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
9892_8501742
4
11
827
0
0
422
21
1
1,500
bus_only
1,589
827
340
11
308
405.9
5,852.6
5,446.7
0
0
1
0
0
0
22
0
9892_8501742
5
11
414
210
0
524
96
1
1,550
bus+train
1,668
624
520
11
413
621.8
3,687.8
1,467.7
1,598.3
0
1
1
0
0
22
0
9892_8501742
6
11
917
0
0
418
21
1
1,500
bus_only
1,848
917
513
11
481
614.3
6,225.9
5,611.6
0
0
1
0
0
0
22
0
9892_8501742
7
11
715
0
0
1,027
0
0
1,500
bus_only
2,258
715
516
11
505
617.5
4,278.1
3,660.6
0
0
1
0
0
0
22
0
9892_8501742
8
11
868
0
0
422
21
1
1,500
bus_only
1,842
868
552
11
520
660.1
6,484.2
5,824.1
0
0
1
0
0
0
22
0
9892_8501742
9
11
459
0
0
251
0
1
1,500
bus_only
1,400
459
690
279
411
825.4
3,732.4
2,907
0
0
1
0
0
0
22
0
9892_8501742
10
11
482
80
0
469
85
1
1,550
bus+train
1,943
562
912
279
548
1,092
4,802
2,782.4
927.6
0
1
1
0
0
22
0
9892_8501743
0
16
729
0
0
836
0
0
1,500
bus_only
1,587
729
22
11
11
24.7
3,685.4
3,660.6
0
0
1
0
0
13
13
1
9892_8501743
1
16
352
180
0
232
128
1
1,550
bus+train
1,222
532
458
279
51
548.1
4,295.8
2,126.5
1,621.1
0
1
1
0
0
13
0
9892_8501743
2
16
659
0
0
836
0
0
1,500
bus_only
1,742
659
247
11
236
295.1
3,748.7
3,453.6
0
0
1
0
0
0
13
0
9892_8501743
3
16
1,206
0
0
260
67
1
1,500
bus_only
1,569
1,206
103
25
11
122.2
5,573.8
5,451.7
0
0
1
0
0
0
13
0
9892_8501743
4
16
718
320
0
414
54
1
1,550
bus+train
1,582
1,038
130
25
51
155
5,688.1
2,790.9
2,742.1
0
1
1
0
0
13
0
9892_8501743
5
16
884
0
0
609
21
1
1,500
bus_only
1,665
884
172
11
140
204.3
5,815.9
5,611.6
0
0
1
0
0
0
13
0
9892_8501743
6
16
1,114
0
0
260
67
1
1,500
bus_only
1,702
1,114
328
25
236
392.5
5,637.1
5,244.6
0
0
1
0
0
0
13
0
9892_8501743
7
16
847
0
0
609
21
1
1,500
bus_only
1,793
847
337
11
305
402.4
5,656.1
5,253.7
0
0
1
0
0
0
13
0
9892_8501743
8
16
909
0
0
187
0
2
1,500
bus_only
1,515
909
419
279
140
501.6
5,992.8
5,491.3
0
0
1
0
0
0
13
0
9892_8501743
9
16
595
0
0
896
0
0
1,500
bus_only
1,970
595
479
11
468
573.2
3,785.4
3,212.2
0
0
1
0
0
0
13
0
9892_8501743
10
16
837
0
0
896
0
0
1,500
bus_only
2,236
837
503
11
492
601.9
4,714
4,112.1
0
0
1
0
0
0
13
0
9892_8501743
11
16
699
0
0
253
180
1
1,500
bus_only
1,535
699
583
279
124
697.8
4,303.7
3,606
0
0
1
0
0
0
13
0
9892_8501743
12
16
1,057
0
0
260
67
1
1,500
bus_only
1,916
1,057
599
25
507
718.3
5,721.5
5,003.2
0
0
1
0
0
0
13
0
9892_8501743
13
16
872
0
0
187
0
2
1,500
bus_only
1,643
872
584
279
305
699.7
5,833
5,133.4
0
0
1
0
0
0
13
0
9892_8501743
14
16
737
0
0
313
180
1
1,500
bus_only
1,850
737
800
279
341
957.4
4,870.6
3,913.2
0
0
1
0
0
0
13
0
9892_8501743
15
16
587
0
0
253
180
1
1,500
bus_only
1,763
587
923
279
464
1,105.7
4,340.4
3,234.7
0
0
1
0
0
0
13
0
9892_8502155
0
12
685
0
0
826
0
0
1,500
bus_only
1,523
685
12
11
1
13.1
3,466.7
3,453.6
0
0
1
0
0
13
13
1
9892_8502155
1
12
637
0
0
541
0
1
1,500
bus_only
1,458
637
280
279
1
334.9
3,895.2
3,560.3
0
0
1
0
0
0
13
0
9892_8502155
2
12
617
0
0
886
0
0
1,500
bus_only
1,750
617
247
11
236
295.2
3,507.4
3,212.2
0
0
1
0
0
0
13
0
9892_8502155
3
12
765
0
0
826
0
0
1,500
bus_only
1,836
765
245
11
234
292.6
3,953.2
3,660.6
0
0
1
0
0
0
13
0
9892_8502155
4
12
900
0
0
428
21
1
1,500
bus_only
1,664
900
336
11
304
401.9
6,013.5
5,611.6
0
0
1
0
0
0
13
0
9892_8502155
5
12
864
0
0
488
21
1
1,500
bus_only
1,812
864
460
11
428
550
5,803.7
5,253.7
0
0
1
0
0
0
13
0
9892_8502155
6
12
803
0
0
577
21
1
1,500
bus_only
1,877
803
497
11
465
594.2
6,040.9
5,446.7
0
0
1
0
0
0
13
0
9892_8502155
7
12
578
0
0
601
0
1
1,500
bus_only
1,694
578
515
279
236
617
3,935.9
3,319
0
0
1
0
0
0
13
0
9892_8502155
8
12
932
0
0
133
0
1
1,500
bus_only
1,648
932
583
279
304
699.2
6,190.4
5,491.3
0
0
1
0
0
0
13
0
9892_8502155
9
12
477
80
0
436
85
1
1,550
bus+train
1,634
557
641
279
277
767.1
4,477.1
2,782.4
927.6
0
1
1
0
0
13
0
9892_8502155
10
12
510
0
0
302
0
1
1,500
bus_only
1,523
510
711
279
432
851
4,163.9
3,312.9
0
0
1
0
0
0
13
0
9892_8502155
11
12
896
0
0
133
0
1
1,500
bus_only
1,796
896
767
279
488
919
6,052.4
5,133.4
0
0
1
0
0
0
13
0
9892_8502584
0
2
1,156
0
0
107
0
0
1,500
bus_only
1,281
1,156
18
11
7
19.9
6,312.2
6,292.2
0
0
1
0
0
18
18
1
9892_8502584
1
2
1,196
0
0
107
0
0
1,500
bus_only
1,772
1,196
469
11
458
561.3
7,256.1
6,694.8
0
0
1
0
0
0
18
0
9892_8600000
0
6
580
0
0
368
0
0
1,500
bus_only
960
580
12
11
1
13.3
3,510.1
3,496.7
0
0
1
0
0
108
108
1
9892_8600000
1
6
507
0
0
368
0
0
1,500
bus_only
1,202
507
327
11
316
390.9
3,607.1
3,216.2
0
0
1
0
0
0
108
0
9892_8600000
2
6
913
0
0
204
0
0
1,500
bus_only
1,536
913
419
25
394
502.6
5,534.8
5,032.2
0
0
1
0
0
0
108
0
9892_8600000
3
6
849
0
0
204
0
0
1,500
bus_only
1,520
849
467
25
442
559.1
5,353.2
4,794.1
0
0
1
0
0
0
108
0
9892_8600000
4
6
469
0
0
428
0
0
1,500
bus_only
1,451
469
554
11
543
663
3,693.6
3,030.7
0
0
1
0
0
0
108
0
9892_8600000
5
6
678
0
0
428
0
0
1,500
bus_only
1,885
678
779
11
768
932.8
4,879
3,946.2
0
0
1
0
0
0
108
0
9892_8601326
0
12
445
0
0
364
0
0
1,500
bus_only
821
445
12
11
1
12.9
3,043.6
3,030.7
0
0
1
0
0
67
67
1
9892_8601326
1
12
487
0
0
364
0
0
1,500
bus_only
1,071
487
220
11
209
263.2
3,479.4
3,216.2
0
0
1
0
0
0
67
0
9892_8601326
2
12
647
0
0
364
0
0
1,500
bus_only
1,110
647
99
11
88
117.7
4,063.9
3,946.2
0
0
1
0
0
0
67
0
9892_8601326
3
12
878
0
0
561
0
0
1,500
bus_only
1,867
878
428
11
417
511.2
4,437.7
3,926.5
0
0
1
0
0
0
67
0
9892_8601326
4
12
880
0
0
708
0
0
1,500
bus_only
2,018
880
430
25
405
514.7
5,546.9
5,032.2
0
0
1
0
0
0
67
0
9892_8601326
5
12
556
0
0
424
0
0
1,500
bus_only
1,500
556
520
11
509
622.4
4,119.1
3,496.7
0
0
1
0
0
0
67
0
9892_8601326
6
12
814
0
0
501
0
0
1,500
bus_only
1,808
814
493
11
482
590.9
4,219.8
3,628.9
0
0
1
0
0
0
67
0
9892_8601326
7
12
593
0
0
578
0
0
1,500
bus_only
1,726
593
555
11
544
664.6
3,626.7
2,962
0
0
1
0
0
0
67
0
9892_8601326
8
12
939
0
0
561
0
0
1,500
bus_only
2,037
939
537
11
526
642.4
4,836
4,193.6
0
0
1
0
0
0
67
0
9892_8601326
9
12
426
0
0
229
0
0
1,500
bus_only
1,351
426
696
279
417
833
3,475.9
2,643
0
0
1
0
0
0
67
0
9892_8601326
10
12
362
0
0
169
0
0
1,500
bus_only
1,292
362
761
279
482
912.7
3,258
2,345.3
0
0
1
0
0
0
67
0
9892_8601326
11
12
487
0
0
229
0
0
1,500
bus_only
1,521
487
805
279
526
964.2
3,874.3
2,910.1
0
0
1
0
0
0
67
0
9892_8602852
0
6
548
0
0
180
0
0
1,500
bus_only
762
548
34
11
23
38.9
3,535.6
3,496.7
0
0
1
0
0
0
20
0
9892_8602852
1
6
479
0
0
120
0
0
1,500
bus_only
950
479
351
11
340
420.3
3,636.5
3,216.2
0
0
1
0
0
0
20
0
9892_8602852
2
6
859
0
0
338
0
0
1,500
bus_only
1,646
859
449
25
424
538.1
5,570.3
5,032.2
0
0
1
0
0
0
20
0
9892_8602852
3
6
940
0
0
142
0
0
1,500
bus_only
1,636
940
554
11
543
663.2
4,856.8
4,193.6
0
0
1
0
0
20
20
1
9892_8602852
4
6
436
0
0
180
0
0
1,500
bus_only
1,326
436
710
11
699
849.5
3,880.2
3,030.7
0
0
1
0
0
0
20
0
9892_8602852
5
6
646
0
0
180
0
0
1,500
bus_only
1,598
646
772
11
761
924.9
4,871.1
3,946.2
0
0
1
0
0
0
20
0
9892_9034315
0
2
995
0
0
745
0
0
1,500
bus_only
1,755
995
15
11
4
17.2
5,752.2
5,735
0
0
1
0
0
27
27
1
9892_9034315
1
2
1,445
0
0
517
0
1
1,500
bus_only
2,138
1,445
176
25
151
210.4
7,735.6
7,525.2
0
0
1
0
0
0
27
0
9892_9410
0
14
951
0
0
333
0
0
1,500
bus_only
1,301
951
17
11
6
19.7
5,571.2
5,551.5
0
0
1
0
0
11
13
0.846154
9892_9410
1
14
361
0
0
184
0
1
1,500
bus_only
830
361
285
279
6
341.5
2,839.4
2,497.9
0
0
1
0
0
2
13
0.153846
9892_9410
2
14
378
0
0
444
0
0
1,500
bus_only
1,107
378
285
279
6
341.5
2,839.4
2,497.9
0
0
1
0
0
0
13
0
9892_9410
3
14
621
0
0
346
78
1
1,500
bus_only
1,107
621
140
56
6
166.6
3,145.3
2,978.7
0
0
1
0
0
0
13
0
9892_9410
4
14
1,023
0
0
393
0
0
1,500
bus_only
1,649
1,023
233
11
222
278
6,032.5
5,754.5
0
0
1
0
0
0
13
0
9892_9410
5
14
902
0
0
333
0
0
1,500
bus_only
1,677
902
442
11
431
528.7
5,702.9
5,174.2
0
0
1
0
0
0
13
0
9892_9410
6
14
1,056
0
0
393
0
0
1,500
bus_only
1,881
1,056
432
11
421
516.5
6,448.5
5,932
0
0
1
0
0
0
13
0
9892_9410
7
14
450
0
0
504
0
0
1,500
bus_only
1,455
450
501
279
222
599.8
3,300.7
2,700.9
0
0
1
0
0
0
13
0
9892_9410
8
14
433
0
0
244
0
1
1,500
bus_only
1,178
433
501
279
222
599.8
3,300.7
2,700.9
0
0
1
0
0
0
13
0
9892_9410
9
14
572
0
0
346
78
1
1,500
bus_only
1,483
572
565
56
431
675.6
3,277
2,601.4
0
0
1
0
0
0
13
0
9892_9410
10
14
329
0
0
444
0
0
1,500
bus_only
1,483
329
710
279
431
850.5
2,971
2,120.6
0
0
1
0
0
0
13
0
9892_9410
11
14
483
0
0
504
0
0
1,500
bus_only
1,687
483
700
279
421
838.3
3,716.6
2,878.4
0
0
1
0
0
0
13
0
9892_9410
12
14
312
0
0
184
0
1
1,500
bus_only
1,206
312
710
279
431
850.5
2,971
2,120.6
0
0
1
0
0
0
13
0
9892_9410
13
14
466
0
0
244
0
1
1,500
bus_only
1,410
466
700
279
421
838.3
3,716.7
2,878.4
0
0
1
0
0
0
13
0
9892_9411
0
11
786
0
0
193
0
0
1,500
bus_only
991
786
12
11
1
13.2
3,234.4
3,221.2
0
0
1
0
0
33
33
1
9892_9411
1
11
315
0
0
348
0
0
1,500
bus_only
943
315
280
279
1
335
2,272.7
1,937.7
0
0
1
0
0
0
33
0
9892_9411
2
11
931
0
0
206
0
0
1,500
bus_only
1,310
931
173
11
162
206.6
5,104.9
4,898.3
0
0
1
0
0
0
33
0
9892_9411
3
11
984
0
0
266
0
0
1,500
bus_only
1,508
984
258
11
247
307.5
5,481.7
5,174.2
0
0
1
0
0
0
33
0
9892_9411
4
11
720
0
0
193
0
0
1,500
bus_only
1,195
720
282
11
271
337.7
3,318.1
2,980.4
0
0
1
0
0
0
33
0
9892_9411
5
11
881
0
0
266
0
0
1,500
bus_only
1,491
881
344
11
333
410.6
5,117.6
4,707
0
0
1
0
0
0
33
0
9892_9411
6
11
499
0
0
366
58
1
1,500
bus_only
1,228
499
363
11
294
432.8
3,195.5
2,762.7
0
0
1
0
0
0
33
0
9892_9411
7
11
855
0
0
253
0
0
1,500
bus_only
1,577
855
469
11
458
561.8
4,190.7
3,628.9
0
0
1
0
0
0
33
0
9892_9411
8
11
249
0
0
348
0
0
1,500
bus_only
1,147
249
550
279
271
659.5
2,356.3
1,696.9
0
0
1
0
0
0
33
0
9892_9411
9
11
775
0
0
266
0
0
1,500
bus_only
1,569
775
528
11
517
632
5,124.6
4,492.6
0
0
1
0
0
0
33
0
9892_9411
10
11
384
0
0
408
0
0
1,500
bus_only
1,529
384
737
279
458
883.6
3,228.9
2,345.3
0
0
1
0
0
0
33
0
9892_9444
0
10
1,060
0
0
331
0
0
1,500
bus_only
1,403
1,060
12
11
1
13.1
5,945.1
5,932
0
0
1
0
0
13
14
0.928571
9892_9444
1
10
727
0
0
222
0
1
1,500
bus_only
961
727
12
11
1
13.1
3,931.4
3,918.3
0
0
1
0
0
1
14
0.071429
9892_9444
2
10
1,024
0
0
331
0
0
1,500
bus_only
1,566
1,024
211
11
200
251.8
6,006.3
5,754.5
0
0
1
0
0
0
14
0
9892_9444
3
10
691
0
0
222
0
1
1,500
bus_only
1,124
691
211
11
200
251.8
3,992.6
3,740.8
0
0
1
0
0
0
14
0
9892_9444
4
10
1,132
0
0
391
0
0
1,500
bus_only
1,770
1,132
247
11
236
295.2
6,444.4
6,149.2
0
0
1
0
0
0
14
0
9892_9444
5
10
799
0
0
282
0
1
1,500
bus_only
1,328
799
247
11
236
295.2
4,430.7
4,135.5
0
0
1
0
0
0
14
0
9892_9444
6
10
956
0
0
331
0
0
1,500
bus_only
1,726
956
439
11
428
525.4
6,076.9
5,551.5
0
0
1
0
0
0
14
0
9892_9444
7
10
623
0
0
222
0
1
1,500
bus_only
1,284
623
439
11
428
525.4
4,063.2
3,537.8
0
0
1
0
0
0
14
0
9892_9444
8
10
1,209
0
0
391
0
0
1,500
bus_only
2,084
1,209
484
11
473
580
6,946.2
6,366.2
0
0
1
0
0
0
14
0
9892_9444
9
10
876
0
0
282
0
1
1,500
bus_only
1,642
876
484
11
473
580
4,932.5
4,352.5
0
0
1
0
0
0
14
0
9892_9476
0
10
712
0
0
230
0
0
1,500
bus_only
954
712
12
11
1
13.2
2,993.6
2,980.4
0
0
1
0
0
13
13
1
9892_9476
1
10
242
0
0
278
0
0
1,500
bus_only
800
242
280
279
1
335
2,031.9
1,696.9
0
0
1
0
0
0
13
0