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_4112
10
13
613
720
0
592
213
1
1,550
bus+train
2,699
1,333
774
62
499
925.9
11,661.4
3,559.6
7,175.9
0
1
1
0
0
72
0
1002_4112
11
13
1,185
150
0
1,084
67
2
1,550
bus+train
3,100
1,335
681
62
552
815.2
10,767.1
8,297.3
1,654.6
0
1
1
0
0
72
0
1002_4112
12
13
1,522
0
0
710
118
1
1,500
bus_only
3,100
1,522
868
198
552
1,040.6
11,496.4
10,455.8
0
0
1
0
0
0
72
0
1002_4113
0
12
1,190
0
0
717
39
1
1,500
bus_only
2,102
1,190
195
51
105
230.8
9,568.4
9,337.6
0
0
1
0
0
0
179
0
1002_4113
1
12
0
715
0
842
103
1
1,550
train_only
1,761
715
204
62
39
242.2
8,299.8
0
8,057.6
0
0
1
0
179
179
1
1002_4113
2
12
1,406
0
0
319
0
0
1,500
bus_only
2,246
1,406
521
416
105
623.5
10,784
10,160.5
0
0
1
0
0
0
179
0
1002_4113
3
12
0
1,200
0
644
31
1
1,550
train_only
2,104
1,200
260
62
167
309.1
12,204.7
0
11,895.6
0
0
1
0
0
179
0
1002_4113
4
12
1,233
0
0
657
39
1
1,500
bus_only
2,216
1,233
326
51
236
388.5
10,045.9
9,657.3
0
0
1
0
0
0
179
0
1002_4113
5
12
502
570
0
835
115
2
1,550
bus+train
2,235
1,072
328
62
151
390.6
9,843
3,245.3
6,207.1
0
1
1
0
0
179
0
1002_4113
6
12
1,448
0
0
259
0
0
1,500
bus_only
2,359
1,448
652
416
236
781.3
11,261.5
10,480.2
0
0
1
0
0
0
179
0
1002_4113
7
12
1,477
0
0
443
0
2
1,500
bus_only
2,457
1,477
537
198
339
643.6
10,784
10,140.4
0
0
1
0
0
0
179
0
1002_4113
8
12
1,459
0
0
343
118
1
1,500
bus_only
2,457
1,459
655
198
339
784.4
11,050
10,265.6
0
0
1
0
0
0
179
0
1002_4113
9
12
338
570
0
961
115
2
1,550
bus+train
2,468
908
599
62
422
716
9,455.6
2,532.4
6,207.1
0
1
1
0
0
179
0
1002_4113
10
12
232
720
0
819
213
1
1,550
bus+train
2,468
952
697
62
422
833.9
9,670.3
1,660.6
7,175.9
0
1
1
0
0
179
0
1002_4113
11
12
234
630
0
420
92
2
1,550
bus+train
2,109
864
825
416
317
988.2
9,689.1
3,022.4
5,678.5
0
1
1
0
0
179
0
1002_4114
0
9
845
0
0
326
0
1
1,500
bus_only
1,269
845
98
51
47
116.4
6,253.5
6,137.2
0
0
1
0
0
0
34
0.111111
1002_4114
1
9
882
0
0
142
0
0
1,500
bus_only
1,269
882
245
198
47
293.3
6,394.3
6,101
0
0
1
0
0
0
34
0.111111
1002_4114
2
9
1,118
0
0
142
0
0
1,500
bus_only
1,872
1,118
612
198
414
734.1
7,209.8
6,475.8
0
0
1
0
0
0
34
0.111111
1002_4114
3
9
612
0
0
621
0
2
1,500
bus_only
1,349
612
116
51
65
137.5
6,287.1
6,149.6
0
0
1
0
0
0
34
0.111111
1002_4114
4
9
649
0
0
437
0
1
1,500
bus_only
1,349
649
263
198
65
314.4
6,427.8
6,113.4
0
0
1
0
0
0
34
0.111111
1002_4114
5
9
649
0
0
561
0
2
1,500
bus_only
1,445
649
235
51
184
281
6,534.4
6,253.4
0
0
1
0
0
0
34
0.111111
1002_4114
6
9
686
0
0
377
0
1
1,500
bus_only
1,445
686
382
198
184
457.9
6,675.1
6,217.2
0
0
1
0
0
0
34
0.111111
1002_4114
7
9
550
0
0
668
57
1
1,500
bus_only
1,678
550
460
51
352
549
6,795.3
6,246.4
0
0
1
0
0
0
34
0.111111
1002_4114
8
9
1,081
0
0
326
0
1
1,500
bus_only
1,872
1,081
465
51
414
557.2
7,069.1
6,511.9
0
0
1
0
0
0
34
0.111111
1002_4115
0
6
482
0
0
754
0
1
1,500
bus_only
1,342
482
106
51
55
125.5
5,280.5
5,155
0
0
1
0
0
0
53
0.166667
1002_4115
1
6
514
0
0
107
0
0
1,500
bus_only
892
514
271
198
73
324.4
5,443.2
5,118.8
0
0
1
0
0
0
53
0.166667
1002_4115
2
6
583
0
0
592
0
0
1,500
bus_only
1,613
583
438
198
240
524.6
5,911.4
5,386.8
0
0
1
0
0
0
53
0.166667
1002_4115
3
6
511
0
0
811
0
1
1,500
bus_only
1,613
511
291
51
240
347.7
5,770.7
5,423
0
0
1
0
0
0
53
0.166667
1002_4115
4
6
444
0
0
754
0
1
1,500
bus_only
1,703
444
505
51
454
604.7
5,412.5
4,807.8
0
0
1
0
0
0
53
0.166667
1002_4115
5
6
477
0
0
167
0
0
1,500
bus_only
1,296
477
652
198
454
781.6
5,553.2
4,771.6
0
0
1
0
0
0
53
0.166667
1002_4116
0
6
479
0
0
511
0
1
1,500
bus_only
1,257
479
267
51
216
318.4
5,126.2
4,807.8
0
0
1
0
0
0
19
0.166667
1002_4116
1
6
516
0
0
45
0
0
1,500
bus_only
1,033
516
472
198
274
565.3
5,336.9
4,771.6
0
0
1
0
0
0
19
0.166667
1002_4116
2
6
441
0
0
443
0
0
1,500
bus_only
1,248
441
364
51
313
435.1
4,854.4
4,419.3
0
0
1
0
0
0
19
0.166667
1002_4116
3
6
469
0
0
105
0
0
1,500
bus_only
1,085
469
511
198
313
612
4,995.1
4,383.1
0
0
1
0
0
0
19
0.166667
1002_4116
4
6
517
0
0
511
0
1
1,500
bus_only
1,734
517
706
51
655
844.8
5,999.8
5,155
0
0
1
0
0
0
19
0.166667
1002_4116
5
6
553
0
0
105
0
0
1,500
bus_only
1,511
553
853
198
655
1,021.7
6,140.5
5,118.8
0
0
1
0
0
0
19
0.166667
1002_4117
0
5
0
330
0
399
0
0
1,550
train_only
908
330
179
62
117
212.1
4,230.9
0
4,018.8
0
0
1
0
544
544
1
1002_4117
1
5
720
0
0
118
0
0
1,500
bus_only
1,643
720
805
416
389
965.8
6,330.3
5,364.5
0
0
1
0
0
0
544
0
1002_4117
2
5
1,760
0
0
1,075
0
1
1,500
bus_only
3,262
1,760
427
38
389
511.4
11,804
11,292.6
0
0
1
0
0
0
544
0
1002_4117
3
5
1,684
0
0
494
0
1
1,500
bus_only
2,751
1,684
573
184
389
686.4
11,861.4
11,175.1
0
0
1
0
0
0
544
0
1002_4117
4
5
574
0
0
485
0
0
1,500
bus_only
2,192
574
1,133
416
717
1,358.7
6,661.9
5,303.1
0
0
1
0
0
0
544
0
1002_4118
0
17
0
430
0
568
103
1
1,550
train_only
1,168
430
170
62
5
201.4
5,302.7
0
5,101.3
0
0
1
0
29
29
1
1002_4118
1
17
65
330
0
548
124
1
1,550
bus+train
1,189
395
246
62
60
292.9
5,167.6
855.9
4,018.8
0
1
1
0
0
29
0
1002_4118
2
17
590
0
0
222
0
0
1,500
bus_only
1,323
590
511
416
95
611.6
4,723
4,111.4
0
0
1
0
0
0
29
0
1002_4118
3
17
83
330
0
587
61
1
1,550
bus+train
1,336
413
336
62
213
401.2
5,234
814
4,018.8
0
1
1
0
0
29
0
1002_4118
4
17
741
0
0
209
34
1
1,500
bus_only
1,293
741
343
184
125
409
4,770.1
4,361.1
0
0
1
0
0
0
29
0
1002_4118
5
17
725
0
0
239
34
1
1,500
bus_only
1,306
725
342
184
124
407.3
4,736.2
4,329
0
0
1
0
0
0
29
0
1002_4118
6
17
132
330
0
617
61
1
1,550
bus+train
1,420
462
341
62
218
406.5
5,241.1
815.8
4,018.8
0
1
1
0
0
29
0
1002_4118
7
17
565
0
0
239
49
1
1,500
bus_only
1,234
565
430
184
197
513.6
4,902.8
4,389.2
0
0
1
0
0
0
29
0
1002_4118
8
17
574
0
0
192
0
0
1,500
bus_only
1,306
574
540
416
124
646.7
4,726
4,079.3
0
0
1
0
0
0
29
0
1002_4118
9
17
77
330
0
430
124
1
1,550
bus+train
1,335
407
498
62
312
595.5
5,755.9
1,141.7
4,018.8
0
1
1
0
0
29
0
1002_4118
10
17
743
0
0
347
39
1
1,500
bus_only
1,571
743
481
51
391
574.8
8,594
8,019.3
0
0
1
0
0
0
29
0
1002_4118
11
17
92
330
0
615
61
1
1,550
bus+train
1,502
422
465
62
342
556.3
5,881.2
1,306.1
4,018.8
0
1
1
0
0
29
0
1002_4118
12
17
54
330
0
392
61
1
1,550
bus+train
1,290
384
514
62
391
614.9
5,289.4
655.7
4,018.8
0
1
1
0
0
29
0
1002_4118
13
17
588
0
0
183
0
0
1,500
bus_only
1,400
588
629
416
213
753.8
4,959
4,205.2
0
0
1
0
0
0
29
0
1002_4118
14
17
39
330
0
315
124
1
1,550
bus+train
1,261
369
577
62
391
689.7
5,199.8
491.3
4,018.8
0
1
1
0
0
29
0
1002_4118
15
17
224
330
0
557
61
1
1,550
bus+train
1,754
554
643
62
520
770.1
5,914
1,125.2
4,018.8
0
1
1
0
0
29
0
1002_4118
16
17
660
0
0
243
0
0
1,500
bus_only
1,815
660
912
416
496
1,092.9
5,573.8
4,480.9
0
0
1
0
0
0
29
0
1002_4119
0
11
204
330
0
437
61
1
1,550
bus+train
1,182
534
211
62
88
250.2
6,402.6
2,133.7
4,018.8
0
1
1
0
55
55
1
1002_4119
1
11
257
330
0
377
61
1
1,550
bus+train
1,304
587
340
62
217
406.7
6,711.6
2,286.2
4,018.8
0
1
1
0
0
55
0
1002_4119
2
11
946
0
0
511
0
0
1,500
bus_only
1,961
946
504
416
88
602.8
5,889.9
5,287
0
0
1
0
0
0
55
0
1002_4119
3
11
191
330
0
456
124
1
1,550
bus+train
1,399
521
422
62
236
502.6
6,657.5
2,136.1
4,018.8
0
1
1
0
0
55
0
1002_4119
4
11
312
330
0
437
61
1
1,550
bus+train
1,601
642
522
62
399
624.6
7,271.4
2,628
4,018.8
0
1
1
0
0
55
0
1002_4119
5
11
148
330
0
437
61
1
1,550
bus+train
1,465
478
550
62
427
658.1
6,387.6
1,710.7
4,018.8
0
1
1
0
0
55
0
1002_4119
6
11
757
0
0
348
0
0
1,500
bus_only
1,705
757
600
416
184
718.5
6,172.4
5,453.9
0
0
1
0
0
0
55
0
1002_4119
7
11
981
0
0
511
0
0
1,500
bus_only
2,157
981
665
416
249
797.2
6,251.8
5,454.6
0
0
1
0
0
0
55
0
1002_4119
8
11
701
0
0
348
0
0
1,500
bus_only
1,845
701
796
416
380
953.4
5,817.4
4,864
0
0
1
0
0
0
55
0
1002_4119
9
11
289
330
0
396
124
1
1,550
bus+train
1,755
619
740
62
554
885.3
7,335.2
2,431.2
4,018.8
0
1
1
0
0
55
0
1002_4119
10
11
855
0
0
288
0
0
1,500
bus_only
2,113
855
970
416
554
1,163
6,912
5,749
0
0
1
0
0
0
55
0
1002_412
0
2
0
2,400
0
130
0
0
1,650
train_only
2,615
2,400
85
62
23
100.4
18,443.4
0
18,343
0
0
1
0
60
60
1
1002_412
1
2
0
1,890
0
250
0
0
1,650
train_only
2,666
1,890
526
512
14
630
17,054.2
0
16,424.2
0
0
1
0
0
60
0
1002_4122
0
4
858
150
0
623
57
1
1,550
bus+train
1,790
1,008
159
62
40
188.4
9,724.6
7,881.6
1,654.6
0
1
1
0
0
31
0
1002_4122
1
4
669
330
0
483
124
1
1,550
bus+train
1,821
999
339
62
153
403.9
9,343.6
4,920.9
4,018.8
0
1
1
0
31
31
1
1002_4122
2
4
863
480
0
509
40
1
1,550
bus+train
2,107
1,343
255
62
153
303.9
12,125.6
6,403.4
5,418.2
0
1
1
0
0
31
0
1002_4122
3
4
1,217
300
0
627
134
2
1,550
bus+train
2,833
1,517
689
62
493
824.9
13,885.4
10,224.4
2,836.2
0
1
1
0
0
31
0
1002_4123
0
8
1,011
0
0
744
49
1
1,500
bus_only
1,882
1,011
127
38
40
150.4
9,467
9,316.6
0
0
1
0
0
0
146
0
1002_4123
1
8
0
875
0
517
103
1
1,550
train_only
1,571
875
179
62
14
212
10,065.1
0
9,853.1
0
0
1
0
146
146
1
1002_4123
2
8
1,003
0
0
551
113
1
1,500
bus_only
1,745
1,003
191
38
40
227.5
9,136.3
8,908.8
0
0
1
0
0
0
146
0
1002_4123
3
8
1,397
0
0
537
0
3
1,500
bus_only
2,067
1,397
133
38
95
157.9
12,961.5
12,803.6
0
0
1
0
0
0
146
0
1002_4123
4
8
755
330
0
395
124
1
1,550
bus+train
1,706
1,085
226
62
40
268.7
10,080.3
5,792.8
4,018.8
0
1
1
0
0
146
0
1002_4123
5
8
547
900
0
379
53
2
1,550
bus+train
2,072
1,447
246
38
155
293.1
12,522
3,703.8
8,525.1
0
1
1
0
0
146
0
1002_4123
6
8
949
0
0
363
49
1
1,500
bus_only
1,907
949
595
38
508
710.8
9,640.2
8,929.4
0
0
1
0
0
0
146
0
1002_4123
7
8
1,122
0
0
611
113
1
1,500
bus_only
2,498
1,122
765
38
614
915.7
10,366.1
9,450.3
0
0
1
0
0
0
146
0
1002_4124
0
13
909
330
0
836
124
2
1,550
bus+train
2,324
1,239
249
62
63
295.6
11,180.3
6,865.9
4,018.8
0
1
1
0
0
16
0.076923
1002_4124
1
13
741
0
0
444
0
3
1,500
bus_only
1,679
741
494
416
78
592.4
7,347.9
6,755.5
0
0
1
0
0
0
16
0.076923
1002_4124
2
13
1,401
0
0
1,027
61
1
1,500
bus_only
2,992
1,401
564
51
452
674.3
10,626.7
9,952.3
0
0
1
0
0
0
16
0.076923
1002_4124
3
13
1,408
0
0
350
87
1
1,500
bus_only
2,324
1,408
566
416
63
677.5
10,177.2
9,499.7
0
0
1
0
0
0
16
0.076923
1002_4124
4
13
1,405
0
0
319
105
1
1,500
bus_only
2,405
1,405
681
416
160
815.8
10,739.3
9,923.6
0
0
1
0
0
0
16
0.076923
1002_4124
5
13
842
330
0
656
124
2
1,550
bus+train
2,455
1,172
627
62
441
749.6
11,570.2
6,801.9
4,018.8
0
1
1
0
0
16
0.076923
1002_4124
6
13
950
330
0
836
124
2
1,550
bus+train
2,824
1,280
708
62
522
846.6
12,136.4
7,271
4,018.8
0
1
1
0
0
16
0.076923
1002_4124
7
13
654
0
0
630
0
3
1,500
bus_only
2,154
654
870
416
454
1,042.8
7,543.8
6,501
0
0
1
0
0
0
16
0.076923
1002_4124
8
13
782
0
0
504
0
3
1,500
bus_only
2,224
782
938
416
522
1,124.4
8,284.9
7,160.5
0
0
1
0
0
0
16
0.076923
1002_4124
9
13
1,351
0
0
319
105
1
1,500
bus_only
2,699
1,351
1,029
416
508
1,232.9
10,569.3
9,336.4
0
0
1
0
0
0
16
0.076923
1002_4124
10
13
1,449
0
0
350
87
1
1,500
bus_only
2,824
1,449
1,025
416
522
1,228.5
11,133.3
9,904.8
0
0
1
0
0
0
16
0.076923
1002_4124
11
13
690
0
0
294
300
2
1,500
bus_only
2,065
690
1,081
416
365
1,295.9
8,027.1
6,731.2
0
0
1
0
0
0
16
0.076923
1002_4124
12
13
1,266
0
0
268
280
1
1,500
bus_only
3,086
1,266
1,552
416
856
1,860.6
10,053.2
8,192.6
0
0
1
0
0
0
16
0.076923
1002_4125
0
8
0
995
0
579
103
1
1,550
train_only
1,782
995
208
62
43
247.4
11,932.7
0
11,685.3
0
0
1
0
199
199
1
1002_4125
1
8
1,266
150
0
451
57
2
1,550
bus+train
2,025
1,416
158
62
39
186.8
11,814.9
9,973.5
1,654.6
0
1
1
0
0
199
0
1002_4125
2
8
1,276
0
0
666
0
0
1,500
bus_only
2,662
1,276
720
416
304
863
9,453.3
8,590.3
0
0
1
0
0
0
199
0
1002_4125
3
8
1,367
150
0
408
57
2
1,550
bus+train
2,101
1,517
176
62
57
208.6
11,638.9
9,775.6
1,654.6
0
1
1
0
0
199
0