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_2749
4
14
1,837
720
0
529
114
1
1,550
bus+train
3,501
2,557
415
62
239
495.2
14,248.9
6,577.9
7,175.9
0
1
1
0
0
150
0
1002_2749
5
14
1,787
0
0
914
0
1
1,500
bus_only
3,235
1,787
534
51
483
639
13,464.6
12,825.6
0
0
1
0
0
0
150
0
1002_2749
6
14
2,345
0
0
831
6
2
1,500
bus_only
3,646
2,345
470
51
413
561.7
13,883
13,321.3
0
0
1
0
0
0
150
0
1002_2749
7
14
2,559
0
0
444
0
0
1,500
bus_only
3,684
2,559
681
198
483
815.9
15,408.3
14,592.4
0
0
1
0
0
0
150
0
1002_2749
8
14
1,014
1,320
0
539
105
1
1,650
bus+train
3,467
2,334
594
62
427
710.6
15,896.3
2,952.6
12,233
0
1
1
0
149
150
0.993333
1002_2749
9
14
2,272
0
0
871
6
3
1,500
bus_only
3,647
2,272
504
51
447
602.8
13,924.1
13,321.3
0
0
1
0
0
0
150
0
1002_2749
10
14
965
1,320
0
539
105
1
1,650
bus+train
3,436
2,285
612
62
445
732.4
15,756.7
2,791.2
12,233
0
1
1
0
0
150
0
1002_2749
11
14
1,748
720
0
589
114
1
1,550
bus+train
3,680
2,468
623
62
447
745
14,205.3
6,284.4
7,175.9
0
1
1
0
0
150
0
1002_2749
12
14
1,675
720
0
629
114
2
1,550
bus+train
3,647
2,395
623
62
447
745
14,205.3
6,284.4
7,175.9
0
1
1
0
0
150
0
1002_2749
13
14
1,058
1,020
0
620
209
2
1,650
bus+train
3,412
2,078
714
62
443
854.5
15,900.6
5,201.5
9,844.6
0
1
1
0
0
150
0
1002_2750
0
21
624
750
0
498
84
1
1,550
bus+train
2,016
1,374
144
51
9
171
13,899.7
6,910.3
6,818.4
0
1
1
0
0
145
0.047619
1002_2750
1
21
1,902
0
0
472
0
2
1,500
bus_only
2,577
1,902
203
51
152
242.9
14,261.9
14,019
0
0
1
0
0
0
145
0.047619
1002_2750
2
21
1,939
0
0
348
0
1
1,500
bus_only
2,635
1,939
348
198
150
415.9
14,398.7
13,982.8
0
0
1
0
0
0
145
0.047619
1002_2750
3
21
2,066
0
0
472
0
2
1,500
bus_only
2,794
2,066
256
51
205
306.3
14,624.2
14,318
0
0
1
0
0
0
145
0.047619
1002_2750
4
21
2,103
0
0
288
0
1
1,500
bus_only
2,794
2,103
403
198
205
483.2
14,765
14,281.8
0
0
1
0
0
0
145
0.047619
1002_2750
5
21
2,122
0
0
426
0
3
1,500
bus_only
2,823
2,122
275
51
224
328.4
14,646.5
14,318.1
0
0
1
0
0
0
145
0.047619
1002_2750
6
21
1,834
0
0
532
0
2
1,500
bus_only
2,743
1,834
377
51
326
450.2
14,295.5
13,845.3
0
0
1
0
0
0
145
0.047619
1002_2750
7
21
2,470
0
0
784
0
2
1,600
bus_only
3,529
2,470
275
51
224
328.4
15,903.6
15,575.2
0
0
1
0
0
0
145
0.047619
1002_2750
8
21
2,159
0
0
242
0
2
1,500
bus_only
2,823
2,159
422
198
224
505.3
14,787.2
14,281.9
0
0
1
0
0
0
145
0.047619
1002_2750
9
21
1,821
0
0
426
0
3
1,500
bus_only
2,624
1,821
377
51
326
450.2
14,295.5
13,845.3
0
0
1
0
0
0
145
0.047619
1002_2750
10
21
1,871
0
0
348
0
1
1,500
bus_only
2,743
1,871
524
198
326
627.1
14,436.3
13,809.1
0
0
1
0
0
0
145
0.047619
1002_2750
11
21
1,858
0
0
242
0
2
1,500
bus_only
2,624
1,858
524
198
326
627.1
14,436.3
13,809.1
0
0
1
0
0
0
145
0.047619
1002_2750
12
21
2,129
0
0
532
0
2
1,500
bus_only
3,203
2,129
542
51
491
648.9
15,234.3
14,585.4
0
0
1
0
0
0
145
0.047619
1002_2750
13
21
652
1,320
0
629
66
1
1,550
bus+train
3,160
1,972
559
62
431
668.3
14,303.6
1,484.3
12,150.9
0
1
1
0
0
145
0.047619
1002_2750
14
21
2,178
0
0
426
0
3
1,500
bus_only
3,140
2,178
536
51
485
641.7
15,190.1
14,548.4
0
0
1
0
0
0
145
0.047619
1002_2750
15
21
3,623
0
0
286
25
1
1,600
bus_only
4,436
3,623
527
51
451
630.2
19,627
18,996.8
0
0
1
0
0
0
145
0.047619
1002_2750
16
21
2,166
0
0
348
0
1
1,500
bus_only
3,203
2,166
689
198
491
825.8
15,375
14,549.2
0
0
1
0
0
0
145
0.047619
1002_2750
17
21
2,526
0
0
784
0
2
1,600
bus_only
3,846
2,526
536
51
485
641.7
16,447.3
15,805.5
0
0
1
0
0
0
145
0.047619
1002_2750
18
21
2,215
0
0
242
0
2
1,500
bus_only
3,140
2,215
683
198
485
818.7
15,330.9
14,512.2
0
0
1
0
0
0
145
0.047619
1002_2750
19
21
3,322
0
0
227
9
1
1,500
bus_only
4,207
3,322
658
198
451
788.6
14,344.1
13,555.5
0
0
1
0
0
0
145
0.047619
1002_2750
20
21
4,036
0
0
346
25
1
1,600
bus_only
4,958
4,036
576
51
500
687.9
20,532
19,844.2
0
0
1
0
0
0
145
0.047619
1002_2751
0
21
707
930
0
452
84
1
1,650
bus+train
2,228
1,637
139
51
4
165.4
15,542.5
6,910.3
8,466.8
0
1
1
0
1
49
0.020408
1002_2751
1
21
309
1,470
0
750
152
1
1,550
bus+train
3,042
1,779
513
62
299
613.1
14,600.9
661.3
13,326.5
0
1
1
0
0
49
0
1002_2751
2
21
1,078
1,650
0
614
44
1
1,650
bus+train
3,691
2,728
349
62
243
416.6
20,188.8
4,527.1
15,245.1
0
1
1
0
0
49
0
1002_2751
3
21
2,133
0
0
978
0
2
1,500
bus_only
3,277
2,133
166
51
115
196.4
14,754.5
14,558.1
0
0
1
0
0
0
49
0
1002_2751
4
21
2,094
0
0
978
0
2
1,500
bus_only
3,421
2,094
349
51
298
416.8
14,624.8
14,208
0
0
1
0
0
0
49
0
1002_2751
5
21
517
1,650
0
1,139
30
1
1,650
bus+train
3,641
2,167
335
62
243
400.6
17,028
1,382.2
15,245.1
0
1
1
0
0
49
0
1002_2751
6
21
2,147
0
0
778
0
1
1,500
bus_only
3,421
2,147
496
198
298
593.8
14,765.6
14,171.8
0
0
1
0
0
0
49
0
1002_2751
7
21
2,670
0
0
918
0
2
1,600
bus_only
3,947
2,670
359
51
308
429.3
16,870.9
16,441.7
0
0
1
0
0
0
49
0
1002_2751
8
21
2,216
0
0
650
0
2
1,500
bus_only
3,339
2,216
473
51
422
566.1
14,776.2
14,210.1
0
0
1
0
0
0
49
0
1002_2751
9
21
2,187
0
0
918
0
2
1,500
bus_only
3,574
2,187
469
51
418
561.8
15,390.1
14,828.3
0
0
1
0
0
0
49
0
1002_2751
10
21
2,269
0
0
450
0
1
1,500
bus_only
3,339
2,269
620
198
422
743
14,916.9
14,173.9
0
0
1
0
0
0
49
0
1002_2751
11
21
2,240
0
0
718
0
1
1,500
bus_only
3,574
2,240
616
198
418
738.8
15,530.8
14,792.1
0
0
1
0
0
0
49
0
1002_2751
12
21
1,088
1,320
0
799
66
1
1,550
bus+train
3,767
2,408
560
62
432
670
15,375.7
2,554.8
12,150.9
0
1
1
0
0
49
0
1002_2751
13
21
2,073
0
0
918
0
2
1,500
bus_only
3,575
2,073
584
51
533
699.9
14,699.4
13,999.6
0
0
1
0
0
0
49
0
1002_2751
14
21
2,480
0
0
918
0
2
1,600
bus_only
3,941
2,480
543
51
492
650.3
16,361.7
15,711.4
0
0
1
0
0
0
49
0
1002_2751
15
21
2,126
0
0
718
0
1
1,500
bus_only
3,575
2,126
731
198
533
876.8
14,840.2
13,963.4
0
0
1
0
0
0
49
0
1002_2751
16
21
2,533
0
0
718
0
1
1,600
bus_only
3,941
2,533
690
198
492
827.2
16,502.4
15,675.2
0
0
1
0
0
0
49
0
1002_2751
17
21
984
1,650
0
614
44
1
1,650
bus+train
3,891
2,634
643
62
537
768.7
20,197.7
4,183.8
15,245.1
0
1
1
0
0
49
0
1002_2751
18
21
234
1,470
0
750
152
1
1,550
bus+train
3,201
1,704
747
62
533
894.1
14,673.5
452.8
13,326.5
0
1
1
0
0
49
0
1002_2751
19
21
1,255
1,650
0
614
44
1
1,750
bus+train
4,155
2,905
636
62
530
760.3
21,191.8
5,186.3
15,245.1
0
1
1
0
48
49
0.979592
1002_2751
20
21
2,705
0
0
978
0
2
1,600
bus_only
4,297
2,705
614
51
563
734.6
17,407.1
16,672.6
0
0
1
0
0
0
49
0
1002_2802896
0
8
1,365
2,580
0
554
104
2
1,950
bus+train
4,668
3,945
169
62
3
200.5
32,650.5
3,356.3
29,093.7
0
1
1
0
0
22
0
1002_2802896
1
8
837
2,760
0
662
88
3
1,950
bus+train
4,921
3,597
662
62
512
792.2
34,820.1
2,917.2
31,110.7
0
1
1
0
0
22
0
1002_2802896
2
8
1,237
3,150
0
584
104
1
1,950
bus+train
5,140
4,387
169
62
3
200.5
33,334.6
3,356.3
29,777.8
0
1
1
0
22
22
1
1002_2802896
3
8
1,275
2,580
0
554
104
2
1,950
bus+train
4,957
3,855
548
62
382
656.1
32,767.4
3,017.6
29,093.7
0
1
1
0
0
22
0
1002_2802896
4
8
1,147
3,150
0
584
104
1
1,950
bus+train
5,429
4,297
548
62
382
656.1
33,451.5
3,017.6
29,777.8
0
1
1
0
0
22
0
1002_2802896
5
8
729
3,510
0
1,136
22
1
2,050
bus+train
5,971
4,239
596
62
512
713.9
35,740
1,983.4
33,042.7
0
1
1
0
0
22
0
1002_2802896
6
8
623
3,390
0
658
122
2
1,950
bus+train
5,367
4,013
696
62
512
833.2
34,816.1
2,187.7
31,795.2
0
1
1
0
0
22
0
1002_2802896
7
8
658
3,390
0
1,087
122
1
1,950
bus+train
5,831
4,048
696
62
512
833.2
34,189.6
1,561.2
31,795.2
0
1
1
0
0
22
0
1002_2806
0
7
1,822
1,830
0
615
47
1
1,750
bus+train
4,656
3,652
389
62
280
464.1
22,562
8,292.6
13,805.4
0
1
1
0
0
24
0
1002_2806
1
7
1,675
1,830
0
688
47
2
1,750
bus+train
4,582
3,505
389
62
280
464.1
22,562
8,292.6
13,805.4
0
1
1
0
0
24
0
1002_2806
2
7
1,683
1,830
0
615
47
1
1,750
bus+train
4,599
3,513
471
62
362
562.9
22,391.8
8,023.6
13,805.4
0
1
1
0
22
24
1
1002_2806
3
7
1,928
1,830
0
615
47
1
1,750
bus+train
4,841
3,758
468
62
359
559
22,833
8,468.6
13,805.4
0
1
1
0
0
24
0
1002_2806
4
7
1,710
1,830
0
688
47
2
1,750
bus+train
4,696
3,540
468
62
359
559
22,833
8,468.6
13,805.4
0
1
1
0
0
24
0
1002_2806
5
7
2,069
1,830
0
615
47
1
1,750
bus+train
5,143
3,899
629
62
520
751.4
23,298.5
8,741.8
13,805.4
0
1
1
0
0
24
0
1002_2806
6
7
1,759
1,830
0
688
47
2
1,750
bus+train
4,906
3,589
629
62
520
751.4
23,298.5
8,741.8
13,805.4
0
1
1
0
0
24
0
1002_2817
0
16
1,654
1,050
0
469
112
1
1,750
bus+train
3,463
2,704
290
62
116
345.7
20,825.1
13,165.1
7,314.3
0
1
1
0
0
16
0
1002_2817
1
16
0
1,945
0
891
149
2
1,650
train_only
3,054
1,945
218
62
7
258.8
20,256.6
0
19,997.8
0
0
1
0
16
16
1
1002_2817
2
16
4,199
0
0
537
0
1
1,700
bus_only
5,309
4,199
573
212
361
686.8
25,181.1
24,494.3
0
0
1
0
0
0
16
0
1002_2817
3
16
217
1,875
0
749
202
2
1,650
bus+train
3,145
2,092
304
62
40
361.4
20,331.6
758.4
19,211.8
0
1
1
0
0
16
0
1002_2817
4
16
113
1,875
0
809
202
2
1,650
bus+train
3,194
1,988
397
62
133
472.8
20,335.1
650.5
19,211.8
0
1
1
0
0
16
0
1002_2817
5
16
63
1,875
0
758
277
2
1,650
bus+train
3,168
1,938
472
62
133
563.5
20,195.4
420.2
19,211.8
0
1
1
0
0
16
0
1002_2817
6
16
2,186
450
0
671
137
2
1,750
bus+train
3,867
2,636
560
62
361
669.5
21,071
16,853.2
3,548.4
0
1
1
0
0
16
0
1002_2817
7
16
2,766
330
0
558
124
2
1,750
bus+train
4,223
3,096
569
62
383
679.9
21,451.9
16,753.2
4,018.8
0
1
1
0
0
16
0
1002_2817
8
16
44
1,875
0
1,007
277
2
1,650
bus+train
3,626
1,919
700
62
361
837.1
20,385.5
336.6
19,211.8
0
1
1
0
0
16
0
1002_2817
9
16
2,215
450
0
611
137
2
1,750
bus+train
4,000
2,665
724
62
525
865.9
21,469.4
17,055.1
3,548.4
0
1
1
0
0
16
0
1002_2817
10
16
2,729
330
0
910
124
2
1,750
bus+train
4,644
3,059
675
62
489
808.1
21,728.4
16,901.5
4,018.8
0
1
1
0
0
16
0
1002_2817
11
16
364
1,875
0
749
202
2
1,750
bus+train
3,741
2,239
753
62
489
900.7
21,288.5
1,176.1
19,211.8
0
1
1
0
0
16
0
1002_2817
12
16
4,228
0
0
477
0
1
1,700
bus_only
5,442
4,228
737
212
525
883.2
25,579.5
24,696.2
0
0
1
0
0
0
16
0
1002_2817
13
16
29
1,875
0
768
468
2
1,650
bus+train
3,563
1,904
891
62
361
1,065
20,552
275.2
19,211.8
0
1
1
0
0
16
0
1002_2817
14
16
73
1,875
0
947
277
2
1,650
bus+train
3,759
1,948
864
62
525
1,033.6
20,783.9
538.5
19,211.8
0
1
1
0
0
16
0
1002_2817
15
16
2,632
1,800
0
1,289
157
1
3,500
bus+train
6,873
4,432
1,152
62
933
1,379.1
40,057.8
20,979.5
17,699.2
0
1
1
0
0
16
0
1002_2819
0
16
2,068
70
0
579
191
3
1,650
bus+train
3,138
2,138
421
199
31
503.6
20,406.9
19,017.9
885.4
0
1
1
0
0
61
0
1002_2819
1
16
2,130
0
0
469
89
3
1,600
bus_only
3,286
2,130
687
199
399
823.2
19,980
19,156.8
0
0
1
0
0
0
61
0
1002_2819
2
16
2,530
330
0
498
124
1
1,750
bus+train
3,852
2,860
494
62
308
589.7
23,836.4
19,227.9
4,018.8
0
1
1
0
61
61
1
1002_2819
3
16
2,760
0
0
895
49
2
1,700
bus_only
4,050
2,760
395
38
308
471.4
23,923.2
23,451.8
0
0
1
0
0
0
61
0
1002_2819
4
16
2,453
330
0
498
124
1
1,750
bus+train
3,816
2,783
535
62
349
639.2
23,173.7
18,515.7
4,018.8
0
1
1
0
0
61
0
1002_2819
5
16
2,683
0
0
895
49
2
1,700
bus_only
4,036
2,683
458
38
371
547.1
23,286.7
22,739.6
0
0
1
0
0
0
61
0
1002_2819
6
16
2,710
0
0
773
0
3
1,700
bus_only
3,892
2,710
409
38
371
488.8
22,144.9
21,656.2
0
0
1
0
0
0
61
0
1002_2819
7
16
2,877
0
0
582
62
2
1,700
bus_only
3,960
2,877
501
38
401
598.1
23,205.8
22,607.7
0
0
1
0
0
0
61
0
1002_2819
8
16
2,787
0
0
773
0
3
1,700
bus_only
3,999
2,787
439
38
401
525.1
22,893.5
22,368.4
0
0
1
0
0
0
61
0
1002_2819
9
16
3,107
0
0
788
0
1
1,700
bus_only
4,480
3,107
585
184
401
699.8
24,947.1
24,247.2
0
0
1
0
0
0
61
0
1002_2819
10
16
2,973
0
0
522
62
2
1,700
bus_only
4,113
2,973
618
38
518
739
23,733.7
22,994.7
0
0
1
0
0
0
61
0
1002_2819
11
16
2,207
0
0
529
89
3
1,600
bus_only
3,425
2,207
689
199
401
824.9
20,693.9
19,869
0
0
1
0
0
0
61
0
1002_2819
12
16
3,203
0
0
728
0
1
1,700
bus_only
4,633
3,203
702
184
518
840.8
25,475
24,634.2
0
0
1
0
0
0
61
0
1002_2819
13
16
2,782
0
0
344
62
1
1,700
bus_only
3,960
2,782
834
371
401
997.8
23,318.8
22,321
0
0
1
0
0
0
61
0
1002_2819
14
16
2,361
0
0
539
92
3
1,600
bus_only
3,635
2,361
735
199
444
879.7
20,006.8
19,127.1
0
0
1
0
0
0
61
0
1002_2819
15
16
2,878
0
0
284
62
1
1,700
bus_only
4,113
2,878
951
371
518
1,138.7
23,846.7
22,708
0
0
1
0
0
0
61
0
1002_2820
0
23
3,776
0
0
293
49
1
1,700
bus_only
4,260
3,776
191
38
104
226.8
23,597.1
23,370.3
0
0
1
0
0
0
15
0