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_4100995
14
20
1,042
1,770
0
605
99
2
1,650
bus+train
4,065
2,812
648
62
487
776
19,432
2,060.7
16,595.3
0
1
1
0
0
20
0
1002_4100995
15
20
970
1,770
0
587
97
1
1,650
bus+train
4,047
2,740
720
62
561
861.7
19,420
1,962.9
16,595.3
0
1
1
0
0
20
0
1002_4100995
16
20
2,177
1,650
0
1,085
31
2
1,650
bus+train
5,469
3,827
557
62
464
665.1
19,735.1
3,824.9
15,245.1
0
1
1
0
0
20
0
1002_4100995
17
20
1,721
1,770
0
790
140
2
1,650
bus+train
4,947
3,491
666
62
464
796.6
19,687
2,295
16,595.3
0
1
1
0
0
20
0
1002_4100995
18
20
2,142
1,650
0
1,025
31
2
1,650
bus+train
5,425
3,792
608
62
515
727.5
19,627.3
3,654.6
15,245.1
0
1
1
0
0
20
0
1002_4100995
19
20
1,686
1,770
0
730
140
2
1,650
bus+train
4,903
3,456
717
62
515
859
19,579.1
2,124.7
16,595.3
0
1
1
0
0
20
0
1002_4100998
0
25
1,140
1,650
0
608
31
1
1,650
bus+train
3,492
2,790
94
62
1
110.2
18,009.8
2,654.4
15,245.1
0
1
1
0
0
17
0
1002_4100998
1
25
405
1,560
0
703
97
2
1,650
bus+train
3,236
1,965
568
62
409
678.5
17,961.3
879.5
16,403.3
0
1
1
0
0
17
0
1002_4100998
2
25
742
1,770
0
733
99
1
1,650
bus+train
3,407
2,512
162
62
1
192.2
18,177.3
1,389.8
16,595.3
0
1
1
0
2
17
0.117647
1002_4100998
3
25
865
1,560
0
690
99
2
1,650
bus+train
3,277
2,425
162
62
1
192.2
17,985.3
1,389.8
16,403.3
0
1
1
0
15
17
0.882353
1002_4100998
4
25
1,494
1,650
0
887
31
1
1,650
bus+train
4,302
3,144
271
62
178
322.4
18,667.2
3,099.7
15,245.1
0
1
1
0
0
17
0
1002_4100998
5
25
1,223
1,650
0
608
31
1
1,650
bus+train
3,843
2,873
362
62
269
432.1
18,570.2
2,892.9
15,245.1
0
1
1
0
0
17
0
1002_4100998
6
25
636
1,770
0
733
99
1
1,650
bus+train
3,533
2,406
394
62
233
471.1
18,248.9
1,182.4
16,595.3
0
1
1
0
0
17
0
1002_4100998
7
25
786
1,770
0
829
140
1
1,650
bus+train
3,765
2,556
380
62
178
453.9
18,619
1,569.8
16,595.3
0
1
1
0
0
17
0
1002_4100998
8
25
744
1,560
0
690
99
2
1,650
bus+train
3,388
2,304
394
62
233
471.1
18,056.9
1,182.4
16,403.3
0
1
1
0
0
17
0
1002_4100998
9
25
904
1,770
0
733
99
1
1,650
bus+train
3,837
2,674
430
62
269
514.1
18,737.7
1,628.2
16,595.3
0
1
1
0
0
17
0
1002_4100998
10
25
1,112
1,650
0
822
31
1
1,650
bus+train
3,999
2,762
415
62
322
495.5
18,248.2
2,507.5
15,245.1
0
1
1
0
0
17
0
1002_4100998
11
25
589
1,560
0
767
97
3
1,650
bus+train
3,324
2,149
408
62
249
485.6
18,114.2
1,225.2
16,403.3
0
1
1
0
0
17
0
1002_4100998
12
25
583
1,770
0
854
97
1
1,650
bus+train
3,688
2,353
481
62
322
574.5
18,494.8
1,324.9
16,595.3
0
1
1
0
0
17
0
1002_4100998
13
25
843
1,770
0
775
99
2
1,650
bus+train
3,818
2,613
430
62
269
514.1
18,737.7
1,628.2
16,595.3
0
1
1
0
0
17
0
1002_4100998
14
25
1,306
1,650
0
608
31
1
1,650
bus+train
4,077
2,956
513
62
420
612.9
18,886.4
3,028.3
15,245.1
0
1
1
0
0
17
0
1002_4100998
15
25
441
1,770
0
793
99
1
1,650
bus+train
3,590
2,211
586
62
425
700.3
18,256.5
960.8
16,595.3
0
1
1
0
0
17
0
1002_4100998
16
25
1,641
1,650
0
947
31
1
1,650
bus+train
4,731
3,291
493
62
400
587.9
19,240.6
3,407.5
15,245.1
0
1
1
0
0
17
0
1002_4100998
17
25
981
1,770
0
733
99
1
1,650
bus+train
4,065
2,751
581
62
420
694.9
19,053.9
1,763.7
16,595.3
0
1
1
0
0
17
0
1002_4100998
18
25
933
1,770
0
889
140
1
1,650
bus+train
4,194
2,703
602
62
400
719.4
19,192.4
1,877.7
16,595.3
0
1
1
0
0
17
0
1002_4100998
19
25
980
1,650
0
882
31
1
1,650
bus+train
4,133
2,630
621
62
528
742.6
18,129.7
2,142
15,245.1
0
1
1
0
0
17
0
1002_4100998
20
25
575
1,560
0
690
99
2
1,650
bus+train
3,469
2,135
644
62
483
770.3
18,134.4
960.8
16,403.3
0
1
1
0
0
17
0
1002_4100998
21
25
914
1,770
0
775
99
2
1,650
bus+train
4,040
2,684
581
62
420
694.9
19,053.9
1,763.7
16,595.3
0
1
1
0
0
17
0
1002_4100998
22
25
405
1,770
0
853
97
1
1,650
bus+train
3,729
2,175
701
62
542
838.2
18,313
879.5
16,595.3
0
1
1
0
0
17
0
1002_4100998
23
25
308
1,770
0
745
140
1
1,650
bus+train
3,567
2,078
744
62
542
890.7
18,312
826
16,595.3
0
1
1
0
0
17
0
1002_4100998
24
25
472
1,770
0
952
97
1
1,650
bus+train
3,900
2,242
706
62
547
844
18,299
859.6
16,595.3
0
1
1
0
0
17
0
1002_4102
0
13
0
1,665
0
876
103
1
1,650
train_only
2,732
1,665
191
62
26
226.1
18,402.1
0
18,176
0
0
1
0
43
43
1
1002_4102
1
13
0
1,470
0
407
297
1
1,650
train_only
2,286
1,470
409
62
50
487.9
18,895.9
0
18,408
0
0
1
0
0
43
0
1002_4102
2
13
2,572
0
0
496
0
0
1,700
bus_only
3,598
2,572
530
416
114
635.8
20,657
20,021.1
0
0
1
0
0
0
43
0
1002_4102
3
13
1,647
570
0
406
115
1
1,650
bus+train
2,914
2,217
291
62
114
347.3
19,166.7
12,612.3
6,207.1
0
1
1
0
0
43
0
1002_4102
4
13
466
1,600
0
416
56
1
1,650
bus+train
2,814
2,066
332
198
78
396.7
19,447.1
5,118.8
13,931.6
0
1
1
0
0
43
0
1002_4102
5
13
1,867
570
0
406
115
1
1,650
bus+train
3,340
2,437
497
62
320
593.6
20,158.4
13,357.6
6,207.1
0
1
1
0
0
43
0
1002_4102
6
13
1,877
570
0
597
115
2
1,650
bus+train
3,561
2,447
517
62
340
617.1
20,371.9
13,547.7
6,207.1
0
1
1
0
0
43
0
1002_4102
7
13
1,819
570
0
466
115
1
1,650
bus+train
3,458
2,389
603
62
426
720.7
19,907.4
12,979.6
6,207.1
0
1
1
0
0
43
0
1002_4102
8
13
1,966
570
0
466
115
1
1,750
bus+train
3,648
2,536
646
62
469
772
21,016.4
14,037.2
6,207.1
0
1
1
0
0
43
0
1002_4102
9
13
2,792
0
0
496
0
0
1,700
bus_only
4,024
2,792
736
416
320
882.2
21,648.7
20,766.4
0
0
1
0
0
0
43
0
1002_4102
10
13
1,955
570
0
500
115
2
1,750
bus+train
3,658
2,525
633
62
456
757
20,945.3
13,981.2
6,207.1
0
1
1
0
0
43
0
1002_4102
11
13
2,744
0
0
556
0
0
1,700
bus_only
4,142
2,744
842
416
426
1,009.2
21,397.7
20,388.4
0
0
1
0
0
0
43
0
1002_4102
12
13
2,891
0
0
556
0
0
1,700
bus_only
4,335
2,891
888
416
472
1,064.9
22,510.9
21,446
0
0
1
0
0
0
43
0
1002_4103
0
15
410
1,715
0
272
54
2
1,650
bus+train
2,509
2,125
112
51
7
132.5
17,345.8
5,155
12,058.3
0
1
1
0
0
20
0
1002_4103
1
15
410
1,440
0
275
56
2
1,650
bus+train
2,574
1,850
449
51
342
537.5
18,674.5
5,155
12,982
0
1
1
0
0
20
0
1002_4103
2
15
2,913
0
0
118
0
0
1,700
bus_only
3,476
2,913
445
416
29
532.7
22,801.2
22,268.5
0
0
1
0
0
0
20
0
1002_4103
3
15
0
2,305
0
522
103
1
1,650
train_only
2,999
2,305
172
62
7
203.5
18,074
0
17,870.5
0
0
1
0
20
20
1
1002_4103
4
15
2,809
0
0
214
133
1
1,700
bus_only
3,236
2,809
213
51
29
253.6
22,888.1
22,634.5
0
0
1
0
0
0
20
0
1002_4103
5
15
2,738
0
0
154
133
1
1,700
bus_only
3,329
2,738
437
51
253
523.5
22,903.1
22,379.6
0
0
1
0
0
0
20
0
1002_4103
6
15
2,536
0
0
421
39
2
1,700
bus_only
3,342
2,536
385
51
295
460.1
21,041.3
20,581.1
0
0
1
0
0
0
20
0
1002_4103
7
15
2,710
0
0
154
133
1
1,700
bus_only
3,348
2,710
484
51
300
579
22,891.7
22,312.7
0
0
1
0
0
0
20
0
1002_4103
8
15
2,447
0
0
211
49
1
1,600
bus_only
3,186
2,447
528
184
295
631.4
20,114
19,482.6
0
0
1
0
0
0
20
0
1002_4103
9
15
2,417
0
0
118
0
0
1,600
bus_only
3,180
2,417
645
416
229
772.2
20,085.7
19,313.5
0
0
1
0
0
0
20
0
1002_4103
10
15
2,841
0
0
154
133
1
1,700
bus_only
3,550
2,841
555
51
371
664.2
23,601.4
22,937.2
0
0
1
0
0
0
20
0
1002_4103
11
15
2,842
0
0
58
0
0
1,700
bus_only
3,569
2,842
669
416
253
802.6
22,816.3
22,013.6
0
0
1
0
0
0
20
0
1002_4103
12
15
438
1,440
0
850
56
1
1,650
bus+train
3,324
1,878
596
198
342
714.4
18,815.2
5,118.8
12,982
0
1
1
0
0
20
0
1002_4103
13
15
0
1,890
0
362
278
1
1,650
train_only
2,934
1,890
682
62
342
815.9
19,060.2
0
18,244.3
0
0
1
0
0
20
0
1002_4103
14
15
2,942
0
0
58
0
0
1,700
bus_only
3,797
2,942
797
416
381
955.6
23,540.2
22,584.6
0
0
1
0
0
0
20
0
1002_4104
0
21
0
1,505
0
915
103
2
1,650
train_only
2,625
1,505
205
62
40
242.8
17,036.8
0
16,794
0
0
1
0
1
47
0.021277
1002_4104
1
21
2,181
0
0
463
62
3
1,600
bus_only
2,925
2,181
281
51
168
334.2
19,774
19,439.8
0
0
1
0
0
0
47
0
1002_4104
2
21
2,958
0
0
489
0
0
1,700
bus_only
4,261
2,958
814
416
398
974.9
23,559.6
22,584.6
0
0
1
0
0
0
47
0
1002_4104
3
21
0
2,170
0
930
103
1
1,650
train_only
3,305
2,170
205
62
40
242.8
17,441.1
0
17,198.4
0
0
1
0
46
47
0.978723
1002_4104
4
21
2,728
0
0
712
39
2
1,600
bus_only
3,659
2,728
219
51
129
260.9
19,863
19,602.2
0
0
1
0
0
0
47
0
1002_4104
5
21
2,701
0
0
712
39
2
1,600
bus_only
3,695
2,701
282
51
192
336.2
19,676.2
19,340
0
0
1
0
0
0
47
0
1002_4104
6
21
2,221
0
0
463
62
3
1,600
bus_only
3,049
2,221
365
51
252
435.2
20,245.2
19,810
0
0
1
0
0
0
47
0
1002_4104
7
21
2,084
720
0
451
213
1
1,650
bus+train
3,659
2,804
404
62
129
482.9
20,199.8
12,541
7,175.9
0
1
1
0
0
47
0
1002_4104
8
21
2,057
720
0
451
213
1
1,650
bus+train
3,695
2,777
467
62
192
558.2
20,012.9
12,278.8
7,175.9
0
1
1
0
0
47
0
1002_4104
9
21
2,775
0
0
636
39
3
1,700
bus_only
3,785
2,775
374
51
284
446.3
20,944.5
20,498.2
0
0
1
0
0
0
47
0
1002_4104
10
21
2,165
0
0
459
39
2
1,600
bus_only
3,182
2,165
558
51
468
667.2
19,937
19,269.8
0
0
1
0
0
0
47
0
1002_4104
11
21
2,987
0
0
417
0
2
1,600
bus_only
3,887
2,987
483
199
284
578
19,336.8
18,758.7
0
0
1
0
0
0
47
0
1002_4104
12
21
2,219
0
0
459
39
2
1,600
bus_only
3,280
2,219
602
51
512
720.3
20,407.2
19,686.9
0
0
1
0
0
0
47
0
1002_4104
13
21
2,182
0
0
699
39
3
1,600
bus_only
3,392
2,182
511
51
421
610.7
20,116.8
19,506.2
0
0
1
0
0
0
47
0
1002_4104
14
21
2,883
0
0
412
133
1
1,700
bus_only
3,947
2,883
652
51
468
780.8
23,718
22,937.2
0
0
1
0
0
0
47
0
1002_4104
15
21
2,153
0
0
525
39
3
1,600
bus_only
3,289
2,153
611
51
521
730.4
20,013.6
19,283.2
0
0
1
0
0
0
47
0
1002_4104
16
21
2,937
0
0
412
133
1
1,700
bus_only
4,045
2,937
696
51
512
833.9
24,188.2
23,354.3
0
0
1
0
0
0
47
0
1002_4104
17
21
308
1,140
0
765
223
2
1,650
bus+train
2,940
1,448
727
212
292
870.5
17,082.7
1,739.6
14,472.6
0
1
1
0
0
47
0
1002_4104
18
21
3,019
0
0
626
120
1
1,700
bus_only
4,324
3,019
679
38
521
812.4
23,799.5
22,987.1
0
0
1
0
0
0
47
0
1002_4104
19
21
2,793
0
0
712
39
2
1,600
bus_only
4,142
2,793
637
51
547
762.2
20,745.3
19,983.1
0
0
1
0
0
0
47
0
1002_4104
20
21
2,826
0
0
1,109
39
3
1,600
bus_only
4,471
2,826
536
51
446
640.9
20,534.5
19,893.6
0
0
1
0
0
0
47
0
1002_4105
0
5
0
1,320
0
949
11
2
1,650
train_only
2,489
1,320
220
62
147
261.8
16,145.1
0
15,883.3
0
0
1
0
0
62
0
1002_4105
1
5
0
1,450
0
502
103
1
1,650
train_only
2,351
1,450
399
62
234
476.4
16,132
0
15,655.6
0
0
1
0
62
62
1
1002_4105
2
5
148
1,140
0
761
81
1
1,650
bus+train
2,489
1,288
440
212
147
526.6
16,151.2
1,151.9
14,472.6
0
1
1
0
0
62
0
1002_4105
3
5
2,773
0
0
191
77
1
1,600
bus_only
3,830
2,773
866
416
373
1,038.7
19,869.3
18,830.6
0
0
1
0
0
0
62
0
1002_4105
4
5
3,204
0
0
279
23
1
1,700
bus_only
4,663
3,204
1,180
416
741
1,414
23,439.1
22,025.1
0
0
1
0
0
0
62
0
1002_4106
0
19
0
1,890
0
301
103
1
1,650
train_only
2,370
1,890
179
62
14
212.5
15,222.2
0
15,009.7
0
0
1
0
90
92
0.978261
1002_4106
1
19
1,709
570
0
741
115
2
1,650
bus+train
3,393
2,279
373
62
196
444.8
17,008.1
10,356.2
6,207.1
0
1
1
0
2
92
0.021739
1002_4106
2
19
1,546
720
0
673
213
1
1,650
bus+train
3,567
2,266
628
62
353
751.8
17,195
9,267.3
7,175.9
0
1
1
0
0
92
0
1002_4106
3
19
2,909
0
0
518
0
2
1,600
bus_only
3,581
2,909
154
38
116
183.2
17,548.8
17,365.6
0
0
1
0
0
0
92
0
1002_4106
4
19
2,481
0
0
1,134
0
2
1,600
bus_only
3,862
2,481
247
51
196
294.9
17,472.7
17,177.8
0
0
1
0
0
0
92
0
1002_4106
5
19
2,829
0
0
518
0
2
1,600
bus_only
3,799
2,829
452
38
414
540.7
17,419.9
16,879.2
0
0
1
0
0
0
92
0
1002_4106
6
19
2,438
0
0
1,194
0
2
1,600
bus_only
4,036
2,438
404
51
353
484
17,444.8
16,960.7
0
0
1
0
0
0
92
0
1002_4106
7
19
3,113
0
0
420
120
2
1,600
bus_only
4,016
3,113
483
38
325
578.3
20,441.9
19,863.6
0
0
1
0
0
0
92
0
1002_4106
8
19
3,013
0
0
518
0
2
1,600
bus_only
4,015
3,013
484
38
446
578.2
18,273
17,694.8
0
0
1
0
0
0
92
0
1002_4106
9
19
1,666
570
0
801
115
2
1,650
bus+train
3,567
2,236
530
62
353
633.9
16,980.2
10,139.1
6,207.1
0
1
1
0
0
92
0
1002_4106
10
19
3,079
0
0
518
120
3
1,600
bus_only
4,057
3,079
460
38
302
550.3
19,849.8
19,299.5
0
0
1
0
0
0
92
0
1002_4106
11
19
1,745
1,320
0
357
156
1
1,750
bus+train
4,054
3,065
632
62
414
755.4
23,404.7
10,498.4
12,150.9
0
1
1
0
0
92
0
1002_4106
12
19
2,919
0
0
649
0
1
1,600
bus_only
4,247
2,919
679
198
481
813.7
19,144.1
18,330.5
0
0
1
0
0
0
92
0
1002_4106
13
19
2,996
0
0
480
120
2
1,600
bus_only
4,132
2,996
656
38
498
785
19,910
19,124.9
0
0
1
0
0
0
92
0
1002_4106
14
19
1,864
570
0
801
115
2
1,650
bus+train
3,893
2,434
658
62
481
786.7
17,822.6
10,828.7
6,207.1
0
1
1
0
0
92
0