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_10494
9
17
113
870
0
321
222
1
1,550
bus+train
1,922
983
618
26
370
739.7
10,037.1
831.2
8,466.2
0
1
1
0
0
105
0
1003_10494
10
17
422
1,170
0
534
51
1
1,550
bus+train
2,657
1,592
531
26
454
633.6
13,611.5
2,123.3
10,854.6
0
1
1
0
0
105
0
1003_10494
11
17
899
420
0
347
115
1
1,550
bus+train
2,287
1,319
621
26
480
742
10,912.1
5,341.4
4,828.7
0
1
1
0
0
105
0
1003_10494
12
17
527
1,170
0
474
51
1
1,550
bus+train
2,752
1,697
581
26
504
695.1
14,528.6
2,978.8
10,854.6
0
1
1
0
0
105
0
1003_10494
13
17
392
720
0
419
184
1
1,550
bus+train
2,221
1,112
690
26
480
825.1
10,726.2
2,503.8
7,397.3
0
1
1
0
0
105
0
1003_10494
14
17
198
870
0
381
222
1
1,550
bus+train
2,177
1,068
728
26
480
870.6
10,947.6
1,610.8
8,466.2
0
1
1
0
0
105
0
1003_10494
15
17
30
870
0
331
286
1
1,550
bus+train
1,999
900
768
26
456
919.6
10,108.8
723.1
8,466.2
0
1
1
0
0
105
0
1003_10494
16
17
97
870
0
331
286
1
1,550
bus+train
2,090
967
792
26
480
947.9
10,760.9
1,346.8
8,466.2
0
1
1
0
0
105
0
1003_10507
0
8
591
420
0
562
115
1
1,550
bus+train
1,715
1,011
142
26
1
167.8
8,198
3,201.5
4,828.7
0
1
1
0
21
21
1
1003_10507
1
8
0
690
0
598
31
1
1,550
train_only
1,786
690
498
26
441
594.7
8,874.6
0
8,279.9
0
0
1
0
0
21
0
1003_10507
2
8
501
420
0
562
115
1
1,550
bus+train
1,824
921
341
26
200
407
8,259.5
3,023.8
4,828.7
0
1
1
0
0
21
0
1003_10507
3
8
619
420
0
562
115
1
1,550
bus+train
1,987
1,039
386
26
245
461.2
8,708.8
3,418.9
4,828.7
0
1
1
0
0
21
0
1003_10507
4
8
674
420
0
562
115
1
1,550
bus+train
2,175
1,094
519
26
378
620.1
9,017.4
3,568.7
4,828.7
0
1
1
0
0
21
0
1003_10507
5
8
623
420
0
662
115
2
1,550
bus+train
2,166
1,043
461
26
320
550.5
8,302.3
2,923.1
4,828.7
0
1
1
0
0
21
0
1003_10507
6
8
460
420
0
562
115
1
1,550
bus+train
2,012
880
570
26
429
681.9
8,255.2
2,744.7
4,828.7
0
1
1
0
0
21
0
1003_10507
7
8
95
600
0
443
195
1
1,550
bus+train
1,829
695
691
26
470
827.7
8,871
746.7
7,296.6
0
1
1
0
0
21
0
1003_10508
0
21
822
570
0
318
111
1
1,550
bus+train
1,847
1,392
137
26
0
162.5
10,436.4
4,476.5
5,797.4
0
1
1
0
5
17
0.294118
1003_10508
1
21
301
870
0
200
168
1
1,550
bus+train
1,565
1,171
194
26
0
231.8
10,595.7
1,897.7
8,466.2
0
1
1
0
4
17
0.235294
1003_10508
2
21
360
1,170
0
532
51
1
1,550
bus+train
2,164
1,530
102
26
25
120.3
12,840.5
1,865.7
10,854.6
0
1
1
0
4
17
0.235294
1003_10508
3
21
733
570
0
318
111
1
1,550
bus+train
2,005
1,303
384
26
247
458.6
10,513.2
4,257.2
5,797.4
0
1
1
0
0
17
0
1003_10508
4
21
289
1,170
0
532
51
1
1,550
bus+train
2,326
1,459
335
26
258
399
12,897.9
1,644.3
10,854.6
0
1
1
0
0
17
0
1003_10508
5
21
212
870
0
200
168
1
1,550
bus+train
1,723
1,082
441
26
247
527.9
10,672.5
1,678.4
8,466.2
0
1
1
0
0
17
0
1003_10508
6
21
1,136
180
0
269
187
1
1,550
bus+train
2,056
1,316
471
26
258
562.6
10,086
6,883.1
2,640.3
0
1
1
0
3
17
0.176471
1003_10508
7
21
454
1,170
0
532
51
1
1,550
bus+train
2,520
1,624
364
26
287
434.2
13,412.1
2,123.3
10,854.6
0
1
1
0
0
17
0
1003_10508
8
21
0
1,250
0
627
116
1
1,550
train_only
2,375
1,250
498
26
356
596.5
12,207.4
0
11,610.9
0
0
1
0
0
17
0
1003_10508
9
21
248
870
0
423
108
1
1,550
bus+train
2,111
1,118
570
26
436
681
10,678
1,530.9
8,466.2
0
1
1
0
0
17
0
1003_10508
10
21
1,103
180
0
269
187
1
1,550
bus+train
2,147
1,283
595
26
382
711.6
10,121.9
6,770
2,640.3
0
1
1
0
0
17
0
1003_10508
11
21
995
180
0
269
187
1
1,550
bus+train
2,052
1,175
608
26
395
727.5
9,809.5
6,441.7
2,640.3
0
1
1
0
0
17
0
1003_10508
12
21
0
850
0
520
153
2
1,550
train_only
1,905
850
535
26
356
640.5
9,584.7
0
8,944.3
0
0
1
0
0
17
0
1003_10508
13
21
1,031
420
0
484
115
1
1,550
bus+train
2,478
1,451
543
26
402
649.4
11,395.8
5,917.7
4,828.7
0
1
1
0
1
17
0.058824
1003_10508
14
21
69
1,170
0
656
47
1
1,550
bus+train
2,421
1,239
526
26
453
629.6
12,393.4
909.1
10,854.6
0
1
1
0
0
17
0
1003_10508
15
21
1,128
420
0
484
115
1
1,550
bus+train
2,627
1,548
595
26
454
711.1
11,816.6
6,276.8
4,828.7
0
1
1
0
0
17
0
1003_10508
16
21
856
570
0
318
111
1
1,550
bus+train
2,385
1,426
641
26
504
766.8
11,488.4
4,924.2
5,797.4
0
1
1
0
0
17
0
1003_10508
17
21
897
180
0
643
95
2
1,550
bus+train
2,312
1,077
592
26
471
708.3
10,165.6
6,817
2,640.3
0
1
1
0
0
17
0
1003_10508
18
21
335
870
0
200
168
1
1,550
bus+train
2,103
1,205
698
26
504
836.1
11,647.7
2,345.4
8,466.2
0
1
1
0
0
17
0
1003_10508
19
21
685
370
0
374
84
1
1,550
bus+train
2,175
1,055
746
306
356
894
10,404
6,038.2
3,471.8
0
1
1
0
0
17
0
1003_10508
20
21
965
180
0
269
187
1
1,550
bus+train
2,180
1,145
766
26
553
917.1
9,820.6
6,263.1
2,640.3
0
1
1
0
0
17
0
1003_10512
0
10
501
420
0
425
115
1
1,550
bus+train
1,496
921
150
26
9
177.5
8,030
3,023.8
4,828.7
0
1
1
0
26
26
1
1003_10512
1
10
406
420
0
303
115
1
1,550
bus+train
1,688
826
559
26
418
668.4
8,428.1
2,931.1
4,828.7
0
1
1
0
0
26
0
1003_10512
2
10
1,278
0
0
653
0
0
1,500
bus_only
2,463
1,278
532
207
325
636.7
9,760.8
9,124.1
0
0
1
0
0
0
26
0
1003_10512
3
10
524
420
0
480
115
2
1,550
bus+train
1,700
944
276
26
135
329.4
8,081
2,922.9
4,828.7
0
1
1
0
0
26
0
1003_10512
4
10
591
420
0
485
115
1
1,550
bus+train
1,843
1,011
347
26
206
413.4
8,443.6
3,201.5
4,828.7
0
1
1
0
0
26
0
1003_10512
5
10
460
420
0
425
115
1
1,550
bus+train
1,758
880
453
26
312
541.6
8,115
2,744.7
4,828.7
0
1
1
0
0
26
0
1003_10512
6
10
356
420
0
363
115
1
1,550
bus+train
1,690
776
551
26
410
659.3
8,120.3
2,632.3
4,828.7
0
1
1
0
0
26
0
1003_10512
7
10
619
420
0
425
115
1
1,550
bus+train
2,048
1,039
584
26
443
698.6
8,946.2
3,418.9
4,828.7
0
1
1
0
0
26
0
1003_10512
8
10
1,228
0
0
653
0
0
1,500
bus_only
2,578
1,228
697
207
490
834.7
9,659.9
8,825.3
0
0
1
0
0
0
26
0
1003_10512
9
10
674
420
0
425
115
1
1,550
bus+train
2,207
1,094
688
26
547
822.8
9,220.1
3,568.7
4,828.7
0
1
1
0
0
26
0
1003_10529
0
9
414
720
0
204
182
1
1,550
bus+train
1,547
1,134
209
26
1
248.2
10,647.5
3,002
7,397.3
0
1
1
0
21
27
0.777778
1003_10529
1
9
480
720
0
204
182
1
1,550
bus+train
1,843
1,200
439
26
231
524.9
11,129.4
3,207.2
7,397.3
0
1
1
0
0
27
0
1003_10529
2
9
308
1,170
0
567
132
1
1,550
bus+train
2,565
1,478
520
26
362
621.3
14,397.1
3,003.3
10,772.5
0
1
1
0
0
27
0
1003_10529
3
9
381
720
0
264
182
1
1,550
bus+train
2,013
1,101
648
26
440
774.3
10,725.9
2,554.3
7,397.3
0
1
1
0
0
27
0
1003_10529
4
9
1,531
0
0
295
37
1
1,500
bus_only
2,573
1,531
747
306
404
894.9
12,639.7
11,744.8
0
0
1
0
0
0
27
0
1003_10529
5
9
360
870
0
452
323
1
1,550
bus+train
2,435
1,230
753
26
404
901.8
11,566.9
2,198.9
8,466.2
0
1
1
0
6
27
0.222222
1003_10529
6
9
1,343
0
0
295
37
1
1,500
bus_only
2,453
1,343
815
306
472
976.6
11,814.2
10,837.6
0
0
1
0
0
0
27
0
1003_10529
7
9
1,560
0
0
355
37
1
1,500
bus_only
2,709
1,560
794
306
451
950.2
12,845.3
11,895.2
0
0
1
0
0
0
27
0
1003_10529
8
9
1,749
0
0
579
29
1
1,500
bus_only
3,136
1,749
808
306
473
967.3
11,831.3
10,864
0
0
1
0
0
0
27
0
1003_10557
0
6
38
720
0
313
182
1
1,550
bus+train
1,280
758
209
26
1
248.6
8,207.7
561.9
7,397.3
0
1
1
0
28
28
1
1003_10557
1
6
14
720
0
313
182
1
1,550
bus+train
1,573
734
526
26
318
628.9
8,305.4
279.3
7,397.3
0
1
1
0
0
28
0
1003_10557
2
6
87
870
0
363
128
1
1,550
bus+train
1,695
957
375
26
221
447.9
9,252.1
338
8,466.2
0
1
1
0
0
28
0
1003_10557
3
6
112
870
0
363
128
1
1,550
bus+train
1,802
982
457
26
303
546.9
9,651.4
638.3
8,466.2
0
1
1
0
0
28
0
1003_10557
4
6
85
720
0
497
182
1
1,550
bus+train
1,812
805
510
26
302
609.9
8,534.8
527.6
7,397.3
0
1
1
0
0
28
0
1003_10557
5
6
75
720
0
373
182
1
1,550
bus+train
1,823
795
655
26
447
783.3
9,164.1
983.5
7,397.3
0
1
1
0
0
28
0
1003_10723
0
12
1,032
180
0
564
95
1
1,550
bus+train
1,898
1,212
122
26
1
144.9
7,460.6
4,675.3
2,640.3
0
1
1
0
4
13
0.307692
1003_10723
1
12
408
570
0
551
111
1
1,550
bus+train
1,667
978
138
26
1
163.1
8,792.8
2,832.2
5,797.4
0
1
1
0
8
13
0.615385
1003_10723
2
12
1,062
0
0
367
0
0
1,500
bus_only
2,029
1,062
600
306
294
717.8
9,104.7
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0
0
1
0
0
0
13
0
1003_10723
3
12
997
180
0
564
95
1
1,550
bus+train
2,209
1,177
468
26
347
559.5
7,567.8
4,368
2,640.3
0
1
1
0
0
13
0
1003_10723
4
12
373
570
0
551
111
1
1,550
bus+train
1,978
943
484
26
347
577.7
8,900
2,524.9
5,797.4
0
1
1
0
0
13
0
1003_10723
5
12
1,016
0
0
367
0
0
1,500
bus_only
2,025
1,016
642
306
336
768.3
8,612.3
7,844
0
0
1
0
0
0
13
0
1003_10723
6
12
599
330
0
618
162
1
1,550
bus+train
2,122
929
575
26
387
687.8
8,516.6
3,789.1
4,039.8
0
1
1
0
1
13
0.076923
1003_10723
7
12
1,072
180
0
624
95
1
1,550
bus+train
2,424
1,252
548
26
427
655.2
8,385.6
5,090.1
2,640.3
0
1
1
0
0
13
0
1003_10723
8
12
448
570
0
611
111
1
1,550
bus+train
2,193
1,018
564
26
427
673.5
9,717.9
3,247
5,797.4
0
1
1
0
0
13
0
1003_10723
9
12
747
180
0
670
66
2
1,550
bus+train
2,127
927
530
26
438
632.7
8,043.4
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2,640.3
0
1
1
0
0
13
0
1003_10723
10
12
829
330
0
631
162
2
1,550
bus+train
2,291
1,159
501
26
313
599.5
8,218.5
3,579.2
4,039.8
0
1
1
0
0
13
0
1003_10723
11
12
553
330
0
618
162
1
1,550
bus+train
2,127
883
626
26
438
748.7
8,034.7
3,246.2
4,039.8
0
1
1
0
0
13
0
1003_10891
0
19
329
1,440
0
337
54
1
1,550
bus+train
2,187
1,769
81
26
1
94.9
12,495.6
1,835.9
10,564.8
0
1
1
0
30
30
1
1003_10891
1
19
297
1,050
0
420
113
1
1,550
bus+train
1,907
1,347
140
26
1
165.9
12,606.3
1,589
10,851.4
0
1
1
0
0
30
0
1003_10891
2
19
160
990
0
523
123
2
1,550
bus+train
1,990
1,150
317
26
168
378.9
11,659.1
1,174.6
10,105.6
0
1
1
0
0
30
0
1003_10891
3
19
362
1,050
0
336
201
1
1,550
bus+train
2,167
1,412
419
26
192
500.4
13,206.6
1,854.8
10,851.4
0
1
1
0
0
30
0
1003_10891
4
19
356
1,440
0
337
54
1
1,550
bus+train
2,497
1,796
364
26
284
434.4
13,086.7
2,087.5
10,564.8
0
1
1
0
0
30
0
1003_10891
5
19
324
1,050
0
420
113
1
1,550
bus+train
2,217
1,374
423
26
284
505.4
13,197.4
1,840.6
10,851.4
0
1
1
0
0
30
0
1003_10891
6
19
303
1,440
0
337
54
1
1,550
bus+train
2,478
1,743
398
26
318
474.6
12,593.3
1,553.8
10,564.8
0
1
1
0
0
30
0
1003_10891
7
19
271
1,050
0
420
113
1
1,550
bus+train
2,198
1,321
457
26
318
545.7
12,703.9
1,306.9
10,851.4
0
1
1
0
0
30
0
1003_10891
8
19
348
1,050
0
412
201
1
1,550
bus+train
2,260
1,398
450
26
223
537.7
13,202.4
1,813.4
10,851.4
0
1
1
0
0
30
0
1003_10891
9
19
303
1,050
0
276
201
1
1,550
bus+train
2,174
1,353
545
26
318
651.2
13,056.4
1,553.8
10,851.4
0
1
1
0
0
30
0
1003_10891
10
19
1,279
300
0
341
67
1
1,550
bus+train
2,477
1,579
557
26
464
666.4
12,450.3
8,750.9
3,033.1
0
1
1
0
0
30
0
1003_10891
11
19
1,303
300
0
341
67
1
1,550
bus+train
2,500
1,603
556
26
463
664.3
12,607.5
8,910.1
3,033.1
0
1
1
0
0
30
0
1003_10891
12
19
205
990
0
523
123
2
1,550
bus+train
2,227
1,195
509
26
360
608.8
12,230.9
1,516.5
10,105.6
0
1
1
0
0
30
0
1003_10891
13
19
1,248
300
0
401
67
1
1,550
bus+train
2,570
1,548
621
26
528
742
12,359.9
8,584.9
3,033.1
0
1
1
0
0
30
0
1003_10891
14
19
355
1,050
0
420
113
1
1,550
bus+train
2,427
1,405
602
26
463
719.7
13,592.2
2,021.2
10,851.4
0
1
1
0
0
30
0
1003_10891
15
19
403
1,050
0
412
201
1
1,550
bus+train
2,469
1,453
604
26
377
722
13,538.5
1,965.2
10,851.4
0
1
1
0
0
30
0
1003_10891
16
19
416
1,050
0
276
201
1
1,550
bus+train
2,385
1,466
643
26
416
769.8
13,690.5
2,069.3
10,851.4
0
1
1
0
0
30
0
1003_10891
17
19
81
990
0
583
123
2
1,550
bus+train
2,305
1,071
651
26
502
779
11,735.5
850.9
10,105.6
0
1
1
0
0
30
0
1003_10891
18
19
315
810
0
576
244
1
1,550
bus+train
2,479
1,125
778
26
508
931.8
11,389.6
1,890
8,567.9
0
1
1
0
0
30
0
1003_10969
0
25
1,506
300
0
594
67
1
1,550
bus+train
2,499
1,806
99
26
6
116.2
12,314.9
9,165.7
3,033.1
0
1
1
0
4
14
0.285714
1003_10969
1
25
1,429
300
0
420
67
2
1,550
bus+train
2,248
1,729
99
26
6
116.2
12,207.5
9,058.3
3,033.1
0
1
1
0
0
14
0
1003_10969
2
25
831
1,200
0
341
45
1
1,550
bus+train
2,449
2,031
77
26
6
90.5
13,203.8
4,420.6
8,692.7
0
1
1
0
8
14
0.571429
1003_10969
3
25
483
1,200
0
416
117
1
1,550
bus+train
2,248
1,683
149
26
6
176.1
12,297.6
3,428.8
8,692.7
0
1
1
0
0
14
0
1003_10969
4
25
1,555
300
0
594
67
1
1,550
bus+train
2,782
1,855
333
26
240
396.7
12,803.7
9,374
3,033.1
0
1
1
0
0
14
0
1003_10969
5
25
880
1,200
0
341
45
1
1,550
bus+train
2,732
2,080
311
26
240
371
13,692.7
4,628.9
8,692.7
0
1
1
0
0
14
0
1003_10969
6
25
1,478
300
0
420
67
2
1,550
bus+train
2,531
1,778
333
26
240
396.7
12,696.4
9,266.6
3,033.1
0
1
1
0
0
14
0