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
10034_9068
13
14
773
0
0
220
74
1
1,500
bus_only
1,592
773
599
6
519
716.9
6,433
5,716.1
0
0
1
0
0
0
19
0
10034_9115
0
5
951
0
0
200
0
0
1,500
bus_only
1,164
951
13
6
7
14.4
6,367.1
6,352.7
0
0
1
0
0
62
62
1
10034_9115
1
5
903
0
0
200
0
0
1,500
bus_only
1,323
903
220
6
214
263.4
6,430.9
6,167.5
0
0
1
0
0
0
62
0
10034_9115
2
5
983
0
0
260
0
0
1,500
bus_only
1,573
983
330
6
324
394.8
7,061
6,666.2
0
0
1
0
0
0
62
0
10034_9115
3
5
1,137
0
0
603
0
0
1,500
bus_only
2,067
1,137
327
6
321
392.2
6,856.8
6,464.6
0
0
1
0
0
0
62
0
10034_9115
4
5
1,203
0
0
663
0
0
1,500
bus_only
2,260
1,203
394
6
388
472.3
7,556.2
7,083.9
0
0
1
0
0
0
62
0
10034_9135
0
5
755
0
0
238
0
0
1,500
bus_only
1,007
755
14
6
8
15.8
6,183.3
6,167.5
0
0
1
0
0
192
192
1
10034_9135
1
5
790
0
0
238
0
0
1,500
bus_only
1,236
790
208
6
202
248.4
6,601.2
6,352.7
0
0
1
0
0
0
192
0
10034_9135
2
5
822
0
0
298
0
0
1,500
bus_only
1,656
822
536
6
530
642
7,308.3
6,666.2
0
0
1
0
0
0
192
0
10034_9135
3
5
1,114
0
0
665
0
0
1,500
bus_only
2,238
1,114
459
6
453
549.3
7,633.2
7,083.9
0
0
1
0
0
0
192
0
10034_9135
4
5
1,052
0
0
605
0
0
1,500
bus_only
2,116
1,052
459
6
453
550.4
7,015
6,464.6
0
0
1
0
0
0
192
0
10034_9543
0
6
1,099
0
0
472
0
0
1,500
bus_only
1,578
1,099
7
6
1
7.8
5,591.1
5,583.3
0
0
1
0
0
28
28
1
10034_9543
1
6
1,178
0
0
177
42
1
1,500
bus_only
1,540
1,178
185
142
1
220.2
7,228.1
7,008
0
0
1
0
0
0
28
0
10034_9543
2
6
1,029
0
0
532
0
0
1,500
bus_only
2,019
1,029
458
6
452
548.5
5,729.7
5,181.2
0
0
1
0
0
0
28
0
10034_9543
3
6
1,238
0
0
619
0
0
1,500
bus_only
2,279
1,238
422
142
280
504.7
6,136.1
5,631.3
0
0
1
0
0
0
28
0
10034_9543
4
6
1,162
0
0
619
0
0
1,500
bus_only
2,249
1,162
468
142
326
560.3
5,967.6
5,407.3
0
0
1
0
0
0
28
0
10034_9543
5
6
1,108
0
0
237
42
1
1,500
bus_only
1,981
1,108
636
142
452
760.8
7,366.7
6,605.9
0
0
1
0
0
0
28
0
10034_9625
0
10
1,033
0
0
408
0
0
1,500
bus_only
1,448
1,033
7
6
1
7.8
5,189.1
5,181.2
0
0
1
0
0
25
26
0.961538
10034_9625
1
10
1,004
0
0
268
0
1
1,500
bus_only
1,279
1,004
7
6
1
7.8
4,532.1
4,524.2
0
0
1
0
0
1
26
0.038462
10034_9625
2
10
815
0
0
166
0
0
1,500
bus_only
1,279
815
298
297
1
356.6
4,075.4
3,718.8
0
0
1
0
0
0
26
0
10034_9625
3
10
945
0
0
468
0
0
1,500
bus_only
1,690
945
277
6
271
331
5,234.1
4,903.1
0
0
1
0
0
0
26
0
10034_9625
4
10
916
0
0
328
0
1
1,500
bus_only
1,521
916
277
6
271
331
4,577.1
4,246.1
0
0
1
0
0
0
26
0
10034_9625
5
10
1,112
0
0
468
0
0
1,500
bus_only
2,021
1,112
441
6
435
528.2
6,111.5
5,583.3
0
0
1
0
0
0
26
0
10034_9625
6
10
1,083
0
0
328
0
1
1,500
bus_only
1,852
1,083
441
6
435
528.2
5,454.5
4,926.3
0
0
1
0
0
0
26
0
10034_9625
7
10
1,278
0
0
757
0
0
1,500
bus_only
2,495
1,278
460
142
318
550.6
6,181.9
5,631.3
0
0
1
0
0
0
26
0
10034_9625
8
10
727
0
0
166
0
0
1,500
bus_only
1,504
727
611
297
314
731.7
4,172.3
3,440.6
0
0
1
0
0
0
26
0
10034_9625
9
10
894
0
0
226
0
0
1,500
bus_only
1,852
894
732
297
435
877
4,997.9
4,120.8
0
0
1
0
0
0
26
0
10034_9673
0
4
967
0
0
73
0
0
1,500
bus_only
1,047
967
7
6
1
8
4,911.1
4,903.1
0
0
1
0
0
21
21
1
10034_9673
1
4
916
0
0
73
0
0
1,500
bus_only
1,251
916
262
6
256
313.6
4,989.5
4,675.9
0
0
1
0
0
0
21
0
10034_9673
2
4
1,061
0
0
133
0
0
1,500
bus_only
1,491
1,061
297
6
291
354.8
5,536
5,181.2
0
0
1
0
0
0
21
0
10034_9673
3
4
865
0
0
73
0
0
1,500
bus_only
1,469
865
531
6
525
636.1
4,849.2
4,213.1
0
0
1
0
0
0
21
0
10034_9730
0
3
911
0
0
378
0
0
1,500
bus_only
1,296
911
7
6
1
8
4,684
4,675.9
0
0
1
0
0
13
13
1
10034_9730
1
3
966
0
0
378
0
0
1,500
bus_only
1,606
966
262
6
256
313.8
5,216.8
4,903.1
0
0
1
0
0
0
13
0
10034_9730
2
3
859
0
0
378
0
0
1,500
bus_only
1,763
859
526
6
520
631
4,844.1
4,213.1
0
0
1
0
0
0
13
0
10034_9931
0
12
424
0
0
650
0
1
1,500
bus_only
1,088
424
14
6
8
16.4
1,520.2
1,503.8
0
0
1
0
0
1
46
0.021739
10034_9931
1
12
224
0
0
559
0
0
1,500
bus_only
1,088
224
305
297
8
365.2
1,063.5
698.3
0
0
1
0
0
1
46
0.021739
10034_9931
2
12
358
0
0
710
0
1
1,500
bus_only
1,392
358
324
6
318
387.5
1,614.5
1,227
0
0
1
0
0
0
46
0
10034_9931
3
12
455
0
0
705
0
1
1,500
bus_only
1,520
455
360
6
354
431.9
2,255.2
1,823.4
0
0
1
0
0
0
46
0
10034_9931
4
12
705
0
0
769
0
1
1,500
bus_only
1,874
705
400
6
394
479.9
4,328.1
3,848.3
0
0
1
0
0
0
46
0
10034_9931
5
12
455
0
0
710
0
1
1,500
bus_only
1,636
455
471
6
465
565
2,504.3
1,939.3
0
0
1
0
0
0
46
0
10034_9931
6
12
158
0
0
619
0
0
1,500
bus_only
1,392
158
615
297
318
736.3
1,157.8
421.5
0
0
1
0
0
0
46
0
10034_9931
7
12
153
0
0
169
0
0
1,500
bus_only
1,019
153
697
296
401
834
1,720.1
886.1
0
0
1
0
0
0
46
0
10034_9931
8
12
271
0
0
650
0
1
1,500
bus_only
1,471
271
550
6
544
658.9
1,662.8
1,003.9
0
0
1
0
0
0
46
0
10034_9931
9
12
255
0
0
614
0
0
1,500
bus_only
1,520
255
651
297
354
780.7
1,798.6
1,017.9
0
0
1
0
0
44
46
0.956522
10034_9931
10
12
255
0
0
619
0
0
1,500
bus_only
1,636
255
762
297
465
913.8
2,047.7
1,133.8
0
0
1
0
0
0
46
0
10034_9931
11
12
71
0
0
559
0
0
1,500
bus_only
1,471
71
841
297
544
1,007.7
1,206.1
198.4
0
0
1
0
0
0
46
0
10034_9967
0
8
345
0
0
727
0
1
1,500
bus_only
1,079
345
7
6
1
7.7
1,234.7
1,227
0
0
1
0
0
1
36
0.027778
10034_9967
1
8
166
0
0
615
0
0
1,500
bus_only
1,079
166
298
297
1
356.5
778
421.5
0
0
1
0
0
35
36
0.972222
10034_9967
2
8
258
0
0
727
0
1
1,500
bus_only
1,243
258
258
6
252
308.6
1,312.5
1,003.9
0
0
1
0
0
0
36
0
10034_9967
3
8
39
0
0
168
0
0
1,500
bus_only
603
39
396
142
254
473.5
832.8
359.2
0
0
1
0
0
0
36
0
10034_9967
4
8
411
0
0
727
0
1
1,500
bus_only
1,455
411
317
6
311
380.2
1,883.9
1,503.8
0
0
1
0
0
0
36
0
10034_9967
5
8
169
0
0
727
0
1
1,500
bus_only
1,377
169
481
6
475
576.5
1,381.9
805.5
0
0
1
0
0
0
36
0
10034_9967
6
8
232
0
0
615
0
0
1,500
bus_only
1,455
232
608
297
311
729
1,427.3
698.3
0
0
1
0
0
0
36
0
10034_9967
7
8
169
0
0
111
0
0
1,500
bus_only
1,280
169
1,000
296
704
1,197.8
2,083.8
886.1
0
0
1
0
0
0
36
0
1003_1002
0
4
0
120
0
267
0
0
1,550
train_only
475
120
88
26
62
103.6
1,482.1
0
1,378.4
0
0
1
0
3,554
3,554
1
1003_1002
1
4
754
0
0
47
0
0
1,500
bus_only
1,496
754
695
207
488
833.4
3,652.8
2,819.4
0
0
1
0
0
0
3,554
0
1003_1002
2
4
799
0
0
47
0
0
1,500
bus_only
1,663
799
817
207
610
979.1
4,023.8
3,044.7
0
0
1
0
0
0
3,554
0
1003_1002
3
4
0
180
0
127
0
0
1,550
train_only
1,165
180
858
346
512
1,028.5
2,879.3
0
1,850.8
0
0
1
0
0
3,554
0
1003_1004
0
3
0
180
0
92
0
0
1,550
train_only
324
180
52
26
26
61.2
2,701.6
0
2,640.3
0
0
1
0
2,179
2,179
1
1003_1004
1
3
514
0
0
62
0
0
1,500
bus_only
1,367
514
791
306
485
947.2
4,312.3
3,365.1
0
0
1
0
0
0
2,179
0
1003_1004
2
3
398
0
0
276
0
0
1,500
bus_only
1,817
398
1,143
306
837
1,370
4,673.7
3,303.7
0
0
1
0
0
0
2,179
0
1003_1005
0
3
0
330
0
185
0
0
1,550
train_only
552
330
37
26
11
42.6
4,082.4
0
4,039.8
0
0
1
0
2,149
2,149
1
1003_1005
1
3
568
0
0
503
0
0
1,500
bus_only
1,879
568
808
306
502
968.1
5,747.8
4,779.6
0
0
1
0
0
0
2,149
0
1003_1005
2
3
480
0
0
356
0
0
1,500
bus_only
2,033
480
1,197
306
891
1,434
6,031.8
4,597.8
0
0
1
0
0
0
2,149
0
1003_1006
0
2
0
570
0
169
0
0
1,550
train_only
770
570
31
26
5
35.8
5,833.2
0
5,797.4
0
0
1
0
5,593
5,594
1
1003_1006
1
2
894
0
0
742
0
0
1,500
bus_only
2,347
894
711
207
504
851
7,728.2
6,877.2
0
0
1
0
0
0
5,594
0
1003_1008
0
4
0
210
0
448
0
0
1,550
train_only
700
210
42
26
16
48.4
1,210.5
0
1,162.1
0
0
1
0
1,252
1,254
1
1003_1008
1
4
282
0
0
48
0
0
1,500
bus_only
545
282
215
168
47
256.8
1,476.8
1,220
0
0
1
0
0
0
1,254
0
1003_1008
2
4
233
0
0
108
0
0
1,500
bus_only
949
233
608
168
440
727.9
1,498.8
770.8
0
0
1
0
0
0
1,254
0
1003_1008
3
4
364
0
0
48
0
0
1,500
bus_only
1,120
364
708
168
540
847.6
2,507.1
1,659.5
0
0
1
0
0
0
1,254
0
1003_1009
0
2
0
360
0
413
0
0
1,550
train_only
803
360
30
26
4
34.1
2,542.3
0
2,508.2
0
0
1
0
634
634
1
1003_1009
1
2
511
0
0
678
0
0
1,500
bus_only
1,844
511
655
168
487
784.6
3,753.8
2,969.3
0
0
1
0
0
0
634
0
1003_10110
0
18
1,319
420
0
540
115
1
1,550
bus+train
2,428
1,739
149
26
8
176.9
11,427.6
6,422
4,828.7
0
1
1
0
35
44
0.795455
1003_10110
1
18
366
950
0
458
436
2
1,550
bus+train
2,244
1,316
470
26
8
561.5
11,543.3
1,515.3
9,466.5
0
1
1
0
9
44
0.204545
1003_10110
2
18
2,207
0
0
620
0
0
1,500
bus_only
3,157
2,207
330
207
123
395.6
13,195
12,799.4
0
0
1
0
0
0
44
0
1003_10110
3
18
494
990
0
731
104
2
1,550
bus+train
2,488
1,484
273
26
143
324.4
13,458.3
3,242
9,891.9
0
1
1
0
0
44
0
1003_10110
4
18
67
1,200
0
892
150
2
1,550
bus+train
2,478
1,267
319
26
143
379.3
12,336
640.6
11,316.1
0
1
1
0
0
44
0
1003_10110
5
18
649
1,110
0
830
156
1
1,550
bus+train
2,974
1,759
385
26
203
459.7
14,911.5
3,723.8
10,728
0
1
1
0
0
44
0
1003_10110
6
18
1,221
420
0
540
115
1
1,550
bus+train
2,683
1,641
502
26
361
600
11,533.8
6,105.2
4,828.7
0
1
1
0
0
44
0
1003_10110
7
18
1,394
420
0
540
115
1
1,550
bus+train
2,945
1,814
591
26
450
707.3
12,361.6
6,825.6
4,828.7
0
1
1
0
0
44
0
1003_10110
8
18
2,243
0
0
620
0
0
1,500
bus_only
3,552
2,243
689
207
482
825.1
13,962.3
13,137.2
0
0
1
0
0
0
44
0
1003_10110
9
18
530
990
0
731
104
2
1,550
bus+train
2,863
1,520
612
26
482
731.1
14,202.7
3,579.7
9,891.9
0
1
1
0
0
44
0
1003_10110
10
18
126
1,200
0
735
98
2
1,550
bus+train
2,694
1,326
633
26
509
757.2
12,746
672.6
11,316.1
0
1
1
0
0
44
0
1003_10110
11
18
405
990
0
731
104
2
1,550
bus+train
2,770
1,395
644
26
514
769.4
13,310
2,648.6
9,891.9
0
1
1
0
0
44
0
1003_10110
12
18
684
1,110
0
770
156
1
1,550
bus+train
3,231
1,794
667
26
485
798.2
15,647.6
4,121.5
10,728
0
1
1
0
0
44
0
1003_10110
13
18
103
1,200
0
892
150
2
1,550
bus+train
2,853
1,303
658
26
482
785.9
13,080.4
978.3
11,316.1
0
1
1
0
0
44
0
1003_10110
14
18
624
1,110
0
830
156
1
1,550
bus+train
3,262
1,734
698
26
516
833.5
14,962.2
3,400.7
10,728
0
1
1
0
0
44
0
1003_10110
15
18
1,863
630
0
380
182
1
1,650
bus+train
3,601
2,493
728
26
520
871.1
17,853.3
12,185.8
4,796.4
0
1
1
0
0
44
0
1003_10110
16
18
268
950
0
458
436
2
1,550
bus+train
2,499
1,218
823
26
361
984.5
11,649.6
1,198.5
9,466.5
0
1
1
0
0
44
0
1003_10110
17
18
441
950
0
458
436
2
1,550
bus+train
2,761
1,391
912
26
450
1,091.9
12,477.4
1,918.9
9,466.5
0
1
1
0
0
44
0
1003_1013
0
8
0
990
0
783
0
0
1,550
train_only
1,849
990
76
26
50
90.1
9,336.4
0
9,246.4
0
0
1
0
1,732
1,732
1
1003_1013
1
8
272
810
0
437
104
2
1,550
bus+train
1,742
1,082
223
26
93
264.8
9,655.8
2,136.2
7,254.9
0
1
1
0
0
1,732
0
1003_1013
2
8
491
840
0
416
43
1
1,550
bus+train
2,122
1,331
375
26
306
447.4
10,509.6
3,462.8
6,599.5
0
1
1
0
0
1,732
0
1003_1013
3
8
941
300
0
399
75
2
1,550
bus+train
2,047
1,241
407
26
306
485.8
9,925.8
6,407
3,033.1
0
1
1
0
0
1,732
0
1003_1013
4
8
1,004
300
0
451
57
1
1,550
bus+train
2,233
1,304
478
26
395
571.4
9,471.1
5,866.6
3,033.1
0
1
1
0
0
1,732
0
1003_1013
5
8
990
300
0
399
75
2
1,550
bus+train
2,199
1,290
510
26
409
610.1
10,320.6
6,677.4
3,033.1
0
1
1
0
0
1,732
0
1003_1013
6
8
435
840
0
476
43
1
1,550
bus+train
2,353
1,275
602
26
533
719.9
10,402.1
3,082.8
6,599.5
0
1
1
0
0
1,732
0
1003_1013
7
8
885
300
0
459
75
2
1,550
bus+train
2,278
1,185
634
26
533
758.3
9,818.3
6,027
3,033.1
0
1
1
0
0
1,732
0
1003_10137
0
17
1,737
180
0
564
187
1
1,550
bus+train
2,695
1,917
214
26
1
254.3
12,554.4
9,659.8
2,640.3
0
1
1
0
38
39
0.974359
1003_10137
1
17
570
760
0
449
220
2
1,550
bus+train
2,207
1,330
428
207
1
511.7
11,811.9
4,936.8
6,363.4
0
1
1
0
0
39
0