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
9887_9003556
2
4
745
0
0
345
0
0
1,500
bus_only
1,494
745
404
17
387
481.8
3,004.4
2,522.6
0
0
1
0
0
0
71
0
9887_9003556
3
4
113
180
0
412
83
1
1,550
bus+train
1,277
293
572
17
472
683.7
3,836.9
1,092.5
2,060.8
0
1
1
0
0
71
0
9887_9003558
0
10
725
0
0
618
0
0
1,500
bus_only
1,368
725
25
17
8
28
2,550.6
2,522.6
0
0
1
0
0
32
33
1
9887_9003558
1
10
652
0
0
306
35
1
1,500
bus_only
1,018
652
60
17
8
69.3
4,373.3
4,304.1
0
0
1
0
0
0
33
0
9887_9003558
2
10
675
0
0
618
0
0
1,500
bus_only
1,733
675
440
17
423
526.5
2,679.1
2,152.6
0
0
1
0
0
0
33
0
9887_9003558
3
10
684
0
0
502
35
2
1,500
bus_only
1,428
684
242
17
190
288.1
4,448.1
4,160
0
0
1
0
0
0
33
0
9887_9003558
4
10
745
0
0
442
35
2
1,500
bus_only
1,474
745
287
17
235
342.4
4,632.2
4,289.8
0
0
1
0
0
0
33
0
9887_9003558
5
10
602
0
0
306
35
1
1,500
bus_only
1,383
602
475
17
423
567.7
4,501.8
3,934
0
0
1
0
0
0
33
0
9887_9003558
6
10
581
0
0
375
35
2
1,500
bus_only
1,383
581
427
17
375
510.5
4,523.7
4,013.2
0
0
1
0
0
0
33
0
9887_9003558
7
10
772
0
0
678
0
0
1,500
bus_only
1,975
772
525
17
508
628.8
3,620.9
2,992.1
0
0
1
0
0
0
33
0
9887_9003558
8
10
699
0
0
366
35
1
1,500
bus_only
1,625
699
560
17
508
670.1
5,443.6
4,773.6
0
0
1
0
0
0
33
0
9887_9003558
9
10
855
0
0
502
35
2
1,500
bus_only
1,828
855
471
17
419
561.8
5,047.5
4,485.8
0
0
1
0
0
0
33
0
9887_9003703
0
5
999
0
0
478
0
0
1,500
bus_only
1,513
999
36
17
19
41.4
7,032.3
6,990.9
0
0
1
0
0
15
15
1
9887_9003703
1
5
1,134
0
0
197
0
1
1,500
bus_only
1,563
1,134
232
17
215
276.2
8,328.8
8,052.6
0
0
1
0
0
0
15
0
9887_9003703
2
5
921
0
0
478
0
0
1,500
bus_only
1,704
921
305
17
288
364.4
7,086.5
6,722.2
0
0
1
0
0
0
15
0
9887_9003703
3
5
1,189
0
0
197
0
1
1,500
bus_only
1,628
1,189
242
17
225
289.1
8,687.3
8,398.2
0
0
1
0
0
0
15
0
9887_9003703
4
5
1,060
0
0
538
0
0
1,500
bus_only
2,014
1,060
416
17
399
496.3
7,826.9
7,330.6
0
0
1
0
0
0
15
0
9887_9005683
0
9
2,443
0
0
370
0
1
1,600
bus_only
2,839
2,443
26
17
9
30.2
16,463.8
16,433.6
0
0
1
0
0
0
18
0
9887_9005683
1
9
155
1,260
0
371
203
2
1,550
bus+train
2,015
1,415
229
17
9
272.4
13,379.1
1,508.9
11,597.8
0
1
1
0
15
18
0.833333
9887_9005683
2
9
2,386
0
0
430
0
1
1,600
bus_only
3,282
2,386
466
17
449
557.2
16,574.4
16,017.2
0
0
1
0
0
0
18
0
9887_9005683
3
9
718
900
0
546
138
2
1,550
bus+train
2,328
1,618
164
17
9
194
13,380.4
4,830.5
8,355.8
0
1
1
0
3
18
0.166667
9887_9005683
4
9
216
1,260
0
421
191
2
1,550
bus+train
2,118
1,476
221
17
13
262.7
13,388.2
1,527.6
11,597.8
0
1
1
0
0
18
0
9887_9005683
5
9
185
1,410
0
455
192
2
1,550
bus+train
2,361
1,595
311
17
102
370.2
15,008.2
1,688.9
12,949.1
0
1
1
0
0
18
0
9887_9005683
6
9
370
1,260
0
474
191
2
1,550
bus+train
2,583
1,630
479
17
271
571.9
13,897.6
1,727.9
11,597.8
0
1
1
0
0
18
0
9887_9005683
7
9
1,053
660
0
406
155
2
1,550
bus+train
2,797
1,713
678
17
506
810.6
14,010
6,960.3
6,239.1
0
1
1
0
0
18
0
9887_9005683
8
9
3,285
0
0
390
106
1
1,600
bus_only
4,304
3,285
629
17
506
751.8
20,434.3
19,682.5
0
0
1
0
0
0
18
0
9887_9010043
0
5
699
0
0
378
0
1
1,500
bus_only
1,259
699
182
17
165
216
2,724.3
2,508.3
0
0
1
0
0
0
16
0
9887_9010043
1
5
603
0
0
161
0
0
1,500
bus_only
1,100
603
336
17
319
400.9
2,923.5
2,522.6
0
0
1
0
0
0
16
0
9887_9010043
2
5
556
0
0
101
0
0
1,500
bus_only
1,204
556
547
17
530
655.1
2,807.6
2,152.6
0
0
1
0
0
16
16
1
9887_9010043
3
5
638
0
0
318
0
1
1,500
bus_only
1,336
638
380
17
363
454
2,832.5
2,378.5
0
0
1
0
0
0
16
0
9887_9010043
4
5
532
0
0
235
0
1
1,500
bus_only
1,388
532
621
17
604
744.2
2,976
2,231.8
0
0
1
0
0
0
16
0
9887_9010482
0
23
1,099
0
0
488
34
1
1,500
bus_only
1,639
1,099
52
17
1
60.1
3,413.2
3,353.1
0
0
1
0
0
16
19
1
9887_9010482
1
23
606
0
0
278
0
1
1,500
bus_only
1,262
606
378
17
361
451.1
4,235.4
3,784.3
0
0
1
0
0
0
19
0
9887_9010482
2
23
1,049
0
0
548
34
1
1,500
bus_only
1,753
1,049
156
17
105
184
3,427.2
3,243.2
0
0
1
0
0
0
19
0
9887_9010482
3
23
760
0
0
488
0
3
1,500
bus_only
1,266
760
18
17
1
20.2
3,093.1
3,072.9
0
0
1
0
0
0
19
0
9887_9010482
4
23
710
0
0
548
0
3
1,500
bus_only
1,380
710
122
17
105
144.1
3,107.1
2,963
0
0
1
0
0
0
19
0
9887_9010482
5
23
1,005
0
0
548
34
1
1,500
bus_only
1,788
1,005
235
17
184
279
3,455.1
3,176
0
0
1
0
0
0
19
0
9887_9010482
6
23
941
0
0
548
34
1
1,500
bus_only
1,739
941
250
17
199
296.6
3,412.5
3,115.8
0
0
1
0
0
0
19
0
9887_9010482
7
23
726
0
0
386
146
2
1,500
bus_only
1,368
726
256
17
93
304.1
3,191.8
2,887.7
0
0
1
0
0
0
19
0
9887_9010482
8
23
666
0
0
548
0
3
1,500
bus_only
1,415
666
201
17
184
239.1
3,135
2,895.9
0
0
1
0
0
0
19
0
9887_9010482
9
23
886
0
0
548
34
1
1,500
bus_only
1,746
886
312
17
261
371.5
3,427.3
3,055.8
0
0
1
0
0
0
19
0
9887_9010482
10
23
602
0
0
548
0
3
1,500
bus_only
1,400
602
250
17
233
297.6
3,133.3
2,835.7
0
0
1
0
0
0
19
0
9887_9010482
11
23
682
0
0
326
146
2
1,500
bus_only
1,362
682
354
17
191
422.6
3,243.1
2,820.5
0
0
1
0
0
0
19
0
9887_9010482
12
23
618
0
0
386
146
2
1,500
bus_only
1,368
618
364
17
201
433.7
3,194
2,760.3
0
0
1
0
0
0
19
0
9887_9010482
13
23
1,209
0
0
909
29
1
1,500
bus_only
2,418
1,209
300
17
254
357.9
4,579.7
4,221.7
0
0
1
0
0
0
19
0
9887_9010482
14
23
563
0
0
386
146
2
1,500
bus_only
1,354
563
405
17
242
483.1
3,183.4
2,700.3
0
0
1
0
0
0
19
0
9887_9010482
15
23
547
0
0
548
0
3
1,500
bus_only
1,411
547
316
17
299
378
3,153.7
2,775.7
0
0
1
0
0
0
19
0
9887_9010482
16
23
1,506
0
0
946
0
1
1,500
bus_only
2,742
1,506
290
17
273
346.3
4,364.7
4,018.4
0
0
1
0
0
0
19
0
9887_9010482
17
23
830
0
0
488
34
1
1,500
bus_only
1,782
830
464
17
413
553.9
3,492.8
2,938.9
0
0
1
0
0
0
19
0
9887_9010482
18
23
1,442
0
0
946
0
1
1,500
bus_only
2,710
1,442
322
17
305
385.2
4,374.1
3,988.8
0
0
1
0
0
0
19
0
9887_9010482
19
23
1,290
0
0
909
29
1
1,500
bus_only
2,568
1,290
369
17
323
441.2
4,762.8
4,321.6
0
0
1
0
0
0
19
0
9887_9010482
20
23
1,397
0
0
584
146
1
1,500
bus_only
2,387
1,397
406
17
243
484.7
6,722.4
6,237.7
0
0
1
0
0
0
19
0
9887_9010482
21
23
491
0
0
488
0
3
1,500
bus_only
1,409
491
430
17
413
513.9
3,172.7
2,658.7
0
0
1
0
0
0
19
0
9887_9010482
22
23
1,358
0
0
584
146
1
1,500
bus_only
2,442
1,358
500
17
337
597.5
6,716.3
6,118.8
0
0
1
0
0
0
19
0
9887_9012679
0
8
314
0
0
357
0
1
1,500
bus_only
692
314
21
17
4
23.8
2,423.1
2,399.3
0
0
1
0
0
15
15
1
9887_9012679
1
8
219
0
0
175
68
1
1,500
bus_only
806
219
412
17
327
492.3
2,552.2
2,059.9
0
0
1
0
0
0
15
0
9887_9012679
2
8
345
0
0
636
0
1
1,500
bus_only
1,197
345
216
17
199
257.5
2,574.2
2,316.7
0
0
1
0
0
0
15
0
9887_9012679
3
8
264
0
0
357
0
1
1,500
bus_only
922
264
301
17
284
359.8
2,503.9
2,144.2
0
0
1
0
0
0
15
0
9887_9012679
4
8
317
0
0
196
114
1
1,500
bus_only
843
317
330
17
199
393.6
3,325.6
2,932
0
0
1
0
0
0
15
0
9887_9012679
5
8
383
0
0
357
0
1
1,500
bus_only
1,132
383
392
17
375
468.6
3,197.5
2,728.9
0
0
1
0
0
0
15
0
9887_9012679
6
8
306
0
0
696
0
1
1,500
bus_only
1,517
306
515
17
498
615.2
2,566.2
1,951
0
0
1
0
0
0
15
0
9887_9012679
7
8
417
0
0
256
114
1
1,500
bus_only
1,290
417
617
17
486
737.9
4,146.7
3,408.8
0
0
1
0
0
0
15
0
9887_9034304
0
2
1,281
0
0
376
0
2
1,500
bus_only
1,682
1,281
25
17
8
28.4
8,893.9
8,865.4
0
0
1
0
0
3
13
0.428571
9887_9034304
1
2
1,390
0
0
404
0
2
1,500
bus_only
2,223
1,390
429
17
412
512.7
9,366.9
8,854.2
0
0
1
0
0
4
13
0.571429
9887_9034813
0
5
705
0
0
643
0
0
1,500
bus_only
1,371
705
23
17
6
26.7
3,018.7
2,992.1
0
0
1
0
0
33
33
1
9887_9034813
1
5
879
0
0
205
58
1
1,500
bus_only
1,250
879
166
102
6
198
5,296.4
5,098.4
0
0
1
0
0
0
33
0
9887_9034813
2
5
658
0
0
703
0
0
1,500
bus_only
1,889
658
528
17
511
631.5
3,154.1
2,522.6
0
0
1
0
0
0
33
0
9887_9034813
3
5
814
0
0
377
0
1
1,500
bus_only
1,804
814
613
102
511
733.7
5,401.6
4,667.9
0
0
1
0
0
0
33
0
9887_9034813
4
5
832
0
0
265
58
1
1,500
bus_only
1,768
832
671
102
511
802.8
5,431.8
4,629
0
0
1
0
0
0
33
0
9887_9034948
0
7
1,625
0
0
292
0
0
1,500
bus_only
1,940
1,625
23
17
6
26.2
10,807.3
10,781.1
0
0
1
0
0
20
20
1
9887_9034948
1
7
1,366
0
0
380
0
2
1,500
bus_only
1,769
1,366
23
17
6
26.2
11,243.3
11,217.1
0
0
1
0
0
0
20
0
9887_9034948
2
7
1,675
0
0
352
0
0
1,500
bus_only
2,591
1,675
564
17
547
674.4
11,952.9
11,278.6
0
0
1
0
0
0
20
0
9887_9034948
3
7
1,241
0
0
473
0
2
1,500
bus_only
2,053
1,241
339
17
322
404.1
11,317.8
10,913.6
0
0
1
0
0
0
20
0
9887_9034948
4
7
1,310
0
0
413
0
2
1,500
bus_only
2,081
1,310
358
17
341
428.3
11,735.7
11,307.4
0
0
1
0
0
0
20
0
9887_9034948
5
7
709
0
300
654
56
2
3,200
bus+gtx
2,196
1,009
533
17
460
636.5
13,101.9
5,970.4
0
6,495.1
1
0
1
0
20
0
9887_9034948
6
7
1,416
0
0
440
0
2
1,500
bus_only
2,420
1,416
564
17
547
674.4
12,389
11,714.6
0
0
1
0
0
0
20
0
9887_9034956
0
2
1,174
0
0
289
0
0
1,500
bus_only
1,481
1,174
18
17
1
20.1
7,938.4
7,918.3
0
0
1
0
0
67
67
1
9887_9034956
1
2
1,108
0
0
289
0
0
1,500
bus_only
1,923
1,108
526
17
509
630.1
8,096
7,465.9
0
0
1
0
0
0
67
0
9887_9034958
0
2
1,042
0
0
247
0
0
1,500
bus_only
1,307
1,042
18
17
1
19.7
7,485.6
7,465.9
0
0
1
0
0
53
53
1
9887_9034958
1
2
1,112
0
0
247
0
0
1,500
bus_only
1,885
1,112
526
17
509
630.2
8,548.5
7,918.3
0
0
1
0
0
0
53
0
9887_9036638
0
12
1,881
0
0
777
0
1
1,500
bus_only
2,676
1,881
18
17
1
20
14,554.5
14,534.5
0
0
1
0
0
0
14
0
9887_9036638
1
12
1,842
0
0
777
0
1
1,500
bus_only
2,846
1,842
227
17
210
270.5
14,619
14,348.5
0
0
1
0
0
0
14
0
9887_9036638
2
12
2,262
0
0
628
15
1
1,600
bus_only
3,174
2,262
284
17
252
338.8
18,849.4
18,510.6
0
0
1
0
0
0
14
0
9887_9036638
3
12
2,213
0
0
688
15
1
1,600
bus_only
3,285
2,213
384
17
352
457.5
18,439.6
17,982.1
0
0
1
0
0
0
14
0
9887_9036638
4
12
1,923
0
0
837
0
1
1,500
bus_only
3,181
1,923
421
17
404
503.3
15,400
14,896.6
0
0
1
0
0
0
14
0
9887_9036638
5
12
2,246
0
0
831
15
2
1,600
bus_only
3,482
2,246
405
17
373
483.6
18,877.4
18,393.8
0
0
1
0
0
0
14
0
9887_9036638
6
12
2,634
0
0
628
15
1
1,700
bus_only
3,733
2,634
471
17
439
562.4
21,937.2
21,374.8
0
0
1
0
0
0
14
0
9887_9036638
7
12
1,784
0
0
837
0
1
1,500
bus_only
3,201
1,784
580
17
563
693.6
14,777
14,083.4
0
0
1
0
0
0
14
0
9887_9036638
8
12
2,277
0
0
831
15
2
1,600
bus_only
3,582
2,277
474
17
442
566.7
19,317
18,750.2
0
0
1
0
0
0
14
0
9887_9036638
9
12
2,019
0
0
531
60
3
1,500
bus_only
3,109
2,019
559
17
482
668.7
15,387.4
14,718.7
0
0
1
0
0
0
14
0
9887_9036638
10
12
1,916
0
0
513
181
2
1,500
bus_only
3,109
1,916
680
17
482
813.5
15,131
14,317.5
0
0
1
0
0
0
14
0
9887_9036638
11
12
1,464
390
0
741
104
3
1,550
bus+train
3,189
1,854
594
17
473
709.9
15,455.2
11,380.8
3,364.6
0
1
1
0
5
14
1
9887_9036837
0
3
1,328
0
0
182
0
0
1,500
bus_only
1,528
1,328
18
17
1
20
11,298.6
11,278.6
0
0
1
0
0
39
40
1
9887_9036837
1
3
626
0
300
469
56
2
3,200
bus+gtx
1,715
926
320
17
247
381
12,846.5
5,970.4
0
6,495.1
1
0
1
0
40
0
9887_9036837
2
3
1,280
0
0
242
0
0
1,500
bus_only
2,030
1,280
508
17
491
607.1
11,388.2
10,781.1
0
0
1
0
0
0
40
0
9887_9292
0
7
873
0
0
484
0
0
1,500
bus_only
1,375
873
18
17
1
19.9
5,221
5,201.2
0
0
1
0
0
26
26
1
9887_9292
1
7
856
0
0
382
0
1
1,500
bus_only
1,256
856
18
17
1
19.9
5,221
5,201.2
0
0
1
0
0
0
26
0
9887_9292
2
7
939
0
0
544
0
0
1,500
bus_only
1,893
939
410
17
393
489.1
6,060.4
5,571.3
0
0
1
0
0
0
26
0
9887_9292
3
7
838
0
0
386
5
2
1,500
bus_only
1,513
838
289
17
267
344.2
5,656.1
5,311.9
0
0
1
0
0
0
26
0
9887_9292
4
7
535
0
0
613
0
1
1,500
bus_only
1,447
535
299
17
282
357.5
4,798.8
4,441.3
0
0
1
0
0
0
26
0