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_2647
6
15
187
1,980
0
514
41
1
1,650
bus+train
3,098
2,167
417
26
350
498.8
17,111.4
1,428.8
15,183.8
0
1
1
0
0
241
0
1003_2647
7
15
486
1,980
0
205
93
1
1,650
bus+train
3,151
2,466
480
26
361
573.2
16,956.8
1,199.8
15,183.8
0
1
1
0
0
241
0
1003_2647
8
15
1,151
1,440
0
330
54
1
1,650
bus+train
3,455
2,591
534
26
454
638.1
17,541.3
6,338.4
10,564.8
0
1
1
0
2
241
0.008368
1003_2647
9
15
624
1,980
0
549
41
1
1,650
bus+train
3,649
2,604
496
26
429
593.5
17,925.8
2,148.5
15,183.8
0
1
1
0
0
241
0
1003_2647
10
15
1,081
1,440
0
330
54
1
1,650
bus+train
3,430
2,521
579
26
499
692.7
17,397.8
6,140.3
10,564.8
0
1
1
0
0
241
0
1003_2647
11
15
420
1,980
0
658
41
1
1,650
bus+train
3,593
2,400
535
26
468
639.9
18,109.2
2,285.6
15,183.8
0
1
1
0
0
241
0
1003_2647
12
15
809
1,980
0
549
41
1
1,650
bus+train
3,853
2,789
515
26
448
616.1
18,750.6
2,950.7
15,183.8
0
1
1
0
0
241
0
1003_2647
13
15
319
1,980
0
514
41
1
1,650
bus+train
3,390
2,299
577
26
510
689.9
18,067.8
2,194
15,183.8
0
1
1
0
0
241
0
1003_2647
14
15
380
1,980
0
718
41
1
1,650
bus+train
3,651
2,360
573
26
506
685.4
17,960.9
2,091.7
15,183.8
0
1
1
0
0
241
0
1003_2648
0
23
0
2,220
0
790
97
1
1,650
train_only
3,140
2,220
130
26
7
154.4
17,634.6
0
17,480.1
0
0
1
0
158
159
0.993711
1003_2648
1
23
380
1,980
0
650
41
2
1,650
bus+train
3,264
2,360
254
26
187
302.8
18,183.3
2,696.7
15,183.8
0
1
1
0
0
159
0
1003_2648
2
23
1,384
1,440
0
830
78
1
1,650
bus+train
3,878
2,824
224
26
120
266.8
18,068.7
7,237
10,564.8
0
1
1
0
0
159
0
1003_2648
3
23
2,282
840
0
567
43
2
1,650
bus+train
3,878
3,122
189
26
120
224.6
19,505.9
12,681.8
6,599.5
0
1
1
0
0
159
0
1003_2648
4
23
505
1,980
0
886
41
1
1,650
bus+train
3,624
2,485
253
26
186
301.8
18,292.6
2,807.1
15,183.8
0
1
1
0
0
159
0
1003_2648
5
23
1,038
1,980
0
733
41
1
1,650
bus+train
3,965
3,018
214
26
147
254.4
19,226.4
3,788.2
15,183.8
0
1
1
0
0
159
0
1003_2648
6
23
870
1,980
0
353
93
1
1,650
bus+train
3,505
2,850
302
26
183
360.1
18,014.7
2,470.8
15,183.8
0
1
1
0
0
159
0
1003_2648
7
23
982
1,980
0
733
41
1
1,650
bus+train
3,929
2,962
234
26
167
278.3
19,090.2
3,628.1
15,183.8
0
1
1
0
0
159
0
1003_2648
8
23
756
1,830
0
783
83
2
1,650
bus+train
3,598
2,586
229
26
120
273
17,926.2
3,939.9
13,713.3
0
1
1
0
0
159
0
1003_2648
9
23
812
1,830
0
783
83
2
1,650
bus+train
3,717
2,642
292
26
183
348.6
18,174.1
4,112.2
13,713.3
0
1
1
0
0
159
0
1003_2648
10
23
2,242
840
0
567
43
2
1,650
bus+train
4,042
3,082
393
26
324
468.8
19,547.7
12,479.4
6,599.5
0
1
1
0
0
159
0
1003_2648
11
23
1,344
1,440
0
830
78
1
1,650
bus+train
4,042
2,784
428
26
324
511
18,110.5
7,034.6
10,564.8
0
1
1
0
0
159
0
1003_2648
12
23
420
1,980
0
826
41
1
1,650
bus+train
3,704
2,400
478
26
411
571.8
18,041.2
2,285.6
15,183.8
0
1
1
0
0
159
0
1003_2648
13
23
1,089
1,980
0
733
41
1
1,650
bus+train
4,229
3,069
427
26
360
510.7
19,697.1
4,002.6
15,183.8
0
1
1
0
0
159
0
1003_2648
14
23
716
1,830
0
783
83
2
1,650
bus+train
3,762
2,546
433
26
324
517.3
17,968
3,737.5
13,713.3
0
1
1
0
0
159
0
1003_2648
15
23
809
1,980
0
733
41
1
1,650
bus+train
4,013
2,789
491
26
424
587
18,721.5
2,950.7
15,183.8
0
1
1
0
0
159
0
1003_2648
16
23
448
1,980
0
650
41
2
1,650
bus+train
3,579
2,428
501
26
434
598.6
18,791.1
3,008.7
15,183.8
0
1
1
0
0
159
0
1003_2648
17
23
380
1,980
0
826
41
1
1,650
bus+train
3,773
2,360
587
26
520
702.4
17,977.9
2,091.7
15,183.8
0
1
1
0
0
159
0
1003_2648
18
23
911
1,980
0
793
41
1
1,650
bus+train
4,230
2,891
546
26
479
652.5
19,184.6
3,348.3
15,183.8
0
1
1
0
0
159
0
1003_2648
19
23
2,203
840
0
567
43
2
1,650
bus+train
4,169
3,043
559
26
490
668.3
19,595.5
12,327.7
6,599.5
0
1
1
0
0
159
0
1003_2648
20
23
1,305
1,440
0
830
78
1
1,650
bus+train
4,169
2,745
594
26
490
710.5
18,158.3
6,882.9
10,564.8
0
1
1
0
0
159
0
1003_2648
21
23
2,142
1,200
0
721
45
2
1,650
bus+train
4,574
3,342
511
26
440
611.1
19,880.5
10,576.7
8,692.7
0
1
1
0
1
159
0.006289
1003_2648
22
23
1,127
1,980
0
733
41
1
1,650
bus+train
4,412
3,107
572
26
505
684.8
20,004.6
4,136
15,183.8
0
1
1
0
0
159
0
1003_2712
0
3
0
2,940
0
258
0
0
1,750
train_only
3,292
2,940
94
26
68
110.7
23,934
0
23,823.3
0
0
1
0
55
55
1
1003_2712
1
3
2,930
0
0
541
0
0
1,700
bus_only
4,719
2,930
1,248
344
904
1,494.7
23,167.7
21,673
0
0
1
0
0
0
55
0
1003_2712
2
3
2,958
0
0
541
0
0
1,700
bus_only
4,851
2,958
1,352
344
1,008
1,620.3
23,512.5
21,892.2
0
0
1
0
0
0
55
0
1003_2713
0
14
0
2,580
0
753
131
1
1,750
train_only
3,497
2,580
164
28
5
194.5
23,217.1
0
23,022.6
0
0
1
0
0
96
0
1003_2713
1
14
2,294
450
0
682
134
2
1,750
bus+train
3,679
2,744
253
26
93
302
20,898.1
16,381.5
4,214.6
0
1
1
0
2
96
1
1003_2713
2
14
3,039
300
0
651
75
2
1,750
bus+train
4,184
3,339
194
26
93
230.3
23,490.7
20,227.4
3,033.1
0
1
1
0
0
96
0
1003_2713
3
14
1,197
1,560
0
1,428
119
1
1,750
bus+train
4,533
2,757
348
28
201
416.6
23,433.7
9,626
13,391.1
0
1
1
0
0
96
0
1003_2713
4
14
57
2,820
0
912
107
1
1,750
bus+train
4,133
2,877
344
26
211
409.3
23,740
621.3
22,709.4
0
1
1
0
0
96
0
1003_2713
5
14
3,221
300
0
849
75
2
1,750
bus+train
4,707
3,521
337
26
236
401.1
24,207.1
20,772.9
3,033.1
0
1
1
0
0
96
0
1003_2713
6
14
3,074
300
0
711
75
2
1,750
bus+train
4,475
3,374
390
26
289
464.6
24,069
20,571.4
3,033.1
0
1
1
0
0
96
0
1003_2713
7
14
2,329
450
0
742
134
2
1,750
bus+train
3,970
2,779
449
26
289
536.3
21,476.5
16,725.6
4,214.6
0
1
1
0
0
96
0
1003_2713
8
14
3,067
300
0
931
75
3
1,750
bus+train
4,690
3,367
392
26
291
467
23,550.1
20,050
3,033.1
0
1
1
0
0
96
0
1003_2713
9
14
3,564
0
0
218
0
1
1,700
bus_only
4,425
3,564
643
344
299
770
24,701.6
23,931.6
0
0
1
0
0
0
96
0
1003_2713
10
14
340
2,220
0
416
264
1
1,750
bus+train
3,679
2,560
703
346
93
841
22,770.6
2,235.9
19,693.7
0
1
1
0
0
96
0
1003_2713
11
14
3,127
300
0
871
75
3
1,750
bus+train
4,844
3,427
546
26
445
653
23,902.2
20,216.1
3,033.1
0
1
1
0
0
96
0
1003_2713
12
14
189
2,820
0
912
107
1
1,750
bus+train
4,599
3,009
678
26
545
811.8
24,772.7
1,251.5
22,709.4
0
1
1
0
0
96
0
1003_2713
13
14
375
2,220
0
476
264
1
1,750
bus+train
3,970
2,595
899
346
289
1,075.4
23,349
2,580
19,693.7
0
1
1
0
0
96
0
1003_2714
0
25
0
2,630
0
418
114
1
1,750
train_only
3,243
2,630
195
26
55
231.2
23,754.9
0
23,523.7
0
0
1
0
102
103
0.990291
1003_2714
1
25
964
1,770
0
315
116
1
1,750
bus+train
3,321
2,734
272
26
130
324.8
23,875.1
8,205.9
15,344.3
0
1
1
0
0
103
0
1003_2714
2
25
277
2,820
0
387
107
1
1,750
bus+train
3,646
3,097
162
26
29
192.5
25,084.8
2,182.9
22,709.4
0
1
1
0
1
103
0.009709
1003_2714
3
25
2,470
450
0
407
134
2
1,750
bus+train
3,640
2,920
313
26
153
373.9
20,459.3
15,870.8
4,214.6
0
1
1
0
0
103
0
1003_2714
4
25
817
2,130
0
352
162
1
1,750
bus+train
3,640
2,947
341
26
153
407
21,887.9
5,276.7
16,204.2
0
1
1
0
0
103
0
1003_2714
5
25
2,585
300
0
853
67
2
1,750
bus+train
4,144
2,885
406
26
313
485
20,710.3
17,192.2
3,033.1
0
1
1
0
0
103
0
1003_2714
6
25
2,407
450
0
407
134
2
1,650
bus+train
3,737
2,857
473
26
313
566.2
20,469.3
15,688.4
4,214.6
0
1
1
0
0
103
0
1003_2714
7
25
1,709
1,200
0
794
102
1
1,750
bus+train
4,144
2,909
441
26
313
527.7
20,801.4
11,580.9
8,692.7
0
1
1
0
0
103
0
1003_2714
8
25
754
2,130
0
352
162
1
1,750
bus+train
3,737
2,884
501
26
313
599.4
21,897.8
5,094.3
16,204.2
0
1
1
0
0
103
0
1003_2714
9
25
236
2,820
0
327
107
1
1,750
bus+train
3,897
3,056
514
26
381
615
25,168.6
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22,709.4
0
1
1
0
0
103
0
1003_2714
10
25
2,575
450
0
407
134
2
1,750
bus+train
4,000
3,025
568
26
408
679.9
21,028.3
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4,214.6
0
1
1
0
0
103
0
1003_2714
11
25
319
2,820
0
387
107
1
1,850
bus+train
4,067
3,139
541
26
408
646.2
25,899.4
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22,709.4
0
1
1
0
0
103
0
1003_2714
12
25
922
2,130
0
352
162
1
1,750
bus+train
4,000
3,052
596
26
408
713
22,456.8
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16,204.2
0
1
1
0
0
103
0
1003_2714
13
25
2,728
300
0
913
67
2
1,750
bus+train
4,502
3,028
561
26
468
671
21,595
17,890.9
3,033.1
0
1
1
0
0
103
0
1003_2714
14
25
1,852
1,200
0
854
102
1
1,750
bus+train
4,502
3,052
596
26
468
713.7
21,686.1
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8,692.7
0
1
1
0
0
103
0
1003_2714
15
25
141
2,220
0
434
94
1
1,750
bus+train
3,548
2,361
753
346
313
901.4
21,456.8
861.8
19,693.7
0
1
1
0
0
103
0
1003_2714
16
25
1,239
2,280
0
786
75
2
1,750
bus+train
4,832
3,519
527
26
426
629.5
22,869.8
4,937.1
17,303.1
0
1
1
0
0
103
0
1003_2714
17
25
2,879
300
0
1,161
75
3
1,750
bus+train
4,882
3,179
542
26
441
648.1
22,356.5
18,675.3
3,033.1
0
1
1
0
0
103
0
1003_2714
18
25
403
2,220
0
692
6
1
1,750
bus+train
4,045
2,623
730
346
378
873.6
21,738.4
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19,693.7
0
1
1
0
0
103
0
1003_2714
19
25
2,327
840
0
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183
2
1,750
bus+train
4,882
3,167
650
26
441
777.6
22,214.2
14,837.1
6,599.5
0
1
1
0
0
103
0
1003_2714
20
25
1,385
2,550
0
730
165
1
1,750
bus+train
5,282
3,935
617
26
426
737.5
23,549.2
3,090.2
19,721.4
0
1
1
0
0
103
0
1003_2714
21
25
568
2,220
0
524
6
1
1,750
bus+train
4,105
2,788
793
346
441
949.6
22,300.4
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19,693.7
0
1
1
0
0
103
0
1003_2714
22
25
1,222
2,550
0
359
249
1
1,750
bus+train
4,832
3,772
701
26
426
838.9
23,549
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19,721.4
0
1
1
0
0
103
0
1003_2714
23
25
722
2,220
0
692
6
1
1,750
bus+train
4,412
2,942
778
346
426
930.8
22,494.9
1,870.4
19,693.7
0
1
1
0
0
103
0
1003_2714
24
25
283
2,340
0
362
130
1
1,750
bus+train
3,870
2,623
885
346
409
1,059.8
23,373
1,574.2
20,738.9
0
1
1
0
0
103
0
1003_2715
0
5
1,554
840
0
754
43
2
1,650
bus+train
3,419
2,394
271
26
202
322.3
19,023.4
12,101.7
6,599.5
0
1
1
0
1
44
0.022727
1003_2715
1
5
0
2,220
0
367
0
0
1,650
train_only
3,250
2,220
663
346
317
792.9
20,486.6
0
19,693.7
0
0
1
0
43
44
0.977273
1003_2715
2
5
149
2,100
0
488
194
1
1,650
bus+train
3,581
2,249
844
346
304
1,010.1
19,934.5
649.3
18,275
0
1
1
0
0
44
0
1003_2715
3
5
1,598
840
0
754
43
2
1,650
bus+train
3,489
2,438
297
26
228
353
19,231.2
12,278.7
6,599.5
0
1
1
0
0
44
0
1003_2715
4
5
1,512
840
0
754
43
2
1,650
bus+train
3,479
2,352
373
26
304
444.8
18,953.3
11,908.9
6,599.5
0
1
1
0
0
44
0
1003_2716
0
25
2,497
300
0
423
75
1
1,750
bus+train
3,454
2,797
234
26
133
278.3
20,435
17,123.7
3,033.1
0
1
1
0
1
101
0.01
1003_2716
1
25
0
2,290
0
494
114
1
1,750
train_only
3,009
2,290
225
26
85
268
20,767.6
0
20,499.7
0
0
1
0
99
101
0.99
1003_2716
2
25
3,011
0
0
618
0
0
1,700
bus_only
4,106
3,011
477
344
133
570.9
21,054.8
20,483.9
0
0
1
0
0
0
101
0
1003_2716
3
25
2,183
300
0
434
75
2
1,650
bus+train
3,119
2,483
202
26
101
240.3
19,072.9
15,799.5
3,033.1
0
1
1
0
0
101
0
1003_2716
4
25
2,463
300
0
423
75
1
1,650
bus+train
3,438
2,763
252
26
151
300
20,218.3
16,885.2
3,033.1
0
1
1
0
0
101
0
1003_2716
5
25
1,718
840
0
331
43
2
1,650
bus+train
3,092
2,558
203
26
134
240.8
19,091.4
12,251.1
6,599.5
0
1
1
0
0
101
0
1003_2716
6
25
2,482
300
0
432
75
2
1,750
bus+train
3,433
2,782
219
26
118
260.6
20,403.4
17,109.7
3,033.1
0
1
1
0
0
101
0
1003_2716
7
25
2,150
300
0
494
75
2
1,650
bus+train
3,289
2,450
345
26
244
411.2
18,976.6
15,532.3
3,033.1
0
1
1
0
0
101
0
1003_2716
8
25
79
2,430
0
401
204
1
1,650
bus+train
3,241
2,509
331
26
101
395
20,145.1
994.8
18,755.3
0
1
1
0
0
101
0
1003_2716
9
25
1,889
1,200
0
422
45
1
1,650
bus+train
3,854
3,089
343
26
272
410.2
19,909.1
10,806.2
8,692.7
0
1
1
0
0
101
0
1003_2716
10
25
805
1,980
0
724
41
1
1,650
bus+train
3,848
2,785
339
26
272
404.8
19,432.1
3,843.5
15,183.8
0
1
1
0
0
101
0
1003_2716
11
25
1,763
840
0
391
43
2
1,650
bus+train
3,415
2,603
421
26
352
501.5
19,562
12,461
6,599.5
0
1
1
0
0
101
0
1003_2716
12
25
2,977
0
0
618
0
0
1,700
bus_only
4,090
2,977
495
344
151
592.7
20,838.1
20,245.5
0
0
1
0
0
0
101
0
1003_2716
13
25
1,690
840
0
720
43
3
1,650
bus+train
3,581
2,530
331
26
262
394.7
19,051
12,056.8
6,599.5
0
1
1
0
0
101
0
1003_2716
14
25
1,992
1,200
0
482
45
1
1,750
bus+train
4,097
3,192
423
26
352
504.8
20,572.2
11,374.7
8,692.7
0
1
1
0
0
101
0
1003_2716
15
25
1,770
840
0
524
43
3
1,650
bus+train
3,503
2,610
369
26
300
440.3
19,590.3
12,550.5
6,599.5
0
1
1
0
0
101
0
1003_2716
16
25
1,676
840
0
391
43
2
1,650
bus+train
3,401
2,516
494
26
425
589.4
19,040.8
11,851.9
6,599.5
0
1
1
0
0
101
0
1003_2716
17
25
1,714
840
0
720
43
3
1,650
bus+train
3,657
2,554
383
26
314
457.3
19,251.8
12,195
6,599.5
0
1
1
0
0
101
0
1003_2716
18
25
404
2,130
0
658
162
1
1,650
bus+train
3,652
2,534
460
26
272
550.2
19,570.3
2,816
16,204.2
0
1
1
0
0
101
0
1003_2716
19
25
1,578
1,200
0
741
102
1
1,650
bus+train
3,999
2,778
480
26
352
573.1
19,136.9
9,871.1
8,692.7
0
1
1
0
0
101
0
1003_2716
20
25
62
2,430
0
597
204
1
1,650
bus+train
3,581
2,492
492
26
262
587.7
20,058.8
715.7
18,755.3
0
1
1
0
0
101
0