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
1001_2616
4
17
1,429
0
0
472
0
1
1,500
bus_only
2,136
1,429
235
69
166
280
10,191.2
9,911.1
0
0
1
0
0
0
16
0
1001_2616
5
17
1,124
0
0
240
0
1
1,500
bus_only
1,754
1,124
390
69
321
466.4
8,849.2
8,382.8
0
0
1
0
0
0
16
0
1001_2616
6
17
135
0
360
550
140
1
3,200
bus+gtx
1,604
495
559
49
370
668.9
10,163.6
1,105
0
8,389.7
1
0
1
0
16
0
1001_2616
7
17
1,502
0
0
472
0
1
1,500
bus_only
2,405
1,502
431
69
362
515
10,895.3
10,380.3
0
0
1
0
0
0
16
0
1001_2616
8
17
1,300
0
0
593
19
1
1,500
bus_only
2,343
1,300
450
69
362
537.6
9,886.2
9,348.6
0
0
1
0
0
0
16
0
1001_2616
9
17
36
0
360
610
140
1
3,200
bus+gtx
1,621
396
615
49
426
735
9,526.4
401.7
0
8,389.7
1
0
1
0
16
0
1001_2616
10
17
996
0
0
300
0
1
1,500
bus_only
1,848
996
552
69
483
660
8,324.3
7,664.3
0
0
1
0
0
0
16
0
1001_2616
11
17
216
0
360
709
145
1
3,200
bus+gtx
1,954
576
669
49
475
802.1
9,726.7
535
0
8,389.7
1
0
1
0
16
0
1001_2616
12
17
1,209
0
0
300
0
1
1,500
bus_only
2,145
1,209
636
69
567
761.6
9,360.3
8,598.7
0
0
1
0
0
0
16
0
1001_2616
13
17
254
0
360
709
145
1
3,200
bus+gtx
2,053
614
730
49
536
874.8
9,877
612.6
0
8,389.7
1
0
1
0
16
0
1001_2616
14
17
275
0
360
984
119
2
3,200
bus+gtx
2,262
635
643
49
475
770.4
10,201.8
1,041.8
0
8,389.7
1
0
1
0
16
0
1001_2616
15
17
191
0
360
827
140
2
3,200
bus+gtx
2,095
551
717
49
528
858.4
10,505.7
1,257.6
0
8,389.7
1
0
1
0
16
0
1001_2616
16
17
1,073
0
0
919
0
0
1,500
bus_only
2,762
1,073
770
313
457
921.6
8,302.7
7,381.1
0
0
1
0
0
0
16
0
1001_2618
0
18
0
450
360
885
60
1
3,200
train+gtx
1,818
810
123
49
14
146.3
12,545.8
0
4,009.9
8,389.7
0
1
1
0
17
0.055556
1001_2618
1
18
1,539
0
0
322
0
1
1,500
bus_only
1,979
1,539
118
69
49
139.4
10,705.8
10,566.3
0
0
1
0
0
0
17
0.055556
1001_2618
2
18
2,152
0
0
659
0
1
1,500
bus_only
3,119
2,152
308
69
239
368
12,404.2
12,036.2
0
0
1
0
0
0
17
0.055556
1001_2618
3
18
1,502
0
0
322
0
1
1,500
bus_only
2,235
1,502
411
69
342
491.7
10,713.9
10,222.2
0
0
1
0
0
0
17
0.055556
1001_2618
4
18
1,297
0
0
651
0
1
1,500
bus_only
2,370
1,297
422
69
353
504.7
9,809.9
9,305.2
0
0
1
0
0
0
17
0.055556
1001_2618
5
18
1,274
0
0
568
0
2
1,500
bus_only
2,221
1,274
379
69
310
452.1
10,171.6
9,719.5
0
0
1
0
0
0
17
0.055556
1001_2618
6
18
1,777
0
0
606
0
1
1,500
bus_only
2,774
1,777
391
77
314
467.4
12,869
12,401.5
0
0
1
0
0
0
17
0.055556
1001_2618
7
18
1,210
0
0
585
0
2
1,500
bus_only
2,253
1,210
458
69
389
548.2
8,997.5
8,449.3
0
0
1
0
0
0
17
0.055556
1001_2618
8
18
1,324
0
0
651
0
1
1,500
bus_only
2,495
1,324
520
69
451
620.9
10,258.5
9,637.6
0
0
1
0
0
0
17
0.055556
1001_2618
9
18
1,478
0
0
452
0
2
1,500
bus_only
2,415
1,478
485
69
416
580.9
8,744.8
8,163.9
0
0
1
0
0
0
17
0.055556
1001_2618
10
18
1,452
0
0
455
0
1
1,500
bus_only
2,464
1,452
557
69
488
665.9
8,543.8
7,877.9
0
0
1
0
0
0
17
0.055556
1001_2618
11
18
1,803
0
0
671
0
1
1,500
bus_only
2,959
1,803
485
69
416
580.9
9,827.2
9,246.3
0
0
1
0
0
0
17
0.055556
1001_2618
12
18
1,233
0
0
645
0
2
1,500
bus_only
2,398
1,233
520
69
451
620.9
9,326.6
8,705.7
0
0
1
0
0
0
17
0.055556
1001_2618
13
18
1,225
0
0
591
0
1
1,500
bus_only
2,399
1,225
583
69
514
698.5
9,746.5
9,047.9
0
0
1
0
0
0
17
0.055556
1001_2618
14
18
1,593
0
0
322
0
1
1,500
bus_only
2,514
1,593
599
69
530
717.4
11,713.3
10,995.9
0
0
1
0
0
0
17
0.055556
1001_2618
15
18
1,114
0
0
645
0
2
1,500
bus_only
2,321
1,114
562
69
493
672.3
9,010
8,337.6
0
0
1
0
0
0
17
0.055556
1001_2618
16
18
2,112
0
0
659
0
1
1,500
bus_only
3,354
2,112
583
69
514
697.6
12,475.7
11,778.1
0
0
1
0
0
0
17
0.055556
1001_2618
17
18
155
690
0
538
239
1
1,550
bus+train
2,531
845
1,148
371
538
1,375
10,204.3
712
8,117.4
0
1
1
0
0
17
0.055556
1001_2620
0
15
970
410
0
219
66
1
1,550
bus+train
1,765
1,380
166
69
31
197.3
11,678.8
7,865.2
3,616.3
0
1
1
0
0
42
0.066667
1001_2620
1
15
1,189
0
0
307
190
2
1,500
bus_only
2,095
1,189
599
69
340
716.5
8,906.5
8,190.1
0
0
1
0
0
0
42
0.066667
1001_2620
2
15
1,859
0
0
443
0
0
1,500
bus_only
2,633
1,859
331
49
282
395.6
11,411.7
11,016.1
0
0
1
0
0
0
42
0.066667
1001_2620
3
15
1,535
0
0
525
0
2
1,500
bus_only
2,242
1,535
182
69
113
216.3
11,684.3
11,468.1
0
0
1
0
0
0
42
0.066667
1001_2620
4
15
1,439
0
0
424
0
1
1,500
bus_only
2,269
1,439
406
69
337
484.7
11,701.7
11,216.9
0
0
1
0
0
0
42
0.066667
1001_2620
5
15
1,815
0
0
443
0
0
1,500
bus_only
2,708
1,815
450
49
401
538.1
11,270.4
10,732.2
0
0
1
0
0
0
42
0.066667
1001_2620
6
15
1,240
0
0
592
0
1
1,500
bus_only
2,263
1,240
431
69
362
515.9
10,873.2
10,357.4
0
0
1
0
0
0
42
0.066667
1001_2620
7
15
1,395
0
0
364
0
1
1,500
bus_only
2,304
1,395
545
69
476
652.9
11,585.9
10,933
0
0
1
0
0
0
42
0.066667
1001_2620
8
15
1,206
0
0
592
0
1
1,500
bus_only
2,335
1,206
537
69
468
642.2
10,703.6
10,061.4
0
0
1
0
0
0
42
0.066667
1001_2620
9
15
1,297
0
0
547
0
1
1,500
bus_only
2,433
1,297
589
69
520
704
12,126.9
11,422.9
0
0
1
0
0
0
42
0.066667
1001_2620
10
15
1,623
0
0
525
0
2
1,500
bus_only
2,643
1,623
495
69
426
591.9
12,429.6
11,837.7
0
0
1
0
0
0
42
0.066667
1001_2620
11
15
767
0
360
773
119
1
3,450
bus+gtx
2,545
1,127
645
49
477
772.5
15,942.3
6,780.2
0
8,389.7
1
0
1
0
42
0.066667
1001_2620
12
15
1,358
0
0
217
190
1
1,500
bus_only
2,302
1,358
727
69
468
869.4
9,917.4
9,047.9
0
0
1
0
0
0
42
0.066667
1001_2620
13
15
1,145
0
0
307
190
2
1,500
bus_only
2,187
1,145
735
69
476
880.1
8,786.3
7,906.1
0
0
1
0
0
0
42
0.066667
1001_2620
14
15
1,825
0
0
41
0
0
1,500
bus_only
2,677
1,825
811
343
468
971
10,616.5
9,645.5
0
0
1
0
0
0
42
0.066667
1001_2621
0
18
0
770
360
652
60
1
3,450
train+gtx
1,909
1,130
127
49
18
151.4
15,195
0
6,654
8,389.7
0
1
1
0
154
0.055556
1001_2621
1
18
1,013
0
0
420
23
2
1,500
bus_only
1,643
1,013
210
69
118
249.8
9,176.4
8,926.6
0
0
1
0
0
0
154
0.055556
1001_2621
2
18
1,831
0
0
416
0
0
1,500
bus_only
2,758
1,831
511
343
168
610.5
9,684.6
9,074.1
0
0
1
0
0
0
154
0.055556
1001_2621
3
18
1,149
0
0
561
0
1
1,500
bus_only
1,886
1,149
176
69
107
209.3
9,767.7
9,558.3
0
0
1
0
0
0
154
0.055556
1001_2621
4
18
1,139
0
0
408
0
1
1,500
bus_only
1,784
1,139
237
69
168
281.7
9,771.7
9,489.9
0
0
1
0
0
0
154
0.055556
1001_2621
5
18
1,077
0
0
348
0
1
1,500
bus_only
1,876
1,077
451
69
382
539.3
9,633.3
9,094
0
0
1
0
0
0
154
0.055556
1001_2621
6
18
1,489
0
0
247
42
1
1,500
bus_only
2,204
1,489
468
69
357
559.6
9,362.6
8,803
0
0
1
0
0
0
154
0.055556
1001_2621
7
18
1,076
0
0
561
0
1
1,500
bus_only
2,108
1,076
471
69
402
563.8
9,666.2
9,102.5
0
0
1
0
0
0
154
0.055556
1001_2621
8
18
940
0
0
480
23
2
1,500
bus_only
1,914
940
494
69
402
591.1
9,061.8
8,470.7
0
0
1
0
0
0
154
0.055556
1001_2621
9
18
1,443
0
0
247
42
1
1,500
bus_only
2,230
1,443
540
69
429
646.3
9,280.7
8,634.4
0
0
1
0
0
0
154
0.055556
1001_2621
10
18
1,327
0
0
750
0
1
1,500
bus_only
2,615
1,327
538
69
469
643.9
7,835.9
7,192
0
0
1
0
0
0
154
0.055556
1001_2621
11
18
1,384
0
0
247
42
1
1,500
bus_only
2,275
1,384
644
69
533
771
9,309.7
8,538.7
0
0
1
0
0
0
154
0.055556
1001_2621
12
18
1,761
0
0
416
0
0
1,500
bus_only
2,871
1,761
694
343
351
830.7
9,394.8
8,564.1
0
0
1
0
0
0
154
0.055556
1001_2621
13
18
1,715
0
0
416
0
0
1,500
bus_only
2,840
1,715
709
343
366
849
9,244.5
8,395.5
0
0
1
0
0
0
154
0.055556
1001_2621
14
18
1,309
0
0
1,001
0
2
1,500
bus_only
2,913
1,309
603
69
534
721.5
8,787.1
8,065.5
0
0
1
0
0
0
154
0.055556
1001_2621
15
18
1,913
0
0
319
42
2
1,500
bus_only
2,889
1,913
657
69
546
785.9
10,057.6
9,271.7
0
0
1
0
0
0
154
0.055556
1001_2621
16
18
1,656
0
0
356
0
0
1,500
bus_only
2,888
1,656
876
343
533
1,049.8
9,349.7
8,299.8
0
0
1
0
0
0
154
0.055556
1001_2621
17
18
474
450
0
308
172
1
1,550
bus+train
2,267
924
1,035
371
492
1,240.1
8,501.6
2,495
4,766.5
0
1
1
0
0
154
0.055556
1001_2622
0
17
417
750
0
531
41
1
1,550
bus+train
1,778
1,167
80
30
9
95.6
8,797
2,181.8
6,519.6
0
1
1
0
0
180
0.058824
1001_2622
1
17
1,071
0
0
257
0
1
1,500
bus_only
1,604
1,071
276
69
207
329.3
6,749.1
6,419.9
0
0
1
0
0
0
180
0.058824
1001_2622
2
17
1,523
0
0
366
0
0
1,500
bus_only
2,617
1,523
728
343
385
872.3
8,498.9
7,626.6
0
0
1
0
0
0
180
0.058824
1001_2622
3
17
1,146
0
0
317
0
1
1,500
bus_only
1,709
1,146
246
69
177
292.6
7,095.4
6,802.8
0
0
1
0
0
0
180
0.058824
1001_2622
4
17
1,196
0
0
268
0
1
1,500
bus_only
1,859
1,196
395
69
326
472.4
8,848.8
8,376.4
0
0
1
0
0
0
180
0.058824
1001_2622
5
17
1,044
0
0
317
0
1
1,500
bus_only
1,842
1,044
481
69
412
575
6,806.1
6,231.1
0
0
1
0
0
0
180
0.058824
1001_2622
6
17
1,219
0
0
273
8
2
1,500
bus_only
1,920
1,219
428
69
351
511.3
6,332.1
5,820.8
0
0
1
0
0
0
180
0.058824
1001_2622
7
17
1,182
0
0
273
8
2
1,500
bus_only
1,980
1,182
525
69
448
628.9
6,331
5,702.2
0
0
1
0
0
0
180
0.058824
1001_2622
8
17
1,225
0
0
278
101
1
1,500
bus_only
2,095
1,225
592
69
422
706.9
6,315.4
5,608.5
0
0
1
0
0
0
180
0.058824
1001_2622
9
17
1,272
0
0
218
101
1
1,500
bus_only
2,086
1,272
596
69
426
712.9
6,560.8
5,847.9
0
0
1
0
0
0
180
0.058824
1001_2622
10
17
1,095
0
0
410
0
1
1,500
bus_only
2,085
1,095
580
69
511
694.1
7,655.6
6,961.5
0
0
1
0
0
0
180
0.058824
1001_2622
11
17
1,164
0
0
410
0
1
1,500
bus_only
2,148
1,164
574
69
505
686.7
7,874.8
7,188
0
0
1
0
0
0
180
0.058824
1001_2622
12
17
1,161
0
0
357
18
2
1,500
bus_only
2,116
1,161
598
69
511
714.2
6,286.7
5,572.5
0
0
1
0
0
0
180
0.058824
1001_2622
13
17
962
0
0
342
196
1
1,500
bus_only
1,991
962
687
69
422
821.9
6,521.4
5,699.5
0
0
1
0
0
0
180
0.058824
1001_2622
14
17
1,009
0
0
282
196
1
1,500
bus_only
1,982
1,009
691
69
426
827.9
6,766.8
5,938.9
0
0
1
0
0
0
180
0.058824
1001_2622
15
17
1,592
0
0
366
0
0
1,500
bus_only
2,683
1,592
725
343
382
867.6
8,720.7
7,853.1
0
0
1
0
0
0
180
0.058824
1001_2622
16
17
894
0
0
282
196
1
1,500
bus_only
1,955
894
779
69
514
933.6
6,471.9
5,538.3
0
0
1
0
0
0
180
0.058824
1001_2623
0
10
1,012
0
0
436
0
0
1,500
bus_only
1,584
1,012
136
69
67
161.4
6,127.8
5,966.5
0
0
1
0
0
0
100
0.1
1001_2623
1
10
1,027
0
0
185
151
1
1,500
bus_only
1,536
1,027
324
69
104
387.4
6,428.7
6,041.2
0
0
1
0
0
0
100
0.1
1001_2623
2
10
2,082
0
0
93
0
0
1,500
bus_only
2,787
2,082
612
214
398
733.1
6,122.5
5,389.3
0
0
1
0
0
0
100
0.1
1001_2623
3
10
491
630
0
338
41
1
1,550
bus+train
1,546
1,121
87
30
16
103.7
7,964.1
2,181.8
5,678.5
0
1
1
0
0
100
0.1
1001_2623
4
10
1,417
0
0
566
0
1
1,500
bus_only
2,169
1,417
186
44
142
221.1
7,366
7,144.8
0
0
1
0
0
0
100
0.1
1001_2623
5
10
165
570
0
651
35
1
1,550
bus+train
1,654
735
268
69
164
319.6
6,189.3
1,087
4,782.7
0
1
1
0
0
100
0.1
1001_2623
6
10
1,052
0
0
245
151
1
1,500
bus_only
1,638
1,052
341
69
121
407.2
6,665.7
6,258.5
0
0
1
0
0
0
100
0.1
1001_2623
7
10
1,250
0
0
199
0
1
1,500
bus_only
1,893
1,250
444
44
400
531.4
8,101.6
7,570.2
0
0
1
0
0
0
100
0.1
1001_2623
8
10
949
0
0
185
151
1
1,500
bus_only
1,754
949
620
69
400
742.3
6,520.5
5,778.1
0
0
1
0
0
0
100
0.1
1001_2623
9
10
1,279
0
0
307
0
0
1,500
bus_only
2,329
1,279
743
343
400
890.1
7,249.7
6,359.6
0
0
1
0
0
0
100
0.1
1001_2624
0
7
861
0
0
257
0
1
1,500
bus_only
1,262
861
144
69
75
170.6
6,508.5
6,337.9
0
0
1
0
0
0
172
0.142857
1001_2624
1
7
815
0
0
197
0
1
1,500
bus_only
1,369
815
357
69
288
426.9
6,429.4
6,002.5
0
0
1
0
0
0
172
0.142857
1001_2624
2
7
1,326
0
0
155
0
0
1,500
bus_only
1,899
1,326
418
343
75
499.4
6,499.2
5,999.8
0
0
1
0
0
0
172
0.142857
1001_2624
3
7
952
0
0
197
0
1
1,500
bus_only
1,433
952
284
69
215
339.4
5,463.5
5,124.1
0
0
1
0
0
0
172
0.142857
1001_2624
4
7
1,283
0
0
95
0
0
1,500
bus_only
1,936
1,283
558
343
215
668.2
6,457.4
5,789.2
0
0
1
0
0
0
172
0.142857
1001_2624
5
7
889
0
0
197
0
1
1,500
bus_only
1,651
889
565
69
496
676.5
7,374.2
6,697.7
0
0
1
0
0
0
172
0.142857
1001_2624
6
7
1,354
0
0
155
0
0
1,500
bus_only
2,672
1,354
1,163
343
820
1,392.8
7,752.5
6,359.6
0
0
1
0
0
0
172
0.142857
1001_2625
0
10
432
440
0
520
41
1
1,550
bus+train
1,474
872
82
30
11
97.6
6,313.2
2,181.8
4,033.7
0
1
1
0
0
100
0.1
1001_2625
1
10
701
0
0
482
82
1
1,500
bus_only
1,442
701
259
69
108
308.9
4,899.9
4,591
0
0
1
0
0
0
100
0.1