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_3114
12
17
2,500
2,430
0
594
158
1
1,950
bus+train
6,284
4,930
760
62
540
909.4
31,161.7
7,367.6
22,884.8
0
1
1
0
0
23
0
1002_3114
13
17
2,937
2,730
0
668
51
2
1,950
bus+train
6,979
5,667
644
62
531
770.6
34,422.7
7,678.9
25,973.2
0
1
1
0
0
23
0
1002_3114
14
17
3,516
0
0
1,762
259
2
1,800
bus_only
6,128
3,516
850
51
540
1,017.8
29,044
28,026.2
0
0
1
0
0
0
23
0
1002_3114
15
17
1,976
2,580
0
513
374
1
1,850
bus+train
6,036
4,556
967
62
531
1,158.2
30,973.2
5,458.6
24,356.5
0
1
1
0
0
23
0
1002_3114
16
17
2,339
570
0
2,229
388
1
1,850
bus+train
6,128
2,909
990
62
540
1,184.7
28,591.2
21,199.3
6,207.1
0
1
1
0
0
23
0
1002_3116
0
13
0
3,000
0
819
122
1
1,850
train_only
4,024
3,000
205
62
21
243.4
29,070.3
0
28,826.9
0
0
1
0
34
35
0.971429
1002_3116
1
13
0
2,370
0
1,059
122
2
1,850
train_only
3,634
2,370
205
62
21
243.4
28,712.8
0
28,469.3
0
0
1
0
0
35
0
1002_3116
2
13
3,862
0
0
726
10
1
1,800
bus_only
4,971
3,862
383
198
175
457.3
26,795.5
26,338.2
0
0
1
0
0
0
35
0
1002_3116
3
13
3,759
0
0
977
10
2
1,800
bus_only
5,054
3,759
318
198
110
379.6
26,469.9
26,090.3
0
0
1
0
0
0
35
0
1002_3116
4
13
3,884
0
0
834
10
2
1,800
bus_only
5,136
3,884
418
198
210
499.9
26,766
26,266.1
0
0
1
0
0
0
35
0
1002_3116
5
13
3,656
0
0
786
10
1
1,800
bus_only
5,040
3,656
598
198
390
715.6
26,501.5
25,785.9
0
0
1
0
0
0
35
0
1002_3116
6
13
3,750
0
0
847
10
2
1,800
bus_only
5,147
3,750
550
198
342
657.9
26,653.3
25,995.4
0
0
1
0
0
0
35
0
1002_3116
7
13
1,360
2,580
0
517
286
1
1,850
bus+train
5,147
3,940
690
62
342
825.6
29,272.7
4,090.6
24,356.5
0
1
1
0
1
35
0.028571
1002_3116
8
13
4,028
0
0
834
10
2
1,800
bus_only
5,587
4,028
725
198
517
868
27,408.4
26,540.4
0
0
1
0
0
0
35
0
1002_3116
9
13
3,957
0
0
1,037
10
2
1,800
bus_only
5,786
3,957
792
198
584
948.1
27,640.2
26,692.1
0
0
1
0
0
0
35
0
1002_3116
10
13
2,035
2,730
0
766
89
1
1,950
bus+train
6,266
4,765
735
62
584
879.4
33,475
6,622.4
25,973.2
0
1
1
0
0
35
0
1002_3116
11
13
1,540
2,580
0
655
197
2
1,850
bus+train
5,616
4,120
841
62
582
1,006.3
30,263.9
4,901.1
24,356.5
0
1
1
0
0
35
0
1002_3116
12
13
3,463
3,390
0
704
86
1
2,150
bus+train
8,262
6,853
705
62
557
844.2
43,703.2
11,063.8
31,795.2
0
1
1
0
0
35
0
1002_3117
0
13
0
2,880
0
791
122
1
1,850
train_only
3,889
2,880
218
62
34
259.5
27,619.8
0
27,360.3
0
0
1
0
30
30
1
1002_3117
1
13
0
2,250
0
1,031
122
2
1,850
train_only
3,499
2,250
218
62
34
259.5
27,262.2
0
27,002.7
0
0
1
0
0
30
0
1002_3117
2
13
4,160
0
0
496
10
1
1,800
bus_only
5,084
4,160
428
198
220
512.3
26,428.9
25,916.6
0
0
1
0
0
0
30
0
1002_3117
3
13
1,400
2,730
0
865
89
1
1,950
bus+train
5,488
4,130
493
62
342
589.3
30,894.9
4,332.4
25,973.2
0
1
1
0
0
30
0
1002_3117
4
13
4,368
0
0
556
10
1
1,800
bus_only
5,550
4,368
626
198
418
749
27,245.8
26,496.8
0
0
1
0
0
0
30
0
1002_3117
5
13
887
2,580
0
899
203
1
1,850
bus+train
4,973
3,467
607
62
342
725.5
27,706
2,624.1
24,356.5
0
1
1
0
0
30
0
1002_3117
6
13
812
2,580
0
973
203
2
1,850
bus+train
4,972
3,392
607
62
342
725.5
27,755.5
2,673.5
24,356.5
0
1
1
0
0
30
0
1002_3117
7
13
682
2,580
0
771
309
1
1,850
bus+train
4,746
3,262
713
62
342
852.7
27,630.7
2,421.5
24,356.5
0
1
1
0
0
30
0
1002_3117
8
13
1,198
2,580
0
959
203
1
1,850
bus+train
5,451
3,778
714
62
449
853.1
28,568
3,358.4
24,356.5
0
1
1
0
0
30
0
1002_3117
9
13
1,524
2,430
0
1,142
159
1
1,850
bus+train
5,820
3,954
724
62
503
865.1
27,734.3
3,984.5
22,884.8
0
1
1
0
0
30
0
1002_3117
10
13
1,659
2,430
0
1,082
159
1
1,850
bus+train
5,884
4,089
713
62
492
852.5
27,957
4,219.7
22,884.8
0
1
1
0
0
30
0
1002_3117
11
13
1,098
2,580
0
834
286
1
1,850
bus+train
5,363
3,678
851
62
503
1,018.2
27,974.1
2,599.4
24,356.5
0
1
1
0
0
30
0
1002_3117
12
13
1,917
2,430
0
1,082
159
1
1,850
bus+train
6,199
4,347
770
62
549
921.3
28,961.3
5,155.2
22,884.8
0
1
1
0
0
30
0
1002_3118
0
13
676
2,110
0
858
84
1
1,850
bus+train
3,891
2,786
247
51
112
295.1
27,072.5
6,910.3
19,867
0
1
1
0
0
20
0
1002_3118
1
13
0
2,310
0
1,195
122
2
1,850
train_only
3,707
2,310
202
62
18
240.5
26,378
0
26,137.5
0
0
1
0
20
20
1
1002_3118
2
13
999
2,310
0
784
122
1
1,850
bus+train
4,502
3,309
409
62
225
489.5
27,776
5,515.7
21,770.7
0
1
1
0
0
20
0
1002_3118
3
13
1,420
2,730
0
864
89
1
1,850
bus+train
5,466
4,150
452
62
301
540.4
30,463.2
3,949.6
25,973.2
0
1
1
0
0
20
0
1002_3118
4
13
1,155
2,310
0
911
122
2
1,850
bus+train
4,861
3,465
485
62
301
580.4
28,109.5
5,758.4
21,770.7
0
1
1
0
0
20
0
1002_3118
5
13
928
2,310
0
784
122
1
1,850
bus+train
4,617
3,238
595
62
411
712.9
27,615.5
5,131.9
21,770.7
0
1
1
0
0
20
0
1002_3118
6
13
853
2,580
0
945
203
1
1,850
bus+train
4,944
3,433
566
62
301
676.7
27,274.4
2,241.3
24,356.5
0
1
1
0
0
20
0
1002_3118
7
13
861
2,580
0
824
286
1
1,850
bus+train
4,914
3,441
649
62
301
776.9
27,247.9
2,114.5
24,356.5
0
1
1
0
0
20
0
1002_3118
8
13
1,496
2,730
0
804
89
1
1,950
bus+train
5,657
4,226
627
62
476
750.2
30,875.2
4,151.8
25,973.2
0
1
1
0
0
20
0
1002_3118
9
13
1,245
2,310
0
851
122
2
1,850
bus+train
5,066
3,555
660
62
476
790.1
28,521.4
5,960.6
21,770.7
0
1
1
0
0
20
0
1002_3118
10
13
1,057
2,580
0
1,044
203
1
1,850
bus+train
5,422
3,637
741
62
476
886.4
27,735.8
2,493
24,356.5
0
1
1
0
0
20
0
1002_3118
11
13
1,269
2,430
0
1,238
159
1
1,850
bus+train
5,688
3,699
751
62
530
898.3
26,926
3,143
22,884.8
0
1
1
0
0
20
0
1002_3118
12
13
828
2,580
0
935
309
1
1,850
bus+train
5,244
3,408
901
62
530
1,078.4
27,243.4
1,808.5
24,356.5
0
1
1
0
0
20
0
1002_3119
0
22
0
2,640
0
323
122
1
1,850
train_only
3,154
2,640
191
62
7
226.9
25,470.2
0
25,243.3
0
0
1
0
60
60
1
1002_3119
1
22
93
2,130
0
539
309
2
1,750
bus+train
3,558
2,223
796
62
425
953.1
25,347.8
263.1
24,131.7
0
1
1
0
0
60
0
1002_3119
2
22
944
2,730
0
408
51
1
1,850
bus+train
4,333
3,674
251
62
138
298.4
28,907.8
2,636.3
25,973.2
0
1
1
0
0
60
0
1002_3119
3
22
772
2,310
0
541
122
1
1,850
bus+train
3,942
3,082
319
62
135
380.9
26,390.7
4,239.2
21,770.7
0
1
1
0
0
60
0
1002_3119
4
22
822
2,310
0
541
122
1
1,850
bus+train
4,028
3,132
355
62
171
424
26,701.9
4,507.2
21,770.7
0
1
1
0
0
60
0
1002_3119
5
22
391
2,580
0
355
203
1
1,850
bus+train
3,762
2,971
436
62
171
520.2
25,866.9
990.2
24,356.5
0
1
1
0
0
60
0
1002_3119
6
22
282
2,580
0
471
197
1
1,850
bus+train
3,765
2,862
432
62
173
515.7
25,543
670.9
24,356.5
0
1
1
0
0
60
0
1002_3119
7
22
611
2,580
0
296
203
1
1,850
bus+train
3,960
3,191
473
62
208
565.1
25,798
876.5
24,356.5
0
1
1
0
0
60
0
1002_3119
8
22
1,088
2,730
0
468
51
1
1,850
bus+train
4,677
3,818
391
62
278
466.1
29,277.4
2,838.1
25,973.2
0
1
1
0
0
60
0
1002_3119
9
22
493
2,580
0
218
249
1
1,850
bus+train
3,833
3,073
542
62
231
648.7
25,875.6
870.4
24,356.5
0
1
1
0
0
60
0
1002_3119
10
22
828
2,730
0
408
51
1
1,850
bus+train
4,465
3,558
499
62
386
596.3
28,981.6
2,412.1
25,973.2
0
1
1
0
0
60
0
1002_3119
11
22
494
2,580
0
275
203
1
1,850
bus+train
3,960
3,074
611
62
346
730.2
26,282.5
1,195.8
24,356.5
0
1
1
0
0
60
0
1002_3119
12
22
457
2,580
0
383
249
1
1,850
bus+train
4,030
3,037
610
62
299
729.4
25,958.8
872.9
24,356.5
0
1
1
0
0
60
0
1002_3119
13
22
726
2,310
0
601
122
1
1,850
bus+train
4,234
3,036
597
62
413
713.6
26,464.2
3,979.9
21,770.7
0
1
1
0
0
60
0
1002_3119
14
22
314
2,580
0
275
203
1
1,750
bus+train
3,818
2,894
649
62
384
775.9
25,681.8
549.4
24,356.5
0
1
1
0
0
60
0
1002_3119
15
22
429
2,580
0
445
203
2
1,850
bus+train
4,012
3,009
558
62
293
667
25,908.4
884.9
24,356.5
0
1
1
0
0
60
0
1002_3119
16
22
372
2,580
0
296
203
1
1,750
bus+train
3,899
2,952
651
62
386
778.4
25,675.6
540.8
24,356.5
0
1
1
0
0
60
0
1002_3119
17
22
215
2,580
0
218
249
1
1,750
bus+train
3,710
2,795
697
62
386
834.1
25,671.2
480.6
24,356.5
0
1
1
0
0
60
0
1002_3119
18
22
281
2,580
0
271
203
1
1,750
bus+train
3,822
2,861
690
62
425
825.8
25,694.6
512.3
24,356.5
0
1
1
0
0
60
0
1002_3119
19
22
282
2,580
0
313
309
1
1,850
bus+train
3,892
2,862
717
62
346
857.5
26,160.5
946.5
24,356.5
0
1
1
0
0
60
0
1002_3119
20
22
94
2,580
0
313
309
1
1,750
bus+train
3,742
2,674
755
62
384
903.2
25,559.8
300.2
24,356.5
0
1
1
0
0
60
0
1002_3119
21
22
97
2,580
0
219
374
1
1,750
bus+train
3,765
2,677
869
62
433
1,040.7
25,574.3
177.1
24,356.5
0
1
1
0
0
60
0
1002_312
0
12
151
150
360
904
106
2
3,200
bus+train+gtx
1,770
661
205
62
37
244.2
11,628.9
1,340.4
1,654.6
8,389.7
1
1
1
0
61
0
1002_312
1
12
352
510
0
671
116
2
1,550
bus+train
1,724
862
191
62
13
226.2
9,018.5
3,556.6
5,235.6
0
1
1
0
0
61
0
1002_312
2
12
0
1,440
0
618
101
1
1,550
train_only
2,234
1,440
176
62
13
208.7
12,478.7
0
12,270
0
0
1
0
61
61
1
1002_312
3
12
1,074
150
0
525
67
2
1,550
bus+train
2,035
1,224
286
62
157
339.9
10,579.2
8,584.7
1,654.6
0
1
1
0
0
61
0
1002_312
4
12
1,030
150
0
368
67
1
1,550
bus+train
1,852
1,180
304
62
175
361.4
10,291.1
8,275.2
1,654.6
0
1
1
0
0
61
0
1002_312
5
12
1,090
150
0
368
67
1
1,550
bus+train
1,978
1,240
370
62
241
441.3
10,811.5
8,715.6
1,654.6
0
1
1
0
0
61
0
1002_312
6
12
197
150
360
904
106
2
3,200
bus+train+gtx
2,008
707
397
62
229
474.7
12,041.4
1,522.4
1,654.6
8,389.7
1
1
1
0
61
0
1002_312
7
12
1,569
150
0
654
67
1
1,550
bus+train
2,731
1,719
358
62
229
427.4
12,350.6
10,268.6
1,654.6
0
1
1
0
0
61
0
1002_312
8
12
1,524
150
0
654
67
1
1,550
bus+train
2,699
1,674
371
62
242
442.2
12,024.9
9,928.1
1,654.6
0
1
1
0
0
61
0
1002_312
9
12
1,240
0
0
902
59
2
1,500
bus_only
2,522
1,240
380
38
283
453.3
9,991.8
9,538.5
0
0
1
0
0
0
61
0
1002_312
10
12
110
150
360
904
106
2
3,200
bus+train+gtx
2,059
620
535
62
367
640
11,668.9
984.6
1,654.6
8,389.7
1
1
1
0
61
0
1002_312
11
12
1,118
150
0
525
67
2
1,550
bus+train
2,442
1,268
649
62
520
775.6
11,256.4
8,826.2
1,654.6
0
1
1
0
0
61
0
1002_3120
0
2
0
2,580
0
389
0
0
1,750
train_only
3,101
2,580
132
62
70
157.2
24,513.6
0
24,356.5
0
0
1
0
24
24
1
1002_3120
1
2
0
2,130
0
569
0
1
1,750
train_only
2,831
2,130
132
62
70
157.2
24,288.8
0
24,131.7
0
0
1
0
0
24
0
1002_3123
0
11
0
2,910
0
638
122
1
1,850
train_only
3,816
2,910
268
62
84
319.1
27,717.4
0
27,398.2
0
0
1
0
27
27
1
1002_3123
1
11
0
2,460
0
728
122
2
1,850
train_only
3,456
2,460
268
62
84
319.1
27,492.5
0
27,173.4
0
0
1
0
0
27
0
1002_3123
2
11
263
2,370
0
700
30
2
1,850
bus+train
3,591
2,633
258
62
166
306.7
27,919.6
711.4
26,901.4
0
1
1
0
0
27
0
1002_3123
3
11
303
2,880
0
414
161
1
1,850
bus+train
3,963
3,183
366
62
143
436.8
28,778.2
940.1
27,401.3
0
1
1
0
0
27
0
1002_3123
4
11
502
2,880
0
371
104
1
1,850
bus+train
4,117
3,382
364
62
198
433.8
28,774.1
939
27,401.3
0
1
1
0
0
27
0
1002_3123
5
11
157
2,370
0
700
30
2
1,850
bus+train
3,720
2,527
493
62
401
589.4
27,938.9
448
26,901.4
0
1
1
0
0
27
0
1002_3123
6
11
144
2,880
0
357
348
1
1,850
bus+train
3,934
3,024
553
62
143
661.3
28,574.4
511.8
27,401.3
0
1
1
0
0
27
0
1002_3123
7
11
330
2,370
0
825
86
2
1,850
bus+train
4,042
2,700
517
62
369
616.3
28,449.8
932
26,901.4
0
1
1
0
0
27
0
1002_3123
8
11
299
2,880
0
371
104
1
1,850
bus+train
4,117
3,179
567
62
401
678.2
28,491.8
412.3
27,401.3
0
1
1
0
0
27
0
1002_3123
9
11
189
2,370
0
596
400
2
1,850
bus+train
3,815
2,559
660
62
198
789.4
28,217.5
526.6
26,901.4
0
1
1
0
0
27
0
1002_3123
10
11
135
2,370
0
580
400
2
1,850
bus+train
3,963
2,505
878
62
416
1,051.8
28,594.9
641.7
26,901.4
0
1
1
0
0
27
0
1002_3124
0
5
0
2,640
0
926
122
2
1,850
train_only
3,764
2,640
198
62
14
235.3
28,586.3
0
28,351.1
0
0
1
0
0
15
0
1002_3124
1
5
0
2,883
0
996
43
2
1,950
train_only
4,120
2,883
241
62
136
287.4
31,926.6
0
31,639.2
0
0
1
0
0
15
0
1002_3124
2
5
0
3,090
0
1,076
122
1
1,850
train_only
4,364
3,090
198
62
14
235.3
28,811.1
0
28,575.9
0
0
1
0
15
15
1
1002_3124
3
5
0
3,453
0
1,165
43
1
1,950
train_only
4,859
3,453
241
62
136
287.4
32,610.7
0
32,323.3
0
0
1
0
0
15
0
1002_3124
4
5
471
3,030
0
1,322
52
1
1,850
bus+train
5,302
3,501
479
62
365
571.9
29,998.3
955.1
28,471.3
0
1
1
0
0
15
0
1002_3125
0
7
0
3,210
0
560
122
1
1,850
train_only
3,986
3,210
216
62
32
256.7
29,741.2
0
29,484.6
0
0
1
0
40
40
1
1002_3125
1
7
987
2,880
0
798
161
1
1,950
bus+train
5,144
3,867
479
62
256
572.2
31,089.4
3,115.9
27,401.3
0
1
1
0
0
40
0
1002_3125
2
7
1,352
3,390
0
496
86
1
2,050
bus+train
5,657
4,742
419
62
271
500.6
37,001.5
4,705.7
31,795.2
0
1
1
0
0
40
0
1002_3125
3
7
2,062
2,580
0
347
172
1
1,950
bus+train
5,513
4,642
524
62
290
625.9
31,530.7
6,548.3
24,356.5
0
1
1
0
0
40
0