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_4110852
0
11
750
300
720
1,247
170
2
3,950
bus+train+gtx
3,216
1,770
199
26
3
236
25,303.7
3,858.2
3,033.1
18,176.4
1
1
1
0
23
0
1003_4110852
1
11
766
300
720
1,055
170
2
3,950
bus+train+gtx
3,106
1,786
265
26
69
314.8
25,459.4
3,935.2
3,033.1
18,176.4
1
1
1
0
23
0
1003_4110852
2
11
217
2,280
0
693
81
1
1,750
bus+train
3,298
2,497
108
26
1
127.8
22,717.4
940.6
21,649
0
1
1
0
23
23
1
1003_4110852
3
11
796
300
720
1,187
170
2
3,950
bus+train+gtx
3,466
1,816
463
26
267
552.8
25,859.2
4,096.9
3,033.1
18,176.4
1
1
1
0
23
0
1003_4110852
4
11
620
300
720
1,247
170
2
3,700
bus+train+gtx
3,476
1,640
589
26
393
703.5
25,412.8
3,499.8
3,033.1
18,176.4
1
1
1
0
23
0
1003_4110852
5
11
144
2,280
0
1,028
81
1
1,750
bus+train
3,913
2,424
461
26
354
551.3
22,862.4
662.1
21,649
0
1
1
0
0
23
0
1003_4110852
6
11
332
2,280
0
776
81
1
1,750
bus+train
3,910
2,612
522
26
415
624
23,704.2
1,431.2
21,649
0
1
1
0
0
23
0
1003_4110852
7
11
273
2,280
0
776
81
1
1,750
bus+train
3,884
2,553
555
26
448
664.6
23,503.5
1,189.9
21,649
0
1
1
0
0
23
0
1003_4110852
8
11
324
2,280
0
693
81
1
1,750
bus+train
3,883
2,604
586
26
479
701.9
23,716.7
1,365.8
21,649
0
1
1
0
0
23
0
1003_4110852
9
11
993
300
720
1,115
170
2
3,950
bus+train+gtx
3,842
2,013
714
26
518
853.9
26,459.2
4,395.8
3,033.1
18,176.4
1
1
1
0
23
0
1003_4110852
10
11
203
2,280
0
1,028
81
1
1,750
bus+train
4,136
2,483
625
26
518
747.9
23,299.6
902.7
21,649
0
1
1
0
0
23
0
1003_4110895
0
10
474
300
1,020
1,391
119
2
3,950
bus+train+gtx
3,353
1,794
168
26
23
199.3
30,034.6
1,977
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
1
10
206
2,580
0
809
61
1
1,850
bus+train
3,682
2,786
87
26
0
102.4
26,196
909.8
25,183.8
0
1
1
0
26
26
1
1003_4110895
2
10
922
300
1,020
1,209
119
3
4,200
bus+train+gtx
3,941
2,242
490
26
345
585.5
31,876.1
3,432.3
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
3
10
791
300
1,020
860
141
2
4,200
bus+train+gtx
3,598
2,111
627
26
460
750.6
31,182
2,573
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
4
10
565
300
1,020
1,331
119
2
4,200
bus+train+gtx
3,812
1,885
596
26
451
713.1
30,925.6
2,354.2
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
5
10
437
300
1,020
1,502
119
3
3,950
bus+train+gtx
3,828
1,757
569
26
424
681
30,395.3
1,855.9
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
6
10
360
300
1,020
1,391
119
2
3,950
bus+train+gtx
3,754
1,680
683
26
538
817.3
30,166.2
1,490.6
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110895
7
10
101
2,580
0
809
61
1
1,850
bus+train
4,074
2,681
584
26
497
698.6
26,350.6
468.2
25,183.8
0
1
1
0
0
26
0
1003_4110895
8
10
307
2,580
0
809
61
1
1,850
bus+train
4,276
2,887
580
26
493
693
27,224.2
1,347.3
25,183.8
0
1
1
0
0
26
0
1003_4110895
9
10
577
300
1,020
1,549
119
3
4,200
bus+train+gtx
4,145
1,897
699
26
554
836.5
31,159
2,464.1
3,033.1
24,825.3
1
1
1
0
26
0
1003_4110907
0
9
488
300
1,020
1,139
136
2
4,200
bus+train+gtx
3,110
1,808
163
26
1
193.3
30,444.9
2,393.3
3,033.1
24,825.3
1
1
1
3
15
0.5
1003_4110907
1
9
368
300
1,020
985
172
3
3,950
bus+train+gtx
3,266
1,688
593
26
395
708.5
30,428.6
1,861.7
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110907
2
9
3,894
1,020
0
320
120
1
1,850
bus+train
5,381
4,914
147
26
1
174.6
26,902.4
18,719.9
8,007.9
0
1
1
0
3
15
0.5
1003_4110907
3
9
2,399
2,040
0
481
71
1
1,850
bus+train
5,310
4,439
390
26
293
465.3
27,513.1
8,702.6
18,345.3
0
1
1
0
0
15
0
1003_4110907
4
9
552
300
1,020
1,139
136
2
4,200
bus+train+gtx
3,526
1,872
515
26
353
615.4
31,180.2
2,706.5
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110907
5
9
413
300
1,020
1,139
136
2
3,950
bus+train+gtx
3,456
1,733
584
26
422
698.2
30,575.8
2,019.2
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110907
6
9
278
300
1,020
1,216
141
2
3,950
bus+train+gtx
3,492
1,598
678
26
511
811.1
30,081.3
1,411.9
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110907
7
9
4,007
1,020
0
320
120
1
1,850
bus+train
5,846
5,027
499
26
353
596.7
27,637.7
19,033.1
8,007.9
0
1
1
0
0
15
0
1003_4110907
8
9
3,453
1,350
0
660
87
1
1,850
bus+train
5,998
4,803
535
26
422
638.9
27,162.7
14,495.4
12,028.5
0
1
1
0
0
15
0
1003_4110923
0
11
1,300
300
1,020
795
136
2
4,200
bus+train+gtx
3,578
2,620
163
26
1
193.4
33,008.8
4,957
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110923
1
11
514
2,430
0
559
163
1
1,850
bus+train
3,693
2,944
190
26
1
225.2
25,927
2,323
23,378.7
0
1
1
0
0
15
0
1003_4110923
2
11
1,008
2,580
0
718
87
1
1,850
bus+train
4,730
3,588
424
26
311
506.5
27,706.4
2,016.1
25,183.8
0
1
1
0
14
15
0.933333
1003_4110923
3
11
3,322
1,950
0
782
72
1
1,950
bus+train
6,499
5,272
445
26
347
531.5
30,792
11,915.2
18,345.3
0
1
1
0
0
15
0
1003_4110923
4
11
1,384
300
1,020
795
136
2
4,200
bus+train+gtx
4,009
2,704
510
26
348
609.8
33,734.3
5,266.1
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110923
5
11
1,208
300
1,020
795
136
2
4,200
bus+train+gtx
3,878
2,528
555
26
393
663.8
33,130.7
4,608.5
3,033.1
24,825.3
1
1
1
0
15
0
1003_4110923
6
11
584
2,430
0
559
163
1
1,850
bus+train
4,110
3,014
537
26
348
641.6
26,652.5
2,632.2
23,378.7
0
1
1
0
0
15
0
1003_4110923
7
11
438
2,430
0
559
163
1
1,850
bus+train
4,009
2,868
582
26
393
695.6
26,048.9
1,974.6
23,378.7
0
1
1
0
0
15
0
1003_4110923
8
11
1,132
2,580
0
799
87
1
1,850
bus+train
5,116
3,712
605
26
492
722.1
30,527
4,621
25,183.8
0
1
1
0
0
15
0
1003_4110923
9
11
589
2,730
0
743
241
1
1,850
bus+train
4,849
3,319
787
26
520
942.9
29,144.4
1,480.8
26,720.8
0
1
1
0
0
15
0
1003_4110923
10
11
5,062
300
0
752
67
2
1,850
bus+train
6,747
5,362
633
26
540
757.2
30,342
26,551.7
3,033.1
0
1
1
0
1
15
0.066667
1003_4111
0
5
0
1,090
0
392
103
1
1,550
train_only
1,652
1,090
170
26
41
201.3
9,127.1
0
8,925.9
0
0
1
0
288
288
1
1003_4111
1
5
1,573
0
0
543
0
0
1,500
bus_only
2,774
1,573
658
306
352
787.2
11,345.8
10,558.6
0
0
1
0
0
0
288
0
1003_4111
2
5
1,096
420
0
653
115
2
1,550
bus+train
2,555
1,516
386
26
245
460.3
12,523.9
7,234.9
4,828.7
0
1
1
0
0
288
0
1003_4111
3
5
791
420
0
991
115
2
1,550
bus+train
2,596
1,211
394
26
253
470.5
10,515.3
5,216.2
4,828.7
0
1
1
0
0
288
0
1003_4111
4
5
724
420
0
851
115
1
1,550
bus+train
2,580
1,144
585
26
444
699.3
10,454
4,926
4,828.7
0
1
1
0
0
288
0
1003_4111186
0
15
360
300
1,020
1,467
119
2
3,950
bus+train+gtx
3,338
1,680
191
26
46
227.3
29,576.2
1,490.6
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
1
15
276
300
1,020
927
119
2
3,950
bus+train+gtx
2,998
1,596
475
26
330
567.8
29,506.6
1,080.4
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
2
15
307
2,610
0
615
61
1
1,850
bus+train
3,620
2,917
88
26
1
103
26,634.2
1,347.3
25,183.8
0
1
1
0
23
23
1
1003_4111186
3
15
1,853
1,950
0
687
72
1
1,850
bus+train
4,908
3,803
418
26
320
499.9
26,793.5
7,948.4
18,345.3
0
1
1
0
0
23
0
1003_4111186
4
15
307
300
1,020
1,407
119
2
3,950
bus+train+gtx
3,452
1,627
418
26
273
500.1
29,654
1,295.6
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
5
15
287
300
1,020
1,240
119
2
3,950
bus+train+gtx
3,382
1,607
535
26
390
640.2
29,654.1
1,155.5
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
6
15
410
300
1,020
867
119
2
3,950
bus+train+gtx
3,237
1,730
640
26
495
765.8
30,226.3
1,602.2
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
7
15
0
2,550
0
670
0
1
1,750
train_only
3,652
2,550
432
26
406
516.5
25,105.2
0
24,588.8
0
0
1
0
0
23
0
1003_4111186
8
15
423
300
1,020
809
128
2
3,950
bus+train+gtx
3,201
1,743
649
26
495
776.3
30,015.3
1,380.7
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
9
15
1,419
1,950
0
267
71
1
1,850
bus+train
4,130
3,369
494
26
397
590
25,791.7
6,856.4
18,345.3
0
1
1
0
0
23
0
1003_4111186
10
15
474
300
1,020
1,407
119
2
3,950
bus+train+gtx
3,844
1,794
643
26
498
769.6
30,605
1,977
3,033.1
24,825.3
1
1
1
0
23
0
1003_4111186
11
15
0
900
720
855
145
2
3,950
train+gtx
3,170
1,620
695
26
524
832.8
28,285.8
0
9,276.6
18,176.4
0
1
1
0
23
0
1003_4111186
12
15
206
2,610
0
615
61
1
1,850
bus+train
4,010
2,816
579
26
492
692.7
26,786.4
909.8
25,183.8
0
1
1
0
0
23
0
1003_4111186
13
15
1,719
1,950
0
747
72
1
1,850
bus+train
4,957
3,669
541
26
443
646.6
26,423.3
7,431.4
18,345.3
0
1
1
0
0
23
0
1003_4111186
14
15
430
2,610
0
317
311
1
1,850
bus+train
4,091
3,040
734
26
397
878.4
27,927.2
1,865
25,183.8
0
1
1
0
0
23
0
1003_4111211
0
22
404
300
720
949
230
2
3,700
bus+train+gtx
2,630
1,424
257
26
1
305.6
23,669.6
2,154.5
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
1
22
265
300
720
1,009
230
2
3,700
bus+train+gtx
2,897
1,285
603
26
347
720
23,722.7
1,793.2
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
2
22
1,245
1,560
0
908
72
1
1,650
bus+train
3,812
2,805
99
26
1
116.7
18,111.1
2,710.8
15,283.6
0
1
1
0
10
14
0.909091
1003_4111211
3
22
391
1,950
0
1,006
102
1
1,750
bus+train
3,479
2,341
132
26
4
155.7
20,656.6
2,155.7
18,345.3
0
1
1
0
0
14
0
1003_4111211
4
22
0
2,100
0
1,134
0
1
1,750
train_only
3,475
2,100
241
26
215
287
20,566.6
0
20,279.5
0
0
1
0
0
14
0
1003_4111211
5
22
0
450
720
1,379
145
2
3,700
train+gtx
3,009
1,170
460
26
289
550.3
23,694
0
4,967.3
18,176.4
0
1
1
0
14
0
1003_4111211
6
22
1,185
300
720
949
230
2
3,700
bus+train+gtx
3,573
2,205
419
26
163
500.2
24,580
2,870.3
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
7
22
965
300
720
1,013
126
2
3,950
bus+train+gtx
3,463
1,985
465
26
313
554.8
25,889.1
4,124.8
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
8
22
538
300
720
949
230
2
3,700
bus+train+gtx
3,049
1,558
542
26
286
647.4
24,264.6
2,407.8
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
9
22
1,440
1,560
0
1,092
99
1
1,750
bus+train
4,380
3,000
288
26
163
344.2
21,099.2
5,471.4
15,283.6
0
1
1
0
0
14
0
1003_4111211
10
22
1,076
1,560
0
908
72
1
1,650
bus+train
3,907
2,636
363
26
265
433.5
18,192.5
2,475.4
15,283.6
0
1
1
0
0
14
0
1003_4111211
11
22
889
300
720
953
126
2
3,700
bus+train+gtx
3,399
1,909
537
26
385
642.4
25,642.3
3,790.5
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
12
22
1,042
1,560
0
1,117
72
1
1,650
bus+train
4,149
2,602
430
26
332
512.8
18,488.7
2,692.3
15,283.6
0
1
1
0
0
14
0
1003_4111211
13
22
609
300
720
1,336
230
3
3,700
bus+train+gtx
3,536
1,629
571
26
315
682.2
24,564.1
2,672.4
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
14
22
853
300
720
953
126
2
3,700
bus+train+gtx
3,489
1,873
663
26
511
793.5
25,664.2
3,661.2
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
15
22
300
1,950
0
946
102
1
1,750
bus+train
3,731
2,250
535
26
407
640.4
20,779.3
1,793.6
18,345.3
0
1
1
0
0
14
0
1003_4111211
16
22
412
300
720
1,066
230
3
3,700
bus+train+gtx
3,203
1,432
705
26
449
843.8
24,606.5
2,553.2
3,033.1
18,176.4
1
1
1
1
14
0.090909
1003_4111211
17
22
361
1,950
0
1,973
104
1
1,750
bus+train
4,737
2,311
453
26
323
541.8
21,328.1
2,441.1
18,345.3
0
1
1
0
0
14
0
1003_4111211
18
22
1,292
1,560
0
1,092
99
1
1,750
bus+train
4,518
2,852
574
26
449
687.8
20,879.9
4,908.5
15,283.6
0
1
1
0
0
14
0
1003_4111211
19
22
368
300
720
1,112
230
3
3,700
bus+train+gtx
3,316
1,388
816
26
560
976.7
24,837.8
2,651.7
3,033.1
18,176.4
1
1
1
0
14
0
1003_4111211
20
22
1,408
1,560
0
908
72
1
1,650
bus+train
4,534
2,968
658
26
560
787.8
19,279.3
3,207.9
15,283.6
0
1
1
0
0
14
0
1003_4111211
21
22
564
1,950
0
946
102
1
1,750
bus+train
4,148
2,514
688
26
560
824.5
21,822.6
2,652.8
18,345.3
0
1
1
0
0
14
0
1003_4111311
0
23
887
300
720
1,247
229
2
3,700
bus+train+gtx
3,413
1,907
259
26
4
307.3
25,169.5
3,652.7
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
1
23
769
300
720
1,187
229
2
3,700
bus+train+gtx
3,571
1,789
595
26
340
711
25,271.7
3,351.3
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
2
23
1,625
1,560
0
1,139
72
1
1,650
bus+train
4,423
3,185
99
26
1
116.8
19,704.2
4,303.8
15,283.6
0
1
1
0
22
22
1
1003_4111311
3
23
921
1,920
0
1,219
104
1
1,750
bus+train
4,191
2,841
131
26
1
155.1
22,152
3,651.6
18,345.3
0
1
1
0
0
22
0
1003_4111311
4
23
2,282
300
360
1,051
127
2
3,700
bus+train+gtx
4,184
2,942
191
26
38
227.5
23,293.3
11,643.1
3,033.1
8,389.7
1
1
1
0
22
0
1003_4111311
5
23
800
300
720
1,427
230
3
3,950
bus+train+gtx
3,699
1,820
452
26
196
539.2
25,574
3,825.3
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
6
23
921
300
720
1,384
230
3
3,950
bus+train+gtx
3,824
1,941
499
26
243
596.5
25,699.4
3,893.4
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
7
23
1,499
1,560
0
1,199
72
1
1,650
bus+train
4,655
3,059
397
26
299
473.6
19,759.9
4,002.7
15,283.6
0
1
1
0
0
22
0
1003_4111311
8
23
630
1,920
0
1,368
20
1
1,750
bus+train
4,350
2,550
432
26
386
515.5
21,604
2,743.2
18,345.3
0
1
1
0
0
22
0
1003_4111311
9
23
889
300
720
1,384
230
3
3,950
bus+train+gtx
3,824
1,909
531
26
275
634.1
25,635.1
3,791.5
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
10
23
2,080
300
360
1,111
127
2
3,700
bus+train+gtx
4,371
2,740
520
26
367
621.4
23,374.8
11,330.7
3,033.1
8,389.7
1
1
1
0
22
0
1003_4111311
11
23
859
300
720
1,384
230
3
3,700
bus+train+gtx
3,809
1,879
546
26
290
651.9
25,562.3
3,700.9
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
12
23
799
1,920
0
1,219
104
1
1,750
bus+train
4,408
2,719
470
26
340
561.3
22,257.2
3,350.6
18,345.3
0
1
1
0
0
22
0
1003_4111311
13
23
998
300
720
1,247
229
2
3,950
bus+train+gtx
3,919
2,018
654
26
399
782
26,022
4,030.5
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
14
23
901
300
720
1,386
230
3
3,950
bus+train+gtx
3,899
1,921
592
26
336
708
25,868.1
3,950.6
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
15
23
700
300
720
1,357
232
3
3,700
bus+train+gtx
3,737
1,720
660
26
402
787.9
25,532.8
3,535.4
3,033.1
18,176.4
1
1
1
0
22
0
1003_4111311
16
23
979
300
720
1,405
230
3
3,950
bus+train+gtx
4,015
1,999
611
26
355
730.6
26,151.2
4,211.1
3,033.1
18,176.4
1
1
1
0
22
0