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_2611
12
14
1,821
570
0
238
213
1
1,650
bus+train
3,378
2,391
749
26
510
896.8
18,133.4
11,439.2
5,797.4
0
1
1
0
0
584
0
1003_2611
13
14
1,845
0
0
704
0
1
1,500
bus_only
3,384
1,845
835
344
491
1,000.2
12,156.7
11,156.5
0
0
1
0
0
0
584
0
1003_2612
0
4
874
300
0
401
200
1
1,550
bus+train
1,901
1,174
326
26
100
387.8
10,566.6
7,145.7
3,033.1
0
1
1
0
127
127
1
1003_2612
1
4
1,311
0
0
278
0
0
1,500
bus_only
2,046
1,311
457
344
113
546.6
11,297.4
10,750.8
0
0
1
0
0
0
127
0
1003_2612
2
4
1,381
0
0
278
0
0
1,500
bus_only
2,376
1,381
717
344
373
859.2
11,845.3
10,986.1
0
0
1
0
0
0
127
0
1003_2612
3
4
944
300
0
341
200
1
1,550
bus+train
2,184
1,244
599
26
373
716.4
11,130.6
7,381.1
3,033.1
0
1
1
0
0
127
0
1003_2613
0
8
894
300
0
302
67
1
1,550
bus+train
1,710
1,194
214
26
121
253.9
10,733.4
7,446.5
3,033.1
0
1
1
0
0
53
0
1003_2613
1
8
872
300
0
315
67
2
1,550
bus+train
1,688
1,172
201
26
108
239.2
10,587.8
7,315.5
3,033.1
0
1
1
0
0
53
0
1003_2613
2
8
0
1,590
0
350
101
1
1,550
train_only
2,192
1,590
252
26
125
299.8
13,948.3
0
13,648.4
0
0
1
0
53
53
1
1003_2613
3
8
825
300
0
302
67
1
1,550
bus+train
1,818
1,125
391
26
298
466.6
10,505.7
7,006
3,033.1
0
1
1
0
0
53
0
1003_2613
4
8
1,599
300
0
385
67
1
1,550
bus+train
2,685
1,899
401
26
308
479
13,780.6
10,268.6
3,033.1
0
1
1
0
0
53
0
1003_2613
5
8
913
300
0
315
67
2
1,550
bus+train
1,988
1,213
460
26
367
550
11,140.2
7,557.1
3,033.1
0
1
1
0
0
53
0
1003_2613
6
8
1,555
300
0
385
67
1
1,550
bus+train
2,689
1,855
449
26
356
536.7
13,497.8
9,928.1
3,033.1
0
1
1
0
0
53
0
1003_2613
7
8
1,020
630
0
559
114
1
1,550
bus+train
2,716
1,650
507
26
367
606.1
12,155.8
6,753.2
4,796.4
0
1
1
0
0
53
0
1003_2614
0
7
0
1,820
0
407
90
1
1,550
train_only
2,348
1,820
121
26
5
143.8
14,601.9
0
14,458.1
0
0
1
0
83
83
1
1003_2614
1
7
1,175
630
0
516
114
1
1,550
bus+train
2,577
1,805
256
26
116
304.1
12,342.6
7,242
4,796.4
0
1
1
0
0
83
0
1003_2614
2
7
1,219
630
0
516
114
1
1,550
bus+train
2,619
1,849
254
26
114
301.5
12,556.7
7,458.8
4,796.4
0
1
1
0
0
83
0
1003_2614
3
7
1,118
630
0
516
114
1
1,550
bus+train
2,732
1,748
468
26
328
558.3
12,411.7
7,056.9
4,796.4
0
1
1
0
0
83
0
1003_2614
4
7
1,273
630
0
516
114
1
1,550
bus+train
2,974
1,903
555
26
415
663.2
13,200.4
7,740.8
4,796.4
0
1
1
0
0
83
0
1003_2614
5
7
1,070
630
0
456
114
1
1,550
bus+train
2,793
1,700
637
26
497
762.3
12,472.2
6,913.4
4,796.4
0
1
1
0
0
83
0
1003_2614
6
7
517
300
360
1,000
196
2
3,200
bus+train+gtx
2,898
1,177
721
26
499
861.5
15,329.7
3,045.5
3,033.1
8,389.7
1
1
1
0
83
0
1003_2616
0
20
0
380
360
852
124
2
3,200
train+gtx
1,760
740
168
26
18
200.1
12,473.1
0
3,883.4
8,389.7
0
1
1
4
142
0.028169
1003_2616
1
20
138
300
360
1,017
183
2
3,200
bus+train+gtx
2,129
798
314
26
105
375.1
12,988.7
1,190.9
3,033.1
8,389.7
1
1
1
0
142
0
1003_2616
2
20
1,550
0
0
466
0
0
1,500
bus_only
2,461
1,550
445
344
101
532.6
11,861.9
11,329.3
0
0
1
0
0
0
142
0
1003_2616
3
20
840
1,050
0
386
107
1
1,550
bus+train
2,460
1,890
184
26
51
218.3
12,900.8
4,087.6
8,594.9
0
1
1
0
0
142
0
1003_2616
4
20
1,058
300
0
807
67
2
1,550
bus+train
2,361
1,358
196
26
103
233.2
11,273.7
8,007.5
3,033.1
0
1
1
0
0
142
0
1003_2616
5
20
794
1,050
0
386
107
1
1,550
bus+train
2,520
1,844
290
26
157
345.8
12,830.3
3,889.5
8,594.9
0
1
1
0
0
142
0
1003_2616
6
20
1,135
300
0
657
200
1
1,550
bus+train
2,419
1,435
327
26
101
389.9
11,147.2
7,724.3
3,033.1
0
1
1
0
138
142
0.971831
1003_2616
7
20
1,124
300
0
807
67
2
1,550
bus+train
2,645
1,424
414
26
321
494.5
11,910.3
8,382.8
3,033.1
0
1
1
0
0
142
0
1003_2616
8
20
867
1,050
0
326
107
1
1,550
bus+train
2,738
1,917
495
26
362
591.5
13,545
4,358.7
8,594.9
0
1
1
0
0
142
0
1003_2616
9
20
1,201
300
0
597
200
1
1,550
bus+train
2,645
1,501
547
26
321
653.9
11,786.5
8,099.6
3,033.1
0
1
1
0
0
142
0
1003_2616
10
20
1,616
0
0
406
0
0
1,500
bus_only
2,687
1,616
665
344
321
796.6
12,501.2
11,704.6
0
0
1
0
0
0
142
0
1003_2616
11
20
135
300
360
1,142
204
2
3,200
bus+train+gtx
2,537
795
600
26
370
717.5
13,245.2
1,105
3,033.1
8,389.7
1
1
1
0
142
0
1003_2616
12
20
59
300
360
1,077
183
2
3,200
bus+train+gtx
2,431
719
635
26
426
758.8
12,892.2
710.7
3,033.1
8,389.7
1
1
1
0
142
0
1003_2616
13
20
485
300
360
1,070
135
2
3,200
bus+train+gtx
2,815
1,145
600
26
439
716.8
13,097.2
957.6
3,033.1
8,389.7
1
1
1
0
142
0
1003_2616
14
20
996
300
0
867
67
2
1,550
bus+train
2,739
1,296
576
26
483
688.1
11,385.4
7,664.3
3,033.1
0
1
1
0
0
142
0
1003_2616
15
20
1,157
300
0
553
147
2
1,550
bus+train
2,622
1,457
612
26
439
732.4
12,599.2
8,833.7
3,033.1
0
1
1
0
0
142
0
1003_2616
16
20
1,073
300
0
657
200
1
1,550
bus+train
2,713
1,373
683
26
457
816.2
11,230.3
7,381.1
3,033.1
0
1
1
0
0
142
0
1003_2616
17
20
1,094
300
0
553
147
2
1,550
bus+train
2,595
1,394
648
26
475
775.6
12,371.9
8,563.2
3,033.1
0
1
1
0
0
142
0
1003_2616
18
20
1,488
0
0
466
0
0
1,500
bus_only
2,755
1,488
801
344
457
959
11,945.1
10,986.1
0
0
1
0
0
0
142
0
1003_2616
19
20
1,701
0
0
466
0
0
1,500
bus_only
3,078
1,701
911
344
567
1,091.8
13,012.4
11,920.6
0
0
1
0
0
0
142
0
1003_2617
0
25
0
1,130
0
569
135
1
1,550
train_only
1,866
1,130
167
26
6
198.5
10,226.4
0
10,027.9
0
0
1
0
399
400
1
1003_2617
1
25
312
930
0
520
155
1
1,550
bus+train
2,020
1,242
258
26
77
308.4
10,468.2
2,151.8
8,007.9
0
1
1
0
0
400
0
1003_2617
2
25
2,132
0
0
198
0
0
1,500
bus_only
2,865
2,132
535
344
191
640.3
15,034.5
14,394.2
0
0
1
0
0
0
400
0
1003_2617
3
25
724
630
0
489
114
1
1,550
bus+train
2,060
1,354
217
26
77
258.2
10,094.2
5,039.5
4,796.4
0
1
1
0
0
400
0
1003_2617
4
25
366
930
0
580
155
1
1,550
bus+train
2,311
1,296
435
26
254
520.3
10,905.3
2,377
8,007.9
0
1
1
0
0
400
0
1003_2617
5
25
600
780
0
516
160
1
1,550
bus+train
2,337
1,380
441
26
255
527.2
10,505.2
3,612.7
6,365.3
0
1
1
0
0
400
0
1003_2617
6
25
418
1,050
0
510
107
1
1,550
bus+train
2,404
1,468
426
26
293
509
11,466.7
2,362.9
8,594.9
0
1
1
0
0
400
0
1003_2617
7
25
1,516
330
0
550
40
2
1,650
bus+train
2,757
1,846
361
26
295
431.7
16,547.8
12,076.3
4,039.8
0
1
1
0
0
400
0
1003_2617
8
25
769
630
0
817
114
1
2,500
bus+train
2,651
1,399
435
26
295
519.4
10,415.8
5,100
4,796.4
0
1
1
0
0
400
0
1003_2617
9
25
570
780
0
516
160
1
1,550
bus+train
2,347
1,350
481
26
295
574.8
10,176.1
3,236
6,365.3
0
1
1
0
0
400
0
1003_2617
10
25
1,599
330
0
550
40
2
1,650
bus+train
2,862
1,929
383
26
317
458.5
17,133.9
12,635.6
4,039.8
0
1
1
0
0
400
0
1003_2617
11
25
686
630
0
489
114
1
1,550
bus+train
2,326
1,316
521
26
381
623
10,053.4
4,634
4,796.4
0
1
1
0
0
400
0
1003_2617
12
25
1,648
330
0
610
40
2
1,650
bus+train
3,019
1,978
431
26
365
515.4
17,377.4
12,822.3
4,039.8
0
1
1
0
0
400
0
1003_2617
13
25
274
930
0
520
155
1
1,550
bus+train
2,286
1,204
562
26
381
673.3
10,427.5
1,746.3
8,007.9
0
1
1
0
0
400
0
1003_2617
14
25
2,102
0
0
198
0
0
1,500
bus_only
2,925
2,102
625
344
281
747.8
14,765.2
14,017.4
0
0
1
0
0
0
400
0
1003_2617
15
25
1,258
300
0
922
67
2
1,550
bus+train
2,940
1,558
460
26
367
549.6
13,161
9,578.4
3,033.1
0
1
1
0
0
400
0
1003_2617
16
25
1,443
330
0
812
40
2
1,650
bus+train
3,061
1,773
476
26
410
569.9
15,672.3
11,062.7
4,039.8
0
1
1
0
0
400
0
1003_2617
17
25
942
630
0
583
114
2
1,550
bus+train
2,705
1,572
550
26
410
657.5
10,873.1
5,419.1
4,796.4
0
1
1
0
0
400
0
1003_2617
18
25
548
780
0
516
160
1
1,550
bus+train
2,485
1,328
641
26
455
767.1
10,136.1
3,003.6
6,365.3
0
1
1
0
0
400
0
1003_2617
19
25
402
930
0
942
155
1
1,550
bus+train
2,865
1,332
591
26
410
707.8
11,576.1
2,860.4
8,007.9
0
1
1
0
0
400
0
1003_2617
20
25
581
780
0
736
160
2
1,550
bus+train
2,693
1,361
596
26
410
713
10,414.8
3,336.5
6,365.3
0
1
1
0
0
400
0
1003_2617
21
25
1,492
330
0
812
40
2
1,650
bus+train
3,203
1,822
569
26
503
681.7
15,947.8
11,226.4
4,039.8
0
1
1
0
0
400
0
1003_2617
22
25
246
1,050
0
506
321
1
1,550
bus+train
2,533
1,296
731
26
384
875
10,887.5
1,417.7
8,594.9
0
1
1
0
0
400
0
1003_2617
23
25
1,001
630
0
583
114
2
1,550
bus+train
2,857
1,631
643
26
503
769.3
11,148.6
5,582.8
4,796.4
0
1
1
0
0
400
0
1003_2617
24
25
2,080
0
0
138
0
0
1,500
bus_only
3,017
2,080
799
344
455
957.7
14,742.8
13,785.1
0
0
1
0
0
0
400
0
1003_2618
0
14
0
1,020
0
657
135
1
1,550
train_only
1,852
1,020
175
26
14
207.7
9,353.5
0
9,145.8
0
0
1
0
290
290
1
1003_2618
1
14
431
780
0
599
174
1
1,550
bus+train
2,426
1,211
616
26
416
738.1
8,909.4
1,806
6,365.3
0
1
1
0
0
290
0
1003_2618
2
14
2,651
0
0
644
0
0
1,500
bus_only
3,962
2,651
667
344
323
797.6
13,765.1
12,967.6
0
0
1
0
0
0
290
0
1003_2618
3
14
897
630
0
856
114
1
1,550
bus+train
2,904
1,527
521
26
381
622
9,832.9
4,414.5
4,796.4
0
1
1
0
0
290
0
1003_2618
4
14
829
630
0
708
114
1
1,550
bus+train
2,700
1,459
533
26
393
636.6
9,246.7
3,813.7
4,796.4
0
1
1
0
0
290
0
1003_2618
5
14
282
930
0
1,148
155
1
1,550
bus+train
2,922
1,212
562
26
381
672.8
10,207.6
1,526.8
8,007.9
0
1
1
0
0
290
0
1003_2618
6
14
793
630
0
708
114
1
1,550
bus+train
2,759
1,423
628
26
488
750.1
9,074.2
3,527.6
4,796.4
0
1
1
0
0
290
0
1003_2618
7
14
395
780
0
659
174
1
1,550
bus+train
2,535
1,175
701
26
501
839.1
8,724.3
1,519.9
6,365.3
0
1
1
0
0
290
0
1003_2618
8
14
873
630
0
648
114
1
1,550
bus+train
2,824
1,503
673
26
533
805.2
9,752.5
4,150.8
4,796.4
0
1
1
0
0
290
0
1003_2618
9
14
804
630
0
856
114
1
1,550
bus+train
2,968
1,434
678
26
538
810.5
9,206.6
3,599.7
4,796.4
0
1
1
0
0
290
0
1003_2618
10
14
475
780
0
599
174
1
1,550
bus+train
2,587
1,255
733
26
533
878.2
9,386.6
2,143.1
6,365.3
0
1
1
0
0
290
0
1003_2618
11
14
189
930
0
1,088
155
1
1,550
bus+train
2,926
1,119
719
26
538
860.7
9,580.7
712
8,007.9
0
1
1
0
0
290
0
1003_2618
12
14
2,613
0
0
644
0
0
1,500
bus_only
4,089
2,613
832
344
488
996.1
13,677.6
12,681.6
0
0
1
0
0
0
290
0
1003_2618
13
14
2,696
0
0
584
0
0
1,500
bus_only
4,157
2,696
877
344
533
1,051.2
14,356
13,304.7
0
0
1
0
0
0
290
0
1003_2619
0
3
0
930
0
814
0
0
1,550
train_only
1,915
930
171
26
145
202.7
8,210.7
0
8,007.9
0
0
1
0
0
423
0
1003_2619
1
3
0
1,020
0
407
137
1
1,550
train_only
1,766
1,020
339
26
176
405.1
10,210.1
0
9,805
0
0
1
0
423
423
1
1003_2619
2
3
1,719
0
0
160
0
0
1,500
bus_only
2,599
1,719
720
344
376
862.2
12,144
11,281.8
0
0
1
0
0
0
423
0
1003_2620
0
7
0
1,020
0
801
90
1
1,550
train_only
1,968
1,020
147
26
31
175
8,276.6
0
8,101.7
0
0
1
0
279
280
1
1003_2620
1
7
0
1,000
0
636
135
1
1,550
train_only
1,828
1,000
192
26
31
228.5
8,984.6
0
8,756.2
0
0
1
0
0
280
0
1003_2620
2
7
1,769
0
0
360
51
1
1,500
bus_only
2,724
1,769
595
207
337
711.2
10,241.3
9,530.1
0
0
1
0
0
0
280
0
1003_2620
3
7
585
630
0
728
182
1
1,550
bus+train
2,619
1,215
676
26
468
808.4
9,283.4
3,678.6
4,796.4
0
1
1
0
0
280
0
1003_2620
4
7
1,708
0
0
300
51
1
1,500
bus_only
2,742
1,708
734
207
476
879.3
10,125.5
9,246.2
0
0
1
0
0
0
280
0
1003_2620
5
7
155
780
0
627
334
1
1,550
bus+train
2,398
935
836
26
476
1,001.4
8,272.4
905.7
6,365.3
0
1
1
0
0
280
0
1003_2620
6
7
50
930
0
786
389
1
1,550
bus+train
2,590
980
824
26
409
985.6
9,537.7
544.2
8,007.9
0
1
1
0
0
280
0
1003_2621
0
25
0
920
0
772
90
1
1,550
train_only
1,826
920
134
26
18
159.3
7,502.9
0
7,343.6
0
0
1
0
350
352
1
1003_2621
1
25
0
1,110
0
477
135
1
1,550
train_only
1,766
1,110
179
26
18
212.8
9,727
0
9,514.2
0
0
1
0
0
352
0
1003_2621
2
25
488
630
0
448
182
1
1,550
bus+train
1,993
1,118
427
26
219
509.7
8,413.4
3,107.2
4,796.4
0
1
1
0
0
352
0
1003_2621
3
25
2,158
180
0
687
66
2
1,550
bus+train
3,460
2,338
435
26
343
520.1
14,625.7
13,105.7
999.9
0
1
1
0
0
352
0
1003_2621
4
25
1,388
180
0
613
66
3
1,550
bus+train
2,630
1,568
449
26
357
536.6
8,842.4
7,305.8
999.9
0
1
1
0
0
352
0
1003_2621
5
25
1,348
600
0
697
96
1
1,550
bus+train
3,169
1,948
524
26
402
626.8
13,113.5
7,559.8
4,926.9
0
1
1
0
0
352
0
1003_2621
6
25
1,389
300
0
1,092
67
2
1,550
bus+train
3,231
1,689
450
26
357
537.8
11,469.8
7,899
3,033.1
0
1
1
0
0
352
0
1003_2621
7
25
413
630
0
508
182
1
1,550
bus+train
2,228
1,043
677
26
469
810.1
8,101.5
2,495
4,796.4
0
1
1
0
0
352
0
1003_2621
8
25
1,340
180
0
613
66
3
1,550
bus+train
2,654
1,520
521
26
429
623.3
8,760.5
7,137.3
999.9
0
1
1
0
0
352
0
1003_2621
9
25
1,067
300
0
1,026
67
3
1,550
bus+train
2,868
1,367
475
26
382
567.4
10,372.4
6,772
3,033.1
0
1
1
0
0
352
0