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_7569
20
22
1,339
420
0
502
115
3
1,550
bus+train
2,865
1,759
604
26
463
722.2
13,017.4
7,466.5
4,828.7
0
1
1
0
0
17
0
1003_7569
21
22
1,201
420
0
466
115
2
1,550
bus+train
2,785
1,621
698
26
557
835.3
13,207.7
7,543.8
4,828.7
0
1
1
0
0
17
0
1003_75866
0
15
733
570
0
338
111
1
1,550
bus+train
1,785
1,303
144
26
7
170.1
10,224.7
4,257.2
5,797.4
0
1
1
0
64
105
0.609524
1003_75866
1
15
212
870
0
220
168
1
1,550
bus+train
1,503
1,082
201
26
7
239.4
10,384
1,678.4
8,466.2
0
1
1
0
21
105
0.2
1003_75866
2
15
454
1,170
0
552
51
1
1,550
bus+train
2,304
1,624
128
26
51
151.1
13,129
2,123.3
10,854.6
0
1
1
0
14
105
0.133333
1003_75866
3
15
822
570
0
338
111
1
1,550
bus+train
2,108
1,392
378
26
241
451.5
10,725.4
4,476.5
5,797.4
0
1
1
0
0
105
0
1003_75866
4
15
360
1,170
0
552
51
1
1,550
bus+train
2,406
1,530
324
26
247
386.1
13,106.4
1,865.7
10,854.6
0
1
1
0
0
105
0
1003_75866
5
15
301
870
0
220
168
1
1,550
bus+train
1,826
1,171
435
26
241
520.8
10,884.7
1,897.7
8,466.2
0
1
1
0
0
105
0
1003_75866
6
15
248
870
0
443
108
1
1,550
bus+train
1,978
1,118
417
26
283
497.3
10,494.4
1,530.9
8,466.2
0
1
1
0
0
105
0
1003_75866
7
15
69
1,170
0
676
47
1
1,550
bus+train
2,366
1,239
451
26
378
539.9
12,303.7
909.1
10,854.6
0
1
1
0
0
105
0
1003_75866
8
15
131
870
0
443
108
1
1,550
bus+train
2,040
1,001
596
26
462
712.7
10,278.7
1,099.8
8,466.2
0
1
1
0
0
105
0
1003_75866
9
15
169
870
0
280
168
1
1,550
bus+train
1,975
1,039
656
26
462
785.1
10,480.9
1,229.7
8,466.2
0
1
1
0
0
105
0
1003_75866
10
15
1,342
180
0
289
187
1
1,550
bus+train
2,449
1,522
638
26
425
764
11,099.9
7,695.6
2,640.3
0
1
1
0
6
105
0.057143
1003_75866
11
15
289
1,170
0
552
51
1
1,550
bus+train
2,584
1,459
573
26
496
685
13,183.9
1,644.3
10,854.6
0
1
1
0
0
105
0
1003_75866
12
15
108
1,170
0
676
47
1
1,550
bus+train
2,566
1,278
612
26
539
732.9
12,892.1
1,304.6
10,854.6
0
1
1
0
0
105
0
1003_75866
13
15
1,136
180
0
289
187
1
1,550
bus+train
2,314
1,316
709
26
496
848.6
10,372.1
6,883.1
2,640.3
0
1
1
0
0
105
0
1003_75866
14
15
995
180
0
289
187
1
1,550
bus+train
2,195
1,175
731
26
518
875.2
9,957.2
6,441.7
2,640.3
0
1
1
0
0
105
0
1003_7587
0
21
1,874
1,170
0
536
51
1
1,750
bus+train
3,658
3,044
78
26
1
90.7
20,501.6
9,556.4
10,854.6
0
1
1
0
47
70
0.671429
1003_7587
1
21
219
1,520
0
569
213
2
1,550
bus+train
2,548
1,739
240
26
1
284.9
14,104.8
803.1
13,016.9
0
1
1
0
0
70
0
1003_7587
2
21
1,594
630
0
268
182
1
1,550
bus+train
2,764
2,224
272
26
64
323.6
15,319.4
10,199.3
4,796.4
0
1
1
0
0
70
0
1003_7587
3
21
1,624
630
0
208
182
1
1,650
bus+train
2,830
2,254
368
26
160
439.1
15,649.7
10,414.1
4,796.4
0
1
1
0
0
70
0
1003_7587
4
21
167
1,640
0
449
288
2
1,650
bus+train
2,655
1,807
399
26
85
476.8
15,537.9
828.8
14,232.2
0
1
1
0
0
70
0
1003_7587
5
21
1,657
630
0
208
182
1
1,650
bus+train
3,037
2,287
542
26
334
647.8
16,036.9
10,592.6
4,796.4
0
1
1
0
0
70
0
1003_7587
6
21
197
1,640
0
449
288
2
1,650
bus+train
2,760
1,837
474
26
160
566.3
15,842.2
1,043.6
14,232.2
0
1
1
0
0
70
0
1003_7587
7
21
1,935
1,170
0
536
51
1
1,750
bus+train
4,062
3,105
421
26
344
502.7
21,219.1
9,861.8
10,854.6
0
1
1
0
0
70
0
1003_7587
8
21
1,547
630
0
268
182
1
1,550
bus+train
3,064
2,177
619
26
411
739.5
15,420.2
9,884.3
4,796.4
0
1
1
0
0
70
0
1003_7587
9
21
280
1,520
0
569
213
2
1,550
bus+train
2,952
1,800
583
26
344
696.9
14,822.3
1,108.5
13,016.9
0
1
1
0
0
70
0
1003_7587
10
21
1,794
1,170
0
536
51
1
1,750
bus+train
4,039
2,964
539
26
462
644.2
20,645.1
9,146.3
10,854.6
0
1
1
0
0
70
0
1003_7587
11
21
2,030
510
0
302
182
1
1,650
bus+train
3,503
2,540
661
26
453
790.4
16,867.8
12,294.8
3,782.6
0
1
1
0
0
70
0
1003_7587
12
21
2,533
0
0
494
0
1
1,500
bus_only
3,696
2,533
669
207
462
802
14,318.7
13,516.7
0
0
1
0
0
0
70
0
1003_7587
13
21
230
1,640
0
449
288
2
1,650
bus+train
2,967
1,870
648
26
334
775
16,229.4
1,222.1
14,232.2
0
1
1
0
0
70
0
1003_7587
14
21
1,645
420
0
674
115
2
1,550
bus+train
3,400
2,065
661
26
520
791.2
15,676.1
10,056.2
4,828.7
0
1
1
0
0
70
0
1003_7587
15
21
144
1,520
0
569
213
2
1,550
bus+train
2,934
1,664
701
26
462
838.4
14,248.3
393
13,016.9
0
1
1
0
0
70
0
1003_7587
16
21
1,825
420
0
763
115
2
1,650
bus+train
3,661
2,245
653
26
512
781.1
17,134
11,524.2
4,828.7
0
1
1
0
23
70
0.328571
1003_7587
17
21
1,746
420
0
692
115
3
1,550
bus+train
3,511
2,166
653
26
512
781.1
14,022.8
8,413.1
4,828.7
0
1
1
0
0
70
0
1003_7587
18
21
120
1,640
0
509
288
2
1,550
bus+train
3,014
1,760
745
26
431
891.4
15,637.4
513.8
14,232.2
0
1
1
0
0
70
0
1003_7587
19
21
954
1,110
0
973
156
1
1,650
bus+train
3,753
2,064
716
26
534
856
16,700.3
5,116.3
10,728
0
1
1
0
0
70
0
1003_7587
20
21
1,195
570
0
1,021
213
2
1,550
bus+train
3,537
1,765
751
26
512
899
13,657.9
6,961.5
5,797.4
0
1
1
0
0
70
0
1003_75927
0
11
310
180
0
789
66
2
1,550
bus+train
1,372
490
93
26
1
109
5,267.1
2,517.8
2,640.3
0
1
1
0
0
17
0
1003_75927
1
11
135
330
0
718
162
1
1,550
bus+train
1,372
465
189
26
1
225
5,258.4
993.6
4,039.8
0
1
1
0
17
17
1
1003_75927
2
11
586
0
0
479
0
0
1,500
bus_only
1,372
586
307
306
1
366.9
5,958.3
5,591.4
0
0
1
0
0
0
17
0
1003_75927
3
11
268
180
0
789
66
2
1,550
bus+train
1,651
448
414
26
322
494.2
5,366.2
2,231.7
2,640.3
0
1
1
0
0
17
0
1003_75927
4
11
220
420
0
552
138
1
1,550
bus+train
1,697
640
505
26
341
603.1
6,016.8
585
4,828.7
0
1
1
0
0
17
0
1003_75927
5
11
93
330
0
718
162
1
1,550
bus+train
1,651
423
510
26
322
610.2
5,357.5
707.5
4,039.8
0
1
1
0
0
17
0
1003_75927
6
11
544
0
0
479
0
0
1,500
bus_only
1,651
544
628
306
322
752.2
6,057.4
5,305.3
0
0
1
0
0
0
17
0
1003_75927
7
11
635
0
0
539
0
0
1,500
bus_only
1,835
635
661
306
355
791.9
6,707
5,915.1
0
0
1
0
0
0
17
0
1003_75927
8
11
728
0
0
294
51
2
1,500
bus_only
1,623
728
601
207
343
719.2
7,908.1
7,188.9
0
0
1
0
0
0
17
0
1003_75927
9
11
770
0
0
354
51
2
1,500
bus_only
1,721
770
597
207
339
713.3
8,238.8
7,525.5
0
0
1
0
0
0
17
0
1003_75927
10
11
675
0
0
294
51
2
1,500
bus_only
1,691
675
722
207
464
864.8
7,707.6
6,842.9
0
0
1
0
0
0
17
0
1003_75928
0
12
676
330
0
374
84
2
1,550
bus+train
1,507
1,006
127
26
17
150.1
8,936.3
4,746.5
4,039.8
0
1
1
0
9
20
0.45
1003_75928
1
12
1,158
0
0
250
0
1
1,500
bus_only
1,632
1,158
224
207
17
267.7
9,568.3
9,300.6
0
0
1
0
0
0
20
0
1003_75928
2
12
1,467
0
0
473
0
0
1,500
bus_only
2,263
1,467
323
306
17
385.9
10,677.2
10,291.4
0
0
1
0
0
0
20
0
1003_75928
3
12
1,137
180
0
338
95
1
1,550
bus+train
2,011
1,317
356
26
235
426.1
9,091.1
6,024.6
2,640.3
0
1
1
0
0
20
0
1003_75928
4
12
719
420
0
515
138
1
1,550
bus+train
2,064
1,139
410
26
246
489.6
10,142.3
4,824
4,828.7
0
1
1
0
11
20
0.55
1003_75928
5
12
1,549
0
0
310
0
0
1,500
bus_only
2,400
1,549
541
306
235
648.3
9,558
8,909.8
0
0
1
0
0
0
20
0
1003_75928
6
12
722
330
0
434
84
2
1,550
bus+train
2,009
1,052
523
26
413
625.2
9,803.6
5,138.6
4,039.8
0
1
1
0
0
20
0
1003_75928
7
12
1,204
0
0
310
0
1
1,500
bus_only
2,134
1,204
620
207
413
742.9
10,435.5
9,692.7
0
0
1
0
0
0
20
0
1003_75928
8
12
1,067
180
0
338
95
1
1,550
bus+train
2,203
1,247
618
26
497
739.9
9,137.8
5,757.6
2,640.3
0
1
1
0
0
20
0
1003_75928
9
12
1,118
180
0
587
95
2
1,550
bus+train
2,432
1,298
547
26
426
654.4
9,349.2
6,054.4
2,640.3
0
1
1
0
0
20
0
1003_75928
10
12
1,513
0
0
533
0
0
1,500
bus_only
2,765
1,513
719
306
413
861
11,544.5
10,683.5
0
0
1
0
0
0
20
0
1003_75928
11
12
1,479
0
0
310
0
0
1,500
bus_only
2,592
1,479
803
306
497
962
9,604.7
8,642.7
0
0
1
0
0
0
20
0
1003_75929
0
13
1,484
0
0
151
0
0
1,500
bus_only
1,951
1,484
316
306
10
378.1
11,061.5
10,683.5
0
0
1
0
0
0
23
0
1003_75929
1
13
584
330
0
630
258
3
1,550
bus+train
1,838
914
294
26
10
350.6
9,518.7
5,128.4
4,039.8
0
1
1
0
4
23
0.173913
1003_75929
2
13
1,547
0
0
151
0
0
1,500
bus_only
2,193
1,547
495
306
189
592.7
11,452.5
10,859.8
0
0
1
0
0
0
23
0
1003_75929
3
13
643
330
0
649
230
3
1,550
bus+train
1,888
973
266
26
10
317
9,817.5
5,460.8
4,039.8
0
1
1
0
0
23
0
1003_75929
4
13
564
330
0
496
84
1
1,550
bus+train
1,899
894
509
26
399
609
9,932.8
5,284.1
4,039.8
0
1
1
0
0
23
0
1003_75929
5
13
498
330
0
621
403
2
1,550
bus+train
1,888
828
439
26
10
524.3
9,524.2
4,960.1
4,039.8
0
1
1
0
14
23
0.608696
1003_75929
6
13
1,052
0
0
356
174
2
1,500
bus_only
2,017
1,052
609
306
129
728.7
10,167.6
9,439
0
0
1
0
0
0
23
0
1003_75929
7
13
991
330
0
388
162
1
1,550
bus+train
2,348
1,321
639
26
451
765.5
10,498.8
5,693.5
4,039.8
0
1
1
0
5
23
0.217391
1003_75929
8
13
1,440
0
0
151
0
0
1,500
bus_only
2,348
1,440
757
306
451
907.4
11,198.8
10,291.4
0
0
1
0
0
0
23
0
1003_75929
9
13
1,032
0
0
102
0
0
1,500
bus_only
1,961
1,032
827
306
521
991.2
10,585.9
9,594.7
0
0
1
0
0
0
23
0
1003_75929
10
13
651
330
0
555
186
2
1,550
bus+train
2,212
981
676
26
464
809.1
10,520.8
5,671.9
4,039.8
0
1
1
0
0
23
0
1003_75929
11
13
1,619
0
0
151
0
0
1,500
bus_only
2,577
1,619
807
306
501
967
12,104
11,137
0
0
1
0
0
0
23
0
1003_75929
12
13
481
330
0
697
272
2
1,550
bus+train
2,347
811
839
26
541
1,004.8
9,780.9
4,736.3
4,039.8
0
1
1
0
0
23
0
1003_7593
0
22
1,276
420
0
636
115
1
1,550
bus+train
2,474
1,696
142
26
1
167.9
12,092
7,095.4
4,828.7
0
1
1
0
20
27
0.740741
1003_7593
1
22
1,266
420
0
569
115
2
1,550
bus+train
2,397
1,686
142
26
1
167.9
12,092
7,095.4
4,828.7
0
1
1
0
7
27
0.259259
1003_7593
2
22
2,214
0
0
385
0
0
1,500
bus_only
3,064
2,214
465
207
258
556.9
14,450.7
13,893.8
0
0
1
0
0
0
27
0
1003_7593
3
22
571
1,170
0
373
156
1
1,550
bus+train
2,508
1,741
394
26
212
470.4
14,934.5
3,691.6
10,772.5
0
1
1
0
0
27
0
1003_7593
4
22
525
1,170
0
433
156
1
1,550
bus+train
2,542
1,695
414
26
232
494.5
14,601.5
3,334.5
10,772.5
0
1
1
0
0
27
0
1003_7593
5
22
1,328
420
0
696
115
1
1,550
bus+train
2,860
1,748
416
26
275
496.3
12,683.2
7,358.2
4,828.7
0
1
1
0
0
27
0
1003_7593
6
22
1,225
420
0
636
115
1
1,550
bus+train
2,726
1,645
445
26
304
532.1
12,186.4
6,825.6
4,828.7
0
1
1
0
0
27
0
1003_7593
7
22
2,284
0
0
385
0
0
1,500
bus_only
3,174
2,284
505
207
298
605.6
14,671
14,065.4
0
0
1
0
0
0
27
0
1003_7593
8
22
1,316
420
0
629
115
2
1,550
bus+train
2,781
1,736
416
26
275
496.3
12,683.2
7,358.2
4,828.7
0
1
1
0
0
27
0
1003_7593
9
22
1,215
420
0
569
115
2
1,550
bus+train
2,649
1,635
445
26
304
532.1
12,186.4
6,825.6
4,828.7
0
1
1
0
0
27
0
1003_7593
10
22
2,083
0
0
385
0
0
1,500
bus_only
3,050
2,083
582
207
375
696.4
14,094.8
13,398.4
0
0
1
0
0
0
27
0
1003_7593
11
22
2,000
0
0
385
0
0
1,500
bus_only
2,994
2,000
609
207
402
729
13,866.1
13,137.2
0
0
1
0
0
0
27
0
1003_7593
12
22
2,160
0
0
385
0
0
1,500
bus_only
3,144
2,160
599
207
392
716.8
14,453.6
13,736.7
0
0
1
0
0
0
27
0
1003_7593
13
22
1,379
420
0
805
115
2
1,550
bus+train
3,092
1,799
488
26
347
583.1
13,112.6
7,700.8
4,828.7
0
1
1
0
0
27
0
1003_7593
14
22
1,522
420
0
636
115
1
1,550
bus+train
3,194
1,942
616
26
475
736.4
13,187.4
7,622.3
4,828.7
0
1
1
0
0
27
0
1003_7593
15
22
1,325
420
0
805
115
2
1,550
bus+train
3,126
1,745
576
26
435
689.1
13,061.6
7,543.8
4,828.7
0
1
1
0
0
27
0
1003_7593
16
22
1,218
420
0
743
115
2
1,550
bus+train
3,026
1,638
645
26
504
771.8
12,799.3
7,198.8
4,828.7
0
1
1
0
0
27
0
1003_7593
17
22
2,205
0
0
464
0
1
1,500
bus_only
3,378
2,205
709
207
502
849.6
14,130.1
13,280.5
0
0
1
0
0
0
27
0
1003_7593
18
22
1,135
420
0
743
115
2
1,550
bus+train
2,980
1,555
682
26
541
816
12,582.3
6,937.6
4,828.7
0
1
1
0
0
27
0
1003_7593
19
22
493
1,170
0
737
156
1
1,550
bus+train
3,113
1,663
713
26
531
852.1
14,788.4
3,163.8
10,772.5
0
1
1
0
0
27
0
1003_7593
20
22
154
1,200
0
787
229
2
1,550
bus+train
2,900
1,354
759
26
504
908.1
13,281.4
1,057.1
11,316.1
0
1
1
0
0
27
0
1003_7593
21
22
71
1,200
0
787
229
2
1,550
bus+train
2,854
1,271
796
26
541
952.3
13,064.4
795.9
11,316.1
0
1
1
0
0
27
0
1003_76023
0
3
1,500
300
0
495
67
1
1,550
bus+train
2,389
1,800
94
26
1
110.2
14,113.2
10,970
3,033.1
0
1
1
0
15
15
1
1003_76023
1
3
1,397
300
0
555
67
1
1,550
bus+train
2,808
1,697
556
26
463
665.1
14,187.5
10,489.3
3,033.1
0
1
1
0
0
15
0
1003_76023
2
3
1,586
300
0
495
67
1
1,550
bus+train
2,990
1,886
609
26
516
728.2
15,189.4
11,428.2
3,033.1
0
1
1
0
0
15
0
1003_7614
0
17
350
1,170
0
388
156
1
1,550
bus+train
2,102
1,520
194
26
12
229.3
13,851.5
2,849.7
10,772.5
0
1
1
0
37
51
0.72549