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_11245
9
21
1,345
1,200
0
778
117
1
1,650
bus+train
3,740
2,545
417
26
274
498.1
17,062.6
7,871.8
8,692.7
0
1
1
0
0
14
0
1003_11245
10
21
726
1,620
0
998
103
1
1,550
bus+train
3,767
2,346
423
26
294
505.3
15,311.3
2,722.2
12,083.7
0
1
1
0
0
14
0
1003_11245
11
21
1,496
300
0
619
75
2
1,550
bus+train
2,968
1,796
553
26
452
660
13,303
9,610
3,033.1
0
1
1
0
0
14
0
1003_11245
12
21
508
1,440
0
654
54
1
1,550
bus+train
3,153
1,948
551
26
471
658.2
13,764.3
2,541.2
10,564.8
0
1
1
0
0
14
0
1003_11245
13
21
766
1,200
0
1,387
45
1
1,550
bus+train
3,836
1,966
483
26
412
578.1
13,503.7
4,232.9
8,692.7
0
1
1
0
0
14
0
1003_11245
14
21
2,806
0
0
154
0
1
1,600
bus_only
3,578
2,806
618
344
274
740.2
18,258.1
17,517.9
0
0
1
0
0
0
14
0
1003_11245
15
21
1,639
300
0
860
67
2
1,550
bus+train
3,357
1,939
558
26
465
667
13,825.4
10,125.4
3,033.1
0
1
1
0
0
14
0
1003_11245
16
21
704
930
0
988
126
2
1,550
bus+train
3,230
1,634
608
28
454
728.3
13,544
3,488.4
9,327.2
0
1
1
0
0
14
0
1003_11245
17
21
1,989
0
0
214
0
1
1,500
bus_only
2,951
1,989
748
344
404
896.6
14,004.8
13,108.3
0
0
1
0
0
0
14
0
1003_11245
18
21
1,542
300
0
632
75
3
1,550
bus+train
3,079
1,842
605
26
504
723.3
13,679
9,922.6
3,033.1
0
1
1
0
0
14
0
1003_11245
19
21
1,958
0
0
214
0
1
1,500
bus_only
2,968
1,958
796
344
452
952.6
13,922.8
12,970.2
0
0
1
0
0
0
14
0
1003_11245
20
21
522
1,620
0
998
103
1
1,550
bus+train
3,796
2,142
656
26
527
785.8
14,861.4
1,991.8
12,083.7
0
1
1
0
0
14
0
1003_11303
0
19
1,720
300
0
512
67
1
1,550
bus+train
2,626
2,020
94
26
1
110.6
13,441.8
10,298.1
3,033.1
0
1
1
0
13
17
0.764706
1003_11303
1
19
437
1,320
0
557
157
2
1,550
bus+train
2,498
1,757
184
26
1
218.9
14,682.3
2,472.8
11,990.6
0
1
1
0
0
17
0
1003_11303
2
19
1,579
1,200
0
771
45
1
1,650
bus+train
3,876
2,779
326
26
255
389.9
17,496.3
8,413.7
8,692.7
0
1
1
0
2
17
0.117647
1003_11303
3
19
1,704
300
0
1,105
67
2
1,550
bus+train
3,502
2,004
393
26
300
469.2
13,797.6
10,295.4
3,033.1
0
1
1
0
0
17
0
1003_11303
4
19
1,677
300
0
512
67
1
1,550
bus+train
2,981
1,977
492
26
399
587.6
13,564.8
9,944.1
3,033.1
0
1
1
0
0
17
0
1003_11303
5
19
810
1,470
0
620
103
1
1,650
bus+train
3,312
2,280
412
26
283
491.9
16,203
2,921.3
12,789.8
0
1
1
0
0
17
0
1003_11303
6
19
550
1,770
0
437
116
1
1,650
bus+train
3,191
2,320
434
26
292
518.5
18,807.2
2,944.4
15,344.3
0
1
1
0
0
17
0
1003_11303
7
19
425
1,320
0
651
157
2
1,550
bus+train
2,834
1,745
438
26
255
523.9
14,814.6
2,300.1
11,990.6
0
1
1
0
0
17
0
1003_11303
8
19
176
1,320
0
639
256
2
1,550
bus+train
2,632
1,496
497
26
215
593.4
13,976
1,391.9
11,990.6
0
1
1
0
0
17
0
1003_11303
9
19
1,035
1,200
0
771
45
1
1,550
bus+train
3,451
2,235
445
26
374
533
14,896
5,670.3
8,692.7
0
1
1
0
0
17
0
1003_11303
10
19
792
1,200
0
1,067
117
1
1,550
bus+train
3,502
1,992
443
26
300
529.1
14,048.7
4,826.9
8,692.7
0
1
1
0
2
17
0.117647
1003_11303
11
19
394
1,320
0
557
157
2
1,550
bus+train
2,853
1,714
582
26
399
695.9
14,805.4
2,118.9
11,990.6
0
1
1
0
0
17
0
1003_11303
12
19
780
1,470
0
560
103
1
1,650
bus+train
3,379
2,250
569
26
440
681.1
16,193
2,722.2
12,789.8
0
1
1
0
0
17
0
1003_11303
13
19
520
1,770
0
437
116
1
1,650
bus+train
3,309
2,290
582
26
440
696.8
18,786.4
2,745.3
15,344.3
0
1
1
0
0
17
0
1003_11303
14
19
1,651
1,200
0
771
45
1
1,650
bus+train
4,131
2,851
509
26
438
608.9
17,944.1
8,642.5
8,692.7
0
1
1
0
0
17
0
1003_11303
15
19
120
1,320
0
639
256
2
1,550
bus+train
2,766
1,440
687
26
405
820.7
13,864.4
1,053.1
11,990.6
0
1
1
0
0
17
0
1003_11303
16
19
1,509
1,200
0
771
45
1
1,650
bus+train
4,056
2,709
576
26
505
689.3
17,372.9
7,990.8
8,692.7
0
1
1
0
0
17
0
1003_11303
17
19
1,732
300
0
1,165
67
2
1,550
bus+train
3,824
2,032
627
26
534
749.4
14,294.5
10,512
3,033.1
0
1
1
0
0
17
0
1003_11303
18
19
820
1,200
0
1,127
117
1
1,550
bus+train
3,824
2,020
677
26
534
809.4
14,545.6
5,043.5
8,692.7
0
1
1
0
0
17
0
1003_11342
0
13
1,800
300
0
866
67
2
1,550
bus+train
3,064
2,100
98
26
5
114.8
14,223
11,075.1
3,033.1
0
1
1
0
13
13
1
1003_11342
1
13
517
1,230
0
358
201
1
1,550
bus+train
2,701
1,747
596
26
369
711.5
15,392.4
3,150.9
11,529.9
0
1
1
0
0
13
0
1003_11342
2
13
717
1,230
0
885
201
1
1,650
bus+train
3,064
1,947
232
26
5
275.7
15,424.9
3,619.3
11,529.9
0
1
1
0
0
13
0
1003_11342
3
13
1,841
300
0
866
67
2
1,550
bus+train
3,315
2,141
308
26
215
366.7
14,665.3
11,265.6
3,033.1
0
1
1
0
0
13
0
1003_11342
4
13
1,718
300
0
866
67
2
1,550
bus+train
3,192
2,018
308
26
215
367.7
14,281.8
10,881.1
3,033.1
0
1
1
0
0
13
0
1003_11342
5
13
635
1,230
0
885
201
1
1,550
bus+train
3,192
1,865
442
26
215
528.5
15,483.7
3,425.4
11,529.9
0
1
1
0
0
13
0
1003_11342
6
13
758
1,230
0
885
201
1
1,650
bus+train
3,315
1,988
442
26
215
527.6
15,867.2
3,809.8
11,529.9
0
1
1
0
0
13
0
1003_11342
7
13
1,316
600
0
564
153
1
1,550
bus+train
3,028
1,916
548
26
369
653.9
14,263.6
8,682.8
4,926.9
0
1
1
0
0
13
0
1003_11342
8
13
1,656
300
0
926
67
2
1,550
bus+train
3,369
1,956
487
26
394
580.7
14,293.5
10,679.8
3,033.1
0
1
1
0
0
13
0
1003_11342
9
13
1,916
300
0
926
67
2
1,550
bus+train
3,768
2,216
626
26
533
748.9
15,336.9
11,554.9
3,033.1
0
1
1
0
0
13
0
1003_11342
10
13
833
1,230
0
945
201
1
1,650
bus+train
3,768
2,063
760
26
533
909.8
16,538.8
4,099.1
11,529.9
0
1
1
0
0
13
0
1003_11342
11
13
3,302
180
0
574
124
2
1,750
bus+train
4,718
3,482
662
26
512
791.5
24,602.7
21,170.8
2,640.3
0
1
1
0
0
13
0
1003_11342
12
13
1,758
990
0
676
241
2
1,650
bus+train
4,203
2,748
779
26
512
931.9
19,473.1
9,294.8
9,246.4
0
1
1
0
0
13
0
1003_11353
0
12
148
1,830
0
425
83
1
1,550
bus+train
2,521
1,978
118
26
9
139.7
14,770.8
917.9
13,713.3
0
1
1
0
29
29
1
1003_11353
1
12
179
1,830
0
425
83
1
1,550
bus+train
2,739
2,009
305
26
196
363.6
15,170.1
1,093.2
13,713.3
0
1
1
0
0
29
0
1003_11353
2
12
504
1,980
0
924
41
1
1,650
bus+train
3,734
2,484
326
26
259
389
17,953.4
2,380.6
15,183.8
0
1
1
0
0
29
0
1003_11353
3
12
689
1,440
0
532
54
1
1,550
bus+train
3,027
2,129
366
26
286
436
15,228.8
4,228
10,564.8
0
1
1
0
0
29
0
1003_11353
4
12
241
1,830
0
751
83
2
1,550
bus+train
3,183
2,071
361
26
252
431.7
15,323.8
1,178.9
13,713.3
0
1
1
0
0
29
0
1003_11353
5
12
609
1,440
0
532
54
1
1,550
bus+train
3,063
2,049
482
26
402
575.3
14,943.9
3,803.8
10,564.8
0
1
1
0
0
29
0
1003_11353
6
12
628
1,980
0
924
41
1
1,650
bus+train
3,869
2,608
337
26
270
402.4
18,423.8
2,837.6
15,183.8
0
1
1
0
0
29
0
1003_11353
7
12
668
1,440
0
731
78
1
1,550
bus+train
3,287
2,108
448
26
344
535.1
14,712.9
3,613
10,564.8
0
1
1
0
0
29
0
1003_11353
8
12
213
1,830
0
425
83
1
1,550
bus+train
2,966
2,043
498
26
389
595.5
15,573.9
1,265.1
13,713.3
0
1
1
0
0
29
0
1003_11353
9
12
660
1,980
0
924
41
1
1,650
bus+train
4,025
2,640
461
26
394
550.9
18,721.3
2,986.6
15,183.8
0
1
1
0
0
29
0
1003_11353
10
12
465
1,980
0
924
41
1
1,650
bus+train
3,874
2,445
505
26
438
603.3
18,006.5
2,219.5
15,183.8
0
1
1
0
0
29
0
1003_11353
11
12
269
1,830
0
751
83
2
1,650
bus+train
3,400
2,099
550
26
441
658
15,722.3
1,351.1
13,713.3
0
1
1
0
0
29
0
1003_11420
0
8
170
1,830
0
300
83
1
1,550
bus+train
2,417
2,000
117
26
8
138.5
14,945
1,093.2
13,713.3
0
1
1
0
20
20
1
1003_11420
1
8
139
1,830
0
300
83
1
1,550
bus+train
2,574
1,969
305
26
196
364.2
14,995.4
917.9
13,713.3
0
1
1
0
0
20
0
1003_11420
2
8
704
1,440
0
375
54
1
1,550
bus+train
2,764
2,144
245
26
165
290.6
15,083.5
4,228
10,564.8
0
1
1
0
0
20
0
1003_11420
3
8
205
1,830
0
300
83
1
1,550
bus+train
2,639
2,035
304
26
195
363.3
15,341.7
1,265.1
13,713.3
0
1
1
0
0
20
0
1003_11420
4
8
617
1,440
0
375
54
1
1,550
bus+train
2,834
2,057
402
26
322
479.1
14,847.7
3,803.8
10,564.8
0
1
1
0
0
20
0
1003_11420
5
8
218
1,830
0
512
83
2
1,550
bus+train
2,959
2,048
399
26
290
477.3
15,369.5
1,178.9
13,713.3
0
1
1
0
0
20
0
1003_11420
6
8
263
1,830
0
360
83
1
1,650
bus+train
2,965
2,093
512
26
403
611.9
15,780.5
1,455.3
13,713.3
0
1
1
0
0
20
0
1003_11420
7
8
246
1,830
0
512
83
2
1,650
bus+train
3,171
2,076
583
26
474
697.9
15,762.2
1,351.1
13,713.3
0
1
1
0
0
20
0
1003_11440
0
13
1,223
1,440
0
761
54
1
1,650
bus+train
3,505
2,663
81
26
1
94.3
17,236.8
6,577.7
10,564.8
0
1
1
0
4
13
0.307692
1003_11440
1
13
353
1,980
0
906
63
1
1,650
bus+train
3,329
2,333
90
26
1
105.2
17,013.3
1,724.3
15,183.8
0
1
1
0
9
13
0.692308
1003_11440
2
13
1,170
1,440
0
761
54
1
1,650
bus+train
3,721
2,610
350
26
270
417.4
17,320.6
6,338.4
10,564.8
0
1
1
0
0
13
0
1003_11440
3
13
300
1,980
0
906
63
1
1,650
bus+train
3,545
2,280
359
26
270
428.3
17,097.1
1,485
15,183.8
0
1
1
0
0
13
0
1003_11440
4
13
1,286
1,440
0
761
54
1
1,650
bus+train
3,892
2,726
405
26
325
483.6
17,914.9
6,866.5
10,564.8
0
1
1
0
0
13
0
1003_11440
5
13
416
1,980
0
906
63
1
1,650
bus+train
3,716
2,396
414
26
325
494.5
17,691.4
2,013.1
15,183.8
0
1
1
0
0
13
0
1003_11440
6
13
1,100
1,440
0
761
54
1
1,650
bus+train
3,870
2,540
569
26
489
680.5
17,385.6
6,140.3
10,564.8
0
1
1
0
0
13
0
1003_11440
7
13
230
1,980
0
906
63
1
1,650
bus+train
3,694
2,210
578
26
489
691.3
17,162.1
1,286.9
15,183.8
0
1
1
0
0
13
0
1003_11440
8
13
1,330
1,440
0
761
54
1
1,650
bus+train
4,114
2,770
583
26
503
696.6
18,315.3
7,053.9
10,564.8
0
1
1
0
0
13
0
1003_11440
9
13
460
1,980
0
906
63
1
1,650
bus+train
3,938
2,440
592
26
503
707.4
18,091.8
2,200.6
15,183.8
0
1
1
0
0
13
0
1003_11440
10
13
1,056
1,440
0
1,200
54
2
1,650
bus+train
4,314
2,496
618
26
538
739
17,797.3
6,493.4
10,564.8
0
1
1
0
0
13
0
1003_11440
11
13
2,481
0
0
488
118
2
1,700
bus_only
3,793
2,481
824
168
538
986.1
23,843.4
22,857.3
0
0
1
0
0
0
13
0
1003_11440
12
13
2,785
0
0
271
111
1
1,600
bus_only
4,068
2,785
1,012
344
557
1,211.4
20,448.8
19,237.4
0
0
1
0
0
0
13
0
1003_11458
0
9
548
1,980
0
806
41
1
1,650
bus+train
3,402
2,528
68
26
1
79.5
17,621.2
2,357.9
15,183.8
0
1
1
0
18
18
1
1003_11458
1
9
1,548
1,440
0
515
54
1
1,650
bus+train
3,742
2,988
239
26
159
283.8
17,902.5
7,053.9
10,564.8
0
1
1
0
0
18
0
1003_11458
2
9
1,503
1,440
0
515
54
1
1,650
bus+train
3,704
2,943
246
26
166
292.5
17,723.8
6,866.5
10,564.8
0
1
1
0
0
18
0
1003_11458
3
9
510
1,980
0
866
41
1
1,650
bus+train
3,642
2,490
286
26
219
340.5
17,670.3
2,146
15,183.8
0
1
1
0
0
18
0
1003_11458
4
9
613
1,980
0
806
41
1
1,650
bus+train
3,704
2,593
305
26
238
364.1
18,117.3
2,569.4
15,183.8
0
1
1
0
0
18
0
1003_11458
5
9
437
1,980
0
806
41
1
1,650
bus+train
3,691
2,417
468
26
401
559.4
17,732
1,988.8
15,183.8
0
1
1
0
0
18
0
1003_11458
6
9
692
1,980
0
446
41
1
1,650
bus+train
3,641
2,672
523
26
456
624.5
18,693.4
2,885.1
15,183.8
0
1
1
0
0
18
0
1003_11458
7
9
1,445
1,440
0
575
54
1
1,650
bus+train
4,026
2,885
566
26
486
675.2
17,817.7
6,577.7
10,564.8
0
1
1
0
0
18
0
1003_11458
8
9
2,778
0
0
425
26
1
1,600
bus_only
4,118
2,778
915
344
545
1,095.5
20,756.3
19,660.8
0
0
1
0
0
0
18
0
1003_11461
0
19
1,850
300
0
726
67
1
1,550
bus+train
2,981
2,150
105
26
12
123.9
13,999.6
10,842.7
3,033.1
0
1
1
0
13
13
1
1003_11461
1
19
1,497
600
0
524
215
2
1,650
bus+train
3,035
2,097
414
26
173
493.6
15,717.5
10,297
4,926.9
0
1
1
0
0
13
0
1003_11461
2
19
1,898
300
0
726
67
1
1,550
bus+train
3,289
2,198
365
26
272
435.5
14,562.5
11,093.9
3,033.1
0
1
1
0
0
13
0
1003_11461
3
19
1,838
300
0
992
67
2
1,550
bus+train
3,396
2,138
266
26
173
316.6
14,283.4
10,933.7
3,033.1
0
1
1
0
0
13
0
1003_11461
4
19
289
2,100
0
474
240
1
1,650
bus+train
3,255
2,389
392
26
126
468.9
18,209.8
2,396.6
15,344.3
0
1
1
0
0
13
0
1003_11461
5
19
274
1,950
0
354
400
1
1,650
bus+train
3,130
2,224
552
26
126
660.2
17,241.7
2,047.1
14,534.4
0
1
1
0
0
13
0
1003_11461
6
19
2,937
360
0
362
113
1
1,650
bus+train
4,160
3,297
501
26
362
599.5
17,714.7
14,606.9
2,508.2
0
1
1
0
0
13
0
1003_11461
7
19
1,896
300
0
992
67
2
1,550
bus+train
3,663
2,196
475
26
382
568.1
14,832.4
11,231.3
3,033.1
0
1
1
0
0
13
0
1003_11461
8
19
2,211
1,200
0
829
45
1
1,750
bus+train
4,695
3,411
455
26
384
544.4
20,553.1
11,316
8,692.7
0
1
1
0
0
13
0
1003_11461
9
19
1,555
600
0
524
215
2
1,650
bus+train
3,302
2,155
623
26
382
745
16,266.5
10,594.6
4,926.9
0
1
1
0
0
13
0
1003_11461
10
19
332
2,100
0
474
240
1
1,650
bus+train
3,507
2,432
601
26
335
719
18,851
2,787.6
15,344.3
0
1
1
0
0
13
0
1003_11461
11
19
1,615
1,620
0
649
103
1
1,650
bus+train
4,395
3,235
511
26
382
611.8
20,377.6
7,682.1
12,083.7
0
1
1
0
0
13
0
1003_11461
12
19
1,528
600
0
596
164
3
1,650
bus+train
3,319
2,128
595
26
405
711.3
16,855.7
11,217.6
4,926.9
0
1
1
0
0
13
0
1003_11461
13
19
2,672
360
0
712
113
2
1,650
bus+train
4,288
3,032
544
26
405
651
17,785.6
14,626.3
2,508.2
0
1
1
0
0
13
0