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
1003_2737
7
25
1,022
0
0
417
189
1
1,500
bus_only
1,988
1,022
549
168
192
656
7,983.8
7,327.8
0
0
1
0
0
0
34
0
1003_2737
8
25
1,291
180
0
754
95
1
1,550
bus+train
2,683
1,471
458
26
337
548.1
9,793.9
6,605.5
2,640.3
0
1
1
0
0
34
0
1003_2737
9
25
1,631
0
0
323
26
1
1,500
bus_only
2,485
1,631
531
168
337
634.7
11,572.9
10,938.2
0
0
1
0
0
0
34
0
1003_2737
10
25
1,247
0
0
559
142
1
1,500
bus_only
2,354
1,247
548
168
238
655.9
6,300.2
5,644.3
0
0
1
0
0
0
34
0
1003_2737
11
25
855
0
0
214
342
1
1,500
bus_only
1,726
855
657
168
147
786.9
6,334.7
5,547.8
0
0
1
0
0
0
34
0
1003_2737
12
25
1,290
300
0
531
67
2
1,550
bus+train
2,626
1,590
505
26
412
603.6
13,410.6
9,773.9
3,033.1
0
1
1
0
0
34
0
1003_2737
13
25
1,676
0
0
364
0
0
1,500
bus_only
2,683
1,676
643
306
337
770.2
10,260.9
9,490.6
0
0
1
0
0
0
34
0
1003_2737
14
25
971
0
0
357
189
1
1,500
bus_only
2,022
971
694
168
337
830.7
7,673.7
6,843
0
0
1
0
0
0
34
0
1003_2737
15
25
1,279
0
0
862
0
1
1,500
bus_only
2,730
1,279
589
168
421
704.9
6,871.4
6,166.5
0
0
1
0
0
0
34
0
1003_2737
16
25
1,330
0
0
862
0
1
1,500
bus_only
2,786
1,330
594
168
426
711.5
7,026.3
6,314.8
0
0
1
0
0
0
34
0
1003_2737
17
25
1,421
0
0
559
142
1
1,500
bus_only
2,634
1,421
654
168
344
783.2
6,943.1
6,159.9
0
0
1
0
0
0
34
0
1003_2737
18
25
1,159
0
0
732
39
2
1,500
bus_only
2,510
1,159
619
168
412
741
7,475.3
6,734.2
0
0
1
0
0
0
34
0
1003_2737
19
25
663
630
0
408
88
1
1,550
bus+train
2,412
1,293
711
346
277
850.3
8,833.1
1,900.4
6,082.4
0
1
1
0
0
34
0
1003_2737
20
25
1,175
0
0
619
142
1
1,500
bus_only
2,516
1,175
722
168
412
864.5
6,352.8
5,488.3
0
0
1
0
0
0
34
0
1003_2737
21
25
829
0
0
317
342
2
1,500
bus_only
1,894
829
748
168
238
895.8
6,103.4
5,207.7
0
0
1
0
0
0
34
0
1003_2737
22
25
1,366
0
0
862
0
1
1,500
bus_only
2,889
1,366
661
168
493
791.3
7,230.4
6,439.1
0
0
1
0
0
0
34
0
1003_2737
23
25
992
0
0
887
73
2
1,500
bus_only
2,528
992
649
168
408
776.7
6,917.2
6,140.4
0
0
1
0
0
0
34
0
1003_2737
24
25
767
0
0
274
342
1
1,500
bus_only
1,920
767
879
168
369
1,051.8
6,103.4
5,051.7
0
0
1
0
0
0
34
0
1003_2738
0
10
851
0
0
571
0
0
1,500
bus_only
1,797
851
375
168
207
448.6
6,353.2
5,904.6
0
0
1
0
0
0
52
0
1003_2738
1
10
0
510
0
167
0
0
1,550
train_only
1,248
510
571
346
225
683.8
5,592.9
0
4,909.1
0
0
1
0
51
52
1
1003_2738
2
10
1,013
0
0
424
0
0
1,500
bus_only
1,883
1,013
446
306
140
534.2
7,435.4
6,901.3
0
0
1
0
0
0
52
0
1003_2738
3
10
803
0
0
571
0
0
1,500
bus_only
1,867
803
493
168
325
589.4
5,938
5,348.6
0
0
1
0
0
0
52
0
1003_2738
4
10
1,182
0
0
231
0
1
1,500
bus_only
1,919
1,182
506
306
200
605.7
7,637
7,031.3
0
0
1
0
0
0
52
0
1003_2738
5
10
1,577
0
0
293
0
0
1,500
bus_only
2,435
1,577
565
306
259
676.7
9,627.2
8,950.5
0
0
1
0
0
0
52
0
1003_2738
6
10
1,039
0
0
364
0
0
1,500
bus_only
2,049
1,039
646
306
340
773.3
7,840.8
7,067.5
0
0
1
0
0
0
52
0
1003_2738
7
10
38
510
0
322
69
1
1,550
bus+train
1,520
548
650
346
235
777.3
6,242.4
556
4,909.1
0
1
1
0
0
52
0
1003_2738
8
10
1,152
0
0
291
0
1
1,500
bus_only
2,083
1,152
640
306
334
766.1
7,674.5
6,908.4
0
0
1
0
0
0
52
0
1003_2738
9
10
1,129
0
0
291
0
1
1,500
bus_only
2,285
1,129
865
306
559
1,035.8
7,727.1
6,691.3
0
0
1
0
0
0
52
0
1003_2739
0
10
1,389
0
0
149
0
0
1,500
bus_only
1,861
1,389
323
306
17
386
8,106.1
7,720.2
0
0
1
0
0
0
29
0
1003_2739
1
10
535
150
0
404
37
1
1,550
bus+train
1,448
685
359
306
16
429.1
6,519.8
4,093.5
1,997.3
0
1
1
0
1
29
1
1003_2739
2
10
1,126
0
0
220
0
0
1,500
bus_only
1,700
1,126
354
306
48
422.7
8,207.9
7,785.2
0
0
1
0
0
0
29
0
1003_2739
3
10
1,091
0
0
220
0
0
1,500
bus_only
1,810
1,091
499
306
193
596.1
8,145.1
7,549.1
0
0
1
0
0
0
29
0
1003_2739
4
10
1,348
0
0
149
0
0
1,500
bus_only
2,158
1,348
661
306
355
791.3
8,194.2
7,402.9
0
0
1
0
0
0
29
0
1003_2739
5
10
1,151
0
0
220
0
0
1,500
bus_only
2,060
1,151
689
306
383
823.8
8,905
8,081.2
0
0
1
0
0
0
29
0
1003_2739
6
10
1,499
0
0
209
0
0
1,500
bus_only
2,547
1,499
839
306
533
1,004.7
9,217
8,212.3
0
0
1
0
0
0
29
0
1003_2739
7
10
215
510
0
312
259
1
1,550
bus+train
2,038
725
1,001
346
396
1,199
6,837.5
729.4
4,909.1
0
1
1
0
0
29
0
1003_2739
8
10
175
510
0
312
259
1
1,550
bus+train
2,018
685
1,021
346
416
1,223.1
6,735.8
603.5
4,909.1
0
1
1
0
0
29
0
1003_2739
9
10
269
510
0
252
259
1
1,550
bus+train
2,128
779
1,097
346
492
1,314.3
7,161
937.6
4,909.1
0
1
1
0
0
29
0
1003_2740
0
7
541
0
0
156
0
0
1,500
bus_only
1,034
541
337
306
31
402.5
4,496
4,093.5
0
0
1
0
0
0
34
0.142857
1003_2740
1
7
504
0
0
96
0
0
1,500
bus_only
1,319
504
719
306
413
861
4,603.3
3,742.3
0
0
1
0
0
0
34
0.142857
1003_2740
2
7
1,000
0
0
605
0
0
1,500
bus_only
2,270
1,000
665
306
359
796
6,737.9
5,941.9
0
0
1
0
0
0
34
0.142857
1003_2740
3
7
1,300
0
0
167
0
1
1,500
bus_only
1,669
1,300
202
168
34
240.5
8,951.4
8,710.9
0
0
1
0
0
0
34
0.142857
1003_2740
4
7
1,261
0
0
167
0
1
1,500
bus_only
1,969
1,261
541
168
373
647.3
9,020.1
8,372.8
0
0
1
0
0
0
34
0.142857
1003_2740
5
7
1,338
0
0
167
0
1
1,500
bus_only
2,040
1,338
535
168
367
640.1
9,653.5
9,013.4
0
0
1
0
0
0
34
0.142857
1003_2740
6
7
653
0
0
265
0
1
1,500
bus_only
1,583
653
665
306
359
796
5,217
4,421
0
0
1
0
0
0
34
0.142857
1003_2741
0
6
342
180
0
271
95
1
1,550
bus+train
1,037
522
244
26
123
291.3
4,923.3
1,991.6
2,640.3
0
1
1
0
16
16
1
1003_2741
1
6
460
0
0
101
0
0
1,500
bus_only
990
460
429
306
123
513.4
3,869.3
3,355.8
0
0
1
0
0
0
16
0
1003_2741
2
6
405
0
0
161
0
0
1,500
bus_only
1,125
405
559
306
253
668.1
3,684.1
3,016
0
0
1
0
0
0
16
0
1003_2741
3
6
287
180
0
331
95
1
1,550
bus+train
1,235
467
437
26
316
522.3
4,729.6
1,567
2,640.3
0
1
1
0
0
16
0
1003_2741
4
6
709
0
0
737
0
0
1,500
bus_only
2,109
709
663
306
357
794.2
5,246.4
4,452.2
0
0
1
0
0
0
16
0
1003_2741
5
6
545
0
0
101
0
0
1,500
bus_only
1,506
545
860
306
554
1,030.5
4,772.8
3,742.3
0
0
1
0
0
0
16
0
1003_2742
0
13
230
180
0
403
95
1
1,550
bus+train
994
410
181
26
60
216.1
4,010.6
1,154.1
2,640.3
0
1
1
0
20
20
1
1003_2742
1
13
259
180
0
279
95
1
1,550
bus+train
923
439
205
26
84
245
4,081.4
1,196.1
2,640.3
0
1
1
0
0
20
0
1003_2742
2
13
594
0
0
106
0
0
1,500
bus_only
1,066
594
366
306
60
438.2
4,477.5
4,039.3
0
0
1
0
0
0
20
0
1003_2742
3
13
218
180
0
533
95
1
1,550
bus+train
1,222
398
291
26
170
347.8
4,100.1
1,112
2,640.3
0
1
1
0
0
20
0
1003_2742
4
13
208
180
0
326
95
2
1,550
bus+train
1,005
388
291
26
170
347.8
4,100.1
1,112
2,640.3
0
1
1
0
0
20
0
1003_2742
5
13
586
0
0
495
0
0
1,500
bus_only
1,471
586
390
306
84
467.1
4,548.3
4,081.2
0
0
1
0
0
0
20
0
1003_2742
6
13
582
0
0
164
0
0
1,500
bus_only
1,222
582
476
306
170
569.9
4,567.1
3,997.1
0
0
1
0
0
0
20
0
1003_2742
7
13
171
180
0
339
95
1
1,550
bus+train
1,218
351
528
26
407
632.4
4,013.2
740.4
2,640.3
0
1
1
0
0
20
0
1003_2742
8
13
276
180
0
463
95
1
1,550
bus+train
1,421
456
502
26
381
599.4
4,703.1
1,463.4
2,640.3
0
1
1
0
0
20
0
1003_2742
9
13
333
180
0
279
95
1
1,550
bus+train
1,369
513
577
26
456
690.5
4,862
1,531.1
2,640.3
0
1
1
0
0
20
0
1003_2742
10
13
640
0
0
166
0
0
1,500
bus_only
1,493
640
687
306
381
821.5
5,170.1
4,348.6
0
0
1
0
0
0
20
0
1003_2742
11
13
535
0
0
166
0
0
1,500
bus_only
1,414
535
713
306
407
854.5
4,480.1
3,625.6
0
0
1
0
0
0
20
0
1003_2742
12
13
660
0
0
495
0
0
1,500
bus_only
1,917
660
762
306
456
912.6
5,328.9
4,416.3
0
0
1
0
0
0
20
0
1003_2743
0
9
328
180
0
287
95
1
1,550
bus+train
1,119
508
324
26
203
386.3
5,031.4
2,004.7
2,640.3
0
1
1
0
0
53
0
1003_2743
1
9
252
330
0
348
84
2
1,550
bus+train
1,214
582
284
26
174
338.6
6,366.1
1,987.8
4,039.8
0
1
1
0
0
53
0
1003_2743
2
9
792
0
0
181
0
0
1,500
bus_only
1,468
792
495
306
189
591.7
5,848.4
5,256.7
0
0
1
0
0
0
53
0
1003_2743
3
9
382
180
0
638
95
1
1,550
bus+train
1,515
562
315
26
194
375.5
5,443.1
2,427.2
2,640.3
0
1
1
0
0
53
0
1003_2743
4
9
484
180
0
287
95
1
1,550
bus+train
1,287
664
336
26
215
401.5
5,413.4
2,371.5
2,640.3
0
1
1
0
53
53
1
1003_2743
5
9
370
180
0
385
95
2
1,550
bus+train
1,265
550
330
26
209
394.6
5,462.1
2,427.2
2,640.3
0
1
1
0
0
53
0
1003_2743
6
9
715
0
0
181
0
0
1,500
bus_only
1,405
715
509
306
203
608.4
5,498.3
4,889.9
0
0
1
0
0
0
53
0
1003_2743
7
9
208
330
0
243
348
1
1,550
bus+train
1,329
538
548
26
174
655.4
6,234.5
1,539.3
4,039.8
0
1
1
0
0
53
0
1003_2743
8
9
182
330
0
408
84
2
1,550
bus+train
1,577
512
657
26
547
786.1
6,447.2
1,621.3
4,039.8
0
1
1
0
0
53
0
1003_2745
0
23
241
500
0
581
146
2
1,550
bus+train
1,522
741
200
26
28
238.6
6,775.2
1,154.1
5,382.5
0
1
1
0
1
104
0.009709
1003_2745
1
23
577
180
0
504
66
3
1,550
bus+train
1,518
757
257
26
165
305.5
6,674.5
3,728.7
2,640.3
0
1
1
0
0
104
0
1003_2745
2
23
392
570
0
385
111
2
1,550
bus+train
1,641
962
294
26
157
350
8,930.6
2,783.2
5,797.4
0
1
1
0
0
104
0
1003_2745
3
23
371
420
0
584
138
1
1,550
bus+train
1,693
791
318
26
154
379.7
7,306.3
2,097.9
4,828.7
0
1
1
0
102
104
0.990291
1003_2745
4
23
396
330
0
439
162
2
1,550
bus+train
1,518
726
353
26
165
421.5
6,665.8
2,204.4
4,039.8
0
1
1
0
0
104
0
1003_2745
5
23
901
0
0
206
0
1
1,500
bus_only
1,567
901
460
306
154
551.1
7,353.3
6,802.3
0
0
1
0
0
0
104
0
1003_2745
6
23
990
0
0
270
0
1
1,500
bus_only
1,701
990
441
306
135
527.7
7,429.7
6,902.1
0
0
1
0
0
0
104
0
1003_2745
7
23
355
570
0
445
111
2
1,550
bus+train
1,753
925
383
26
246
457
8,720.4
2,466.1
5,797.4
0
1
1
0
0
104
0
1003_2745
8
23
848
180
0
670
95
1
1,550
bus+train
2,129
1,028
431
26
310
515.5
6,763.6
3,607.8
2,640.3
0
1
1
0
0
104
0
1003_2745
9
23
240
720
0
446
194
1
1,550
bus+train
1,872
960
466
26
246
557.5
10,000
2,045.2
7,397.3
0
1
1
0
0
104
0
1003_2745
10
23
336
570
0
393
111
1
1,550
bus+train
1,845
906
546
26
409
652.8
8,707.2
2,257
5,797.4
0
1
1
0
0
104
0
1003_2745
11
23
1,028
0
0
270
0
1
1,500
bus_only
1,877
1,028
579
306
273
693.5
7,902.8
7,209.3
0
0
1
0
0
0
104
0
1003_2745
12
23
309
420
0
524
138
1
1,550
bus+train
1,832
729
579
26
415
692.6
7,396.3
1,875.1
4,828.7
0
1
1
0
0
104
0
1003_2745
13
23
515
180
0
504
66
3
1,550
bus+train
1,706
695
507
26
415
605.9
6,752.1
3,505.9
2,640.3
0
1
1
0
0
104
0
1003_2745
14
23
383
570
0
606
111
2
1,550
bus+train
2,082
953
523
26
386
624.2
9,472.9
3,051.3
5,797.4
0
1
1
0
0
104
0
1003_2745
15
23
1,023
0
0
365
75
1
1,500
bus_only
2,019
1,023
631
306
250
754.4
9,174.5
8,420.1
0
0
1
0
0
0
104
0
1003_2745
16
23
310
720
0
446
194
1
1,550
bus+train
2,082
1,030
606
26
386
724.7
10,769.9
2,647.9
7,397.3
0
1
1
0
0
104
0
1003_2745
17
23
334
330
0
439
162
2
1,550
bus+train
1,706
664
603
26
415
722
6,743.4
1,981.6
4,039.8
0
1
1
0
0
104
0
1003_2745
18
23
408
420
0
584
138
1
1,550
bus+train
2,053
828
641
26
477
765.9
8,296.2
2,701.6
4,828.7
0
1
1
0
0
104
0
1003_2745
19
23
362
330
0
712
84
2
1,550
bus+train
1,988
692
584
26
474
697.4
6,957.4
2,220.2
4,039.8
0
1
1
0
0
104
0
1003_2745
20
23
614
180
0
564
66
3
1,550
bus+train
1,910
794
552
26
460
658.8
7,631.5
4,332.4
2,640.3
0
1
1
0
0
104
0
1003_2745
21
23
839
0
0
146
0
1
1,500
bus_only
1,706
839
721
306
415
863.9
7,443.4
6,579.5
0
0
1
0
0
0
104
0
1003_2745
22
23
433
330
0
499
162
2
1,550
bus+train
1,910
763
648
26
460
774.8
7,622.8
2,808.1
4,039.8
0
1
1
0
0
104
0
1003_2746
0
20
537
570
0
448
111
1
1,550
bus+train
1,708
1,107
153
26
16
179.6
9,459.9
3,482.9
5,797.4
0
1
1
0
0
97
0
1003_2746
1
20
160
560
0
551
168
2
1,550
bus+train
1,476
720
205
26
11
243.8
8,361.4
1,727.6
6,390
0
1
1
0
0
97
0
1003_2746
2
20
1,063
0
0
324
0
0
1,500
bus_only
2,007
1,063
620
306
314
742.1
9,129
8,386.9
0
0
1
0
0
0
97
0
1003_2746
3
20
899
180
0
379
187
1
1,550
bus+train
1,687
1,079
229
26
16
271.2
8,442.6
5,531.1
2,640.3
0
1
1
0
0
97
0