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
1002_4812
4
16
6,910
0
0
309
3
2
1,900
bus_only
7,603
6,910
384
51
330
459.6
34,547.2
34,087.6
0
0
1
0
0
0
27
0
1002_4812
5
16
6,459
0
0
309
3
2
1,900
bus_only
7,206
6,459
438
51
384
524.4
33,752
33,227.6
0
0
1
0
0
0
27
0
1002_4812
6
16
699
3,660
0
1,152
100
2
2,150
bus+train
5,989
4,359
478
62
316
570.8
44,147.5
1,809.3
41,767.4
0
1
1
0
0
27
0
1002_4812
7
16
1,654
3,450
0
1,228
36
2
2,150
bus+train
6,814
5,104
482
62
384
576.6
44,024.1
4,618.7
38,828.9
0
1
1
0
0
27
0
1002_4812
8
16
7,859
0
0
300
3
2
2,000
bus_only
8,695
7,859
536
51
482
642.1
36,241.2
35,599.2
0
0
1
0
0
0
27
0
1002_4812
9
16
6,795
0
0
1,028
3
2
1,900
bus_only
8,406
6,795
583
51
529
698.2
35,641.6
34,943.4
0
0
1
0
0
0
27
0
1002_4812
10
16
1,126
3,840
0
1,167
94
2
2,250
bus+train
6,768
4,966
635
62
479
758.9
46,878.3
2,655.1
43,464.3
0
1
1
0
0
27
0
1002_4812
11
16
733
3,840
0
1,278
94
2
2,250
bus+train
6,536
4,573
685
62
529
819.4
46,017.9
1,734.2
43,464.3
0
1
1
0
0
27
0
1002_4812
12
16
754
3,660
0
1,854
48
2
2,150
bus+train
6,907
4,414
639
62
529
765.1
44,211.2
1,678.6
41,767.4
0
1
1
0
0
27
0
1002_4812
13
16
1,217
3,840
0
1,278
94
2
2,250
bus+train
6,995
5,057
660
62
504
789.8
46,868.4
2,614.3
43,464.3
0
1
1
0
0
27
0
1002_4812
14
16
987
3,660
0
1,204
100
3
2,150
bus+train
6,517
4,647
666
62
504
796.8
44,979.8
2,415.5
41,767.4
0
1
1
0
0
27
0
1002_4812
15
16
735
3,660
0
1,573
100
3
2,150
bus+train
6,612
4,395
644
62
482
770.4
44,507.9
1,970
41,767.4
0
1
1
0
0
27
0
1002_4921
0
13
4,153
0
0
649
4
1
3,100
bus_only
5,047
4,153
245
198
43
292
37,372.1
37,080.1
0
0
1
0
0
0
34
0
1002_4921
1
13
0
3,241
0
968
11
3
2,050
train_only
4,290
3,241
81
62
8
95
38,689.6
0
38,594.7
0
0
1
0
0
34
0
1002_4921
2
13
3,882
0
0
558
57
1
2,000
bus_only
4,956
3,882
516
416
43
617.8
39,548.9
38,931.1
0
0
1
0
0
0
34
0
1002_4921
3
13
0
3,411
0
663
146
2
2,050
train_only
4,290
3,411
216
62
8
255
38,861.6
0
38,606.6
0
0
1
0
34
34
1
1002_4921
4
13
4,430
0
0
946
4
2
3,100
bus_only
5,814
4,430
438
198
236
523.5
37,934.5
37,410.9
0
0
1
0
0
0
34
0
1002_4921
5
13
2,508
1,200
0
481
66
2
2,150
bus+train
4,860
3,708
671
62
543
801.1
40,904.6
28,207.9
11,895.6
0
1
1
0
0
34
0
1002_4921
6
13
4,380
0
0
833
4
2
3,100
bus_only
5,903
4,380
690
198
488
826
38,415.4
37,589.4
0
0
1
0
0
0
34
0
1002_4921
7
13
5,159
0
0
1,119
9
2
2,000
bus_only
6,968
5,159
690
198
483
826.7
37,487.3
36,660.6
0
0
1
0
0
0
34
0
1002_4921
8
13
4,605
0
0
222
264
1
2,000
bus_only
5,777
4,605
950
198
488
1,138.8
38,955.1
37,816.2
0
0
1
0
0
0
34
0
1002_4921
9
13
3,358
720
0
668
305
2
2,050
bus+train
5,601
4,078
855
62
488
1,023.1
39,158.9
30,960
7,175.9
0
1
1
0
0
34
0
1002_4921
10
13
4,082
0
0
558
57
1
2,000
bus_only
5,601
4,082
961
416
488
1,151.8
40,543.8
39,392
0
0
1
0
0
0
34
0
1002_4921
11
13
3,727
0
0
618
57
1
2,000
bus_only
5,367
3,727
1,022
416
549
1,224.7
39,695.6
38,471
0
0
1
0
0
0
34
0
1002_4921
12
13
3,912
720
0
490
305
2
2,050
bus+train
5,972
4,632
850
62
483
1,017.7
38,182.1
29,988.5
7,175.9
0
1
1
0
0
34
0
1002_4923
0
12
0
2,808
0
1,252
11
3
1,950
train_only
4,141
2,808
81
62
8
95.1
34,986.1
0
34,891
0
0
1
0
16
16
1
1002_4923
1
12
444
2,473
0
561
97
2
1,950
bus+train
3,781
2,917
303
198
8
361.1
34,632.3
5,118.8
29,152.4
0
1
1
0
0
16
0
1002_4923
2
12
3,968
0
0
950
4
1
3,000
bus_only
5,283
3,968
365
198
163
435.4
33,640.6
33,205.2
0
0
1
0
0
0
16
0
1002_4923
3
12
4,820
0
0
475
13
2
1,900
bus_only
5,663
4,820
368
198
157
440.2
34,304.5
33,864.4
0
0
1
0
0
0
16
0
1002_4923
4
12
3,304
0
0
612
5
4
3,000
bus_only
4,312
3,304
396
184
207
472.5
33,565.2
33,092.7
0
0
1
0
0
0
16
0
1002_4923
5
12
4,433
0
0
569
126
1
1,900
bus_only
5,483
4,433
481
198
157
575.3
35,051
34,475.7
0
0
1
0
0
0
16
0
1002_4923
6
12
2,517
1,308
0
895
77
1
2,050
bus+train
5,221
3,825
501
416
8
599.1
37,347.1
20,021.1
16,726.9
0
1
1
0
0
16
0
1002_4923
7
12
2,574
630
0
567
184
3
3,400
bus+train
4,312
3,204
541
150
207
646.6
32,839.6
26,514.5
5,678.5
0
1
1
0
0
16
0
1002_4923
8
12
5,028
0
0
316
13
2
1,900
bus_only
5,939
5,028
595
198
384
712.9
34,629.5
33,916.6
0
0
1
0
0
0
16
0
1002_4923
9
12
4,614
0
0
653
141
1
1,900
bus_only
5,990
4,614
723
198
384
865.5
33,694.3
32,828.7
0
0
1
0
0
0
16
0
1002_4923
10
12
4,093
0
0
1,425
4
2
3,000
bus_only
6,280
4,093
762
198
560
913.1
34,432.9
33,519.8
0
0
1
0
0
0
16
0
1002_4923
11
12
4,745
0
0
653
141
1
1,900
bus_only
6,297
4,745
899
198
560
1,077.5
34,164.8
33,087.3
0
0
1
0
0
0
16
0
1002_4926
0
19
404
1,977
0
874
97
3
1,850
bus+train
3,408
2,381
153
51
5
181.1
27,901
5,155
22,564.9
0
1
1
0
0
34
0.052632
1002_4926
1
19
2,197
0
0
417
265
3
1,800
bus_only
3,303
2,197
689
51
373
824.6
27,095.8
26,271.2
0
0
1
0
0
0
34
0.052632
1002_4926
2
19
2,472
757
0
521
77
1
1,950
bus+train
4,248
3,229
498
416
5
596.1
30,756.5
20,021.1
10,139.3
0
1
1
0
0
34
0.052632
1002_4926
3
19
410
1,977
0
720
97
2
1,850
bus+train
3,408
2,387
301
199
5
358.6
27,748.1
4,824.6
22,564.9
0
1
1
0
0
34
0.052632
1002_4926
4
19
2,096
190
0
649
182
3
1,850
bus+train
3,385
2,286
450
51
217
537.9
26,722.9
23,877.9
2,307.1
0
1
1
0
0
34
0.052632
1002_4926
5
19
3,151
0
0
873
9
3
1,800
bus_only
4,366
3,151
342
51
282
406.9
27,669.1
27,262.3
0
0
1
0
0
0
34
0.052632
1002_4926
6
19
3,286
0
0
873
9
3
1,800
bus_only
4,489
3,286
330
51
270
393.8
28,003.3
27,609.5
0
0
1
0
0
0
34
0.052632
1002_4926
7
19
2,389
0
0
477
265
3
1,800
bus_only
3,366
2,389
500
51
184
596.7
27,409.6
26,812.9
0
0
1
0
0
0
34
0.052632
1002_4926
8
19
3,338
0
0
1,397
16
2
1,800
bus_only
5,084
3,338
349
51
282
415.8
27,956.3
27,540.5
0
0
1
0
0
0
34
0.052632
1002_4926
9
19
3,472
0
0
1,397
16
2
1,800
bus_only
5,206
3,472
337
51
270
402.7
28,290.5
27,887.8
0
0
1
0
0
0
34
0.052632
1002_4926
10
19
2,294
190
0
649
182
3
1,850
bus+train
3,636
2,484
503
51
270
601.8
27,134.1
24,225.1
2,307.1
0
1
1
0
0
34
0.052632
1002_4926
11
19
3,157
0
0
719
9
2
1,800
bus_only
4,366
3,157
490
199
282
584.4
27,516.2
26,931.9
0
0
1
0
0
0
34
0.052632
1002_4926
12
19
3,292
0
0
719
9
2
1,800
bus_only
4,489
3,292
478
199
270
571.3
27,850.4
27,279.1
0
0
1
0
0
0
34
0.052632
1002_4926
13
19
2,102
190
0
495
182
2
1,850
bus+train
3,450
2,292
663
199
282
792.4
26,647
23,547.5
2,307.1
0
1
1
0
0
34
0.052632
1002_4926
14
19
2,300
190
0
435
182
2
1,850
bus+train
3,587
2,490
662
199
281
793.1
26,994.9
23,894.7
2,307.1
0
1
1
0
0
34
0.052632
1002_4926
15
19
4,579
0
0
596
11
1
1,800
bus_only
5,727
4,579
552
198
343
660.2
28,482.7
27,822.5
0
0
1
0
0
0
34
0.052632
1002_4926
16
19
4,481
0
0
379
166
2
1,800
bus_only
5,407
4,481
547
38
343
654.5
29,997.3
29,342.8
0
0
1
0
0
0
34
0.052632
1002_4926
17
19
2,833
0
0
1,068
259
2
1,800
bus_only
4,577
2,833
676
51
366
809.2
28,344.7
27,535.5
0
0
1
0
0
0
34
0.052632
1002_4926
18
19
3,160
0
0
312
57
1
1,800
bus_only
4,288
3,160
816
416
343
977.7
29,729.2
28,751.5
0
0
1
0
0
0
34
0.052632
1002_4927
0
11
415
1,829
0
666
97
3
1,850
bus+train
3,064
2,244
154
51
6
182
26,480
5,155
21,143.1
0
1
1
0
0
28
0.090909
1002_4927
1
11
462
1,829
0
472
97
2
1,850
bus+train
3,064
2,291
301
198
6
358.9
26,620.8
5,118.8
21,143.1
0
1
1
0
0
28
0.090909
1002_4927
2
11
2,533
619
0
493
77
1
1,850
bus+train
4,144
3,152
499
416
6
596.9
29,335.5
20,021.1
8,717.5
0
1
1
0
0
28
0.090909
1002_4927
3
11
4,140
0
0
376
16
2
1,800
bus_only
4,713
4,140
197
51
130
235
26,503.1
26,268.1
0
0
1
0
0
0
28
0.090909
1002_4927
4
11
2,678
0
0
629
96
2
1,800
bus_only
3,595
2,678
288
51
141
342.1
26,996
26,653.9
0
0
1
0
0
0
28
0.090909
1002_4927
5
11
5,450
0
0
258
127
1
1,900
bus_only
6,035
5,450
327
51
149
390.9
34,303
33,912.2
0
0
1
0
0
0
28
0.090909
1002_4927
6
11
2,818
0
0
328
259
1
1,800
bus_only
3,753
2,818
607
198
150
726.8
26,965.2
26,238.4
0
0
1
0
0
0
28
0.090909
1002_4927
7
11
3,720
0
0
1,372
4
1
1,800
bus_only
5,471
3,720
379
198
177
453.1
25,712
25,258.9
0
0
1
0
0
0
28
0.090909
1002_4927
8
11
3,813
0
0
377
195
1
1,800
bus_only
4,713
3,813
523
198
130
626.3
26,948.7
26,322.5
0
0
1
0
0
0
28
0.090909
1002_4927
9
11
4,273
0
0
436
16
2
1,800
bus_only
5,266
4,273
557
51
490
666.7
27,310.5
26,643.8
0
0
1
0
0
0
28
0.090909
1002_4927
10
11
3,946
0
0
437
195
1
1,800
bus_only
5,266
3,946
883
198
490
1,058
27,756.2
26,698.2
0
0
1
0
0
0
28
0.090909
1002_4928
0
10
2,193
359
0
720
77
3
1,750
bus+train
3,392
2,552
120
38
5
141.8
24,670.7
19,377.8
5,151.1
0
1
1
0
0
17
0
1002_4928
1
10
0
2,004
0
1,175
146
2
1,750
train_only
3,392
2,004
213
62
5
252.3
23,579.4
0
23,327.1
0
0
1
0
17
17
1
1002_4928
2
10
3,503
0
0
407
11
1
1,700
bus_only
4,170
3,503
260
199
50
309.5
23,185.4
22,875.9
0
0
1
0
0
0
17
0
1002_4928
3
10
4,563
0
0
343
34
3
1,900
bus_only
5,368
4,563
462
38
390
552.8
35,166.3
34,613.6
0
0
1
0
0
0
17
0
1002_4928
4
10
2,383
359
0
512
77
1
1,850
bus+train
3,752
2,742
498
416
5
596.2
25,768.4
20,021.1
5,151.1
0
1
1
0
0
17
0
1002_4928
5
10
3,548
0
0
620
11
2
1,700
bus_only
4,768
3,548
600
199
390
717.5
23,891.3
23,173.8
0
0
1
0
0
0
17
0
1002_4928
6
10
4,592
0
0
343
34
3
1,900
bus_only
5,480
4,592
545
38
473
652.4
35,388.7
34,736.3
0
0
1
0
0
0
17
0
1002_4928
7
10
3,577
0
0
620
11
2
1,700
bus_only
4,880
3,577
683
199
473
817.1
24,113.7
23,296.6
0
0
1
0
0
0
17
0
1002_4928
8
10
3,729
0
0
199
34
1
1,800
bus_only
4,768
3,729
840
416
390
1,007.2
29,692.6
28,685.4
0
0
1
0
0
0
17
0
1002_4928
9
10
3,758
0
0
199
34
1
1,800
bus_only
4,880
3,758
923
416
473
1,106.8
29,915
28,808.2
0
0
1
0
0
0
17
0
1002_70041
0
11
1,884
0
0
517
0
2
1,500
bus_only
2,440
1,884
39
38
1
45.2
12,135.7
12,090.5
0
0
1
0
0
0
14
0
1002_70041
1
11
0
1,770
0
197
0
1
1,650
train_only
2,231
1,770
264
62
202
315.2
16,228
0
15,912.9
0
0
1
0
0
14
0
1002_70041
2
11
2,260
0
0
512
31
1
1,500
bus_only
2,842
2,260
70
38
1
81.8
13,305.9
13,224.1
0
0
1
0
0
0
14
0
1002_70041
3
11
858
1,050
0
377
45
1
1,550
bus+train
2,393
1,908
108
62
1
127.7
12,374.3
4,932.3
7,314.3
0
1
1
0
1
14
0.071429
1002_70041
4
11
508
1,290
0
423
78
1
1,550
bus+train
2,362
1,798
141
62
1
166.7
12,371.7
3,018.6
9,186.4
0
1
1
0
13
14
0.928571
1002_70041
5
11
518
1,290
0
646
78
1
1,550
bus+train
2,820
1,808
366
62
226
436.5
12,471.4
2,848.6
9,186.4
0
1
1
0
0
14
0
1002_70041
6
11
848
1,050
0
493
45
1
1,550
bus+train
2,781
1,898
390
62
283
466.1
12,490.7
4,710.4
7,314.3
0
1
1
0
0
14
0
1002_70041
7
11
564
1,290
0
646
78
1
1,550
bus+train
2,993
1,854
493
62
353
588.9
12,809.8
3,034.5
9,186.4
0
1
1
0
0
14
0
1002_70041
8
11
927
1,050
0
493
45
1
1,550
bus+train
3,059
1,977
589
62
482
704.9
13,387.1
5,367.9
7,314.3
0
1
1
0
0
14
0
1002_70041
9
11
883
1,050
0
553
45
1
1,550
bus+train
3,130
1,933
644
62
537
770.2
13,132.2
5,047.8
7,314.3
0
1
1
0
0
14
0
1002_70041
10
11
641
1,290
0
646
78
1
1,550
bus+train
3,253
1,931
676
62
536
808.4
13,215.4
3,220.5
9,186.4
0
1
1
0
0
14
0
1002_70803
0
11
1,512
0
0
465
39
2
1,500
bus_only
2,067
1,512
90
51
0
106.3
12,097.3
11,991
0
0
1
0
0
0
15
0
1002_70803
1
11
724
720
0
387
213
1
1,550
bus+train
2,106
1,444
275
62
0
328.4
11,832.3
4,328.1
7,175.9
0
1
1
0
2
15
0.133333
1002_70803
2
11
838
570
0
732
115
1
1,550
bus+train
2,317
1,408
177
62
0
210.5
11,617.5
5,199.9
6,207.1
0
1
1
0
13
15
0.866667
1002_70803
3
11
1,556
0
0
465
39
2
1,500
bus_only
2,408
1,556
387
51
297
461.7
12,715.9
12,254.2
0
0
1
0
0
0
15
0
1002_70803
4
11
882
570
0
732
115
1
1,550
bus+train
2,658
1,452
474
62
297
565.8
12,236.1
5,463.2
6,207.1
0
1
1
0
0
15
0
1002_70803
5
11
1,477
0
0
525
39
2
1,500
bus_only
2,524
1,477
522
51
432
623.7
12,220.3
11,596.6
0
0
1
0
0
0
15
0
1002_70803
6
11
803
570
0
792
115
1
1,550
bus+train
2,774
1,373
609
62
432
727.8
11,740.5
4,805.6
6,207.1
0
1
1
0
0
15
0
1002_70803
7
11
2,321
0
0
1,100
39
2
1,600
bus_only
3,875
2,321
454
51
364
542.8
15,836.5
15,293.7
0
0
1
0
0
0
15
0
1002_70803
8
11
689
720
0
447
213
1
1,550
bus+train
2,563
1,409
707
62
432
845.7
11,955.3
3,933.7
7,175.9
0
1
1
0
0
15
0
1002_70803
9
11
1,943
0
0
884
0
2
1,500
bus_only
3,405
1,943
578
51
527
692.9
13,355.2
12,662.3
0
0
1
0
0
0
15
0
1002_70803
10
11
930
720
0
387
213
1
1,550
bus+train
2,839
1,650
802
62
527
960.7
12,933.1
4,796.5
7,175.9
0
1
1
0
0
15
0
1002_72535
0
19
1,419
0
0
638
0
2
1,500
bus_only
2,109
1,419
52
38
14
60.3
9,755.3
9,695
0
0
1
0
0
0
15
0