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
9902_9857
0
9
558
0
0
242
0
0
1,500
bus_only
809
558
9
8
1
9.7
3,206
3,196.3
0
0
1
0
0
14
14
1
9902_9857
1
9
548
0
0
180
0
1
1,500
bus_only
737
548
9
8
1
9.7
3,206
3,196.3
0
0
1
0
0
0
14
0
9902_9857
2
9
788
0
0
93
0
0
1,500
bus_only
1,091
788
210
92
118
251.1
3,586.9
3,335.8
0
0
1
0
0
0
14
0
9902_9857
3
9
409
0
0
238
0
1
1,500
bus_only
876
409
229
8
221
273.7
3,204.2
2,930.5
0
0
1
0
0
0
14
0
9902_9857
4
9
527
0
0
302
0
0
1,500
bus_only
1,134
527
305
8
297
364.7
3,297.9
2,933.2
0
0
1
0
0
0
14
0
9902_9857
5
9
463
0
0
298
0
1
1,500
bus_only
1,061
463
300
8
292
358
3,543.6
3,185.6
0
0
1
0
0
0
14
0
9902_9857
6
9
517
0
0
240
0
1
1,500
bus_only
1,062
517
305
8
297
364.7
3,297.9
2,933.2
0
0
1
0
0
0
14
0
9902_9857
7
9
788
0
0
487
0
0
1,500
bus_only
1,619
788
344
92
252
412
3,465.1
3,053.1
0
0
1
0
0
0
14
0
9902_9857
8
9
713
0
0
547
0
0
1,500
bus_only
1,704
713
444
92
352
531
3,279.5
2,748.5
0
0
1
0
0
0
14
0
9902_9871
0
6
729
0
0
77
0
0
1,500
bus_only
857
729
51
8
43
60.4
3,997.8
3,937.4
0
0
1
0
0
27
27
1
9902_9871
1
6
692
0
0
77
0
0
1,500
bus_only
1,248
692
479
8
471
573.6
4,098.5
3,524.9
0
0
1
0
0
0
27
0
9902_9871
2
6
783
0
0
137
0
0
1,500
bus_only
1,401
783
481
8
473
575.6
4,990.8
4,415.2
0
0
1
0
0
0
27
0
9902_9871
3
6
436
150
0
235
24
1
1,550
bus+train
1,319
586
498
8
466
595.7
4,111.9
2,087.5
1,428.7
0
1
1
0
0
27
0
9902_9871
4
6
1,169
0
0
1,241
0
1
1,500
bus_only
2,949
1,169
539
8
531
646
6,498.8
5,852.8
0
0
1
0
0
0
27
0
9902_9871
5
6
956
0
0
463
0
0
1,500
bus_only
2,186
956
767
236
531
919.3
5,710.9
4,791.6
0
0
1
0
0
0
27
0
9903_10048
0
6
336
0
0
205
0
0
1,500
bus_only
566
336
25
19
6
28.1
1,250.1
1,222
0
0
1
0
0
268
268
1
9903_10048
1
6
298
0
0
106
0
0
1,500
bus_only
710
298
306
14
292
366.3
1,531.5
1,165.2
0
0
1
0
0
0
268
0
9903_10048
2
6
428
0
0
205
0
0
1,500
bus_only
894
428
261
19
242
311.5
1,753.1
1,441.5
0
0
1
0
0
0
268
0
9903_10048
3
6
221
0
0
105
0
0
1,500
bus_only
736
221
410
14
396
490.6
1,372.2
881.7
0
0
1
0
0
0
268
0
9903_10048
4
6
478
0
0
205
0
0
1,500
bus_only
1,128
478
445
19
426
531.9
2,136.7
1,604.8
0
0
1
0
0
0
268
0
9903_10048
5
6
370
0
0
106
0
0
1,500
bus_only
1,028
370
552
14
538
661.2
2,153.3
1,492.1
0
0
1
0
0
0
268
0
9903_10066
0
9
321
0
0
112
0
0
1,500
bus_only
467
321
34
14
20
40
1,205.2
1,165.2
0
0
1
0
0
0
23
0
9903_10066
1
9
315
0
0
114
0
0
1,500
bus_only
473
315
44
19
25
51.4
1,215.9
1,164.5
0
0
1
0
0
23
23
1
9903_10066
2
9
362
0
0
191
0
0
1,500
bus_only
840
362
287
19
268
342.8
1,564.8
1,222
0
0
1
0
0
0
23
0
9903_10066
3
9
254
0
0
112
0
0
1,500
bus_only
696
254
330
14
316
394.7
1,276.3
881.7
0
0
1
0
0
0
23
0
9903_10066
4
9
245
0
0
114
0
0
1,500
bus_only
692
245
333
19
314
397.9
1,279.9
882
0
0
1
0
0
0
23
0
9903_10066
5
9
406
0
0
112
0
0
1,500
bus_only
908
406
390
14
376
466.9
1,959
1,492.1
0
0
1
0
0
0
23
0
9903_10066
6
9
371
0
0
114
0
0
1,500
bus_only
883
371
398
19
379
475.7
1,968
1,492.3
0
0
1
0
0
0
23
0
9903_10066
7
9
454
0
0
191
0
0
1,500
bus_only
1,145
454
500
19
481
598.3
2,039.8
1,441.5
0
0
1
0
0
0
23
0
9903_10066
8
9
220
0
0
191
0
0
1,500
bus_only
966
220
555
19
536
664.7
1,355.8
691.1
0
0
1
0
0
0
23
0
9903_13197
0
13
2,954
0
0
625
0
0
1,600
bus_only
3,599
2,954
20
19
1
22
15,448.7
15,426.7
0
0
1
0
0
19
19
1
9903_13197
1
13
1,620
450
0
433
118
2
1,650
bus+train
2,636
2,070
133
14
1
157.3
16,688.2
10,868.3
5,662.5
0
1
1
0
0
19
0
9903_13197
2
13
3,060
0
0
625
0
0
1,600
bus_only
4,095
3,060
410
19
391
489.9
16,263.6
15,773.8
0
0
1
0
0
0
19
0
9903_13197
3
13
3,058
0
0
457
6
1
1,500
bus_only
3,536
3,058
21
14
1
23.5
14,552.7
14,529.2
0
0
1
0
0
0
19
0
9903_13197
4
13
1,990
0
0
590
186
1
3,000
bus_only
2,801
1,990
221
14
21
263
16,718.2
16,455.2
0
0
1
0
0
0
19
0
9903_13197
5
13
2,904
0
0
685
0
0
1,600
bus_only
4,019
2,904
430
19
411
513.8
15,575.3
15,061.5
0
0
1
0
0
0
19
0
9903_13197
6
13
3,007
0
0
517
6
1
1,500
bus_only
3,955
3,007
431
14
411
515.3
14,679.3
14,164
0
0
1
0
0
0
19
0
9903_13197
7
13
1,887
0
0
530
186
1
3,000
bus_only
3,024
1,887
607
14
407
726.2
16,844.4
16,118.2
0
0
1
0
0
0
19
0
9903_13197
8
13
1,726
450
0
433
118
2
1,650
bus+train
3,132
2,176
523
14
391
625.1
17,503.1
11,215.4
5,662.5
0
1
1
0
0
19
0
9903_13197
9
13
1,570
450
0
493
118
2
1,650
bus+train
3,057
2,020
544
14
412
650.6
16,816.3
10,503.2
5,662.5
0
1
1
0
0
19
0
9903_13197
10
13
350
1,560
0
535
117
2
1,650
bus+train
2,956
1,910
511
14
380
609.3
18,140.2
1,699.8
15,831.1
0
1
1
0
0
19
0
9903_13197
11
13
2,135
0
0
590
186
1
3,000
bus_only
3,324
2,135
599
14
399
716.2
17,549
16,832.8
0
0
1
0
0
0
19
0
9903_13197
12
13
1,039
930
0
403
187
2
1,650
bus+train
3,072
1,969
700
14
499
837.2
16,706.2
6,418.5
9,450.5
0
1
1
0
0
19
0
9903_72297
0
7
1,768
0
0
184
0
0
1,500
bus_only
1,988
1,768
36
14
22
42.1
5,756.2
5,714.1
0
0
1
0
0
15
15
1
9903_72297
1
7
496
450
0
619
91
2
1,550
bus+train
1,716
946
151
14
46
178.3
8,098.4
2,257.6
5,662.5
0
1
1
0
0
15
0
9903_72297
2
7
1,671
0
0
184
0
0
1,500
bus_only
2,224
1,671
369
14
355
441.1
5,859.2
5,418.1
0
0
1
0
0
0
15
0
9903_72297
3
7
1,524
0
0
275
0
1
1,500
bus_only
1,835
1,524
36
14
22
42.1
5,690
5,647.9
0
0
1
0
0
0
15
0
9903_72297
4
7
477
450
0
673
91
2
1,550
bus+train
1,749
927
149
14
44
177.1
8,097.9
2,258.3
5,662.5
0
1
1
0
0
15
0
9903_72297
5
7
1,627
0
0
226
0
1
1,500
bus_only
2,222
1,627
369
14
355
441.1
5,859.2
5,418.1
0
0
1
0
0
0
15
0
9903_72297
6
7
1,123
0
120
417
63
1
3,200
bus+gtx
2,175
1,243
515
14
438
615.2
7,150.7
3,598
0
2,937.5
1
0
1
0
15
0
9903_72299
0
6
1,723
0
0
139
0
0
1,500
bus_only
1,888
1,723
26
19
7
29.2
6,591.6
6,562.3
0
0
1
0
0
18
18
1
9903_72299
1
6
350
450
0
800
77
1
1,550
bus+train
1,981
800
381
14
290
455.1
7,817.4
1,699.8
5,662.5
0
1
1
0
0
18
0
9903_72299
2
6
1,643
0
0
199
0
0
1,500
bus_only
2,183
1,643
341
19
322
406
6,664.2
6,258.1
0
0
1
0
0
0
18
0
9903_72299
3
6
1,565
0
0
270
4
1
1,500
bus_only
2,194
1,565
359
19
336
428.7
7,296
6,867.3
0
0
1
0
0
0
18
0
9903_72299
4
6
1,797
0
0
139
0
0
1,500
bus_only
2,384
1,797
448
19
429
536.1
7,474.8
6,938.8
0
0
1
0
0
0
18
0
9903_72299
5
6
1,044
0
120
585
63
1
3,200
bus+gtx
2,277
1,164
528
14
451
632.1
7,167.6
3,598
0
2,937.5
1
0
1
0
18
0
9903_72584
0
6
3,013
0
0
130
0
0
1,600
bus_only
3,163
3,013
20
19
1
21.9
16,409.2
16,387.3
0
0
1
0
0
21
21
1
9903_72584
1
6
350
1,650
0
524
117
2
1,650
bus+train
2,728
2,000
204
14
73
242.2
18,410.2
1,699.8
16,468.2
0
1
1
0
0
21
0
9903_72584
2
6
3,108
0
0
190
0
0
1,600
bus_only
3,784
3,108
486
19
467
580.8
17,424.1
16,843.3
0
0
1
0
0
0
21
0
9903_72584
3
6
949
240
360
1,017
75
2
3,450
bus+train+gtx
2,804
1,549
238
14
149
281.5
16,957.3
3,598
2,504.8
10,573
1
1
1
0
21
0
9903_72584
4
6
1,235
0
360
759
370
2
3,450
bus+gtx
3,043
1,595
689
14
305
823.5
17,251.4
5,854.9
0
10,573
1
0
1
0
21
0
9903_72584
5
6
1,274
0
360
759
370
2
3,450
bus+gtx
3,132
1,634
739
14
355
883.6
17,819.6
6,363
0
10,573
1
0
1
0
21
0
9903_72586
0
14
3,094
0
0
242
0
0
1,600
bus_only
3,361
3,094
25
19
6
28.1
17,231.6
17,203.5
0
0
1
0
0
21
21
1
9903_72586
1
14
1,068
0
360
1,005
269
2
3,450
bus+gtx
3,129
1,428
696
14
413
832.2
15,996.1
4,590.9
0
10,573
1
0
1
0
21
0
9903_72586
2
14
3,042
0
0
302
0
0
1,600
bus_only
3,770
3,042
426
19
407
508.5
17,351.7
16,843.3
0
0
1
0
0
0
21
0
9903_72586
3
14
1,108
1,380
0
652
87
2
1,750
bus+train
3,344
2,488
204
14
103
241.5
21,279.8
7,026.9
14,011.4
0
1
1
0
0
21
0
9903_72586
4
14
3,159
0
0
302
0
0
1,600
bus_only
3,938
3,159
477
19
458
570.1
18,184
17,614
0
0
1
0
0
0
21
0
9903_72586
5
14
1,440
0
360
1,155
173
2
3,450
bus+gtx
3,426
1,800
471
14
284
562.9
16,472.9
5,337.1
0
10,573
1
0
1
0
21
0
9903_72586
6
14
2,963
0
0
310
0
3
1,600
bus_only
3,688
2,963
415
14
401
496.5
16,280
15,783.4
0
0
1
0
0
0
21
0
9903_72586
7
14
350
1,800
0
795
117
2
1,650
bus+train
3,441
2,150
496
14
365
591.5
19,982.8
1,699.8
17,691.5
0
1
1
0
0
21
0
9903_72586
8
14
949
104
360
1,489
167
2
3,450
bus+train+gtx
3,488
1,413
586
14
405
700.1
16,457.9
3,598
1,586.8
10,573
1
1
1
0
21
0
9903_72586
9
14
1,543
0
360
1,155
173
2
3,450
bus+gtx
3,642
1,903
584
14
397
698.5
16,773.9
5,502.4
0
10,573
1
0
1
0
21
0
9903_72586
10
14
2,964
0
0
354
4
2
1,600
bus_only
3,875
2,964
557
14
539
666.1
16,508.9
15,842.9
0
0
1
0
0
0
21
0
9903_72586
11
14
1,188
1,380
0
652
87
2
1,750
bus+train
3,748
2,568
528
14
427
629.9
22,217.6
7,576.4
14,011.4
0
1
1
0
0
21
0
9903_72586
12
14
1,534
930
0
622
187
2
1,650
bus+train
3,688
2,464
602
14
401
718.9
18,472.6
8,303.2
9,450.5
0
1
1
0
0
21
0
9903_72586
13
14
1,220
0
360
1,267
173
3
3,450
bus+gtx
3,493
1,580
646
14
459
772
16,817.3
5,472.3
0
10,573
1
0
1
0
21
0
9903_76587
0
9
3,163
0
0
46
0
0
1,600
bus_only
3,229
3,163
20
19
1
21.9
15,083.4
15,061.5
0
0
1
0
0
44
44
1
9903_76587
1
9
1,409
0
360
635
210
2
3,450
bus+gtx
2,629
1,769
225
14
1
266.6
16,973.3
6,133.8
0
10,573
1
0
1
0
44
0
9903_76587
2
9
3,206
0
0
106
0
0
1,600
bus_only
3,736
3,206
424
19
405
506
15,932.7
15,426.7
0
0
1
0
0
0
44
0
9903_76587
3
9
1,377
0
360
635
210
2
3,450
bus+gtx
2,949
1,737
577
14
353
689.4
17,082.7
5,820.3
0
10,573
1
0
1
0
44
0
9903_76587
4
9
1,111
120
360
851
75
2
3,450
bus+train+gtx
3,044
1,591
602
14
513
718.6
16,473.6
3,598
1,584
10,573
1
1
1
0
44
0
9903_76587
5
9
1,445
0
360
695
210
2
3,450
bus+gtx
3,129
1,805
629
14
405
750.6
17,822.5
6,498.9
0
10,573
1
0
1
0
44
0
9903_76587
6
9
1,482
0
360
755
269
2
3,450
bus+gtx
3,244
1,842
647
14
364
774.1
17,307.5
5,960.4
0
10,573
1
0
1
0
44
0
9903_76587
7
9
1,329
0
360
695
210
2
3,450
bus+gtx
3,155
1,689
771
14
547
921.3
17,129.3
5,635
0
10,573
1
0
1
0
44
0
9903_76587
8
9
736
1,260
0
400
433
2
1,650
bus+train
3,213
1,996
817
14
370
978.1
17,677.5
3,861.4
12,838
0
1
1
0
0
44
0
9903_8001643
0
4
1,387
0
0
149
0
0
1,500
bus_only
1,560
1,387
24
19
5
27.6
5,446.2
5,418.6
0
0
1
0
0
13
13
1
9903_8001643
1
4
1,402
0
0
133
0
1
1,500
bus_only
1,552
1,402
17
14
3
19.5
5,437.6
5,418.1
0
0
1
0
0
0
13
0
9903_8001643
2
4
1,463
0
0
149
0
0
1,500
bus_only
1,961
1,463
349
19
330
416.7
6,132.1
5,715.4
0
0
1
0
0
0
13
0
9903_8001643
3
4
483
450
0
377
91
2
1,550
bus+train
1,749
933
439
14
334
523.9
8,444
2,257.6
5,662.5
0
1
1
0
0
13
0
9903_8002118
0
3
678
0
0
64
0
0
1,500
bus_only
768
678
26
19
7
29.7
2,110.3
2,080.6
0
0
1
0
0
35
35
1
9903_8002118
1
3
619
0
0
64
0
0
1,500
bus_only
955
619
272
19
253
324.3
2,182.9
1,858.6
0
0
1
0
0
0
35
0
9903_8002118
2
3
525
0
0
64
0
0
1,500
bus_only
1,146
525
557
19
538
666.7
2,271.5
1,604.8
0
0
1
0
0
0
35
0
9903_8002120
0
4
611
0
0
185
0
0
1,500
bus_only
822
611
26
19
7
30
1,888.6
1,858.6
0
0
1
0
0
13
26
1
9903_8002120
1
4
517
0
0
185
0
0
1,500
bus_only
1,000
517
298
19
279
356.2
1,961
1,604.8
0
0
1
0
0
0
26
0
9903_8002120
2
4
676
0
0
185
0
0
1,500
bus_only
1,137
676
276
19
257
329.3
2,409.9
2,080.6
0
0
1
0
0
0
26
0
9903_8002120
3
4
472
0
0
245
0
0
1,500
bus_only
1,185
472
468
19
449
559.3
2,000.9
1,441.5
0
0
1
0
0
0
26
0
9903_8002122
0
5
517
0
0
165
0
0
1,500
bus_only
708
517
26
19
7
29.4
1,634.2
1,604.8
0
0
1
0
0
72
72
1
9903_8002122
1
5
470
0
0
165
0
0
1,500
bus_only
833
470
198
19
179
236.3
1,677.9
1,441.5
0
0
1
0
0
0
72
0
9903_8002122
2
5
611
0
0
165
0
0
1,500
bus_only
1,086
611
310
19
291
369.7
2,228.3
1,858.6
0
0
1
0
0
0
72
0
9903_8002122
3
5
368
0
0
165
0
0
1,500
bus_only
978
368
445
19
426
532.7
1,754.7
1,222
0
0
1
0
0
0
72
0