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_7539
6
11
1,449
420
0
551
115
1
1,550
bus+train
3,036
1,869
616
26
475
736.8
12,660.9
7,095.4
4,828.7
0
1
1
0
0
32
0
1003_7539
7
11
1,750
420
0
481
115
2
1,550
bus+train
3,219
2,170
568
26
427
679.3
15,378.3
9,870.4
4,828.7
0
1
1
0
2
32
0.0625
1003_7539
8
11
566
1,110
0
467
156
1
1,550
bus+train
2,811
1,676
668
26
486
798.6
14,861.1
3,334.5
10,728
0
1
1
0
0
32
0
1003_7539
9
11
1,686
420
0
688
115
2
1,550
bus+train
3,382
2,106
588
26
447
703.8
13,552.2
8,019.8
4,828.7
0
1
1
0
3
32
0.09375
1003_7539
10
11
2,065
510
0
770
110
1
1,550
bus+train
3,999
2,575
654
26
518
781.9
14,619.7
9,250.9
4,586.9
0
1
1
0
0
32
0
1003_75398
0
10
987
1,440
0
433
54
1
1,650
bus+train
2,952
2,427
92
26
12
108.3
15,635.6
4,962.5
10,564.8
0
1
1
0
16
16
1
1003_75398
1
10
0
1,780
0
756
131
1
1,650
train_only
2,873
1,780
337
28
178
402
15,666.2
0
15,264.2
0
0
1
0
0
16
0
1003_75398
2
10
436
1,980
0
516
41
1
1,650
bus+train
3,220
2,416
288
26
221
343
17,384.6
1,857.8
15,183.8
0
1
1
0
0
16
0
1003_75398
3
10
406
1,980
0
576
41
1
1,650
bus+train
3,254
2,386
292
26
225
347
17,195.5
1,664.6
15,183.8
0
1
1
0
0
16
0
1003_75398
4
10
1,033
1,440
0
433
54
1
1,650
bus+train
3,312
2,473
406
26
326
484.6
16,290.8
5,241.4
10,564.8
0
1
1
0
0
16
0
1003_75398
5
10
937
1,440
0
493
54
1
1,650
bus+train
3,317
2,377
447
26
367
534.1
15,708.2
4,609.2
10,564.8
0
1
1
0
0
16
0
1003_75398
6
10
461
1,980
0
516
41
1
1,650
bus+train
3,373
2,441
416
26
349
497.4
17,702.4
2,021.1
15,183.8
0
1
1
0
0
16
0
1003_75398
7
10
357
1,980
0
516
41
1
1,650
bus+train
3,282
2,337
429
26
362
512.5
17,185.2
1,488.8
15,183.8
0
1
1
0
0
16
0
1003_75398
8
10
493
1,980
0
516
41
1
1,650
bus+train
3,608
2,473
619
26
552
740.1
18,143.4
2,219.5
15,183.8
0
1
1
0
0
16
0
1003_75398
9
10
1,090
1,440
0
433
54
1
1,650
bus+train
3,616
2,530
653
26
573
781
16,807.9
5,462
10,564.8
0
1
1
0
0
16
0
1003_75443
0
3
283
1,440
0
253
54
1
1,550
bus+train
2,060
1,723
84
26
4
98.7
12,775.1
2,111.6
10,564.8
0
1
1
0
13
13
1
1003_75443
1
3
0
1,740
0
199
0
0
1,550
train_only
2,253
1,740
314
26
288
375
13,363.6
0
12,988.6
0
0
1
0
0
13
0
1003_75443
2
3
216
1,440
0
253
54
1
1,550
bus+train
2,291
1,656
382
26
302
456.4
12,863.7
1,842.5
10,564.8
0
1
1
0
0
13
0
1003_75446
0
8
377
1,440
0
360
54
1
1,550
bus+train
2,258
1,817
81
26
1
94.5
13,954.5
3,295.1
10,564.8
0
1
1
0
13
15
0.866667
1003_75446
1
8
404
1,440
0
360
54
1
1,550
bus+train
2,502
1,844
298
26
218
355.2
14,408.3
3,488.3
10,564.8
0
1
1
0
0
15
0
1003_75446
2
8
175
1,980
0
282
41
1
1,650
bus+train
2,771
2,155
334
26
267
398.2
16,855.4
1,273.4
15,183.8
0
1
1
0
2
15
0.133333
1003_75446
3
8
353
1,440
0
420
54
1
1,550
bus+train
2,571
1,793
358
26
278
426.3
14,032.5
3,041.3
10,564.8
0
1
1
0
0
15
0
1003_75446
4
8
151
1,980
0
282
41
1
1,650
bus+train
2,950
2,131
537
26
470
641.7
16,918.4
1,092.9
15,183.8
0
1
1
0
0
15
0
1003_75446
5
8
432
1,440
0
420
54
1
1,550
bus+train
2,871
1,872
579
26
499
692
14,999
3,742.2
10,564.8
0
1
1
0
0
15
0
1003_75446
6
8
59
1,830
0
287
299
1
1,550
bus+train
2,943
1,889
767
26
442
917.2
15,534.8
904.4
13,713.3
0
1
1
0
0
15
0
1003_75446
7
8
125
1,830
0
287
299
1
1,550
bus+train
3,079
1,955
837
26
512
1,001.5
15,971.3
1,256.5
13,713.3
0
1
1
0
0
15
0
1003_75496
0
19
1,582
300
0
504
67
1
1,550
bus+train
2,480
1,882
94
26
1
110.4
12,909.3
9,765.9
3,033.1
0
1
1
0
7
15
0.466667
1003_75496
1
19
609
1,200
0
223
117
1
1,550
bus+train
2,176
1,809
144
26
1
170.4
12,892.1
4,029
8,692.7
0
1
1
0
2
15
0.133333
1003_75496
2
19
1,612
300
0
504
67
1
1,550
bus+train
2,710
1,912
294
26
201
350.9
13,328.1
9,944.1
3,033.1
0
1
1
0
0
15
0
1003_75496
3
19
790
1,200
0
799
45
1
1,550
bus+train
3,105
1,990
316
26
245
376.6
13,651.5
4,582.2
8,692.7
0
1
1
0
3
15
0.2
1003_75496
4
19
639
1,200
0
223
117
1
1,550
bus+train
2,406
1,839
344
26
201
410.9
13,310.9
4,207.3
8,692.7
0
1
1
0
0
15
0
1003_75496
5
19
1,542
300
0
504
67
1
1,550
bus+train
2,737
1,842
391
26
298
466.5
13,000.9
9,501.4
3,033.1
0
1
1
0
0
15
0
1003_75496
6
19
840
1,200
0
391
117
2
1,550
bus+train
2,755
2,040
324
26
181
386.3
14,015.1
4,936
8,692.7
0
1
1
0
0
15
0
1003_75496
7
19
569
1,200
0
223
117
1
1,550
bus+train
2,433
1,769
441
26
298
526.4
12,983.7
3,764.5
8,692.7
0
1
1
0
0
15
0
1003_75496
8
19
957
1,200
0
405
45
1
1,550
bus+train
2,969
2,157
407
26
336
487
14,095.7
4,916
8,692.7
0
1
1
0
0
15
0
1003_75496
9
19
1,494
300
0
504
67
1
1,550
bus+train
2,832
1,794
534
26
441
638.4
13,045.4
9,374
3,033.1
0
1
1
0
0
15
0
1003_75496
10
19
1,250
1,200
0
223
117
1
1,650
bus+train
3,158
2,450
485
26
342
579.7
16,717.6
7,445.1
8,692.7
0
1
1
0
0
15
0
1003_75496
11
19
745
1,200
0
391
117
2
1,550
bus+train
2,804
1,945
468
26
325
559.4
13,885.6
4,633.5
8,692.7
0
1
1
0
0
15
0
1003_75496
12
19
521
1,200
0
223
117
1
1,550
bus+train
2,528
1,721
584
26
441
698.3
13,028.2
3,637.1
8,692.7
0
1
1
0
0
15
0
1003_75496
13
19
1,285
1,200
0
283
117
1
1,650
bus+train
3,294
2,485
526
26
383
628.4
16,964.1
7,643
8,692.7
0
1
1
0
0
15
0
1003_75496
14
19
1,220
1,200
0
223
117
1
1,650
bus+train
3,198
2,420
555
26
412
663.5
16,576.4
7,220.1
8,692.7
0
1
1
0
0
15
0
1003_75496
15
19
984
1,200
0
405
45
1
1,550
bus+train
3,202
2,184
613
26
542
734.2
14,544.7
5,117.8
8,692.7
0
1
1
0
0
15
0
1003_75496
16
19
800
1,620
0
549
103
1
1,650
bus+train
3,561
2,420
592
26
463
708.7
16,232.1
3,439.7
12,083.7
0
1
1
0
3
15
0.2
1003_75496
17
19
717
1,620
0
549
103
1
1,550
bus+train
3,489
2,337
603
26
474
721.9
15,527.9
2,722.2
12,083.7
0
1
1
0
0
15
0
1003_75496
18
19
1,349
1,200
0
283
117
1
1,650
bus+train
3,482
2,549
650
26
507
776.8
17,341.3
7,871.8
8,692.7
0
1
1
0
0
15
0
1003_75537
0
7
1,257
300
0
301
67
1
1,550
bus+train
1,952
1,557
94
26
1
110.1
11,370.7
8,227.6
3,033.1
0
1
1
0
19
21
0.904762
1003_75537
1
7
449
1,200
0
326
45
1
1,550
bus+train
2,273
1,649
298
26
227
355.5
11,760.6
2,712.4
8,692.7
0
1
1
0
2
21
0.095238
1003_75537
2
7
1,318
300
0
301
67
1
1,550
bus+train
2,414
1,618
495
26
402
591.9
12,209.9
8,584.9
3,033.1
0
1
1
0
0
21
0
1003_75537
3
7
279
990
0
572
244
1
1,550
bus+train
2,328
1,269
487
26
217
581.9
11,420.1
1,591.8
9,246.4
0
1
1
0
0
21
0
1003_75537
4
7
1,190
300
0
361
67
1
1,550
bus+train
2,385
1,490
534
26
441
638.3
11,475.6
7,804.3
3,033.1
0
1
1
0
0
21
0
1003_75537
5
7
463
1,230
0
229
201
1
1,550
bus+train
2,455
1,693
533
26
306
637.3
14,236.5
2,069.3
11,529.9
0
1
1
0
0
21
0
1003_75537
6
7
404
1,230
0
229
201
1
1,550
bus+train
2,634
1,634
771
26
544
922.6
14,307.3
1,854.8
11,529.9
0
1
1
0
0
21
0
1003_7558
0
19
2,467
0
0
142
0
0
1,500
bus_only
2,920
2,467
311
207
104
372
14,265.8
13,893.8
0
0
1
0
0
0
23
0
1003_7558
1
19
362
1,040
0
517
442
2
1,550
bus+train
2,388
1,402
469
26
1
559.7
12,470.5
1,663.5
10,247.3
0
1
1
0
7
23
0.304348
1003_7558
2
19
2,534
0
0
142
0
0
1,500
bus_only
3,181
2,534
505
207
298
603.9
14,669.2
14,065.4
0
0
1
0
0
0
23
0
1003_7558
3
19
566
1,170
0
606
156
1
1,550
bus+train
2,713
1,736
371
26
189
442.4
14,549.4
3,334.5
10,772.5
0
1
1
0
0
23
0
1003_7558
4
19
2,410
0
0
82
0
0
1,500
bus_only
3,013
2,410
521
207
314
623.9
14,360.6
13,736.7
0
0
1
0
0
0
23
0
1003_7558
5
19
1,449
420
0
847
115
1
1,550
bus+train
3,153
1,869
437
26
296
521.9
12,445.9
7,095.4
4,828.7
0
1
1
0
11
23
0.478261
1003_7558
6
19
610
1,170
0
606
156
1
1,550
bus+train
2,848
1,780
462
26
280
550.1
15,014.1
3,691.6
10,772.5
0
1
1
0
0
23
0
1003_7558
7
19
2,325
0
0
200
115
1
1,500
bus_only
3,143
2,325
618
207
296
740.5
14,213.4
13,472.8
0
0
1
0
0
0
23
0
1003_7558
8
19
602
940
0
446
426
2
1,550
bus+train
2,579
1,542
591
26
139
706.4
13,103.4
2,930.5
9,466.5
0
1
1
0
0
23
0
1003_7558
9
19
617
940
0
494
426
3
1,550
bus+train
2,587
1,557
536
26
84
639.8
13,196.1
3,089.8
9,466.5
0
1
1
0
5
23
0.217391
1003_7558
10
19
2,412
0
0
237
0
1
1,500
bus_only
3,316
2,412
667
207
460
799.9
14,560.7
13,760.8
0
0
1
0
0
0
23
0
1003_7558
11
19
532
940
0
627
436
2
1,550
bus+train
2,841
1,472
742
26
280
885.8
12,729.3
2,377
9,466.5
0
1
1
0
0
23
0
1003_7558
12
19
545
940
0
446
426
2
1,550
bus+train
2,697
1,485
766
26
314
915.2
13,155.2
2,773.4
9,466.5
0
1
1
0
0
23
0
1003_7558
13
19
812
940
0
446
426
2
1,550
bus+train
2,947
1,752
749
26
297
895.9
13,671.8
3,309.4
9,466.5
0
1
1
0
0
23
0
1003_7558
14
19
556
1,040
0
517
442
2
1,550
bus+train
2,878
1,596
765
26
297
915.5
13,090.4
1,927.5
10,247.3
0
1
1
0
0
23
0
1003_7558
15
19
306
1,040
0
577
442
2
1,550
bus+train
2,770
1,346
847
26
379
1,011.7
12,659.6
1,400.6
10,247.3
0
1
1
0
0
23
0
1003_7558
16
19
1,238
720
0
501
221
2
1,550
bus+train
3,260
1,958
801
26
554
959.2
14,971.7
6,615.2
7,397.3
0
1
1
0
0
23
0
1003_7558
17
19
525
940
0
597
436
2
1,550
bus+train
2,984
1,465
922
26
460
1,103.7
13,224.8
2,654.5
9,466.5
0
1
1
0
0
23
0
1003_7558
18
19
597
940
0
597
436
2
1,550
bus+train
3,128
1,537
994
26
532
1,189.7
13,551.3
2,895.1
9,466.5
0
1
1
0
0
23
0
1003_75658
0
9
1,210
300
0
406
67
1
1,550
bus+train
2,024
1,510
108
26
15
127.2
12,286.1
9,125.8
3,033.1
0
1
1
0
32
32
1
1003_75658
1
9
1,246
300
0
406
67
1
1,550
bus+train
2,385
1,546
433
26
340
516.9
12,990.1
9,440.1
3,033.1
0
1
1
0
0
32
0
1003_75658
2
9
2,977
0
0
665
0
0
1,600
bus_only
4,001
2,977
359
344
15
429.3
16,409
15,979.7
0
0
1
0
0
0
32
0
1003_75658
3
9
752
1,050
0
1,068
107
1
1,550
bus+train
3,478
1,802
608
26
475
726.9
12,771.8
3,450
8,594.9
0
1
1
0
0
32
0
1003_75658
4
9
863
780
0
1,065
179
1
1,550
bus+train
3,388
1,643
680
26
475
813.3
11,830.9
4,652.3
6,365.3
0
1
1
0
0
32
0
1003_75658
5
9
1,559
0
0
405
44
1
1,500
bus_only
2,795
1,559
831
344
443
995.1
12,866.3
11,871.2
0
0
1
0
0
0
32
0
1003_75658
6
9
3,013
0
0
725
0
0
1,600
bus_only
4,421
3,013
683
344
339
818.1
17,112.2
16,294.1
0
0
1
0
0
0
32
0
1003_75658
7
9
1,425
120
0
899
230
2
1,550
bus+train
3,144
1,545
700
26
444
838.2
11,991.4
9,774.8
1,378.4
0
1
1
0
0
32
0
1003_75658
8
9
1,753
0
0
603
0
1
1,500
bus_only
3,144
1,753
788
344
444
943.9
12,726.1
11,782.2
0
0
1
0
0
0
32
0
1003_7569
0
22
458
1,110
0
307
156
1
1,550
bus+train
2,058
1,568
183
26
1
217.3
14,636.8
3,691.6
10,728
0
1
1
0
17
17
1
1003_7569
1
22
416
1,110
0
307
156
1
1,550
bus+train
2,418
1,526
585
26
403
698.8
14,761.3
3,334.5
10,728
0
1
1
0
0
17
0
1003_7569
2
22
2,018
0
0
461
0
0
1,500
bus_only
2,991
2,018
512
207
305
614
14,507.8
13,893.8
0
0
1
0
0
0
17
0
1003_7569
3
22
833
1,110
0
306
153
1
1,550
bus+train
2,509
1,943
260
26
81
309.1
14,805.7
3,768.7
10,728
0
1
1
0
0
17
0
1003_7569
4
22
1,175
420
0
742
115
1
1,550
bus+train
2,690
1,595
353
26
212
421.6
12,345.7
7,095.4
4,828.7
0
1
1
0
0
17
0
1003_7569
5
22
1,686
180
0
389
187
1
1,550
bus+train
2,680
1,866
425
26
212
508.2
13,798.5
10,650
2,640.3
0
1
1
0
0
17
0
1003_7569
6
22
1,231
420
0
742
115
1
1,550
bus+train
2,828
1,651
435
26
294
519.2
12,706.1
7,358.2
4,828.7
0
1
1
0
0
17
0
1003_7569
7
22
1,389
420
0
502
115
3
1,550
bus+train
2,664
1,809
353
26
212
421.6
12,986.7
7,736.3
4,828.7
0
1
1
0
0
17
0
1003_7569
8
22
1,742
180
0
389
187
1
1,550
bus+train
2,818
1,922
507
26
294
605.8
14,158.9
10,912.8
2,640.3
0
1
1
0
0
17
0
1003_7569
9
22
1,425
420
0
742
115
1
1,550
bus+train
3,042
1,845
455
26
314
543.6
12,994.6
7,622.3
4,828.7
0
1
1
0
0
17
0
1003_7569
10
22
1,261
420
0
672
115
3
1,550
bus+train
2,726
1,681
373
26
232
445.7
13,134.5
7,860.1
4,828.7
0
1
1
0
0
17
0
1003_7569
11
22
1,459
420
0
466
115
2
1,550
bus+train
2,800
1,879
455
26
314
543.6
13,452
8,079.7
4,828.7
0
1
1
0
0
17
0
1003_7569
12
22
1,936
180
0
389
187
1
1,550
bus+train
3,032
2,116
527
26
314
630.2
14,447.4
11,176.9
2,640.3
0
1
1
0
0
17
0
1003_7569
13
22
1,291
420
0
672
115
3
1,550
bus+train
2,784
1,711
401
26
260
478.9
13,393
8,085.4
4,828.7
0
1
1
0
0
17
0
1003_7569
14
22
1,444
420
0
502
115
3
1,550
bus+train
2,801
1,864
435
26
294
519.2
13,347
7,999.2
4,828.7
0
1
1
0
0
17
0
1003_7569
15
22
1,249
420
0
526
115
2
1,550
bus+train
2,733
1,669
538
26
397
642.5
13,172
7,700.8
4,828.7
0
1
1
0
0
17
0
1003_7569
16
22
1,126
420
0
742
115
1
1,550
bus+train
2,892
1,546
604
26
463
722.2
12,376.5
6,825.6
4,828.7
0
1
1
0
0
17
0
1003_7569
17
22
2,094
0
0
461
0
0
1,500
bus_only
3,233
2,094
678
207
471
812.2
14,877.6
14,065.4
0
0
1
0
0
0
17
0
1003_7569
18
22
1,637
180
0
389
187
1
1,550
bus+train
2,882
1,817
676
26
463
808.8
13,829.3
10,380.2
2,640.3
0
1
1
0
0
17
0
1003_7569
19
22
1,970
0
0
461
0
0
1,500
bus_only
3,188
1,970
757
207
550
906
14,642.7
13,736.7
0
0
1
0
0
0
17
0