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_10255
5
20
861
1,170
0
484
41
1
1,550
bus+train
2,961
2,031
446
26
379
532.7
12,558.2
1,253
10,772.5
0
1
1
0
0
54
0
1003_10255
6
20
990
1,170
0
424
41
1
1,550
bus+train
3,024
2,160
440
26
373
525.6
12,839.3
1,541.2
10,772.5
0
1
1
0
0
54
0
1003_10255
7
20
806
1,170
0
424
41
1
1,550
bus+train
2,862
1,976
462
26
395
551.4
12,441.4
1,117.5
10,772.5
0
1
1
0
0
54
0
1003_10255
8
20
904
1,170
0
424
41
1
1,550
bus+train
2,951
2,074
453
26
386
540.8
12,722.1
1,408.8
10,772.5
0
1
1
0
0
54
0
1003_10255
9
20
1,175
1,170
0
424
41
1
1,550
bus+train
3,199
2,345
430
26
363
513.6
13,583.6
2,297.6
10,772.5
0
1
1
0
0
54
0
1003_10255
10
20
993
420
0
587
115
1
1,550
bus+train
2,583
1,413
583
26
442
696.5
10,808.4
5,283.2
4,828.7
0
1
1
0
0
54
0
1003_10255
11
20
1,226
420
0
527
115
1
1,550
bus+train
2,773
1,646
600
26
459
717.6
11,650
6,103.8
4,828.7
0
1
1
0
0
54
0
1003_10255
12
20
789
570
0
639
111
2
1,550
bus+train
2,567
1,359
569
26
432
679.2
11,397.3
4,920.7
5,797.4
0
1
1
0
0
54
0
1003_10255
13
20
760
1,500
0
674
58
1
1,650
bus+train
3,417
2,260
483
26
399
577.6
18,222.3
3,778
13,866.7
0
1
1
0
25
54
0.462963
1003_10255
14
20
502
720
0
703
184
1
1,550
bus+train
2,567
1,222
642
26
432
767.3
11,331.6
3,167
7,397.3
0
1
1
0
0
54
0
1003_10255
15
20
828
570
0
579
111
2
1,550
bus+train
2,592
1,398
615
26
478
735.9
11,588.7
5,055.4
5,797.4
0
1
1
0
0
54
0
1003_10255
16
20
541
720
0
643
184
1
1,550
bus+train
2,592
1,261
688
26
478
823.9
11,522.9
3,301.7
7,397.3
0
1
1
0
0
54
0
1003_10255
17
20
415
1,320
0
431
222
1
1,550
bus+train
2,813
1,735
647
26
399
774.2
14,479.5
1,757.2
11,948.1
0
1
1
0
0
54
0
1003_10255
18
20
291
870
0
536
209
2
1,550
bus+train
2,374
1,161
677
26
442
809.2
10,948.9
1,673.5
8,466.2
0
1
1
0
0
54
0
1003_10255
19
20
437
870
0
536
209
2
1,550
bus+train
2,512
1,307
669
26
434
798.9
11,776.3
2,511.2
8,466.2
0
1
1
0
0
54
0
1003_1026
0
16
0
1,950
0
1,099
0
1
1,650
train_only
3,137
1,950
88
26
62
104.6
18,191.7
0
18,087.1
0
0
1
0
0
57
0
1003_1026
1
16
0
1,385
0
1,033
151
2
1,650
train_only
2,657
1,385
239
26
62
284.3
15,378.4
0
15,094.1
0
0
1
0
57
57
1
1003_1026
2
16
1,637
450
0
745
134
1
1,650
bus+train
3,241
2,087
409
26
249
488.8
17,943.2
13,239.8
4,214.6
0
1
1
0
0
57
0
1003_1026
3
16
707
995
0
680
202
2
1,650
bus+train
2,728
1,702
346
26
118
411.5
16,614.4
4,110.1
12,092.8
0
1
1
0
0
57
0
1003_1026
4
16
1,703
180
0
873
124
2
1,650
bus+train
3,173
1,883
417
26
267
498.1
15,763
12,624.6
2,640.3
0
1
1
0
0
57
0
1003_1026
5
16
408
995
0
881
202
2
1,550
bus+train
2,777
1,403
493
26
265
588.1
15,574.8
2,893.9
12,092.8
0
1
1
0
0
57
0
1003_1026
6
16
1,921
180
0
875
124
2
1,650
bus+train
3,423
2,101
447
26
297
534
16,678.5
13,504.2
2,640.3
0
1
1
0
0
57
0
1003_1026
7
16
626
995
0
680
202
2
1,650
bus+train
2,826
1,621
525
26
297
626.7
16,493
3,773.5
12,092.8
0
1
1
0
0
57
0
1003_1026
8
16
1,688
450
0
745
134
1
1,650
bus+train
3,529
2,138
646
26
486
773.4
18,615.1
13,627.1
4,214.6
0
1
1
0
0
57
0
1003_1026
9
16
1,547
450
0
685
134
1
1,650
bus+train
3,373
1,997
691
26
531
827.6
17,795.6
12,753.4
4,214.6
0
1
1
0
0
57
0
1003_1026
10
16
1,754
180
0
933
124
2
1,650
bus+train
3,503
1,934
636
26
486
760.6
16,412.9
13,012
2,640.3
0
1
1
0
0
57
0
1003_1026
11
16
1,613
180
0
873
124
2
1,550
bus+train
3,347
1,793
681
26
531
814.8
15,593.4
12,138.3
2,640.3
0
1
1
0
0
57
0
1003_1026
12
16
459
995
0
881
202
2
1,650
bus+train
3,049
1,454
714
26
486
853.3
16,227.4
3,281.3
12,092.8
0
1
1
0
0
57
0
1003_1026
13
16
2,035
0
0
627
24
3
1,500
bus_only
3,314
2,035
652
168
460
780
15,517.2
14,737.2
0
0
1
0
0
0
57
0
1003_1026
14
16
318
995
0
821
202
2
1,550
bus+train
2,893
1,313
759
26
531
907.5
15,407.9
2,407.6
12,092.8
0
1
1
0
0
57
0
1003_1026
15
16
2,080
330
0
740
40
3
1,650
bus+train
3,800
2,410
650
26
584
777.9
19,609
14,791.3
4,039.8
0
1
1
0
0
57
0
1003_1027
0
16
0
2,070
0
730
0
1
1,650
train_only
2,835
2,070
35
26
9
40.2
18,818.7
0
18,778.4
0
0
1
0
40
40
1
1003_1027
1
16
1,663
180
0
330
124
2
1,650
bus+train
2,383
1,843
210
26
60
249.5
16,557.6
13,667.7
2,640.3
0
1
1
0
0
40
0
1003_1027
2
16
1,915
300
0
565
57
1
1,650
bus+train
2,923
2,215
143
26
60
169.1
18,330.1
15,127.9
3,033.1
0
1
1
0
0
40
0
1003_1027
3
16
2,033
0
0
521
0
1
1,600
bus_only
2,775
2,033
221
168
53
263.1
16,728.6
16,465.5
0
0
1
0
0
0
40
0
1003_1027
4
16
1,846
300
0
565
57
1
1,650
bus+train
3,001
2,146
290
26
207
345.6
18,312.3
14,933.6
3,033.1
0
1
1
0
0
40
0
1003_1027
5
16
1,645
180
0
342
124
3
1,650
bus+train
2,524
1,825
357
26
207
426.1
17,630
14,563.6
2,640.3
0
1
1
0
0
40
0
1003_1027
6
16
1,967
300
0
565
57
1
1,650
bus+train
3,260
2,267
428
26
345
511.2
18,926.5
15,382.2
3,033.1
0
1
1
0
0
40
0
1003_1027
7
16
1,715
180
0
330
124
2
1,650
bus+train
2,720
1,895
495
26
345
591.6
17,154
13,922
2,640.3
0
1
1
0
0
40
0
1003_1027
8
16
2,085
0
0
461
0
1
1,600
bus_only
3,059
2,085
513
168
345
613.9
17,333.7
16,719.8
0
0
1
0
0
0
40
0
1003_1027
9
16
1,823
300
0
565
57
1
1,650
bus+train
3,244
2,123
556
26
473
664.7
18,394.5
14,696.7
3,033.1
0
1
1
0
0
40
0
1003_1027
10
16
1,912
0
0
461
0
1
1,600
bus_only
3,004
1,912
631
168
463
755.7
16,758.8
16,003.1
0
0
1
0
0
0
40
0
1003_1027
11
16
1,555
180
0
330
124
2
1,650
bus+train
2,678
1,735
613
26
463
733.4
16,579
13,205.3
2,640.3
0
1
1
0
0
40
0
1003_1027
12
16
1,750
180
0
330
124
2
1,650
bus+train
2,892
1,930
632
26
482
755.6
17,496.7
14,100.8
2,640.3
0
1
1
0
0
40
0
1003_1027
13
16
2,120
0
0
461
0
1
1,600
bus_only
3,231
2,120
650
168
482
777.9
17,676.5
16,898.6
0
0
1
0
0
0
40
0
1003_1027
14
16
1,622
180
0
342
124
3
1,650
bus+train
2,767
1,802
623
26
473
745.2
17,712.3
14,326.8
2,640.3
0
1
1
0
0
40
0
1003_1027
15
16
2,063
300
0
620
57
2
1,650
bus+train
3,611
2,363
628
26
545
750.9
18,320.9
14,536.9
3,033.1
0
1
1
0
0
40
0
1003_10276
0
6
819
570
0
557
111
1
1,550
bus+train
2,084
1,389
138
26
1
162.9
10,366.9
4,406.5
5,797.4
0
1
1
0
21
41
0.512195
1003_10276
1
6
508
720
0
288
184
1
1,550
bus+train
1,727
1,228
211
26
1
251
10,301.1
2,652.8
7,397.3
0
1
1
0
20
41
0.487805
1003_10276
2
6
543
1,110
0
339
41
1
1,550
bus+train
2,508
1,653
516
26
449
616.7
11,736.2
391.5
10,728
0
1
1
0
0
41
0
1003_10276
3
6
690
570
0
336
111
1
1,550
bus+train
2,122
1,260
526
26
389
627.5
10,454.7
4,029.7
5,797.4
0
1
1
0
0
41
0
1003_10276
4
6
375
720
0
341
184
1
1,550
bus+train
2,035
1,095
599
26
389
715.6
10,388.9
2,276
7,397.3
0
1
1
0
0
41
0
1003_10276
5
6
583
720
0
348
184
1
1,550
bus+train
2,300
1,303
649
26
439
775.9
11,239.3
3,066.1
7,397.3
0
1
1
0
0
41
0
1003_1028
0
10
0
2,160
0
395
0
1
1,650
train_only
2,613
2,160
58
26
32
67.6
19,478.9
0
19,411.3
0
0
1
0
50
50
1
1003_1028
1
10
1,710
180
0
502
124
2
1,650
bus+train
2,666
1,890
274
26
124
326.4
16,723.5
13,756.8
2,640.3
0
1
1
0
0
50
0
1003_1028
2
10
1,827
330
0
793
40
1
1,650
bus+train
3,140
2,157
190
26
124
226.4
19,505.5
15,239.3
4,039.8
0
1
1
0
0
50
0
1003_1028
3
10
2,263
300
0
764
57
1
1,650
bus+train
3,696
2,563
369
26
286
440.1
18,169.9
14,696.7
3,033.1
0
1
1
0
0
50
0
1003_1028
4
10
1,930
0
0
306
0
1
1,600
bus_only
2,666
1,930
430
306
124
514.5
15,589.7
15,075.2
0
0
1
0
0
0
50
0
1003_1028
5
10
1,881
330
0
793
40
1
1,650
bus+train
3,378
2,211
374
26
308
447.1
20,101.6
15,614.7
4,039.8
0
1
1
0
0
50
0
1003_1028
6
10
1,764
180
0
502
124
2
1,650
bus+train
2,904
1,944
458
26
308
547.1
17,319.6
14,132.2
2,640.3
0
1
1
0
0
50
0
1003_1028
7
10
567
995
0
746
202
2
1,650
bus+train
2,813
1,562
505
26
277
602.2
16,556.1
3,861
12,092.8
0
1
1
0
0
50
0
1003_1028
8
10
1,984
0
0
306
0
1
1,600
bus_only
2,904
1,984
614
306
308
735.2
16,185.8
15,450.6
0
0
1
0
0
0
50
0
1003_1028
9
10
2,286
300
0
764
57
1
1,650
bus+train
3,981
2,586
631
26
548
754.8
18,721.4
14,933.6
3,033.1
0
1
1
0
0
50
0
1003_1030
0
6
0
2,400
0
252
0
1
1,750
train_only
2,702
2,400
50
26
24
58
22,069
0
22,010.9
0
0
1
0
59
60
1
1003_1030
1
6
2,633
300
0
391
57
1
1,750
bus+train
3,534
2,933
210
26
127
249.8
22,662.6
19,379.7
3,033.1
0
1
1
0
0
60
0
1003_1030
2
6
2,638
330
0
443
40
1
1,750
bus+train
3,568
2,968
157
26
91
187.2
22,800.5
18,573.5
4,039.8
0
1
1
0
0
60
0
1003_1030
3
6
2,740
330
0
503
40
1
1,750
bus+train
4,051
3,070
478
26
412
571.9
23,480.7
18,869
4,039.8
0
1
1
0
0
60
0
1003_1030
4
6
2,584
330
0
443
40
1
1,750
bus+train
3,902
2,914
545
26
479
652.1
22,838.9
18,147.1
4,039.8
0
1
1
0
0
60
0
1003_1030
5
6
2,582
300
0
391
57
1
1,750
bus+train
3,835
2,882
562
26
479
671.7
22,563.4
18,858.7
3,033.1
0
1
1
0
0
60
0
1003_1032
0
2
0
420
0
287
0
0
1,550
train_only
820
420
113
26
87
134.5
4,963.2
0
4,828.7
0
0
1
0
1,189
1,189
1
1003_1032
1
2
591
0
0
605
0
0
1,500
bus_only
2,376
591
1,180
306
874
1,413.7
6,823.1
5,409.4
0
0
1
0
0
0
1,189
0
1003_10482
0
10
168
820
0
607
142
2
1,550
bus+train
1,764
988
169
26
1
199.2
8,990.8
1,021.8
7,769.9
0
1
1
0
0
21
0
1003_10482
1
10
705
420
0
732
115
2
1,550
bus+train
2,270
1,125
413
26
272
493.6
10,800.9
5,478.6
4,828.7
0
1
1
0
0
21
0
1003_10482
2
10
1,129
570
0
892
305
1
1,550
bus+train
2,926
1,699
335
26
4
399.1
9,991.6
3,795
5,797.4
0
1
1
0
10
21
0.47619
1003_10482
3
10
749
420
0
732
115
2
1,550
bus+train
2,347
1,169
446
26
305
532.9
11,142
5,780.4
4,828.7
0
1
1
0
0
21
0
1003_10482
4
10
296
820
0
607
142
2
1,550
bus+train
2,292
1,116
569
26
401
679.6
9,827.8
1,378.3
7,769.9
0
1
1
0
0
21
0
1003_10482
5
10
285
820
0
1,003
142
3
1,550
bus+train
2,599
1,105
491
26
323
586
9,664.7
1,308.8
7,769.9
0
1
1
0
11
21
0.52381
1003_10482
6
10
669
420
0
732
115
2
1,550
bus+train
2,492
1,089
671
26
530
802.3
10,818.4
5,187.4
4,828.7
0
1
1
0
0
21
0
1003_10482
7
10
1,212
570
0
832
305
1
1,550
bus+train
3,350
1,782
736
26
405
880.2
10,835.2
4,157.6
5,797.4
0
1
1
0
0
21
0
1003_10482
8
10
3,236
2,160
0
1,431
22
1
1,950
bus+train
7,866
5,396
1,039
26
991
1,244
36,088.8
14,452.6
20,392.3
0
1
1
0
0
21
0
1003_10482
9
10
3,308
2,160
0
1,431
22
1
2,050
bus+train
7,955
5,468
1,056
26
1,008
1,265.5
36,384.7
14,726.9
20,392.3
0
1
1
0
0
21
0
1003_10486
0
10
687
570
0
471
111
1
1,550
bus+train
1,873
1,257
145
26
8
171.2
9,446.1
3,477.5
5,797.4
0
1
1
0
10
44
0.227273
1003_10486
1
10
33
870
0
479
323
1
1,550
bus+train
1,739
903
357
26
8
426.2
9,204.1
311.7
8,466.2
0
1
1
0
25
44
0.568182
1003_10486
2
10
307
720
0
561
184
1
1,550
bus+train
1,806
1,027
218
26
8
259.3
9,380.7
1,724.1
7,397.3
0
1
1
0
9
44
0.204545
1003_10486
3
10
58
870
0
807
108
1
1,550
bus+train
2,151
928
416
26
282
495.9
9,717
754.8
8,466.2
0
1
1
0
0
44
0
1003_10486
4
10
643
570
0
471
111
1
1,550
bus+train
2,179
1,213
495
26
358
591.5
9,554.7
3,165.8
5,797.4
0
1
1
0
0
44
0
1003_10486
5
10
729
570
0
471
111
1
1,550
bus+train
2,273
1,299
503
26
366
600.7
10,206.6
3,808.5
5,797.4
0
1
1
0
0
44
0
1003_10486
6
10
127
870
0
747
108
1
1,550
bus+train
2,244
997
500
26
366
597.7
10,163.7
1,099.8
8,466.2
0
1
1
0
0
44
0
1003_10486
7
10
264
720
0
561
184
1
1,550
bus+train
2,113
984
568
26
358
679.5
9,489.2
1,412.4
7,397.3
0
1
1
0
0
44
0
1003_10486
8
10
349
720
0
561
184
1
1,550
bus+train
2,206
1,069
576
26
366
688.8
10,141.1
2,055.1
7,397.3
0
1
1
0
0
44
0
1003_10486
9
10
75
870
0
479
323
1
1,550
bus+train
2,139
945
715
26
366
855.7
9,964.5
642.6
8,466.2
0
1
1
0
0
44
0
1003_10494
0
17
729
570
0
344
111
1
1,550
bus+train
1,784
1,299
141
26
4
167
9,772.9
3,808.5
5,797.4
0
1
1
0
41
105
0.390476
1003_10494
1
17
155
870
0
321
222
1
1,550
bus+train
1,598
1,025
252
26
4
300.6
9,928.9
1,162.1
8,466.2
0
1
1
0
8
105
0.07619
1003_10494
2
17
460
1,170
0
474
51
1
1,550
bus+train
2,208
1,630
104
26
27
122.5
13,503.9
2,526.9
10,854.6
0
1
1
0
23
105
0.219048
1003_10494
3
17
349
720
0
359
184
1
1,550
bus+train
1,642
1,069
214
26
4
255.1
9,707.4
2,055.1
7,397.3
0
1
1
0
31
105
0.295238
1003_10494
4
17
108
1,170
0
358
47
1
1,550
bus+train
2,014
1,278
378
26
305
452.5
12,611.7
1,304.6
10,854.6
0
1
1
0
2
105
0.019048
1003_10494
5
17
143
1,170
0
358
47
1
1,550
bus+train
2,129
1,313
458
26
385
548
13,040.3
1,637.7
10,854.6
0
1
1
0
0
105
0
1003_10494
6
17
687
570
0
344
111
1
1,550
bus+train
2,108
1,257
507
26
370
606.2
9,881.1
3,477.5
5,797.4
0
1
1
0
0
105
0
1003_10494
7
17
307
720
0
359
184
1
1,550
bus+train
1,966
1,027
580
26
370
694.2
9,815.6
1,724.1
7,397.3
0
1
1
0
0
105
0
1003_10494
8
17
832
420
0
347
115
1
1,550
bus+train
2,196
1,252
597
26
456
713.7
10,260
4,717.6
4,828.7
0
1
1
0
0
105
0