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_11461
14
19
1,114
2,100
0
758
116
1
1,750
bus+train
4,480
3,214
508
26
366
607.7
21,482.4
5,530.3
15,344.3
0
1
1
0
0
13
0
1003_11461
15
19
1,087
2,100
0
758
116
1
1,750
bus+train
4,471
3,187
526
26
384
629.5
21,230.3
5,256.4
15,344.3
0
1
1
0
0
13
0
1003_11461
16
19
1,462
600
0
530
340
2
1,650
bus+train
3,317
2,062
725
26
359
867
16,043.9
10,250
4,926.9
0
1
1
0
0
13
0
1003_11461
17
19
3,768
0
0
317
87
1
1,600
bus_only
4,745
3,768
660
168
405
790.6
18,639.6
17,849.1
0
0
1
0
0
0
13
0
1003_11461
18
19
317
1,950
0
354
400
1
1,650
bus+train
3,382
2,267
761
26
335
910.3
17,882.9
2,438.2
14,534.4
0
1
1
0
0
13
0
1003_11551
0
11
394
1,980
0
1,116
41
1
1,650
bus+train
3,558
2,374
68
26
1
79.8
17,891.4
2,627.9
15,183.8
0
1
1
0
23
23
1
1003_11551
1
11
759
1,470
0
677
145
2
1,650
bus+train
3,078
2,229
172
26
1
204.9
18,766.5
5,771.8
12,789.8
0
1
1
0
0
23
0
1003_11551
2
11
482
1,980
0
1,116
41
1
1,650
bus+train
3,934
2,462
356
26
289
425.5
18,494.4
2,885.1
15,183.8
0
1
1
0
0
23
0
1003_11551
3
11
2,386
450
0
696
134
3
1,750
bus+train
3,842
2,836
310
26
150
370.1
21,517.3
16,932.6
4,214.6
0
1
1
0
0
23
0
1003_11551
4
11
348
1,980
0
1,116
41
1
1,650
bus+train
3,831
2,328
387
26
320
462.7
17,990.4
2,344
15,183.8
0
1
1
0
0
23
0
1003_11551
5
11
788
1,650
0
540
150
2
1,650
bus+train
3,443
2,438
465
26
289
556
19,559.5
4,469.1
14,534.4
0
1
1
0
0
23
0
1003_11551
6
11
713
1,470
0
677
145
2
1,650
bus+train
3,351
2,183
491
26
320
587.8
18,865.5
5,488
12,789.8
0
1
1
0
0
23
0
1003_11551
7
11
637
2,220
0
476
13
1
1,750
bus+train
3,842
2,857
509
346
150
608.2
24,545.2
4,243.3
19,693.7
0
1
1
0
0
23
0
1003_11551
8
11
319
1,980
0
1,116
41
1
1,650
bus+train
3,971
2,299
556
26
489
665
18,042.8
2,194
15,183.8
0
1
1
0
0
23
0
1003_11551
9
11
568
1,980
0
1,056
41
1
1,650
bus+train
4,158
2,548
554
26
487
662.8
18,416
2,569.4
15,183.8
0
1
1
0
0
23
0
1003_11551
10
11
684
1,470
0
677
145
2
1,650
bus+train
3,491
2,154
660
26
489
790.1
18,917.9
5,338
12,789.8
0
1
1
0
0
23
0
1003_11696
0
6
1,265
1,440
0
518
54
1
1,650
bus+train
3,304
2,705
81
26
1
94.7
18,257.6
7,598.1
10,564.8
0
1
1
0
1
14
0.071429
1003_11696
1
6
452
1,980
0
588
63
1
1,650
bus+train
3,110
2,432
90
26
1
105.6
18,177.9
2,888.5
15,183.8
0
1
1
0
13
14
0.928571
1003_11696
2
6
1,369
1,440
0
578
54
1
1,650
bus+train
3,734
2,809
347
26
267
414.2
18,814.3
7,835.3
10,564.8
0
1
1
0
0
14
0
1003_11696
3
6
556
1,980
0
588
63
1
1,650
bus+train
3,480
2,536
356
26
267
425
18,734.5
3,125.7
15,183.8
0
1
1
0
0
14
0
1003_11696
4
6
1,220
1,440
0
578
54
1
1,650
bus+train
3,755
2,660
517
26
437
617.2
18,388.2
7,206.1
10,564.8
0
1
1
0
0
14
0
1003_11696
5
6
407
1,980
0
648
63
1
1,650
bus+train
3,561
2,387
526
26
437
628.1
18,308.5
2,496.6
15,183.8
0
1
1
0
0
14
0
1003_11701
0
17
1,113
1,440
0
440
78
1
1,650
bus+train
3,098
2,553
105
26
1
123.9
16,723.3
6,034.5
10,564.8
0
1
1
0
6
18
0.333333
1003_11701
1
17
278
1,770
0
388
156
1
1,650
bus+train
2,619
2,048
183
26
1
217.4
17,333.6
1,771.9
15,344.3
0
1
1
0
0
18
0
1003_11701
2
17
506
1,830
0
592
83
1
1,650
bus+train
3,038
2,336
110
26
1
130.1
16,580.7
2,737.4
13,713.3
0
1
1
0
12
18
0.666667
1003_11701
3
17
316
1,650
0
476
102
1
1,650
bus+train
2,792
1,966
350
26
222
417.8
17,118.1
2,165.9
14,534.4
0
1
1
0
0
18
0
1003_11701
4
17
1,066
1,440
0
440
78
1
1,650
bus+train
3,250
2,506
304
26
200
363
16,785.3
5,857.4
10,564.8
0
1
1
0
0
18
0
1003_11701
5
17
2,127
300
0
397
67
2
1,650
bus+train
3,144
2,427
320
26
227
381.5
16,951
13,536.5
3,033.1
0
1
1
0
0
18
0
1003_11701
6
17
410
1,770
0
364
163
1
1,650
bus+train
2,933
2,180
389
26
200
465.7
17,513.2
1,703.1
15,344.3
0
1
1
0
0
18
0
1003_11701
7
17
706
1,740
0
315
130
1
1,650
bus+train
3,144
2,446
383
26
227
457.6
16,934.5
3,488.2
12,988.6
0
1
1
0
0
18
0
1003_11701
8
17
1,198
1,440
0
500
78
1
1,650
bus+train
3,501
2,638
363
26
259
431.9
17,276.9
6,280.1
10,564.8
0
1
1
0
0
18
0
1003_11701
9
17
482
1,770
0
424
163
1
1,650
bus+train
3,092
2,252
416
26
227
497.5
17,815.8
1,973.9
15,344.3
0
1
1
0
0
18
0
1003_11701
10
17
590
1,830
0
652
83
1
1,650
bus+train
3,440
2,420
368
26
259
438.1
17,134.4
2,983
13,713.3
0
1
1
0
0
18
0
1003_11701
11
17
363
1,770
0
448
156
1
1,650
bus+train
3,022
2,133
441
26
259
525.4
17,887.3
2,017.5
15,344.3
0
1
1
0
0
18
0
1003_11701
12
17
226
2,070
0
430
149
1
1,650
bus+train
3,294
2,296
568
26
393
679.2
19,679.7
1,352.4
17,648.1
0
1
1
0
0
18
0
1003_11701
13
17
196
2,070
0
430
149
1
1,650
bus+train
3,268
2,266
572
26
397
684.3
19,421
1,088.6
17,648.1
0
1
1
0
0
18
0
1003_11701
14
17
281
1,650
0
476
102
1
1,650
bus+train
3,043
1,931
636
26
508
760.7
17,210.3
1,915.2
14,534.4
0
1
1
0
0
18
0
1003_11701
15
17
997
1,440
0
500
78
1
1,650
bus+train
3,562
2,437
625
26
521
746.4
16,874.9
5,563.6
10,564.8
0
1
1
0
0
18
0
1003_11701
16
17
341
1,770
0
424
163
1
1,650
bus+train
3,245
2,111
710
26
521
849.1
17,602.8
1,409.3
15,344.3
0
1
1
0
0
18
0
1003_11712
0
25
602
1,830
0
781
83
1
1,650
bus+train
3,323
2,432
110
26
1
129.9
16,826.1
2,983
13,713.3
0
1
1
0
11
14
0.785714
1003_11712
1
25
380
1,650
0
951
156
1
1,650
bus+train
3,164
2,030
183
26
1
217.2
16,897.1
2,017.5
14,662.4
0
1
1
0
0
14
0
1003_11712
2
25
518
1,830
0
781
83
1
1,650
bus+train
3,514
2,348
385
26
276
460.4
16,911
2,737.4
13,713.3
0
1
1
0
0
14
0
1003_11712
3
25
2,509
300
0
415
75
2
1,650
bus+train
3,625
2,809
401
26
300
478.4
18,209.2
14,697.8
3,033.1
0
1
1
0
0
14
0
1003_11712
4
25
295
1,650
0
1,011
156
1
1,650
bus+train
3,371
1,945
415
26
233
494.5
16,928.8
1,771.9
14,662.4
0
1
1
0
0
14
0
1003_11712
5
25
307
1,650
0
859
156
1
1,650
bus+train
3,291
1,957
475
26
293
567.2
17,177.2
1,947.5
14,662.4
0
1
1
0
0
14
0
1003_11712
6
25
666
1,830
0
781
83
1
1,650
bus+train
3,751
2,496
474
26
365
566.7
17,586.6
3,306.6
13,713.3
0
1
1
0
0
14
0
1003_11712
7
25
443
1,650
0
951
156
1
1,650
bus+train
3,591
2,093
547
26
365
654
17,657.6
2,341.1
14,662.4
0
1
1
0
0
14
0
1003_11712
8
25
2,428
300
0
475
75
2
1,650
bus+train
3,794
2,728
591
26
490
705.5
18,046.8
14,308.3
3,033.1
0
1
1
0
0
14
0
1003_11712
9
25
450
1,830
0
841
83
1
1,650
bus+train
3,720
2,280
599
26
490
715.5
16,952.3
2,523.6
13,713.3
0
1
1
0
0
14
0
1003_11712
10
25
2,216
840
0
606
43
2
1,650
bus+train
4,199
3,056
537
26
468
642
18,543.6
11,302.2
6,599.5
0
1
1
0
0
14
0
1003_11712
11
25
226
1,650
0
859
156
1
1,650
bus+train
3,407
1,876
672
26
490
802.8
17,023.3
1,558.1
14,662.4
0
1
1
0
0
14
0
1003_11712
12
25
2,156
600
0
383
137
1
1,650
bus+train
3,828
2,756
689
26
526
823.7
18,171.7
12,421.1
4,926.9
0
1
1
0
0
14
0
1003_11712
13
25
1,155
1,440
0
1,032
78
1
1,650
bus+train
4,199
2,595
572
26
468
684.2
17,106.5
5,857.4
10,564.8
0
1
1
0
3
14
0.214286
1003_11712
14
25
1,499
1,200
0
948
45
2
1,650
bus+train
4,186
2,699
539
26
468
645.3
17,109.1
7,771.1
8,692.7
0
1
1
0
0
14
0
1003_11712
15
25
2,312
600
0
525
137
2
1,650
bus+train
4,043
2,912
606
26
443
725.3
19,255.2
13,603.1
4,926.9
0
1
1
0
0
14
0
1003_11712
16
25
1,404
1,440
0
720
78
1
1,650
bus+train
4,190
2,844
626
26
522
749.5
17,763
6,448.7
10,564.8
0
1
1
0
0
14
0
1003_11712
17
25
443
1,650
0
1,068
163
1
1,650
bus+train
3,818
2,093
657
26
468
786.9
17,152.5
1,703.1
14,662.4
0
1
1
0
0
14
0
1003_11712
18
25
54
1,920
0
1,033
86
2
1,650
bus+train
3,621
1,974
614
26
502
733.7
18,202.7
369.8
17,099.2
0
1
1
0
0
14
0
1003_11712
19
25
387
1,650
0
859
156
1
1,650
bus+train
3,604
2,037
708
26
526
846.5
17,910.8
2,401.9
14,662.4
0
1
1
0
0
14
0
1003_11712
20
25
2,916
300
0
556
67
2
1,650
bus+train
4,390
3,216
618
26
525
739.1
19,270.6
15,498.5
3,033.1
0
1
1
0
0
14
0
1003_11712
21
25
1,466
1,440
0
720
78
1
1,650
bus+train
4,274
2,906
648
26
544
774.8
17,978.1
6,638.4
10,564.8
0
1
1
0
0
14
0
1003_11712
22
25
2,474
300
0
524
75
3
1,650
bus+train
3,924
2,774
626
26
525
748.6
18,243.7
14,462
3,033.1
0
1
1
0
0
14
0
1003_11712
23
25
512
1,650
0
951
156
1
1,650
bus+train
3,817
2,162
704
26
522
843
17,993
2,487.5
14,662.4
0
1
1
0
0
14
0
1003_11712
24
25
283
1,650
0
803
228
1
1,650
bus+train
3,501
1,933
765
26
511
915.8
17,325.8
1,747.6
14,662.4
0
1
1
0
0
14
0
1003_11741
0
10
296
2,070
0
447
160
1
1,650
bus+train
3,000
2,366
187
26
1
222.7
19,616.3
1,745.6
17,648.1
0
1
1
0
1
20
0.05
1003_11741
1
10
1,007
1,230
0
534
201
1
1,650
bus+train
2,999
2,237
228
26
1
271.2
17,409.3
5,608.2
11,529.9
0
1
1
0
0
20
0
1003_11741
2
10
972
1,230
0
534
201
1
1,650
bus+train
3,109
2,202
373
26
146
445.8
17,454.5
5,478.9
11,529.9
0
1
1
0
0
20
0
1003_11741
3
10
915
1,230
0
534
201
1
1,650
bus+train
3,080
2,145
401
26
174
479.3
17,332.2
5,323
11,529.9
0
1
1
0
0
20
0
1003_11741
4
10
1,201
1,200
0
725
45
1
1,650
bus+train
3,619
2,401
493
26
422
589.8
16,247.7
6,965.2
8,692.7
0
1
1
0
19
20
0.95
1003_11741
5
10
384
2,070
0
507
160
1
1,650
bus+train
3,535
2,454
574
26
388
686.2
20,448.4
2,114.1
17,648.1
0
1
1
0
0
20
0
1003_11741
6
10
1,095
1,230
0
594
201
1
1,650
bus+train
3,534
2,325
615
26
388
734.8
18,241.4
5,976.7
11,529.9
0
1
1
0
0
20
0
1003_11741
7
10
851
1,230
0
534
201
1
1,650
bus+train
3,264
2,081
649
26
422
776.3
17,374.5
5,068.4
11,529.9
0
1
1
0
0
20
0
1003_11741
8
10
240
2,070
0
507
160
1
1,650
bus+train
3,430
2,310
613
26
427
733.8
19,737.7
1,355.9
17,648.1
0
1
1
0
0
20
0
1003_11741
9
10
431
2,070
0
447
160
1
1,650
bus+train
3,689
2,501
741
26
555
887.7
20,787.5
2,251.7
17,648.1
0
1
1
0
0
20
0
1003_1201
0
7
0
1,860
0
1,220
0
0
1,550
train_only
3,117
1,860
37
26
11
42.4
14,576.8
0
14,534.4
0
0
1
0
0
798
0
1003_1201
1
7
510
960
0
730
182
1
1,550
bus+train
2,621
1,470
421
28
211
503.3
12,849.2
3,018.6
9,327.2
0
1
1
0
0
798
0
1003_1201
2
7
511
1,440
0
482
54
1
1,550
bus+train
2,674
1,951
241
26
161
285.1
13,890.3
3,040.4
10,564.8
0
1
1
0
798
798
1
1003_1201
3
7
497
960
0
736
182
1
1,550
bus+train
2,777
1,457
584
28
374
699.2
12,875
2,848.6
9,327.2
0
1
1
0
0
798
0
1003_1201
4
7
541
960
0
736
182
1
1,550
bus+train
2,837
1,501
600
28
390
718.8
13,080.5
3,034.5
9,327.2
0
1
1
0
0
798
0
1003_1201
5
7
839
1,200
0
637
45
1
1,550
bus+train
3,238
2,039
562
26
491
672.9
14,076
4,710.4
8,692.7
0
1
1
0
0
798
0
1003_1201
6
7
618
960
0
736
182
1
1,550
bus+train
3,029
1,578
715
28
505
856.3
13,404.1
3,220.5
9,327.2
0
1
1
0
0
798
0
1003_1203
0
5
0
2,280
0
541
0
0
1,650
train_only
2,852
2,280
31
26
5
35.6
16,083.7
0
16,048.1
0
0
1
0
0
1,080
0
1003_1203
1
5
729
1,440
0
340
78
1
1,650
bus+train
2,823
2,169
314
26
210
373.9
15,397.3
4,458.5
10,564.8
0
1
1
0
1,079
1,080
1
1003_1203
2
5
824
1,440
0
340
78
1
1,650
bus+train
2,954
2,264
350
26
246
416.2
15,842.3
4,861.3
10,564.8
0
1
1
0
0
1,080
0
1003_1203
3
5
669
1,440
0
341
78
2
1,650
bus+train
3,040
2,109
590
26
486
705.5
15,710.8
4,440.4
10,564.8
0
1
1
0
0
1,080
0
1003_1203
4
5
696
1,440
0
341
78
2
1,650
bus+train
3,139
2,136
662
26
558
792.6
15,921.3
4,563.9
10,564.8
0
1
1
0
0
1,080
0
1003_1208
0
2
0
2,010
0
1,087
14
1
1,850
train_only
3,173
2,010
76
26
36
89.9
25,761.3
0
25,671.4
0
0
1
0
341
341
1
1003_1208
1
2
0
3,150
0
741
0
0
1,850
train_only
3,925
3,150
34
26
8
39.5
27,870.8
0
27,831.4
0
0
1
0
0
341
0
1003_1215
0
2
0
3,450
0
1,320
32
2
2,350
train_only
4,847
3,450
77
26
19
90.7
57,848.4
0
57,757.7
0
0
1
0
0
32
0
1003_1215
1
2
0
5,040
0
272
0
0
2,350
train_only
5,357
5,040
45
26
19
52.7
52,139.5
0
52,086.8
0
0
1
0
32
32
1
1003_1219
0
4
0
3,150
0
2,448
18
2
2,450
train_only
5,676
3,150
78
28
32
93.2
60,138.8
0
60,045.6
0
0
1
0
0
145
0
1003_1219
1
4
1,691
2,520
0
2,106
314
2
2,550
bus+train
7,149
4,211
832
28
490
996.6
61,458.5
10,449.7
50,012.2
0
1
1
0
0
145
0
1003_1219
2
4
0
6,030
0
1,118
0
0
2,550
train_only
7,206
6,030
58
26
32
68.7
67,197.3
0
67,128.7
0
0
1
0
145
145
1
1003_1219
3
4
1,885
2,520
0
2,166
314
2
2,550
bus+train
7,847
4,405
1,276
28
934
1,528.5
62,685.5
11,144.8
50,012.2
0
1
1
0
0
145
0
1003_1252
0
6
1,159
0
0
166
0
0
1,500
bus_only
1,826
1,159
501
344
157
599.7
7,427.8
6,828.1
0
0
1
0
0
0
44
0
1003_1252
1
6
1,075
0
0
96
0
0
1,500
bus_only
1,839
1,075
668
344
324
800
8,574.9
7,774.9
0
0
1
0
0
0
44
0
1003_1252
2
6
1,239
0
0
106
0
0
1,500
bus_only
2,006
1,239
661
344
317
792.1
8,050.1
7,257.9
0
0
1
0
0
0
44
0
1003_1252
3
6
114
630
0
900
139
1
1,550
bus+train
2,299
744
655
26
490
784
6,677.8
1,097.3
4,796.4
0
1
1
0
1
44
1
1003_1252
4
6
1,095
0
0
106
0
0
1,500
bus_only
1,953
1,095
752
344
408
901.5
7,539.4
6,638
0
0
1
0
0
0
44
0
1003_1252
5
6
1,035
0
0
166
0
0
1,500
bus_only
2,118
1,035
917
344
573
1,097.4
7,493.5
6,396.1
0
0
1
0
0
0
44
0