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_317
0
17
0
780
0
393
101
1
1,550
train_only
1,368
780
195
62
32
231.5
6,438.6
0
6,207.1
0
0
1
0
34
34
1
1002_317
1
17
665
0
0
301
0
3
1,500
bus_only
1,249
665
283
38
245
337.8
5,528.8
5,190.9
0
0
1
0
0
0
34
0
1002_317
2
17
580
0
0
360
0
0
1,500
bus_only
1,356
580
416
184
232
497.2
4,713.5
4,216.3
0
0
1
0
0
0
34
0
1002_317
3
17
616
0
0
487
31
1
1,500
bus_only
1,364
616
261
38
192
311.2
4,573
4,261.8
0
0
1
0
0
0
34
0
1002_317
4
17
658
0
0
428
0
1
1,500
bus_only
1,356
658
270
38
232
322.2
4,656.1
4,333.9
0
0
1
0
0
0
34
0
1002_317
5
17
730
0
0
322
0
2
1,500
bus_only
1,322
730
270
38
232
322.2
5,461.4
5,139.2
0
0
1
0
0
0
34
0
1002_317
6
17
660
0
0
422
31
2
1,500
bus_only
1,385
660
303
38
234
362
5,070.8
4,708.8
0
0
1
0
0
0
34
0
1002_317
7
17
536
150
0
275
67
1
1,550
bus+train
1,355
686
394
62
265
470
5,664.6
3,539.9
1,654.6
0
1
1
0
0
34
0
1002_317
8
17
470
150
0
315
67
2
1,550
bus+train
1,307
620
372
62
243
444.1
5,690.3
3,591.7
1,654.6
0
1
1
0
0
34
0
1002_317
9
17
629
0
0
223
0
2
1,500
bus_only
1,306
629
454
38
416
543
5,299.8
4,756.8
0
0
1
0
0
0
34
0
1002_317
10
17
1,578
0
0
368
0
1
1,500
bus_only
2,400
1,578
454
38
416
543
11,925.7
11,382.7
0
0
1
0
0
0
34
0
1002_317
11
17
1,500
0
0
300
0
0
1,500
bus_only
2,400
1,500
600
184
416
718
11,983.1
11,265.1
0
0
1
0
0
0
34
0
1002_317
12
17
731
0
0
422
31
2
1,500
bus_only
1,711
731
558
38
489
667
6,016.9
5,349.9
0
0
1
0
0
0
34
0
1002_317
13
17
651
0
0
427
31
1
1,500
bus_only
1,734
651
656
38
587
785.5
5,370.3
4,584.8
0
0
1
0
0
0
34
0
1002_317
14
17
614
0
0
422
31
2
1,500
bus_only
1,679
614
643
38
574
769.8
5,171.5
4,401.7
0
0
1
0
0
0
34
0
1002_317
15
17
699
0
0
301
0
3
1,500
bus_only
1,625
699
625
38
587
748.8
6,262.8
5,513.9
0
0
1
0
0
0
34
0
1002_317
16
17
504
150
0
255
67
2
1,550
bus+train
1,625
654
716
62
587
857
6,426.3
3,914.7
1,654.6
0
1
1
0
0
34
0
1002_318
0
7
528
0
0
341
0
1
1,500
bus_only
1,032
528
163
38
125
193.2
4,450.3
4,257.1
0
0
1
0
0
0
77
0.142857
1002_318
1
7
509
0
0
176
0
0
1,500
bus_only
1,031
509
346
184
162
413.7
4,553.2
4,139.5
0
0
1
0
0
0
77
0.142857
1002_318
2
7
577
0
0
176
0
0
1,500
bus_only
1,296
577
543
184
359
649.9
5,245.3
4,595.4
0
0
1
0
0
0
77
0.142857
1002_318
3
7
596
0
0
281
0
1
1,500
bus_only
1,274
596
397
38
359
474.9
5,187.9
4,713
0
0
1
0
0
0
77
0.142857
1002_318
4
7
555
0
0
250
31
1
1,500
bus_only
1,234
555
429
38
360
512.8
4,808
4,295.2
0
0
1
0
0
0
77
0.142857
1002_318
5
7
468
0
0
341
0
1
1,500
bus_only
1,384
468
575
38
537
686.9
4,569.3
3,882.4
0
0
1
0
0
0
77
0.142857
1002_318
6
7
449
0
0
236
0
0
1,500
bus_only
1,406
449
721
184
537
861.9
4,626.7
3,764.8
0
0
1
0
0
0
77
0.142857
1002_319
0
12
0
570
0
413
0
0
1,550
train_only
1,164
570
181
62
119
214.9
4,574.7
0
4,359.8
0
0
1
0
201
201
1
1002_319
1
12
552
0
0
196
0
1
1,500
bus_only
1,241
552
493
184
309
589.6
4,530.2
3,940.6
0
0
1
0
0
0
201
0
1002_319
2
12
794
0
0
468
0
0
1,500
bus_only
1,783
794
521
212
309
624.1
5,124.2
4,500
0
0
1
0
0
0
201
0
1002_319
3
12
679
0
0
720
0
1
1,500
bus_only
1,735
679
336
38
298
400.7
4,654.3
4,253.6
0
0
1
0
0
0
201
0
1002_319
4
12
602
0
0
509
0
2
1,500
bus_only
1,447
602
336
38
298
400.7
4,458.9
4,058.2
0
0
1
0
0
0
201
0
1002_319
5
12
731
0
0
720
0
1
1,500
bus_only
1,807
731
356
38
318
425.3
5,160.8
4,735.5
0
0
1
0
0
0
201
0
1002_319
6
12
604
0
0
256
0
1
1,500
bus_only
1,362
604
502
184
318
600.3
5,022.8
4,422.5
0
0
1
0
0
0
201
0
1002_319
7
12
846
0
0
468
0
0
1,500
bus_only
1,844
846
530
212
318
634.8
5,616.8
4,982
0
0
1
0
0
0
201
0
1002_319
8
12
648
0
0
223
0
1
1,500
bus_only
1,496
648
625
184
441
748.6
5,465.3
4,716.7
0
0
1
0
0
0
201
0
1002_319
9
12
578
0
0
380
0
1
1,500
bus_only
1,627
578
669
38
631
800.4
4,576.1
3,775.7
0
0
1
0
0
0
201
0
1002_319
10
12
701
0
0
223
0
1
1,500
bus_only
1,676
701
752
184
568
901
5,923.1
5,022.1
0
0
1
0
0
0
201
0
1002_319
11
12
489
0
0
136
0
0
1,500
bus_only
1,627
489
1,002
371
631
1,200.1
4,689.1
3,489
0
0
1
0
0
0
201
0
1002_3205
0
21
0
4,146
0
751
43
2
2,150
train_only
5,026
4,146
129
62
24
152.5
43,930.6
0
43,778.1
0
0
1
0
0
15
0
1002_3205
1
21
162
2,421
0
789
200
2
1,950
bus+train
3,808
2,583
436
212
24
521.5
32,531.3
1,151.9
30,857.9
0
1
1
0
0
15
0
1002_3205
2
21
0
4,716
0
993
43
1
2,150
train_only
5,838
4,716
129
62
24
152.5
44,614.7
0
44,462.2
0
0
1
0
15
15
1
1002_3205
3
21
5,694
0
0
959
10
1
1,900
bus_only
6,997
5,694
344
199
135
410.5
31,535.6
31,125.1
0
0
1
0
0
0
15
0
1002_3205
4
21
5,725
0
0
1,026
10
2
1,900
bus_only
7,184
5,725
433
199
224
517
31,789.2
31,272.2
0
0
1
0
0
0
15
0
1002_3205
5
21
5,675
0
0
1,038
10
2
1,900
bus_only
7,167
5,675
454
199
245
543
31,882.1
31,339.1
0
0
1
0
0
0
15
0
1002_3205
6
21
5,775
0
0
1,019
10
1
1,900
bus_only
7,327
5,775
533
199
324
636.5
31,951.6
31,315.2
0
0
1
0
0
0
15
0
1002_3205
7
21
993
2,160
0
701
289
2
1,950
bus+train
4,579
3,153
725
212
224
867.7
33,167.6
4,167
28,132.9
0
1
1
0
0
15
0
1002_3205
8
21
5,550
0
0
1,019
10
1
1,900
bus_only
7,160
5,550
591
199
382
705.9
31,515.5
30,809.5
0
0
1
0
0
0
15
0
1002_3205
9
21
1,386
2,160
0
940
268
2
1,950
bus+train
5,230
3,546
744
212
264
891.3
34,487.9
5,463.7
28,132.9
0
1
1
0
0
15
0
1002_3205
10
21
2,625
1,800
0
724
155
2
1,950
bus+train
5,898
4,425
749
212
382
896.7
32,704.1
9,167.9
22,639.5
0
1
1
0
0
15
0
1002_3205
11
21
1,219
2,160
0
1,003
277
2
1,950
bus+train
5,193
3,379
811
212
322
971.5
33,306
4,201.6
28,132.9
0
1
1
0
0
15
0
1002_3205
12
21
5,767
0
0
1,026
10
2
1,900
bus_only
7,422
5,767
629
199
420
752
32,216.7
31,464.7
0
0
1
0
0
0
15
0
1002_3205
13
21
641
2,160
0
701
289
2
1,950
bus+train
4,439
2,801
937
212
436
1,122.4
32,771.7
3,516.5
28,132.9
0
1
1
0
0
15
0
1002_3205
14
21
1,030
2,160
0
701
289
2
1,950
bus+train
4,812
3,190
921
212
420
1,102.7
33,595.1
4,359.5
28,132.9
0
1
1
0
0
15
0
1002_3205
15
21
914
2,160
0
1,146
289
2
1,950
bus+train
5,112
3,074
892
212
391
1,068.2
33,072
3,870.9
28,132.9
0
1
1
0
0
15
0
1002_3205
16
21
5,726
0
0
1,038
10
2
1,900
bus_only
7,462
5,726
698
199
489
835.5
32,397.4
31,561.9
0
0
1
0
0
0
15
0
1002_3205
17
21
1,014
2,160
0
1,206
289
2
1,950
bus+train
5,320
3,174
940
212
439
1,124.7
33,298.3
4,040.7
28,132.9
0
1
1
0
0
15
0
1002_3205
18
21
873
2,160
0
1,146
289
2
1,950
bus+train
5,140
3,033
961
212
460
1,151
33,018.1
3,734.2
28,132.9
0
1
1
0
0
15
0
1002_3205
19
21
6,881
0
0
421
25
1
1,900
bus_only
8,179
6,881
877
416
436
1,051
36,041.3
34,990.3
0
0
1
0
0
0
15
0
1002_3205
20
21
6,619
0
0
421
25
1
1,900
bus_only
7,947
6,619
907
416
466
1,086.7
35,459.8
34,373.1
0
0
1
0
0
0
15
0
1002_3212
0
14
0
3,817
0
789
43
1
2,050
train_only
4,780
3,817
174
62
69
207
36,162.6
0
35,955.5
0
0
1
0
21
21
1
1002_3212
1
14
0
2,892
0
1,207
130
3
2,050
train_only
4,360
2,892
261
62
69
311.2
35,636.4
0
35,325.2
0
0
1
0
0
21
0
1002_3212
2
14
1,997
2,880
0
867
147
1
1,950
bus+train
6,297
4,877
553
62
344
661.9
34,194
6,130.9
27,401.3
0
1
1
0
0
21
0
1002_3212
3
14
0
3,247
0
986
43
2
2,050
train_only
4,407
3,247
174
62
69
207
35,478.5
0
35,271.4
0
0
1
0
0
21
0
1002_3212
4
14
138
2,682
0
1,059
200
2
2,050
bus+train
4,360
2,820
481
212
69
576
35,642.4
1,151.9
33,914.5
0
1
1
0
0
21
0
1002_3212
5
14
4,848
0
0
447
10
2
1,900
bus_only
5,904
4,848
609
198
401
729
31,588.4
30,859.5
0
0
1
0
0
0
21
0
1002_3212
6
14
1,906
2,310
0
1,038
122
1
1,950
bus+train
5,902
4,216
648
62
464
775.5
33,926.9
11,380.7
21,770.7
0
1
1
0
0
21
0
1002_3212
7
14
4,350
0
0
348
10
2
3,000
bus_only
5,470
4,350
772
198
564
924.3
32,196.4
31,272.2
0
0
1
0
0
0
21
0
1002_3212
8
14
2,093
2,880
0
867
147
1
1,950
bus+train
6,415
4,973
575
62
366
688.5
34,484.5
6,394.8
27,401.3
0
1
1
0
0
21
0
1002_3212
9
14
5,045
0
0
402
10
1
1,900
bus_only
6,219
5,045
772
198
564
924.3
32,203
31,278.8
0
0
1
0
0
0
21
0
1002_3212
10
14
2,002
2,580
0
691
203
1
1,950
bus+train
5,972
4,582
699
62
434
836.1
33,647.6
8,455
24,356.5
0
1
1
0
0
21
0
1002_3212
11
14
1,747
2,310
0
1,038
122
1
1,950
bus+train
5,846
4,057
751
62
567
897.9
33,110
10,441.4
21,770.7
0
1
1
0
0
21
0
1002_3212
12
14
1,829
2,580
0
691
203
1
1,950
bus+train
5,906
4,409
806
62
541
964.2
33,233.6
7,912.9
24,356.5
0
1
1
0
0
21
0
1002_3212
13
14
1,898
2,880
0
867
147
1
1,950
bus+train
6,469
4,778
824
62
615
987.2
34,235.7
5,847.3
27,401.3
0
1
1
0
0
21
0
1002_3215
0
6
0
2,925
0
748
43
2
1,950
train_only
3,828
2,925
155
62
50
184.4
32,408.5
0
32,224.1
0
0
1
0
0
13
0
1002_3215
1
6
0
3,495
0
584
43
1
1,950
train_only
4,234
3,495
155
62
50
184.4
33,092.6
0
32,908.1
0
0
1
0
13
13
1
1002_3215
2
6
1,432
2,880
0
625
147
1
1,950
bus+train
5,550
4,312
613
62
404
733.3
32,579.3
4,444.7
27,401.3
0
1
1
0
0
13
0
1002_3215
3
6
1,328
3,390
0
724
86
1
2,050
bus+train
6,093
4,718
651
62
503
779
36,096.4
3,522.1
31,795.2
0
1
1
0
0
13
0
1002_3215
4
6
1,154
2,880
0
1,121
147
1
1,950
bus+train
5,867
4,034
712
62
503
852.3
31,251.4
2,997.8
27,401.3
0
1
1
0
0
13
0
1002_3215
5
6
1,331
2,880
0
625
147
1
1,950
bus+train
5,628
4,211
792
62
583
948.6
32,404.3
4,054.4
27,401.3
0
1
1
0
0
13
0
1002_3216
0
15
0
3,354
0
515
43
1
1,950
train_only
3,996
3,354
127
62
22
150.3
32,091.7
0
31,941.4
0
0
1
0
19
19
1
1002_3216
1
15
0
2,784
0
733
43
2
1,950
train_only
3,644
2,784
127
62
22
150.3
31,407.6
0
31,257.3
0
0
1
0
0
19
0
1002_3216
2
15
663
2,880
0
748
86
1
1,850
bus+train
4,577
3,543
286
62
138
340.3
29,765.3
2,023.7
27,401.3
0
1
1
0
0
19
0
1002_3216
3
15
739
2,370
0
718
86
2
1,850
bus+train
4,113
3,109
286
62
138
340.3
29,265.4
2,023.7
26,901.4
0
1
1
0
0
19
0
1002_3216
4
15
627
2,370
0
718
86
2
1,850
bus+train
4,219
2,997
504
62
356
602.1
29,332.9
1,829.5
26,901.4
0
1
1
0
0
19
0
1002_3216
5
15
582
2,880
0
748
86
1
1,850
bus+train
4,714
3,462
504
62
356
602.1
29,832.8
1,829.5
27,401.3
0
1
1
0
0
19
0
1002_3216
6
15
608
2,370
0
802
147
2
1,850
bus+train
4,436
2,978
656
62
447
785.1
29,803.7
2,117.2
26,901.4
0
1
1
0
0
19
0
1002_3216
7
15
847
2,880
0
748
86
1
1,850
bus+train
5,088
3,727
613
62
465
732.6
30,691.3
2,557.4
27,401.3
0
1
1
0
0
19
0
1002_3216
8
15
765
2,880
0
737
147
1
1,950
bus+train
5,056
3,645
674
62
465
806.2
30,822
2,614.6
27,401.3
0
1
1
0
0
19
0
1002_3216
9
15
878
2,880
0
787
147
1
1,950
bus+train
5,209
3,758
664
62
455
795.2
30,875.1
2,678.6
27,401.3
0
1
1
0
0
19
0
1002_3216
10
15
959
2,880
0
748
86
1
1,950
bus+train
5,286
3,839
699
62
551
836.5
31,022
2,784.3
27,401.3
0
1
1
0
0
19
0
1002_3216
11
15
960
3,390
0
417
86
1
1,950
bus+train
5,444
4,350
677
62
529
810.1
35,679.2
3,073.9
31,795.2
0
1
1
0
0
19
0
1002_3216
12
15
583
2,880
0
1,271
147
1
1,850
bus+train
5,414
3,463
680
62
471
812.6
30,331
2,117.2
27,401.3
0
1
1
0
0
19
0
1002_3216
13
15
803
2,880
0
787
147
1
1,850
bus+train
5,220
3,683
750
62
541
898.4
30,683.3
2,383.7
27,401.3
0
1
1
0
0
19
0
1002_3216
14
15
819
3,150
0
363
244
1
1,950
bus+train
5,167
3,969
835
62
529
999.6
33,306.7
2,529.3
29,777.8
0
1
1
0
0
19
0
1002_3219
0
9
0
2,654
0
633
43
2
1,850
train_only
3,408
2,654
121
62
16
143.3
30,022.4
0
29,879.1
0
0
1
0
0
30
0
1002_3219
1
9
258
2,550
0
555
79
2
1,850
bus+train
3,731
2,808
368
62
227
439.3
30,037.8
504.8
29,093.7
0
1
1
0
0
30
0
1002_3219
2
9
0
3,254
0
1,048
43
1
1,950
train_only
4,423
3,254
121
62
16
143.3
30,706.5
0
30,563.2
0
0
1
0
30
30
1
1002_3219
3
9
564
2,550
0
555
79
2
1,850
bus+train
3,974
3,114
305
62
164
363.8
30,247.9
790.5
29,093.7
0
1
1
0
0
30
0
1002_3219
4
9
302
3,150
0
1,124
79
1
1,950
bus+train
4,927
3,452
351
62
210
418.2
30,700.8
504.8
29,777.8
0
1
1
0
0
30
0
1002_3219
5
9
151
3,150
0
948
170
1
1,950
bus+train
4,691
3,301
442
62
210
527.8
30,680.7
375.1
29,777.8
0
1
1
0
0
30
0
1002_3219
6
9
456
3,270
0
900
114
1
1,950
bus+train
5,047
3,726
421
62
245
503.7
32,433.1
1,197.3
30,732.1
0
1
1
0
0
30
0
1002_3219
7
9
264
3,150
0
888
170
1
1,950
bus+train
4,781
3,414
479
62
247
572.8
30,916.8
566.2
29,777.8
0
1
1
0
0
30
0