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_4115
7
8
557
0
0
462
0
0
1,500
bus_only
1,752
557
733
207
526
878.6
6,259.6
5,381
0
0
1
0
0
0
1,244
0
1003_4115368
0
21
1,353
1,770
0
1,345
82
2
1,850
bus+train
4,577
3,123
109
26
1
129.1
27,737.8
4,936.9
22,671.8
0
1
1
0
4
13
0.307692
1003_4115368
1
21
376
1,999
0
1,507
104
3
1,850
bus+train
4,293
2,375
411
26
281
489.7
27,771
1,778.2
25,503.2
0
1
1
0
0
13
0
1003_4115368
2
21
3,454
630
0
1,121
175
1
1,850
bus+train
5,439
4,084
234
26
33
278.6
25,782.8
20,707.7
4,796.4
0
1
1
0
0
13
0
1003_4115368
3
21
1,320
1,739
0
1,363
56
3
1,850
bus+train
4,547
3,059
125
26
43
148.7
27,609.7
5,524.3
21,936.7
0
1
1
0
0
13
0
1003_4115368
4
21
4,236
300
0
708
76
2
1,850
bus+train
5,389
4,536
145
26
43
171.2
28,609
25,404.7
3,033.1
0
1
1
0
9
13
0.692308
1003_4115368
5
21
811
2,137
0
1,300
210
3
1,850
bus+train
4,527
2,948
279
26
43
333.6
29,500.1
2,241.5
26,925
0
1
1
0
0
13
0
1003_4115368
6
21
280
1,999
0
1,914
104
3
1,850
bus+train
4,521
2,279
328
26
198
390.9
27,197.9
1,303.8
25,503.2
0
1
1
0
0
13
0
1003_4115368
7
21
239
1,999
0
1,914
104
3
1,850
bus+train
4,493
2,238
341
26
211
406.6
27,047.1
1,137.3
25,503.2
0
1
1
0
0
13
0
1003_4115368
8
21
1,491
1,739
0
1,363
56
3
1,850
bus+train
4,994
3,230
401
26
319
479.3
28,191.5
5,775.5
21,936.7
0
1
1
0
0
13
0
1003_4115368
9
21
3,973
300
0
768
76
2
1,850
bus+train
5,549
4,273
508
26
406
605.4
28,640.9
25,002.4
3,033.1
0
1
1
0
0
13
0
1003_4115368
10
21
1,171
1,770
0
1,405
82
2
1,850
bus+train
4,872
2,941
526
26
418
629.4
27,839.8
4,538.6
22,671.8
0
1
1
0
0
13
0
1003_4115368
11
21
3,661
630
0
1,061
175
1
1,850
bus+train
5,872
4,291
520
26
319
622.1
26,377.4
20,958.9
4,796.4
0
1
1
0
0
13
0
1003_4115368
12
21
1,075
1,739
0
1,363
56
3
1,850
bus+train
4,676
2,814
499
26
417
596.7
27,655.4
5,122
21,936.7
0
1
1
0
0
13
0
1003_4115368
13
21
3,191
630
0
1,121
175
1
1,850
bus+train
5,549
3,821
607
26
406
725.6
25,827.5
20,305.4
4,796.4
0
1
1
0
0
13
0
1003_4115368
14
21
957
1,739
0
1,434
95
4
1,850
bus+train
4,668
2,696
538
26
417
643.2
28,514
5,934.1
21,936.7
0
1
1
0
0
13
0
1003_4115368
15
21
578
2,137
0
1,300
210
3
1,850
bus+train
4,668
2,715
653
26
417
781.7
29,545.9
1,839.2
26,925
0
1
1
0
0
13
0
1003_4115368
16
21
4,212
420
0
652
133
2
1,850
bus+train
5,962
4,632
678
26
519
810.2
26,569.2
20,930.3
4,828.7
0
1
1
0
0
13
0
1003_4115368
17
21
180
1,999
0
1,914
104
3
1,850
bus+train
4,742
2,179
649
26
519
775.9
27,148.5
869.4
25,503.2
0
1
1
0
0
13
0
1003_4115368
18
21
352
1,999
0
1,854
104
3
1,850
bus+train
4,845
2,351
640
26
510
765.7
27,911.3
1,642.4
25,503.2
0
1
1
0
0
13
0
1003_4115368
19
21
2,475
619
0
757
265
2
1,850
bus+train
4,706
3,094
855
306
284
1,023.1
28,839.4
19,098.7
8,717.5
0
1
1
0
0
13
0
1003_4115368
20
21
4,459
0
0
676
2
1
1,800
bus_only
5,962
4,459
827
306
519
989.8
27,896.5
26,906.6
0
0
1
0
0
0
13
0
1003_4115369
0
12
930
1,770
0
1,028
82
2
1,850
bus+train
3,836
2,700
108
26
0
128.4
27,101.2
4,300.9
22,671.8
0
1
1
0
34
49
0.693878
1003_4115369
1
12
376
1,999
0
1,087
104
3
1,850
bus+train
3,720
2,375
258
26
128
307.4
27,588.8
1,778.2
25,503.2
0
1
1
0
0
49
0
1003_4115369
2
12
3,419
630
0
382
175
1
1,850
bus+train
4,731
4,049
300
26
99
358.6
26,114
20,958.9
4,796.4
0
1
1
0
0
49
0
1003_4115369
3
12
446
1,999
0
1,147
104
3
1,850
bus+train
3,940
2,445
348
26
218
413.6
28,018.9
2,102.1
25,503.2
0
1
1
0
0
49
0
1003_4115369
4
12
943
1,770
0
1,051
82
3
1,850
bus+train
4,203
2,713
439
26
331
525.2
27,458.6
4,261.6
22,671.8
0
1
1
0
0
49
0
1003_4115369
5
12
3,227
630
0
382
175
1
1,850
bus+train
4,829
3,857
590
26
389
705.7
26,209.9
20,707.7
4,796.4
0
1
1
0
0
49
0
1003_4115369
6
12
1,086
1,770
0
1,088
82
2
1,850
bus+train
4,493
2,856
549
26
441
657.1
28,028.2
4,699.2
22,671.8
0
1
1
0
0
49
0
1003_4115369
7
12
4,937
0
0
217
15
1
1,800
bus_only
5,730
4,937
576
306
255
689
30,040.5
29,351.5
0
0
1
0
0
0
49
0
1003_4115369
8
12
1,207
1,770
0
1,052
82
2
1,850
bus+train
4,599
2,977
570
26
462
682.4
27,579.2
4,225
22,671.8
0
1
1
0
0
49
0
1003_4115369
9
12
542
1,999
0
1,183
104
3
1,850
bus+train
4,301
2,541
577
26
447
690.2
27,693
1,499.7
25,503.2
0
1
1
0
0
49
0
1003_4115369
10
12
1,953
420
0
1,134
399
2
1,850
bus+train
4,255
2,373
748
26
323
894
27,336.6
21,613.9
4,828.7
0
1
1
0
15
49
0.306122
1003_4115369
11
12
1,031
1,770
0
992
82
2
1,850
bus+train
4,455
2,801
662
26
554
792.5
27,439.6
3,975.3
22,671.8
0
1
1
0
0
49
0
1003_4115378
0
12
777
1,770
0
972
82
2
1,850
bus+train
3,628
2,547
109
26
1
129.1
26,582.3
3,781.4
22,671.8
0
1
1
0
3
14
0.214286
1003_4115378
1
12
1,013
1,770
0
589
85
2
1,850
bus+train
3,673
2,783
301
26
190
358.9
27,090.9
4,060.1
22,671.8
0
1
1
0
0
14
0
1003_4115378
2
12
3,617
630
0
326
175
1
1,850
bus+train
4,794
4,247
221
26
20
262.6
26,667.4
21,608.4
4,796.4
0
1
1
0
0
14
0
1003_4115378
3
12
2,930
630
0
480
110
1
1,850
bus+train
4,318
3,560
278
26
142
330.2
25,681.6
20,554.9
4,796.4
0
1
1
0
0
14
0
1003_4115378
4
12
894
1,770
0
996
82
2
1,850
bus+train
4,028
2,664
368
26
260
438.5
26,871.5
3,761.2
22,671.8
0
1
1
0
0
14
0
1003_4115378
5
12
1,865
420
0
895
388
1
1,850
bus+train
3,736
2,285
556
26
142
663.7
26,685.9
21,193.5
4,828.7
0
1
1
0
11
14
0.785714
1003_4115378
6
12
871
1,770
0
649
85
2
1,850
bus+train
3,746
2,641
456
26
345
544.9
26,917.5
3,700.8
22,671.8
0
1
1
0
0
14
0
1003_4115378
7
12
446
1,999
0
1,091
104
3
1,850
bus+train
4,008
2,445
472
26
342
562.5
28,167.8
2,102.1
25,503.2
0
1
1
0
0
14
0
1003_4115378
8
12
1,114
1,770
0
589
85
2
1,850
bus+train
4,065
2,884
592
26
481
709.2
27,732.4
4,351.4
22,671.8
0
1
1
0
0
14
0
1003_4115378
9
12
4,686
0
0
849
14
1
1,800
bus_only
6,219
4,686
684
306
364
818.8
30,202.7
29,383.9
0
0
1
0
0
0
14
0
1003_4115378
10
12
4,919
0
0
909
14
1
1,900
bus_only
6,694
4,919
866
306
546
1,036.4
31,040.2
30,003.7
0
0
1
0
0
0
14
0
1003_4115378
11
12
3,945
0
0
1,395
25
1
1,800
bus_only
6,603
3,945
1,263
306
932
1,513.7
29,325.4
27,811.6
0
0
1
0
0
0
14
0
1003_4115449
0
16
3,210
690
0
445
145
2
3,400
bus+train
4,517
3,900
172
26
1
204.6
33,921.9
28,231.9
5,485.3
0
1
1
0
0
16
0
1003_4115449
1
16
85
3,018
0
965
118
3
2,050
bus+train
4,213
3,103
145
26
1
172
36,682.9
754.4
35,756.6
0
1
1
0
1
16
0.071429
1003_4115449
2
16
3,583
630
0
711
175
1
3,400
bus+train
5,126
4,213
202
26
1
240.3
34,542.9
29,506.1
4,796.4
0
1
1
0
0
16
0
1003_4115449
3
16
3,087
630
0
499
217
2
2,050
bus+train
4,460
3,717
244
26
1
289.4
36,012.1
30,926.3
4,796.4
0
1
1
0
13
16
0.928571
1003_4115449
4
16
3,949
0
0
641
57
1
2,000
bus_only
4,954
3,949
364
306
1
434.9
36,431.8
35,997
0
0
1
0
0
0
16
0
1003_4115449
5
16
325
3,223
0
899
41
3
2,050
bus+train
4,838
3,548
391
26
324
467
38,859.9
1,176.7
37,216.2
0
1
1
0
0
16
0
1003_4115449
6
16
3,322
690
0
573
145
3
3,400
bus+train
5,147
4,012
562
26
391
672.9
34,509.9
28,351.6
5,485.3
0
1
1
0
0
16
0
1003_4115449
7
16
3,420
690
0
573
145
3
3,400
bus+train
5,264
4,110
581
26
410
696
34,959.8
28,778.5
5,485.3
0
1
1
0
0
16
0
1003_4115449
8
16
188
3,018
0
1,542
66
3
2,050
bus+train
5,211
3,206
463
26
371
553.6
37,189.7
879.6
35,756.6
0
1
1
0
0
16
0
1003_4115449
9
16
195
3,223
0
959
41
3
2,050
bus+train
4,905
3,418
528
26
461
631.4
38,355.6
508
37,216.2
0
1
1
0
0
16
0
1003_4115449
10
16
240
3,018
0
1,542
66
3
2,050
bus+train
5,274
3,258
474
26
382
567.4
37,432.5
1,108.6
35,756.6
0
1
1
0
0
16
0
1003_4115449
11
16
3,262
630
0
499
217
2
2,050
bus+train
5,169
3,892
778
26
535
929.9
37,127.3
31,400.9
4,796.4
0
1
1
0
0
16
0
1003_4115449
12
16
208
3,018
0
965
118
3
2,050
bus+train
4,870
3,226
679
26
535
812.5
37,798
1,229
35,756.6
0
1
1
0
0
16
0
1003_4115449
13
16
3,485
690
0
573
145
3
3,400
bus+train
5,481
4,175
733
26
562
877.6
35,408.8
29,045.9
5,485.3
0
1
1
0
0
16
0
1003_4115449
14
16
4,124
0
0
641
57
1
2,000
bus_only
5,663
4,124
898
306
535
1,075.4
37,547
36,471.6
0
0
1
0
0
0
16
0
1003_4115449
15
16
462
3,018
0
1,279
83
3
2,050
bus+train
5,430
3,480
671
26
562
802.4
38,830.6
2,271.6
35,756.6
0
1
1
0
0
16
0
1003_4115997
0
14
833
2,280
0
465
79
1
1,750
bus+train
3,692
3,113
114
26
9
134.8
25,068.8
3,285
21,649
0
1
1
0
18
18
1
1003_4115997
1
14
792
2,280
0
465
79
1
1,750
bus+train
3,802
3,072
265
26
160
316.1
25,113.9
3,148.7
21,649
0
1
1
0
0
18
0
1003_4115997
2
14
888
2,280
0
465
79
1
1,850
bus+train
3,960
3,168
327
26
222
391.4
25,528.9
3,488.4
21,649
0
1
1
0
0
18
0
1003_4115997
3
14
742
2,280
0
766
79
1
1,750
bus+train
4,154
3,022
366
26
261
437.9
24,964.2
2,877.2
21,649
0
1
1
0
0
18
0
1003_4115997
4
14
1,594
300
720
883
169
3
3,950
bus+train+gtx
3,953
2,614
456
26
261
544.8
29,575.7
7,821.5
3,033.1
18,176.4
1
1
1
0
18
0
1003_4115997
5
14
791
2,280
0
516
79
2
3,200
bus+train
3,953
3,071
366
26
261
437.9
24,734.6
2,647.6
21,649
0
1
1
0
0
18
0
1003_4115997
6
14
699
2,280
0
826
79
1
1,750
bus+train
4,229
2,979
424
26
319
506.6
24,884.1
2,728.4
21,649
0
1
1
0
0
18
0
1003_4115997
7
14
724
2,280
0
465
79
1
1,750
bus+train
4,003
3,004
534
26
429
639.4
25,178.4
2,889.9
21,649
0
1
1
0
0
18
0
1003_4115997
8
14
725
2,280
0
282
379
1
3,200
bus+train
3,953
3,005
666
26
261
797.1
25,000.2
2,554
21,649
0
1
1
0
0
18
0
1003_4115997
9
14
982
660
720
1,019
215
3
3,950
bus+train+gtx
4,160
2,362
779
26
538
931.8
30,675.1
4,322.3
7,244.6
18,176.4
1
1
1
0
18
0
1003_4115997
10
14
3,454
630
0
587
114
1
1,750
bus+train
5,374
4,084
703
26
563
841.1
25,124.1
19,486.5
4,796.4
0
1
1
0
0
18
0
1003_4115997
11
14
965
660
720
1,028
217
3
3,950
bus+train+gtx
4,179
2,345
806
26
563
964.9
30,692.7
4,306.8
7,244.6
18,176.4
1
1
1
0
18
0
1003_4115997
12
14
977
660
720
1,034
215
4
3,950
bus+train+gtx
4,182
2,357
791
26
550
947.2
30,585.9
4,217.7
7,244.6
18,176.4
1
1
1
0
18
0
1003_4115997
13
14
313
2,430
0
1,860
104
1
1,850
bus+train
5,248
2,743
645
26
515
772.1
25,862.6
1,711.8
23,378.7
0
1
1
0
0
18
0
1003_4116
0
7
0
390
0
525
103
1
1,550
train_only
1,102
390
187
26
58
222.6
4,872.1
0
4,649.6
0
0
1
0
0
265
0
1003_4116
1
7
0
330
0
358
0
0
1,550
train_only
1,156
330
468
26
442
558.7
4,598.5
0
4,039.8
0
0
1
0
263
265
0.992453
1003_4116
2
7
394
0
0
441
0
0
1,500
bus_only
1,258
394
423
207
216
506.1
4,685.2
4,179.1
0
0
1
0
0
0
265
0
1003_4116
3
7
0
300
0
700
103
1
1,550
train_only
1,176
300
176
26
47
208.2
4,032.7
0
3,824.6
0
0
1
0
2
265
0.007547
1003_4116
4
7
463
120
0
427
103
1
1,550
bus+train
1,413
583
403
26
274
481.6
6,631.6
4,771.6
1,378.4
0
1
1
0
0
265
0
1003_4116
5
7
379
120
0
422
63
1
1,550
bus+train
1,357
499
436
26
347
519.7
6,317.5
4,419.3
1,378.4
0
1
1
0
0
265
0
1003_4116
6
7
339
0
0
441
0
0
1,500
bus_only
1,334
339
554
207
347
663.2
4,453.9
3,790.7
0
0
1
0
0
0
265
0
1003_4116112
0
11
970
1,440
0
459
97
1
1,650
bus+train
2,993
2,410
124
26
1
146.4
17,134.1
1,962.9
15,024.9
0
1
1
0
14
14
1
1003_4116112
1
11
849
1,440
0
459
97
1
1,650
bus+train
3,216
2,289
468
26
345
559.4
17,241.2
1,656.9
15,024.9
0
1
1
0
0
14
0
1003_4116112
2
11
1,058
1,440
0
459
97
1
1,650
bus+train
3,309
2,498
352
26
229
419.4
17,610
2,165.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
3
11
1,168
1,440
0
435
99
1
1,650
bus+train
3,471
2,608
428
26
303
511.8
17,597.4
2,060.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
4
11
1,262
1,440
0
375
99
1
1,650
bus+train
3,541
2,702
464
26
339
555.4
17,848
2,267.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
5
11
1,042
1,440
0
537
99
2
1,650
bus+train
3,447
2,482
428
26
303
511.8
17,597.4
2,060.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
6
11
1,125
1,440
0
477
99
2
1,650
bus+train
3,506
2,565
464
26
339
555.4
17,848
2,267.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
7
11
990
1,440
0
435
99
1
1,650
bus+train
3,433
2,430
568
26
443
679.5
17,468.1
1,763.7
15,024.9
0
1
1
0
0
14
0
1003_4116112
8
11
1,151
1,440
0
519
97
1
1,650
bus+train
3,700
2,591
590
26
467
704.4
18,149.4
2,420
15,024.9
0
1
1
0
0
14
0
1003_4116112
9
11
767
1,440
0
459
97
1
1,650
bus+train
3,309
2,207
643
26
520
769.6
17,295.6
1,501.2
15,024.9
0
1
1
0
0
14
0
1003_4116112
10
11
906
1,440
0
375
99
1
1,650
bus+train
3,407
2,346
686
26
561
821.2
17,474.3
1,628.2
15,024.9
0
1
1
0
0
14
0
1003_4116113
0
9
1,039
1,440
0
666
97
1
1,650
bus+train
3,269
2,479
124
26
1
146.1
17,336.7
2,165.7
15,024.9
0
1
1
0
30
30
1
1003_4116113
1
9
950
1,440
0
666
97
1
1,650
bus+train
3,408
2,390
352
26
229
419.8
17,407.5
1,962.9
15,024.9
0
1
1
0
0
30
0
1003_4116113
2
9
1,135
1,440
0
726
97
1
1,650
bus+train
3,701
2,575
400
26
277
477
17,921.9
2,420
15,024.9
0
1
1
0
0
30
0
1003_4116113
3
9
1,100
1,440
0
575
99
1
1,650
bus+train
3,605
2,540
490
26
365
585.1
17,877.7
2,267.7
15,024.9
0
1
1
0
0
30
0
1003_4116113
4
9
987
1,440
0
659
99
2
1,650
bus+train
3,576
2,427
490
26
365
585.1
17,877.7
2,267.7
15,024.9
0
1
1
0
0
30
0
1003_4116113
5
9
1,011
1,440
0
576
99
1
1,650
bus+train
3,611
2,451
584
26
459
698.9
17,784.4
2,060.7
15,024.9
0
1
1
0
0
30
0