,917
2,202.2
8,007.9
0
1
1
0
0
59
0
1003_75002
20
23
1,323
330
0
668
40
2
1,550
bus+train
2,880
1,653
559
26
493
669.7
12,960.3
8,250.8
4,039.8
0
1
1
0
0
59
0
1003_75002
21
23
146
780
0
536
174
1
1,550
bus+train
2,180
926
718
26
518
858.9
7,843.6
619.4
6,365.3
0
1
1
0
0
59
0
1003_75002
22
23
815
930
0
447
155
1
1,550
bus+train
2,828
1,745
636
26
455
761.2
12,782
4,012.9
8,007.9
0
1
1
0
0
59
0
1003_7522
0
13
1,818
570
0
442
111
1
1,650
bus+train
2,979
2,388
149
26
12
175.1
17,495.2
11,522.7
5,797.4
0
1
1
0
24
35
0.685714
1003_7522
1
13
1,084
1,170
0
360
107
1
1,650
bus+train
2,760
2,254
146
26
13
172.4
18,355.4
7,328.5
10,854.6
0
1
1
0
10
35
0.285714
1003_7522
2
13
2,187
0
0
822
0
1
1,500
bus_only
3,461
2,187
452
207
245
540.8
14,821.9
14,281.1
0
0
1
0
0
0
35
0
1003_7522
3
13
1,042
820
0
738
178
3
1,650
bus+train
2,851
1,862
251
26
47
297.6
16,130.7
6,274.1
9,559
0
1
1
0
1
35
0.028571
1003_7522
4
13
1,872
570
0
442
111
1
1,650
bus+train
3,414
2,442
530
26
393
633
18,319
11,888.5
5,797.4
0
1
1
0
0
35
0
1003_7522
5
13
1,138
1,170
0
420
107
1
1,650
bus+train
3,254
2,308
526
26
393
628.2
19,177.1
7,694.3
10,854.6
0
1
1
0
0
35
0
1003_7522
6
13
1,009
820
0
678
178
3
1,650
bus+train
3,047
1,829
540
26
336
644.7
16,163.7
5,960
9,559
0
1
1
0
0
35
0
1003_7522
7
13
1,794
630
0
526
110
1
1,550
bus+train
3,593
2,424
643
26
507
769.6
14,816.9
9,250.9
4,796.4
0
1
1
0
0
35
0
1003_7522
8
13
167
1,380
0
1,072
88
2
1,550
bus+train
3,222
1,547
603
26
489
719.3
14,258.3
809
12,730
0
1
1
0
0
35
0
1003_7522
9
13
1,552
630
0
513
182
1
1,650
bus+train
3,432
2,182
737
26
529
882.2
16,385.7
10,707.1
4,796.4
0
1
1
0
0
35
0
1003_7522
10
13
1,671
630
0
513
182
1
1,650
bus+train
3,585
2,301
771
26
563
922.7
16,547.2
10,828
4,796.4
0
1
1
0
0
35
0
1003_7522
11
13
71
1,180
0
905
331
3
1,550
bus+train
3,002
1,251
846
26
489
1,009
13,424.3
551.7
11,863.7
0
1
1
0
0
35
0
1003_7522
12
13
473
840
0
724
269
2
1,550
bus+train
3,003
1,313
966
207
490
1,155.9
13,725.6
5,078
7,491.6
0
1
1
0
0
35
0
1003_75286
0
16
1,229
300
0
617
67
1
1,550
bus+train
2,251
1,529
105
26
12
123.2
12,484.8
9,328.6
3,033.1
0
1
1
0
8
17
0.470588
1003_75286
1
16
220
300
360
522
155
2
3,200
bus+train+gtx
1,595
880
193
26
12
228.9
12,621.7
970.2
3,033.1
8,389.7
1
1
1
9
17
0.529412
1003_75286
2
16
1,270
300
0
677
67
1
1,550
bus+train
2,668
1,570
421
26
328
502.3
13,183.9
9,648.6
3,033.1
0
1
1
0
0
17
0
1003_75286
3
16
1,467
300
0
558
67
2
1,550
bus+train
2,552
1,767
227
26
134
269.5
13,644.4
10,341.9
3,033.1
0
1
1
0
0
17
0
1003_75286
4
16
1,443
300
0
618
67
2
1,550
bus+train
2,635
1,743
274
26
181
326.4
13,450.9
10,091.5
3,033.1
0
1
1
0
0
17
0
1003_75286
5
16
261
300
360
582
155
2
3,200
bus+train+gtx
2,012
921
509
26
328
608
13,320.8
1,290.1
3,033.1
8,389.7
1
1
1
0
17
0
1003_75286
6
16
1,400
300
0
558
67
2
1,550
bus+train
2,684
1,700
426
26
333
509.1
13,502.8
9,960.6
3,033.1
0
1
1
0
0
17
0
1003_75286
7
16
1,147
300
0
617
67
1
1,550
bus+train
2,594
1,447
530
26
437
634.1
12,614
8,946.9
3,033.1
0
1
1
0
0
17
0
1003_75286
8
16
138
300
360
522
155
2
3,200
bus+train+gtx
1,938
798
618
26
437
739.7
12,750.9
588.5
3,033.1
8,389.7
1
1
1
0
17
0
1003_75286
9
16
265
300
360
802
171
2
3,200
bus+train+gtx
2,300
925
573
26
376
685
12,840.9
733.1
3,033.1
8,389.7
1
1
1
0
17
0
1003_75286
10
16
374
300
360
802
171
2
3,200
bus+train+gtx
2,437
1,034
601
26
404
718.2
13,013
872.1
3,033.1
8,389.7
1
1
1
0
17
0
1003_75286
11
16
175
300
360
742
171
2
3,200
bus+train+gtx
2,246
835
669
26
472
799.8
12,728.5
506
3,033.1
8,389.7
1
1
1
0
17
0
1003_75286
12
16
1,380
300
0
558
67
2
1,550
bus+train
2,826
1,680
588
26
495
702.7
13,549.5
9,813.8
3,033.1
0
1
1
0
0
17
0
1003_75286
13
16
1,315
630
0
1,795
114
1
1,550
bus+train
4,375
1,945
635
26
495
758.8
13,296
7,740.8
4,796.4
0
1
1
0
0
17
0
1003_75286
14
16
1,695
0
0
1,099
12
1
1,500
bus_only
3,645
1,695
851
344
495
1,018.6
12,879.4
11,860.8
0
0
1
0
0
0
17
0
1003_75286
15
16
2,229
0
0
621
27
1
1,600
bus_only
3,782
2,229
932
344
561
1,116.4
17,033.2
15,916.8
0
0
1
0
0
0
17
0
1003_75325
0
18
1,033
420
0
893
115
1
1,550
bus+train
2,488
1,453
142
26
1
168.4
11,822.7
6,825.6
4,828.7
0
1
1
0
29
46
0.630435
1003_75325
1
18
1,070
420
0
715
188
2
1,550
bus+train
2,420
1,490
215
26
1
255.7
12,061.9
6,977.5
4,828.7
0
1
1
0
17
46
0.369565
1003_75325
2
18
1,741
0
0
512
0
0
1,500
bus_only
2,730
1,741
477
207
270
571.1
13,708.3
13,137.2
0
0
1
0
0
0
46
0
1003_75325
3
18
874
420
0
736
115
3
1,550
bus+train
2,450
1,294
420
26
279
500.9
12,273.8
6,944.2
4,828.7
0
1
1
0
0
46
0
1003_75325
4
18
1,079
420
0
953
115
1
1,550
bus+train
2,892
1,499
440
26
299
525.2
12,449.3
7,095.4
4,828.7
0
1
1
0
0
46
0
1003_75325
5
18
1,116
420
0
775
188
2
1,550
bus+train
2,824
1,536
513
26
299
612.5
12,688.5
7,247.3
4,828.7
0
1
1
0
0
46
0
1003_75325
6
18
1,709
0
0
452
0
0
1,500
bus_only
2,830
1,709
669
207
462
802.3
13,601.7
12,799.4
0
0
1
0
0
0
46
0
1003_75325
7
18
966
420
0
953
115
1
1,550
bus+train
2,930
1,386
591
26
450
706.9
11,957.6
6,422
4,828.7
0
1
1
0
0
46
0
1003_75325
8
18
1,819
0
0
452
0
0
1,500
bus_only
2,980
1,819
709
207
502
850.6
14,249
13,398.4
0
0
1
0
0
0
46
0
1003_75325
9
18
750
1,170
0
602
107
1
1,650
bus+train
3,107
1,920
585
26
452
699.3
17,676.1
6,122.2
10,854.6
0
1
1
0
0
46
0
1003_75325
10
18
790
1,170
0
602
107
1
1,650
bus+train
3,159
1,960
597
26
464
713.4
18,047.3
6,479.3
10,854.6
0
1
1
0
0
46
0
1003_75325
11
18
2,010
0
0
512
0
0
1,500
bus_only
3,235
2,010
713
207
506
855.2
14,920.5
14,065.4
0
0
1
0
0
0
46
0
1003_75325
12
18
427
1,170
0
778
156
1
1,550
bus+train
3,009
1,597
634
26
452
758
14,865.1
3,334.5
10,772.5
0
1
1
0
0
46
0
1003_75325
13
18
842
420
0
676
115
3
1,550
bus+train
2,541
1,262
603
26
462
721.5
12,156.7
6,606.4
4,828.7
0
1
1
0
0
46
0
1003_75325
14
18
469
1,170
0
778
156
1
1,550
bus+train
3,063
1,639
646
26
464
772.1
15,236.2
3,691.6
10,772.5
0
1
1
0
0
46
0
1003_75325
15
18
1,003
420
0
775
188
2
1,550
bus+train
2,862
1,423
664
26
450
794.2
12,196.8
6,574
4,828.7
0
1
1
0
0
46
0
1003_75325
16
18
1,951
0
0
549
0
1
1,500
bus_only
3,221
1,951
721
207
514
864.2
14,917.3
14,053.1
0
0
1
0
0
0
46
0
1003_75325
17
18
952
420
0
676
115
3
1,550
bus+train
2,691
1,372
643
26
502
769.9
12,803.9
7,205.4
4,828.7
0
1
1
0
0
46
0
1003_75357
0
19
566
1,110
0
475
156
1
1,550
bus+train
2,334
1,676
183
26
1
216.8
14,279.3
3,334.5
10,728
0
1
1
0
26
26
1
1003_75357
1
19
537
1,110
0
547
156
1
1,550
bus+train
2,757
1,647
563
26
381
672.7
14,564.5
3,163.8
10,728
0
1
1
0
0
26
0
1003_75357
2
19
2,360
0
0
241
0
0
1,500
bus_only
2,877
2,360
276
207
69
330.2
14,395.6
14,065.4
0
0
1
0
0
0
26
0
1003_75357
3
19
2,236
0
0
241
0
0
1,500
bus_only
2,832
2,236
355
207
148
424
14,160.7
13,736.7
0
0
1
0
0
0
26
0
1003_75357
4
19
2,293
0
0
181
0
0
1,500
bus_only
2,871
2,293
397
207
190
475.1
14,368.9
13,893.8
0
0
1
0
0
0
26
0
1003_75357
5
19
1,429
420
0
785
115
1
1,550
bus+train
3,020
1,849
386
26
245
461.5
12,385.5
7,095.4
4,828.7
0
1
1
0
0
26
0
1003_75357
6
19
2,150
0
0
181
0
0
1,500
bus_only
2,884
2,150
553
207
346
663.3
14,061.7
13,398.4
0
0
1
0
0
0
26
0
1003_75357
7
19
2,211
0
0
284
66
1
1,500
bus_only
3,013
2,211
518
207
245
620.8
14,076.4
13,455.6
0
0
1
0
0
0
26
0
1003_75357
8
19
1,359
570
0
555
111
2
1,550
bus+train
2,978
1,929
494
26
357
588.8
14,952.7
8,566.5
5,797.4
0
1
1
0
0
26
0
1003_75357
9
19
1,175
570
0
716
213
2
1,550
bus+train
2,945
1,745
484
26
245
579.3
12,991.6
6,614.9
5,797.4
0
1
1
0
0
26
0
1003_75357
10
19
1,230
570
0
716
213
2
1,550
bus+train
3,009
1,800
493
26
254
589.6
13,264.7
6,877.7
5,797.4
0
1
1
0
0
26
0
1003_75357
11
19
610
1,110
0
535
156
1
1,550
bus+train
2,834
1,720
579
26
397
691.2
15,110.7
3,691.6
10,728
0
1
1
0
0
26
0
1003_75357
12
19
2,271
0
0
230
0
1
1,500
bus_only
3,111
2,271
610
207
403
730.7
14,320.9
13,590.2
0
0
1
0
0
0
26
0
1003_75357
13
19
2,400
0
0
241
0
0
1,500
bus_only
3,308
2,400
667
207
460
799.9
15,195
14,395.1
0
0
1
0
0
0
26
0
1003_75357
14
19
1,374
420
0
785
115
1
1,550
bus+train
3,172
1,794
593
26
452
708.7
12,362.9
6,825.6
4,828.7
0
1
1
0
0
26
0
1003_75357
15
19
2,067
0
0
241
0
0
1,500
bus_only
3,041
2,067
733
207
526
878.2
14,015.3
13,137.2
0
0
1
0
0
0
26
0
1003_75357
16
19
496
1,110
0
535
156
1
1,550
bus+train
2,846
1,606
705
26
523
841.7
14,419.4
2,849.7
10,728
0
1
1
0
0
26
0
1003_75357
17
19
2,156
0
0
284
66
1
1,500
bus_only
3,165
2,156
725
207
452
868
14,053.8
13,185.8
0
0
1
0
0
0
26
0
1003_75357
18
19
1,119
570
0
716
213
2
1,550
bus+train
3,096
1,689
691
26
452
826.6
12,969
6,345.1
5,797.4
0
1
1
0
0
26
0
1003_7536
0
24
1,206
570
0
1,039
111
1
1,550
bus+train
2,970
1,776
155
26
18
182.8
14,122.3
8,142.1
5,797.4
0
1
1
0
8
16
0.5
1003_7536
1
24
373
1,200
0
649
229
2
1,550
bus+train
2,478
1,573
256
26
1
304.1
13,522.3
1,902
11,316.1
0
1
1
0
3
16
0.1875
1003_7536
2
24
1,523
420
0
506
115
3
1,550
bus+train
2,591
1,943
142
26
1
167.8
13,212
8,215.4
4,828.7
0
1
1
0
3
16
0.1875
1003_7536
3
24
734
1,170
0
465
156
3
1,550
bus+train
2,628
1,904
259
26
77
308.6
14,196.1
3,115.1
10,772.5
0
1
1
0
0
16
0
1003_7536
4
24
619
1,170
0
528
156
4
1,550
bus+train
2,522
1,789
205
26
23
243.4
14,156.2
3,140.4
10,772.5
0
1
1
0
0
16
0
1003_7536
5
24
1,186
570
0
1,039
111
1
1,550
bus+train
3,145
1,756
350
26
213
416.9
14,150.4
7,936.1
5,797.4
0
1
1
0
0
16
0
1003_7536
6
24
1,548
420
0
506
115
3
1,550
bus+train
2,785
1,968
311
26
170
370.5
13,565.3
8,366.1
4,828.7
0
1
1
0
0
16
0
1003_7536
7
24
1,384
420
0
665
115
2
1,550
bus+train
2,866
1,804
397
26
256
474.1
13,104.6
7,801.8
4,828.7
0
1
1
0
0
16
0
1003_7536
8
24
657
1,170
0
396
302
2
1,550
bus+train
2,628
1,827
405
26
77
483.5
14,365.8
3,109.9
10,772.5
0
1
1
0
0
16
0
1003_7536
9
24
542
1,170
0
459
302
3
1,550
bus+train
2,522
1,712
351
26
23
418.2
14,325.9
3,135.2
10,772.5
0
1
1
0
2
16
0.125
1003_7536
10
24
2,461
0
0
386
4
1
1,500
bus_only
3,312
2,461
465
207
254
556.3
14,562.3
14,006
0
0
1
0
0
0
16
0
1003_7536
11
24
2,237
0
0
568
0
1
1,500
bus_only
3,268
2,237
463
207
256
554.9
14,556.3
14,001.4
0
0
1
0
0
0
16
0
1003_7536
12
24
398
1,200
0
649
229
2
1,550
bus+train
2,672
1,598
425
26
170
506.8
13,875.6
2,052.7
11,316.1
0
1
1
0
0
16
0
1003_7536
13
24
1,469
420
0
566
115
3
1,550
bus+train
2,852
1,889
397
26
256
474.1
13,276.3
7,973.6
4,828.7
0
1
1
0
0
16
0
1003_7536
14
24
668
1,170
0
465
156
3
1,550
bus+train
2,707
1,838
404
26
222
482
14,188.9
2,934.4
10,772.5
0
1
1
0
0
16
0
1003_7536
15
24
1,237
570
0
1,039
111
1
1,550
bus+train
3,329
1,807
483
26
346
576.9
14,832
8,457.7
5,797.4
0
1
1
0
0
16
0
1003_7536
16
24
1,418
420
0
665
115
2
1,550
bus+train
2,990
1,838
487
26
346
581.9
13,662.4
8,251.8
4,828.7
0
1
1
0
0
16
0
1003_7536
17
24
319
1,200
0
709
229
2
1,550
bus+train
2,739
1,519
511
26
256
610.4
13,586.7
1,660.2
11,316.1
0
1
1
0
0
16
0
1003_7536
18
24
1,387
570
0
979
111
1
1,550
bus+train
3,432
1,957
496
26
359
592.5
15,570.6
9,180.8
5,797.4
0
1
1
0
0
16
0
1003_7536
19
24
1,568
420
0
605
115
2
1,550
bus+train
3,093
1,988
500
26
359
597.4
14,401.1
8,975
4,828.7
0
1
1
0
0
16
0
1003_7536
20
24
591
1,170
0
396
302
2
1,550
bus+train
2,707
1,761
550
26
222
656.9
14,358.5
2,929.2
10,772.5
0
1
1
0
0
16
0
1003_7536
21
24
1,162
570
0
1,039
111
1
1,550
bus+train
3,325
1,732
554
26
417
661.9
14,215.6
7,756.4
5,797.4
0
1
1
0
0
16
0
1003_7536
22
24
1,598
420
0
605
115
2
1,550
bus+train
3,153
2,018
530
26
389
633.3
14,650.8
9,188.8
4,828.7
0
1
1
0
0
16
0
1003_7536
23
24
837
1,170
0
465
156
3
1,550
bus+train
2,974
2,007
502
26
320
599.9
14,703.3
3,330.9
10,772.5
0
1
1
0
0
16
0
1003_7539
0
11
1,678
420
0
551
115
1
1,550
bus+train
2,791
2,098
142
26
1
167.9
12,618.9
7,622.3
4,828.7
0
1
1
0
27
32
0.84375
1003_7539
1
11
610
1,110
0
467
156
1
1,550
bus+train
2,602
1,720
415
26
233
494.9
14,914.4
3,691.6
10,728
0
1
1
0
0
32
0
1003_7539
2
11
2,454
0
0
721
0
0
1,500
bus_only
3,699
2,454
524
207
317
627.5
14,521.3
13,893.8
0
0
1
0
0
0
32
0
1003_7539
3
11
1,507
420
0
551
115
1
1,550
bus+train
2,917
1,927
439
26
298
524.2
12,711.2
7,358.2
4,828.7
0
1
1
0
0
32
0
1003_7539
4
11
1,816
570
0
440
111
1
1,650
bus+train
3,390
2,386
564
26
427
674.3
16,780.4
10,308.7
5,797.4
0
1
1
0
0
32
0
1003_7539
5
11
1,884
180
0
396
75
2
1,550
bus+train
3,036
2,064
576
26
475
689.2
14,427.6
11,098.1
2,640.3
0
1
1
0
0
32
0