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
9899_72075
1
5
349
0
0
105
0
0
1,500
bus_only
817
349
363
6
357
435
2,218.5
1,783.5
0
0
1
0
0
0
135
0
9899_72075
2
5
430
0
0
165
0
0
1,500
bus_only
885
430
290
6
284
346.7
2,723.3
2,376.6
0
0
1
0
0
0
135
0
9899_72075
3
5
422
0
0
517
0
0
1,500
bus_only
1,214
422
275
6
269
328.5
2,560.8
2,232.3
0
0
1
0
0
0
135
0
9899_72075
4
5
436
0
0
302
0
1
1,500
bus_only
1,171
436
433
6
427
519
2,999.1
2,480.1
0
0
1
0
0
0
135
0
9899_72076
0
11
432
0
0
410
0
0
1,500
bus_only
849
432
7
6
1
7.3
2,384
2,376.6
0
0
1
0
0
94
94
1
9899_72076
1
11
420
0
0
108
0
1
1,500
bus_only
535
420
7
6
1
7.3
2,384
2,376.6
0
0
1
0
0
0
94
0
9899_72076
2
11
274
0
0
53
0
0
1,500
bus_only
656
274
329
328
1
392.9
2,376.8
1,983.9
0
0
1
0
0
0
94
0
9899_72076
3
11
435
0
0
568
0
1
1,500
bus_only
1,147
435
144
6
138
171.8
2,651.9
2,480.1
0
0
1
0
0
0
94
0
9899_72076
4
11
402
0
0
470
0
0
1,500
bus_only
1,188
402
316
6
310
378.8
2,479.5
2,100.7
0
0
1
0
0
0
94
0
9899_72076
5
11
390
0
0
168
0
1
1,500
bus_only
874
390
316
6
310
378.8
2,479.5
2,100.7
0
0
1
0
0
0
94
0
9899_72076
6
11
468
0
0
470
0
0
1,500
bus_only
1,301
468
363
6
357
433.5
3,157.8
2,724.2
0
0
1
0
0
0
94
0
9899_72076
7
11
422
0
0
102
0
0
1,500
bus_only
949
422
425
6
419
508.6
2,740.9
2,232.3
0
0
1
0
0
0
94
0
9899_72076
8
11
456
0
0
168
0
1
1,500
bus_only
987
456
363
6
357
433.5
3,157.8
2,724.2
0
0
1
0
0
0
94
0
9899_72076
9
11
244
0
0
113
0
0
1,500
bus_only
995
244
638
328
310
764.4
2,472.3
1,708
0
0
1
0
0
0
94
0
9899_72076
10
11
310
0
0
113
0
0
1,500
bus_only
1,108
310
685
328
357
819.1
3,150.6
2,331.5
0
0
1
0
0
0
94
0
9899_72077
0
2
454
0
0
166
0
0
1,500
bus_only
635
454
15
6
9
17.3
2,741.5
2,724.2
0
0
1
0
0
112
112
1
9899_72077
1
2
420
0
0
166
0
0
1,500
bus_only
977
420
391
6
385
468.8
2,845.4
2,376.6
0
0
1
0
0
0
112
0
9899_72078
0
2
503
0
0
457
0
0
1,500
bus_only
967
503
7
6
1
7.8
3,294.3
3,286.5
0
0
1
0
0
64
64
1
9899_72078
1
2
342
0
0
46
0
0
1,500
bus_only
717
342
329
328
1
393.4
3,287.1
2,893.7
0
0
1
0
0
0
64
0
9899_72079
0
4
562
0
0
330
0
0
1,500
bus_only
899
562
7
6
1
7.7
3,936.5
3,928.8
0
0
1
0
0
54
54
1
9899_72079
1
4
399
0
0
112
0
0
1,500
bus_only
840
399
329
328
1
393.3
3,929.3
3,536
0
0
1
0
0
0
54
0
9899_72079
2
4
638
0
0
330
0
0
1,500
bus_only
1,318
638
350
6
344
418.9
4,653.3
4,234.4
0
0
1
0
0
0
54
0
9899_72079
3
4
475
0
0
112
0
0
1,500
bus_only
1,259
475
672
328
344
804.5
4,646.1
3,841.7
0
0
1
0
0
0
54
0
9899_72080
0
7
822
0
0
311
0
0
1,500
bus_only
1,149
822
16
6
10
18.3
4,252.7
4,234.4
0
0
1
0
0
42
43
0.976744
9899_72080
1
7
673
0
0
92
0
0
1,500
bus_only
1,103
673
338
328
10
403.9
4,245.5
3,841.7
0
0
1
0
0
0
43
0
9899_72080
2
7
700
0
0
371
0
0
1,500
bus_only
1,425
700
354
6
348
423.3
4,352.1
3,928.8
0
0
1
0
0
0
43
0
9899_72080
3
7
878
0
0
690
0
1
1,500
bus_only
1,987
878
419
6
413
502.3
5,106.9
4,604.6
0
0
1
0
0
1
43
0.023256
9899_72080
4
7
551
0
0
152
0
0
1,500
bus_only
1,379
551
676
328
348
808.9
4,344.9
3,536
0
0
1
0
0
0
43
0
9899_72080
5
7
1,101
0
0
750
0
1
1,500
bus_only
2,394
1,101
543
6
537
650.7
5,414.7
4,764
0
0
1
0
0
0
43
0
9899_72080
6
7
974
0
0
555
0
0
1,500
bus_only
2,400
974
871
328
543
1,043.1
5,414.3
4,371.2
0
0
1
0
0
0
43
0
9899_72081
0
5
820
0
0
295
0
0
1,500
bus_only
1,122
820
7
6
1
7.4
4,756.4
4,749
0
0
1
0
0
73
73
1
9899_72081
1
5
91
330
0
323
84
1
1,550
bus+train
1,340
421
596
199
313
713.2
4,821.3
476.8
3,631.3
0
1
1
0
0
73
0
9899_72081
2
5
852
0
0
295
0
0
1,500
bus_only
1,571
852
424
6
418
507.7
5,627.2
5,119.6
0
0
1
0
0
0
73
0
9899_72081
3
5
791
0
0
880
0
1
1,500
bus_only
2,117
791
446
6
440
534.1
5,138.7
4,604.6
0
0
1
0
0
0
73
0
9899_72081
4
5
1,038
0
0
848
0
1
1,500
bus_only
2,427
1,038
541
6
535
647.7
6,496.2
5,848.6
0
0
1
0
0
0
73
0
9899_72119
0
11
302
0
0
679
0
0
1,500
bus_only
988
302
7
6
1
7.4
891.2
883.8
0
0
1
0
0
34
34
1
9899_72119
1
11
148
0
0
233
0
0
1,500
bus_only
633
148
252
6
246
300.4
891.2
590.8
0
0
1
0
0
0
34
0
9899_72119
2
11
180
0
0
233
0
0
1,500
bus_only
676
180
263
6
257
314.1
1,141.3
827.2
0
0
1
0
0
0
34
0
9899_72119
3
11
164
0
0
416
0
0
1,500
bus_only
814
164
234
199
35
279.5
1,185.2
905.6
0
0
1
0
0
0
34
0
9899_72119
4
11
189
0
0
475
0
0
1,500
bus_only
1,072
189
408
6
402
488.5
1,233.5
745
0
0
1
0
0
0
34
0
9899_72119
5
11
66
0
0
173
0
0
1,500
bus_only
708
66
469
6
463
561.9
891.5
329.6
0
0
1
0
0
0
34
0
9899_72119
6
11
368
0
0
739
0
0
1,500
bus_only
1,606
368
499
6
493
596.6
1,940.7
1,344.1
0
0
1
0
0
0
34
0
9899_72119
7
11
363
0
0
1,172
0
1
1,500
bus_only
1,954
363
419
6
413
500.9
1,753
1,252.1
0
0
1
0
0
0
34
0
9899_72119
8
11
91
0
0
416
0
0
1,500
bus_only
1,169
91
662
199
463
792.8
1,269.6
476.8
0
0
1
0
0
0
34
0
9899_72119
9
11
170
0
0
249
0
0
1,500
bus_only
1,152
170
733
328
405
877.9
2,030.7
1,152.8
0
0
1
0
0
0
34
0
9899_72119
10
11
116
0
0
189
0
0
1,500
bus_only
1,080
116
775
328
447
928.8
1,605
676.2
0
0
1
0
0
0
34
0
9899_76423
0
9
192
0
0
423
0
0
1,500
bus_only
636
192
21
6
15
24.7
942.8
918
0
0
1
0
0
23
23
1
9899_76423
1
9
171
0
0
423
0
0
1,500
bus_only
808
171
214
6
208
255.7
1,000.7
745
0
0
1
0
0
0
23
0
9899_76423
2
9
131
0
0
483
0
0
1,500
bus_only
947
131
333
6
327
398.6
989.4
590.8
0
0
1
0
0
0
23
0
9899_76423
3
9
162
0
0
489
0
0
1,500
bus_only
1,019
162
368
6
362
439.6
1,266.8
827.2
0
0
1
0
0
0
23
0
9899_76423
4
9
438
0
0
306
0
0
1,500
bus_only
1,157
438
413
12
401
494.6
998.4
503.8
0
0
1
0
0
0
23
0
9899_76423
5
9
508
0
0
306
0
0
1,500
bus_only
1,224
508
410
12
398
490
1,061
571
0
0
1
0
0
0
23
0
9899_76423
6
9
374
0
0
306
0
0
1,500
bus_only
1,111
374
431
12
419
515.4
959
443.6
0
0
1
0
0
0
23
0
9899_76423
7
9
307
0
0
366
0
0
1,500
bus_only
1,163
307
490
12
478
586.7
970.3
383.6
0
0
1
0
0
0
23
0
9899_76423
8
9
575
0
0
366
0
0
1,500
bus_only
1,533
575
592
12
580
707.6
1,388.5
680.9
0
0
1
0
0
0
23
0
9899_76424
0
3
574
0
0
410
0
0
1,500
bus_only
998
574
14
6
8
16.1
1,736.2
1,720.2
0
0
1
0
0
91
91
1
9899_76424
1
3
631
0
0
410
0
0
1,500
bus_only
1,315
631
274
6
268
327.9
2,279.1
1,951.2
0
0
1
0
0
0
91
0
9899_76424
2
3
663
0
0
410
0
0
1,500
bus_only
1,525
663
452
6
446
541.5
2,652.4
2,110.9
0
0
1
0
0
0
91
0
9899_76425
0
4
631
0
0
403
0
0
1,500
bus_only
1,041
631
7
6
1
7.5
1,958.7
1,951.2
0
0
1
0
0
71
71
1
9899_76425
1
4
574
0
0
403
0
0
1,500
bus_only
1,243
574
266
6
260
318.5
2,038.6
1,720.2
0
0
1
0
0
0
71
0
9899_76425
2
4
663
0
0
403
0
0
1,500
bus_only
1,252
663
186
6
180
223
2,333.8
2,110.9
0
0
1
0
0
0
71
0
9899_76425
3
4
707
0
0
463
0
0
1,500
bus_only
1,661
707
491
6
485
588.1
3,026.1
2,438
0
0
1
0
0
0
71
0
9899_76426
0
5
585
0
0
479
0
0
1,500
bus_only
1,078
585
14
6
8
15.4
2,126.3
2,110.9
0
0
1
0
0
19
19
1
9899_76426
1
5
534
0
0
479
0
0
1,500
bus_only
1,206
534
193
6
187
230.9
2,182.1
1,951.2
0
0
1
0
0
0
19
0
9899_76426
2
5
623
0
0
539
0
0
1,500
bus_only
1,511
623
349
6
343
417.7
2,855.7
2,438
0
0
1
0
0
0
19
0
9899_76426
3
5
506
0
0
605
0
1
1,500
bus_only
1,438
506
327
6
321
391.5
2,214.6
1,823.1
0
0
1
0
0
0
19
0
9899_76426
4
5
477
0
0
539
0
0
1,500
bus_only
1,428
477
412
6
406
492.7
2,212.8
1,720.2
0
0
1
0
0
0
19
0
9899_8001792
0
12
139
0
0
161
0
0
1,500
bus_only
319
139
19
6
13
22.6
613.3
590.8
0
0
1
0
0
166
353
0.470255
9899_8001792
1
12
183
0
0
161
0
0
1,500
bus_only
516
183
172
6
166
205.1
950.1
745
0
0
1
0
0
0
353
0
9899_8001792
2
12
62
0
0
161
0
0
1,500
bus_only
528
62
305
6
299
365
694.6
329.6
0
0
1
0
0
0
353
0
9899_8001792
3
12
170
0
0
407
0
0
1,500
bus_only
850
170
273
6
267
326.4
1,153.7
827.2
0
0
1
0
0
133
353
0.376771
9899_8001792
4
12
203
0
0
161
0
0
1,500
bus_only
671
203
307
6
301
367.3
1,285.3
918
0
0
1
0
0
0
353
0
9899_8001792
5
12
307
0
0
65
0
0
1,500
bus_only
806
307
434
12
422
519.3
902.9
383.6
0
0
1
0
0
0
353
0
9899_8001792
6
12
374
0
0
65
0
0
1,500
bus_only
875
374
436
12
424
521.5
965.1
443.6
0
0
1
0
0
0
353
0
9899_8001792
7
12
271
0
0
905
0
0
1,500
bus_only
1,524
271
348
6
342
415.5
1,299.2
883.8
0
0
1
0
0
54
353
0.152975
9899_8001792
8
12
438
0
0
65
0
0
1,500
bus_only
971
438
468
12
456
560.4
1,064.2
503.8
0
0
1
0
0
0
353
0
9899_8001792
9
12
227
0
0
65
0
0
1,500
bus_only
790
227
498
12
486
596.8
863.4
266.6
0
0
1
0
0
0
353
0
9899_8001792
10
12
159
0
0
158
0
0
1,500
bus_only
873
159
556
199
357
665.5
1,571.1
905.6
0
0
1
0
0
0
353
0
9899_8001792
11
12
91
0
0
158
0
0
1,500
bus_only
1,045
91
796
199
597
953
1,429.8
476.8
0
0
1
0
0
0
353
0
9899_8001908
0
10
1,382
0
0
484
0
1
1,500
bus_only
1,873
1,382
7
6
1
7.5
8,876.6
8,869.1
0
0
1
0
0
13
13
1
9899_8001908
1
10
444
590
0
667
84
2
1,550
bus+train
2,124
1,034
423
6
333
505.1
9,499.4
2,975.6
6,018.7
0
1
1
0
0
13
0
9899_8001908
2
10
1,343
0
0
479
0
0
1,500
bus_only
2,151
1,343
329
328
1
393
8,869.4
8,476.4
0
0
1
0
0
0
13
0
9899_8001908
3
10
1,922
0
0
495
0
1
1,500
bus_only
2,527
1,922
110
6
104
131.2
10,625.2
10,494
0
0
1
0
0
0
13
0
9899_8001908
4
10
1,571
0
0
484
0
1
1,500
bus_only
2,195
1,571
140
6
134
167.3
9,816
9,648.7
0
0
1
0
0
0
13
0
9899_8001908
5
10
1,778
0
0
377
0
0
1,500
bus_only
2,583
1,778
428
328
100
511.2
10,612.5
10,101.2
0
0
1
0
0
0
13
0
9899_8001908
6
10
1,468
0
0
544
0
1
1,500
bus_only
2,419
1,468
407
6
401
486.8
9,731.9
9,245
0
0
1
0
0
0
13
0
9899_8001908
7
10
691
810
0
470
54
1
1,550
bus+train
2,364
1,501
393
6
333
470
11,006.3
2,790.9
7,745.4
0
1
1
0
0
13
0
9899_8001908
8
10
2,185
0
0
555
0
1
1,500
bus_only
3,330
2,185
590
6
584
706.7
11,764
11,057.3
0
0
1
0
0
0
13
0
9899_8001908
9
10
2,041
0
0
377
0
0
1,500
bus_only
3,330
2,041
912
328
584
1,092.3
11,756.8
10,664.6
0
0
1
0
0
0
13
0
9899_8002597
0
2
821
0
0
404
0
0
1,500
bus_only
1,241
821
16
6
10
18.4
5,138
5,119.6
0
0
1
0
0
50
50
1
9899_8002597
1
2
788
0
0
404
0
0
1,500
bus_only
1,622
788
430
6
424
514.6
5,263.6
4,749
0
0
1
0
0
0
50
0
9899_8002598
0
2
904
0
0
297
0
0
1,500
bus_only
1,208
904
7
6
1
7.3
5,708
5,700.7
0
0
1
0
0
72
72
1
9899_8002598
1
2
937
0
0
297
0
0
1,500
bus_only
1,605
937
371
6
365
443.8
6,468.2
6,024.5
0
0
1
0
0
0
72
0
9899_8002599
0
3
920
0
0
271
0
0
1,500
bus_only
1,207
920
16
6
10
18.6
6,043.1
6,024.5
0
0
1
0
0
27
27
1
9899_8002599
1
3
887
0
0
271
0
0
1,500
bus_only
1,535
887
377
6
371
451.1
6,151.7
5,700.7
0
0
1
0
0
0
27
0
9899_8002599
2
3
959
0
0
271
0
0
1,500
bus_only
1,588
959
358
6
352
428.9
6,771.8
6,342.8
0
0
1
0
0
0
27
0
9899_8002600
0
3
1,081
0
0
430
0
0
1,500
bus_only
1,520
1,081
9
6
3
10.3
6,353.2
6,342.8
0
0
1
0
0
14
14
1
9899_8002600
1
3
1,041
0
0
430
0
0
1,500
bus_only
1,836
1,041
365
6
359
437.2
6,461.6
6,024.5
0
0
1
0
0
0
14
0
9899_8002600
2
3
1,179
0
0
430
0
0
1,500
bus_only
2,035
1,179
426
6
420
511
7,227.1
6,716.1
0
0
1
0
0
0
14
0
9899_8447
0
6
259
0
0
78
0
0
1,500
bus_only
344
259
7
6
1
7.4
1,438.4
1,431
0
0
1
0
0
38
181
0.209945