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_2728
13
14
809
990
0
324
241
1
1,550
bus+train
2,782
1,799
659
26
392
788.4
15,192
5,157.3
9,246.4
0
1
1
0
0
102
0
1003_2729
0
17
1,719
300
0
508
67
2
1,650
bus+train
2,649
2,019
122
26
29
144.4
16,019
12,841.5
3,033.1
0
1
1
0
0
90
0
1003_2729
1
17
826
690
0
796
46
3
1,550
bus+train
2,541
1,516
229
168
15
273.3
13,374.4
6,319.2
6,781.9
0
1
1
0
0
90
0
1003_2729
2
17
1,405
600
0
452
137
1
1,650
bus+train
2,649
2,005
192
26
29
228.4
16,261.8
11,106.5
4,926.9
0
1
1
0
2
90
0.022222
1003_2729
3
17
2,197
300
0
451
67
2
1,650
bus+train
3,227
2,497
279
26
186
332.5
17,459.3
14,093.7
3,033.1
0
1
1
0
0
90
0
1003_2729
4
17
1,753
300
0
508
67
2
1,650
bus+train
2,890
2,053
329
26
236
391.3
16,507.2
13,082.8
3,033.1
0
1
1
0
0
90
0
1003_2729
5
17
1,439
600
0
452
137
1
1,650
bus+train
2,890
2,039
399
26
236
475.4
16,750
11,347.8
4,926.9
0
1
1
0
0
90
0
1003_2729
6
17
0
1,650
0
504
236
1
1,550
train_only
2,571
1,650
417
26
155
498.2
14,235.7
0
13,737.5
0
0
1
0
88
90
0.977778
1003_2729
7
17
1,861
300
0
448
67
2
1,650
bus+train
2,979
2,161
370
26
277
442.1
17,182.9
13,707.7
3,033.1
0
1
1
0
0
90
0
1003_2729
8
17
1,547
600
0
392
137
1
1,650
bus+train
2,979
2,147
440
26
277
526.2
17,425.7
11,972.7
4,926.9
0
1
1
0
0
90
0
1003_2729
9
17
1,642
300
0
508
67
2
1,650
bus+train
2,893
1,942
443
26
350
528.4
16,067.9
12,506.4
3,033.1
0
1
1
0
0
90
0
1003_2729
10
17
1,328
600
0
452
137
1
1,650
bus+train
2,893
1,928
513
26
350
612.5
16,310.7
10,771.4
4,926.9
0
1
1
0
0
90
0
1003_2729
11
17
1,405
600
0
430
153
2
1,650
bus+train
2,899
2,005
464
26
285
554.6
16,487.3
11,005.8
4,926.9
0
1
1
0
0
90
0
1003_2729
12
17
2,440
0
0
675
18
1
1,600
bus_only
3,652
2,440
537
168
351
642.4
15,784.1
15,141.8
0
0
1
0
0
0
90
0
1003_2729
13
17
2,161
0
0
652
102
1
1,600
bus_only
3,434
2,161
621
168
351
742.9
15,817.1
15,074.2
0
0
1
0
0
0
90
0
1003_2729
14
17
1,695
300
0
945
57
3
1,650
bus+train
3,396
1,995
456
26
373
544.3
15,868.1
12,290.8
3,033.1
0
1
1
0
0
90
0
1003_2729
15
17
2,106
0
0
749
0
2
1,500
bus_only
3,396
2,106
541
168
373
647
15,392.9
14,745.9
0
0
1
0
0
0
90
0
1003_2729
16
17
2,326
300
0
451
67
2
1,650
bus+train
3,644
2,626
567
26
474
678.1
18,311.2
14,600.1
3,033.1
0
1
1
0
0
90
0
1003_2730
0
14
0
1,710
0
894
50
2
1,650
train_only
2,683
1,710
79
26
3
93.4
17,379.4
0
17,286
0
0
1
0
0
26
0
1003_2730
1
14
0
1,750
0
740
84
2
1,650
train_only
2,603
1,750
113
26
3
134.5
16,579.7
0
16,445.3
0
0
1
0
0
26
0
1003_2730
2
14
0
2,610
0
570
114
1
1,750
train_only
3,323
2,610
143
26
3
169.8
23,010.1
0
22,840.3
0
0
1
0
25
26
1
1003_2730
3
14
1,587
840
0
867
43
1
1,550
bus+train
3,640
2,427
346
26
277
412.9
15,323.8
8,311.4
6,599.5
0
1
1
0
0
26
0
1003_2730
4
14
520
1,300
0
517
37
1
1,650
bus+train
2,683
1,820
346
306
3
414.2
17,015.9
4,093.5
12,508.3
0
1
1
0
0
26
0
1003_2730
5
14
1,726
840
0
867
43
1
1,550
bus+train
3,813
2,566
380
26
311
454.1
15,406.7
8,353.1
6,599.5
0
1
1
0
0
26
0
1003_2730
6
14
1,028
990
0
401
241
1
1,550
bus+train
2,963
2,018
544
26
277
650.7
14,745.7
4,848.7
9,246.4
0
1
1
0
0
26
0
1003_2730
7
14
1,167
990
0
401
241
1
1,550
bus+train
3,136
2,157
578
26
311
691.9
14,828.6
4,890.4
9,246.4
0
1
1
0
0
26
0
1003_2730
8
14
940
990
0
377
212
1
1,550
bus+train
3,001
1,930
694
26
456
830.2
15,685.9
5,609.3
9,246.4
0
1
1
0
0
26
0
1003_2730
9
14
1,518
840
0
867
43
1
1,550
bus+train
3,803
2,358
578
26
509
690.5
15,378.6
8,088.6
6,599.5
0
1
1
0
0
26
0
1003_2730
10
14
679
1,170
0
688
54
2
1,550
bus+train
3,126
1,849
589
26
509
704.5
14,460.9
2,398.9
11,357.5
0
1
1
0
0
26
0
1003_2730
11
14
175
1,470
0
567
211
2
1,550
bus+train
2,910
1,645
698
26
461
834.9
14,408
455.5
13,117.6
0
1
1
0
0
26
0
1003_2730
12
14
106
1,470
0
595
220
2
1,550
bus+train
2,890
1,576
719
26
473
860.1
14,684.2
706.4
13,117.6
0
1
1
0
0
26
0
1003_2730
13
14
959
990
0
401
241
1
1,550
bus+train
3,126
1,949
776
26
509
928.3
14,800.6
4,625.8
9,246.4
0
1
1
0
0
26
0
1003_2731
0
23
1,532
300
0
919
57
1
1,650
bus+train
2,975
1,832
224
26
141
266.3
15,491.1
12,191.7
3,033.1
0
1
1
0
0
28
0
1003_2731
1
23
1,213
180
0
441
124
2
1,550
bus+train
2,158
1,393
324
26
174
386.4
13,330.6
10,303.8
2,640.3
0
1
1
0
0
28
0
1003_2731
2
23
1,021
960
0
574
188
1
1,650
bus+train
2,910
1,981
355
26
141
423.5
16,234.1
8,402.7
7,408
0
1
1
0
27
28
1
1003_2731
3
23
1,587
300
0
859
57
1
1,650
bus+train
3,098
1,887
352
26
269
419.5
16,035.8
12,583.3
3,033.1
0
1
1
0
0
28
0
1003_2731
4
23
517
1,120
0
579
37
1
1,550
bus+train
2,605
1,637
389
306
46
465.5
15,271.5
4,093.5
10,712.6
0
1
1
0
0
28
0
1003_2731
5
23
1,268
180
0
441
124
2
1,550
bus+train
2,308
1,448
419
26
269
499.9
13,835.7
10,695.4
2,640.3
0
1
1
0
0
28
0
1003_2731
6
23
1,581
330
0
758
40
2
1,650
bus+train
3,038
1,911
369
26
303
441.8
17,939.5
13,458
4,039.8
0
1
1
0
0
28
0
1003_2731
7
23
66
1,155
0
548
186
2
1,550
bus+train
2,222
1,221
453
26
241
541.2
14,790.5
653.9
13,595.5
0
1
1
0
0
28
0
1003_2731
8
23
1,413
180
0
486
124
2
1,550
bus+train
2,532
1,593
453
26
303
541.8
15,157.6
11,975.5
2,640.3
0
1
1
0
0
28
0
1003_2731
9
23
681
630
0
554
142
2
1,550
bus+train
2,336
1,311
471
26
303
562.2
15,219.5
6,182.6
8,474.7
0
1
1
0
0
28
0
1003_2731
10
23
1,076
960
0
514
188
1
1,650
bus+train
3,033
2,036
483
26
269
576.7
16,778.9
8,794.2
7,408
0
1
1
0
0
28
0
1003_2731
11
23
1,923
0
0
581
63
1
1,500
bus_only
3,038
1,923
534
168
303
639
15,338.8
14,699.7
0
0
1
0
0
0
28
0
1003_2731
12
23
1,531
330
0
758
40
2
1,650
bus+train
3,075
1,861
456
26
390
545.7
17,886
13,300.6
4,039.8
0
1
1
0
0
28
0
1003_2731
13
23
1,363
180
0
486
124
2
1,550
bus+train
2,569
1,543
540
26
390
645.7
15,104
11,818
2,640.3
0
1
1
0
0
28
0
1003_2731
14
23
631
630
0
554
142
2
1,550
bus+train
2,373
1,261
558
26
390
666.1
15,166
6,025.2
8,474.7
0
1
1
0
0
28
0
1003_2731
15
23
2,014
210
0
709
26
2
1,550
bus+train
3,375
2,224
442
26
390
527.8
13,110.8
11,420.8
1,162.1
0
1
1
0
0
28
0
1003_2731
16
23
2,289
0
0
528
0
1
1,500
bus_only
3,375
2,289
558
168
390
668
13,308.9
12,640.8
0
0
1
0
0
0
28
0
1003_2731
17
23
115
1,155
0
623
186
2
1,550
bus+train
2,474
1,270
581
26
369
694.5
15,014.2
724.2
13,595.5
0
1
1
0
0
28
0
1003_2731
18
23
1,873
0
0
581
63
1
1,500
bus_only
3,075
1,873
621
168
390
742.9
15,285.2
14,542.3
0
0
1
0
0
0
28
0
1003_2731
19
23
80
1,155
0
623
186
2
1,550
bus+train
2,474
1,235
616
26
404
736
14,841.4
509.9
13,595.5
0
1
1
0
0
28
0
1003_2731
20
23
679
630
0
594
142
3
1,550
bus+train
2,538
1,309
635
26
467
759
15,007.8
5,774.2
8,474.7
0
1
1
0
0
28
0
1003_2731
21
23
2,058
210
0
769
26
2
1,550
bus+train
3,627
2,268
590
26
538
705.1
13,568.8
11,701.5
1,162.1
0
1
1
0
0
28
0
1003_2731
22
23
2,333
0
0
588
0
1
1,500
bus_only
3,627
2,333
706
168
538
845.3
13,766.9
12,921.6
0
0
1
0
0
0
28
0
1003_2732
0
7
0
1,440
0
490
0
1
1,550
train_only
2,013
1,440
83
26
57
97.1
14,495.9
0
14,398.8
0
0
1
0
17
17
1
1003_2732
1
7
1,077
450
0
389
134
1
1,550
bus+train
2,251
1,527
335
26
175
400
13,888.4
9,273.8
4,214.6
0
1
1
0
0
17
0
1003_2732
2
7
1,354
300
0
464
57
1
1,550
bus+train
2,312
1,654
194
26
111
230.1
14,579.4
11,316.3
3,033.1
0
1
1
0
0
17
0
1003_2732
3
7
1,328
300
0
464
57
1
1,550
bus+train
2,305
1,628
213
26
130
253.8
14,391.7
11,104.9
3,033.1
0
1
1
0
0
17
0
1003_2732
4
7
1,116
450
0
389
134
1
1,550
bus+train
2,335
1,566
380
26
220
454.1
14,289.8
9,621.1
4,214.6
0
1
1
0
0
17
0
1003_2732
5
7
1,288
300
0
464
57
1
1,550
bus+train
2,665
1,588
613
26
530
733.2
14,515.9
10,749.6
3,033.1
0
1
1
0
0
17
0
1003_2732
6
7
1,139
450
0
389
134
1
1,550
bus+train
2,657
1,589
679
26
519
813
14,915.2
9,887.6
4,214.6
0
1
1
0
0
17
0
1003_2733
0
9
1,217
300
0
634
57
1
1,550
bus+train
2,368
1,517
217
26
134
257.6
13,442.3
10,151.6
3,033.1
0
1
1
0
57
59
0.966102
1003_2733
1
9
300
635
0
510
142
2
1,550
bus+train
1,779
935
334
26
166
397.8
11,343.3
2,470.9
8,474.7
0
1
1
0
2
59
0.033898
1003_2733
2
9
1,439
0
0
383
0
1
1,500
bus_only
2,124
1,439
302
168
134
360.4
11,156.3
10,795.9
0
0
1
0
0
0
59
0
1003_2733
3
9
1,826
300
0
556
57
1
1,550
bus+train
2,923
2,126
241
26
158
287.1
14,600
11,279.9
3,033.1
0
1
1
0
0
59
0
1003_2733
4
9
360
635
0
510
142
2
1,550
bus+train
2,037
995
532
26
364
635.1
12,022.4
2,912.7
8,474.7
0
1
1
0
0
59
0
1003_2733
5
9
1,342
180
0
756
124
1
1,550
bus+train
2,792
1,522
514
26
364
614.7
11,930.1
8,675.1
2,640.3
0
1
1
0
0
59
0
1003_2733
6
9
1,753
300
0
556
57
1
1,550
bus+train
3,272
2,053
663
26
580
793.5
14,700.5
10,873.9
3,033.1
0
1
1
0
0
59
0
1003_2733
7
9
1,611
0
0
736
101
1
1,500
bus_only
3,219
1,611
872
168
603
1,043.3
11,613.6
10,570.3
0
0
1
0
0
0
59
0
1003_2733
8
9
1,537
0
0
586
102
2
1,500
bus_only
2,973
1,537
850
168
580
1,018.1
11,598.7
10,580.5
0
0
1
0
0
0
59
0
1003_2734
0
16
1,423
300
0
418
57
1
1,550
bus+train
2,293
1,723
152
26
69
180.1
12,641
9,427.9
3,033.1
0
1
1
0
0
39
0
1003_2734
1
16
0
1,018
0
780
155
2
1,550
train_only
2,019
1,018
221
26
40
262.4
10,292.6
0
10,030.3
0
0
1
0
0
39
0
1003_2734
2
16
1,433
0
0
362
0
0
1,500
bus_only
2,328
1,433
533
168
365
636.5
10,332.3
9,695.8
0
0
1
0
0
0
39
0
1003_2734
3
16
0
970
0
1,041
103
2
1,550
train_only
2,180
970
169
26
40
200.1
11,297.7
0
11,097.6
0
0
1
0
39
39
1
1003_2734
4
16
1,082
180
0
747
124
1
1,550
bus+train
2,228
1,262
219
26
69
260.5
10,410.4
7,509.6
2,640.3
0
1
1
0
0
39
0
1003_2734
5
16
879
180
0
630
124
1
1,550
bus+train
2,058
1,059
369
26
219
439.8
10,311.1
7,231
2,640.3
0
1
1
0
0
39
0
1003_2734
6
16
1,382
300
0
478
57
1
1,550
bus+train
2,512
1,682
352
26
269
418.7
12,570.7
9,119
3,033.1
0
1
1
0
0
39
0
1003_2734
7
16
1,121
210
0
580
26
1
1,550
bus+train
2,328
1,331
417
26
365
496.3
10,134.2
8,475.8
1,162.1
0
1
1
0
0
39
0
1003_2734
8
16
1,026
300
0
494
57
1
1,550
bus+train
2,268
1,326
448
26
365
533.8
10,807.5
7,240.7
3,033.1
0
1
1
0
0
39
0
1003_2734
9
16
949
180
0
728
124
2
1,550
bus+train
2,256
1,129
399
26
249
476
10,670.2
7,553.9
2,640.3
0
1
1
0
0
39
0
1003_2734
10
16
1,240
210
0
580
26
1
1,550
bus+train
2,528
1,450
498
26
446
594.4
11,045
9,288.5
1,162.1
0
1
1
0
0
39
0
1003_2734
11
16
1,552
0
0
362
0
0
1,500
bus_only
2,509
1,552
595
168
427
711.9
11,220.4
10,508.5
0
0
1
0
0
0
39
0
1003_2734
12
16
1,145
300
0
494
57
1
1,550
bus+train
2,468
1,445
529
26
446
631.9
11,718.3
8,053.4
3,033.1
0
1
1
0
0
39
0
1003_2734
13
16
976
180
0
630
124
1
1,550
bus+train
2,382
1,156
596
26
446
712.3
11,063.4
7,710.7
2,640.3
0
1
1
0
0
39
0
1003_2734
14
16
452
330
0
440
258
1
1,550
bus+train
2,095
782
873
346
269
1,044.1
8,139.9
3,910.3
3,185.6
0
1
1
0
0
39
0
1003_2734
15
16
549
330
0
440
258
1
1,550
bus+train
2,424
879
1,105
346
501
1,323.4
8,899
4,389.9
3,185.6
0
1
1
0
0
39
0
1003_2736
0
6
1,010
330
0
401
40
1
1,550
bus+train
2,062
1,340
321
26
255
382.8
11,697.9
7,275.3
4,039.8
0
1
1
0
0
119
0
1003_2736
1
6
0
635
0
399
103
1
1,550
train_only
1,426
635
392
26
263
466.6
8,941.2
0
8,474.7
0
0
1
0
119
119
1
1003_2736
2
6
2,256
0
0
185
0
0
1,500
bus_only
3,039
2,256
598
343
255
715.7
13,065.6
12,349.9
0
0
1
0
0
0
119
0
1003_2736
3
6
535
510
0
333
10
1
1,550
bus+train
1,832
1,045
454
346
98
542
8,995.4
3,544.4
4,909.1
0
1
1
0
0
119
0
1003_2736
4
6
1,210
0
0
632
49
1
1,500
bus_only
2,535
1,210
693
168
476
830.1
8,082.9
7,252.8
0
0
1
0
0
0
119
0
1003_2736
5
6
860
0
0
264
135
1
1,500
bus_only
2,079
860
955
344
476
1,144.1
7,454
6,309.9
0
0
1
0
0
0
119
0
1003_2737
0
25
1,381
300
0
531
67
2
1,550
bus+train
2,433
1,681
221
26
128
261.1
13,564.2
10,270
3,033.1
0
1
1
0
0
34
0
1003_2737
1
25
522
390
0
444
37
1
1,550
bus+train
1,724
912
368
306
25
439.5
8,532
4,093.5
3,999.1
0
1
1
0
1
34
0.029412
1003_2737
2
25
1,728
0
0
424
0
0
1,500
bus_only
2,622
1,728
470
306
164
561.7
10,537.1
9,975.5
0
0
1
0
0
0
34
0
1003_2737
3
25
1,343
180
0
814
95
1
1,550
bus+train
2,650
1,523
313
26
192
373.5
10,104.1
7,090.3
2,640.3
0
1
1
0
33
34
0.970588
1003_2737
4
25
1,716
0
0
383
26
1
1,500
bus_only
2,435
1,716
336
168
142
400.8
11,685.1
11,284.3
0
0
1
0
0
0
34
0
1003_2737
5
25
1,250
0
0
732
39
2
1,500
bus_only
2,331
1,250
349
168
142
417.2
7,647.6
7,230.4
0
0
1
0
0
0
34
0
1003_2737
6
25
1,340
0
0
559
142
1
1,500
bus_only
2,335
1,340
436
168
126
521.6
6,487.1
5,965.4
0
0
1
0
0
0
34
0