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_72535
1
19
1,310
0
0
341
0
3
1,500
bus_only
1,849
1,310
198
184
14
235.4
9,973.8
9,738.5
0
0
1
0
0
0
15
0
1002_72535
2
19
136
1,290
0
380
54
1
1,550
bus+train
1,936
1,426
130
62
14
152.8
10,149.2
810
9,186.4
0
1
1
0
15
15
1
1002_72535
3
19
1,432
0
0
366
0
2
1,500
bus_only
2,010
1,432
212
38
174
252.7
10,322.5
10,069.7
0
0
1
0
0
0
15
0
1002_72535
4
19
1,395
0
0
800
31
1
1,500
bus_only
2,438
1,395
243
38
174
289.4
10,042.9
9,753.5
0
0
1
0
0
0
15
0
1002_72535
5
19
95
1,290
0
380
54
1
1,550
bus+train
2,055
1,385
290
62
174
345.2
10,193.5
661.9
9,186.4
0
1
1
0
0
15
0
1002_72535
6
19
1,272
0
0
315
0
2
1,500
bus_only
1,909
1,272
322
184
138
383.5
9,973.8
9,590.3
0
0
1
0
0
0
15
0
1002_72535
7
19
1,464
0
0
698
0
2
1,500
bus_only
2,476
1,464
314
38
276
375.4
10,317.4
9,941.9
0
0
1
0
0
0
15
0
1002_72535
8
19
181
1,290
0
440
54
1
1,550
bus+train
2,303
1,471
392
62
276
467.9
10,711.3
1,057
9,186.4
0
1
1
0
0
15
0
1002_72535
9
19
65
1,470
0
440
87
1
1,550
bus+train
2,350
1,535
375
62
226
448.2
11,651.8
498.3
10,705.3
0
1
1
0
0
15
0
1002_72535
10
19
1,362
0
0
103
0
1
1,500
bus_only
2,010
1,362
545
371
174
652.4
10,435.5
9,783.1
0
0
1
0
0
0
15
0
1002_72535
11
19
1,508
0
0
366
0
2
1,500
bus_only
2,361
1,508
487
38
449
583.3
11,162.8
10,579.6
0
0
1
0
0
0
15
0
1002_72535
12
19
1,355
0
0
401
0
3
1,500
bus_only
2,216
1,355
460
184
276
550.5
10,535.9
9,985.4
0
0
1
0
0
0
15
0
1002_72535
13
19
29
1,470
0
389
232
1
1,550
bus+train
2,453
1,499
565
62
271
675.5
11,697.9
317.1
10,705.3
0
1
1
0
0
15
0
1002_72535
14
19
1,724
0
0
329
122
1
1,500
bus_only
2,662
1,724
609
38
449
728.7
11,978.7
11,250
0
0
1
0
0
0
15
0
1002_72535
15
19
172
1,290
0
520
54
1
1,550
bus+train
2,547
1,462
565
62
449
675.6
11,038.7
1,176.6
9,186.4
0
1
1
0
0
15
0
1002_72535
16
19
1,683
0
0
106
0
1
1,500
bus_only
2,450
1,683
661
212
449
792.8
11,628.7
10,835.9
0
0
1
0
0
0
15
0
1002_72535
17
19
140
1,470
0
500
87
1
1,550
bus+train
2,745
1,610
635
62
486
758.5
12,480.1
1,016.3
10,705.3
0
1
1
0
0
15
0
1002_72535
18
19
1,338
0
0
335
0
3
1,500
bus_only
2,306
1,338
633
184
449
758.3
10,858.5
10,100.1
0
0
1
0
0
0
15
0
1002_72537
0
23
1,847
0
0
466
0
2
1,500
bus_only
2,352
1,847
39
38
1
45.1
10,987.1
10,942
0
0
1
0
0
0
15
0
1002_72537
1
23
304
1,290
0
540
54
1
1,550
bus+train
2,251
1,594
117
62
1
137.6
10,877.8
1,553.8
9,186.4
0
1
1
0
5
15
0.333333
1002_72537
2
23
1,483
0
0
819
0
4
1,500
bus_only
2,387
1,483
85
38
47
100.6
11,003
10,902.4
0
0
1
0
0
0
15
0
1002_72537
3
23
664
1,050
0
530
45
1
1,550
bus+train
2,352
1,714
108
62
1
127.7
10,892.6
3,450.7
7,314.3
0
1
1
0
8
15
0.533333
1002_72537
4
23
423
1,050
0
688
117
2
1,550
bus+train
2,387
1,473
226
62
47
268.8
11,061.3
3,478.2
7,314.3
0
1
1
0
0
15
0
1002_72537
5
23
1,875
0
0
526
0
2
1,500
bus_only
2,729
1,875
328
38
290
390.8
11,614.8
11,224
0
0
1
0
0
0
15
0
1002_72537
6
23
1,912
0
0
598
0
2
1,500
bus_only
2,835
1,912
325
38
287
388.5
11,304.7
10,916.2
0
0
1
0
0
0
15
0
1002_72537
7
23
692
1,050
0
590
45
1
1,550
bus+train
2,729
1,742
397
62
290
473.3
11,520.3
3,732.8
7,314.3
0
1
1
0
0
15
0
1002_72537
8
23
332
1,290
0
600
54
1
1,550
bus+train
2,628
1,622
406
62
290
483.3
11,505.5
1,835.9
9,186.4
0
1
1
0
0
15
0
1002_72537
9
23
349
1,290
0
689
54
1
1,550
bus+train
2,731
1,639
403
62
287
481
11,480.7
1,813.4
9,186.4
0
1
1
0
0
15
0
1002_72537
10
23
1,861
0
0
538
0
2
1,500
bus_only
2,776
1,861
377
38
339
450.3
11,035.5
10,585.3
0
0
1
0
0
0
15
0
1002_72537
11
23
369
1,290
0
594
54
1
1,550
bus+train
2,708
1,659
455
62
339
543.9
11,585
1,854.8
9,186.4
0
1
1
0
2
15
0.133333
1002_72537
12
23
1,967
0
0
538
0
2
1,500
bus_only
2,980
1,967
475
38
437
568.3
11,636.3
11,068
0
0
1
0
0
0
15
0
1002_72537
13
23
1,434
0
0
819
0
4
1,500
bus_only
2,630
1,434
377
38
339
450.3
11,010.8
10,560.5
0
0
1
0
0
0
15
0
1002_72537
14
23
374
1,050
0
688
117
2
1,550
bus+train
2,630
1,424
518
62
339
618.4
11,069
3,136.3
7,314.3
0
1
1
0
0
15
0
1002_72537
15
23
404
1,290
0
629
54
1
1,550
bus+train
2,876
1,694
553
62
437
660.8
11,812.4
1,965.2
9,186.4
0
1
1
0
0
15
0
1002_72537
16
23
1,725
0
0
466
0
2
1,500
bus_only
2,788
1,725
597
38
559
715
11,160.1
10,445.1
0
0
1
0
0
0
15
0
1002_72537
17
23
1,519
0
0
358
0
2
1,500
bus_only
2,538
1,519
661
371
290
790.4
10,676.6
9,886.2
0
0
1
0
0
0
15
0
1002_72537
18
23
542
1,050
0
530
45
1
1,550
bus+train
2,788
1,592
666
62
559
797.6
11,065.7
2,953.9
7,314.3
0
1
1
0
0
15
0
1002_72537
19
23
182
1,290
0
540
54
1
1,550
bus+train
2,687
1,472
675
62
559
807.5
11,050.9
1,057
9,186.4
0
1
1
0
0
15
0
1002_72537
20
23
1,488
0
0
302
0
2
1,500
bus_only
2,500
1,488
710
371
339
850
10,587.5
9,737.5
0
0
1
0
0
0
15
0
1002_72537
21
23
428
1,290
0
594
54
1
1,550
bus+train
2,991
1,718
679
62
563
811.9
12,067.6
2,069.3
9,186.4
0
1
1
0
0
15
0
1002_72537
22
23
1,492
0
0
358
0
2
1,500
bus_only
2,584
1,492
734
371
363
879.4
10,617
9,737.5
0
0
1
0
0
0
15
0
1002_75325
0
21
1,225
570
0
643
115
1
1,550
bus+train
2,616
1,795
178
62
1
211.4
13,244.2
6,825.6
6,207.1
0
1
1
0
15
15
1
1002_75325
1
21
725
710
0
647
220
2
1,550
bus+train
2,501
1,435
419
198
1
501.7
13,114.7
6,249.6
6,363.4
0
1
1
0
0
15
0
1002_75325
2
21
1,276
570
0
703
115
1
1,550
bus+train
3,025
1,846
476
62
299
568.2
13,870.8
7,095.4
6,207.1
0
1
1
0
0
15
0
1002_75325
3
21
886
610
0
606
214
2
1,550
bus+train
2,515
1,496
413
198
1
494.5
13,114.9
7,037.7
5,582.7
0
1
1
0
0
15
0
1002_75325
4
21
2,040
0
0
1,254
0
1
1,500
bus_only
3,708
2,040
414
51
363
495.4
14,261.2
13,765.8
0
0
1
0
0
0
15
0
1002_75325
5
21
2,057
0
0
358
0
1
1,500
bus_only
2,976
2,057
561
198
363
672.4
14,402
13,729.6
0
0
1
0
0
0
15
0
1002_75325
6
21
2,007
0
0
1,194
0
1
1,500
bus_only
3,714
2,007
513
51
462
614.6
14,042.7
13,428.1
0
0
1
0
0
0
15
0
1002_75325
7
21
1,153
570
0
703
115
1
1,550
bus+train
3,053
1,723
627
62
450
750
13,379.1
6,422
6,207.1
0
1
1
0
0
15
0
1002_75325
8
21
2,024
0
0
298
0
1
1,500
bus_only
2,982
2,024
660
198
462
791.6
14,183.4
13,391.9
0
0
1
0
0
0
15
0
1002_75325
9
21
580
1,320
0
524
156
1
1,650
bus+train
3,047
1,900
623
62
405
744.4
16,296
3,400.7
12,150.9
0
1
1
0
0
15
0
1002_75325
10
21
2,123
0
0
1,194
0
1
1,500
bus_only
3,870
2,123
553
51
502
663
14,690
14,027
0
0
1
0
0
0
15
0
1002_75325
11
21
2,140
0
0
298
0
1
1,500
bus_only
3,138
2,140
700
198
502
839.9
14,830.7
13,990.8
0
0
1
0
0
0
15
0
1002_75325
12
21
524
1,320
0
486
156
1
1,650
bus+train
3,000
1,844
670
62
452
801.1
16,286.5
3,334.5
12,150.9
0
1
1
0
0
15
0
1002_75325
13
21
563
1,320
0
486
156
1
1,650
bus+train
3,051
1,883
682
62
464
815.1
16,657.7
3,691.6
12,150.9
0
1
1
0
0
15
0
1002_75325
14
21
2,324
0
0
1,194
0
1
1,500
bus_only
4,092
2,324
574
51
523
687.3
15,381.3
14,694
0
0
1
0
0
0
15
0
1002_75325
15
21
2,341
0
0
298
0
1
1,500
bus_only
3,360
2,341
721
198
523
864.3
15,522.1
14,657.8
0
0
1
0
0
0
15
0
1002_75325
16
21
937
610
0
666
214
2
1,550
bus+train
2,924
1,547
711
198
299
851.3
13,741.5
7,307.5
5,582.7
0
1
1
0
0
15
0
1002_75325
17
21
776
710
0
707
220
2
1,550
bus+train
2,910
1,486
717
198
299
858.5
13,741.3
6,519.4
6,363.4
0
1
1
0
0
15
0
1002_75325
18
21
493
1,320
0
584
156
1
1,650
bus+train
3,137
1,813
740
62
522
884.7
16,199.4
3,163.8
12,150.9
0
1
1
0
0
15
0
1002_75325
19
21
814
610
0
666
214
2
1,550
bus+train
2,952
1,424
862
198
450
1,033
13,249.8
6,634.1
5,582.7
0
1
1
0
0
15
0
1002_75325
20
21
653
710
0
707
220
2
1,550
bus+train
2,938
1,363
868
198
450
1,040.2
13,249.7
5,846
6,363.4
0
1
1
0
0
15
0
1002_75866
0
14
1,478
0
0
402
0
1
1,500
bus_only
1,938
1,478
58
51
7
68.1
11,366.7
11,298.5
0
0
1
0
0
0
16
0
1002_75866
1
14
1,307
0
0
531
0
2
1,500
bus_only
1,896
1,307
58
51
7
68.1
11,574.1
11,506
0
0
1
0
0
0
16
0
1002_75866
2
14
1,515
0
0
218
0
0
1,500
bus_only
1,938
1,515
205
198
7
245.1
11,507.4
11,262.4
0
0
1
0
0
1
16
1
1002_75866
3
14
1,344
0
0
347
0
1
1,500
bus_only
1,896
1,344
205
198
7
245.1
11,714.8
11,469.8
0
0
1
0
0
0
16
0
1002_75866
4
14
1,567
0
0
402
0
1
1,500
bus_only
2,261
1,567
292
51
241
349.6
11,867.4
11,517.9
0
0
1
0
0
0
16
0
1002_75866
5
14
1,200
0
0
468
167
3
1,500
bus_only
1,937
1,200
269
51
51
321.5
11,573.2
11,251.7
0
0
1
0
0
0
16
0
1002_75866
6
14
1,604
0
0
218
0
0
1,500
bus_only
2,261
1,604
439
198
241
526.5
12,008.2
11,481.7
0
0
1
0
0
0
16
0
1002_75866
7
14
1,264
0
0
419
123
2
1,500
bus_only
2,104
1,264
421
51
247
503
12,030.9
11,527.9
0
0
1
0
0
0
16
0
1002_75866
8
14
1,433
0
0
462
0
1
1,500
bus_only
2,408
1,433
513
51
462
613.8
11,463.6
10,849.8
0
0
1
0
0
0
16
0
1002_75866
9
14
1,291
0
0
518
0
3
1,500
bus_only
2,238
1,291
429
51
378
512.6
12,913.9
12,401.2
0
0
1
0
0
0
16
0
1002_75866
10
14
1,106
0
0
468
167
3
1,500
bus_only
2,039
1,106
465
51
247
556.5
11,550.5
10,994.1
0
0
1
0
0
0
16
0
1002_75866
11
14
1,470
0
0
278
0
0
1,500
bus_only
2,408
1,470
660
198
462
790.7
11,604.3
10,813.6
0
0
1
0
0
0
16
0
1002_75866
12
14
1,193
0
0
419
123
2
1,500
bus_only
2,282
1,193
670
51
496
801.8
12,108.3
11,306.5
0
0
1
0
0
0
16
0
1002_75866
13
14
1,331
0
0
458
0
3
1,500
bus_only
2,379
1,331
590
51
539
706.8
13,503.5
12,796.7
0
0
1
0
0
0
16
0
1002_9000742
0
21
2,026
0
0
889
0
2
1,500
bus_only
3,000
2,026
85
38
47
99.6
12,142
12,042.4
0
0
1
0
0
0
15
0
1002_9000742
1
21
390
1,470
0
498
103
1
1,550
bus+train
2,524
1,860
166
62
1
197
12,640.5
1,738.1
10,705.3
0
1
1
0
15
15
1
1002_9000742
2
21
2,202
0
0
671
0
3
1,500
bus_only
2,972
2,202
99
38
61
117
13,663.6
13,546.6
0
0
1
0
0
0
15
0
1002_9000742
3
21
1,154
1,050
0
540
45
2
1,550
bus+train
2,912
2,204
168
62
61
200.2
13,906.5
6,392
7,314.3
0
1
1
0
0
15
0
1002_9000742
4
21
2,067
0
0
829
0
2
1,500
bus_only
3,152
2,067
256
38
218
306
12,580.3
12,274.3
0
0
1
0
0
0
15
0
1002_9000742
5
21
1,962
0
0
889
0
2
1,500
bus_only
3,234
1,962
383
38
345
457.4
12,231.4
11,774
0
0
1
0
0
0
15
0
1002_9000742
6
21
461
1,470
0
498
103
1
1,550
bus+train
2,880
1,931
451
62
286
538.6
13,235.7
1,991.8
10,705.3
0
1
1
0
0
15
0
1002_9000742
7
21
2,138
0
0
611
0
3
1,500
bus_only
3,146
2,138
397
38
359
474.6
13,752.8
13,278.2
0
0
1
0
0
0
15
0
1002_9000742
8
21
338
1,470
0
498
103
1
1,550
bus+train
2,852
1,808
546
62
381
653.5
12,758.8
1,400.1
10,705.3
0
1
1
0
0
15
0
1002_9000742
9
21
1,090
1,050
0
540
45
2
1,550
bus+train
3,146
2,140
466
62
359
557.1
13,995
6,123.6
7,314.3
0
1
1
0
0
15
0
1002_9000742
10
21
1,765
0
0
624
0
2
1,500
bus_only
2,933
1,765
544
38
506
650.6
11,900.1
11,249.5
0
0
1
0
0
0
15
0
1002_9000742
11
21
2,255
0
0
611
0
3
1,500
bus_only
3,295
2,255
429
38
391
513.3
14,459.5
13,946.2
0
0
1
0
0
0
15
0
1002_9000742
12
21
2,214
0
0
972
31
2
1,500
bus_only
3,646
2,214
460
38
391
549.9
13,937.2
13,387.2
0
0
1
0
0
0
15
0
1002_9000742
13
21
1,764
0
0
548
21
3
1,500
bus_only
2,842
1,764
530
38
471
632
12,254
11,622.1
0
0
1
0
0
0
15
0
1002_9000742
14
21
717
1,050
0
553
45
1
1,550
bus+train
2,933
1,767
613
62
506
733.2
12,142.3
4,094.9
7,314.3
0
1
1
0
0
15
0
1002_9000742
15
21
2,104
0
0
759
0
2
1,500
bus_only
3,432
2,104
569
38
531
680.1
13,030.2
12,350.2
0
0
1
0
0
0
15
0
1002_9000742
16
21
1,959
0
0
735
31
2
1,500
bus_only
3,294
1,959
600
38
531
716.7
12,619.7
11,903
0
0
1
0
0
0
15
0
1002_9000742
17
21
1,828
0
0
548
21
3
1,500
bus_only
2,966
1,828
590
38
531
704.1
12,596.3
11,892.2
0
0
1
0
0
0
15
0
1002_9000742
18
21
571
1,290
0
786
54
1
1,550
bus+train
3,294
1,861
647
62
531
772.6
12,770.3
2,811.4
9,186.4
0
1
1
0
0
15
0
1002_9000742
19
21
1,036
1,050
0
540
45
2
1,550
bus+train
3,249
2,086
623
62
516
745.8
13,990.8
5,930.8
7,314.3
0
1
1
0
0
15
0
1002_9000742
20
21
546
1,470
0
498
103
1
1,550
bus+train
3,214
2,016
700
62
535
837.7
13,803.6
2,260.6
10,705.3
0
1
1
0
0
15
0
1002_9001
0
4
0
150
1,020
807
64
1
3,950
train+gtx
2,109
1,170
132
62
6
156.2
26,636.1
0
1,654.6
24,825.3
0
1
1
65
65
1
1002_9001
1
4
173
0
1,020
336
30
1
3,950
bus+gtx
1,749
1,193
220
184
6
261.7
26,608.9
1,521.9
0
24,825.3
1
0
1
0
65
0
1002_9001
2
4
3,501
0
0
613
4
1
3,000
bus_only
5,312
3,501
1,198
198
996
1,435.3
28,791.6
27,356.3
0
0
1
0
0
0
65
0