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
1002_2514
5
14
0
2,315
0
433
103
1
1,650
train_only
3,264
2,315
516
62
351
616.5
18,487
0
17,870.5
0
0
1
0
31
31
1
1002_2514
6
14
2,587
0
0
492
120
1
1,600
bus_only
3,671
2,587
592
38
434
707.1
19,870.4
19,163.3
0
0
1
0
0
0
31
0
1002_2514
7
14
1,416
1,020
0
595
202
1
1,750
bus+train
3,596
2,436
565
62
301
676.2
21,220.8
10,700
9,844.6
0
1
1
0
0
31
0
1002_2514
8
14
1,443
1,020
0
535
202
1
1,750
bus+train
3,621
2,463
623
62
359
745.3
21,356.9
10,766.9
9,844.6
0
1
1
0
0
31
0
1002_2514
9
14
2,929
0
0
307
0
0
1,700
bus_only
4,011
2,929
775
416
359
928.9
22,942.5
22,013.6
0
0
1
0
0
0
31
0
1002_2514
10
14
3,000
0
0
307
0
0
1,700
bus_only
4,075
3,000
768
416
352
920.3
23,188.8
22,268.5
0
0
1
0
0
0
31
0
1002_2514
11
14
1,357
1,020
0
595
202
1
1,650
bus+train
3,692
2,377
720
62
456
862.3
20,681.5
9,974.6
9,844.6
0
1
1
0
0
31
0
1002_2514
12
14
2,454
0
0
367
0
0
1,600
bus_only
3,671
2,454
850
416
434
1,017.8
19,778.7
18,760.9
0
0
1
0
0
0
31
0
1002_2514
13
14
2,419
0
0
356
0
1
1,600
bus_only
3,602
2,419
827
371
456
991.1
18,822.1
17,830.9
0
0
1
0
0
0
31
0
1002_2515
0
9
475
1,330
0
530
56
2
1,650
bus+train
2,516
1,805
181
51
74
216
17,158.3
5,155
11,787.3
0
1
1
0
0
74
0
1002_2515
1
9
508
1,330
0
350
56
1
1,650
bus+train
2,516
1,838
328
198
74
392.9
17,299
5,118.8
11,787.3
0
1
1
0
0
74
0
1002_2515
2
9
2,550
0
0
563
0
0
1,600
bus_only
3,714
2,550
601
416
185
720.2
18,973.2
18,253.1
0
0
1
0
0
0
74
0
1002_2515
3
9
1,587
570
0
487
115
1
1,650
bus+train
3,006
2,157
362
62
185
431.6
17,483
10,844.3
6,207.1
0
1
1
0
0
74
0
1002_2515
4
9
1,542
570
0
547
115
1
1,650
bus+train
3,095
2,112
436
62
259
520.5
17,158
10,430.4
6,207.1
0
1
1
0
74
74
1
1002_2515
5
9
1,401
870
0
265
195
1
1,650
bus+train
2,978
2,271
442
62
185
527.9
18,982.3
9,678.7
8,775.7
0
1
1
0
0
74
0
1002_2515
6
9
1,356
870
0
325
195
1
1,650
bus+train
3,083
2,226
532
62
275
634.8
18,675.4
9,264.9
8,775.7
0
1
1
0
0
74
0
1002_2515
7
9
2,505
0
0
623
0
0
1,600
bus_only
3,777
2,505
649
416
233
777.6
18,616.8
17,839.2
0
0
1
0
0
0
74
0
1002_2515
8
9
2,101
570
0
649
115
2
1,650
bus+train
3,885
2,671
565
62
388
676
18,418.9
11,535.8
6,207.1
0
1
1
0
0
74
0
1002_2516
0
20
501
1,220
0
703
56
2
1,650
bus+train
2,538
1,721
114
51
7
134.8
15,984.5
5,155
10,694.7
0
1
1
0
0
119
0
1002_2516
1
20
554
1,220
0
503
56
1
1,650
bus+train
2,538
1,774
261
198
7
311.7
16,125.2
5,118.8
10,694.7
0
1
1
0
0
119
0
1002_2516
2
20
2,470
0
0
525
0
0
1,600
bus_only
3,533
2,470
538
416
122
643.7
17,441.3
16,797.6
0
0
1
0
0
0
119
0
1002_2516
3
20
2,218
0
0
1,158
39
2
1,600
bus_only
3,703
2,218
327
51
237
389.6
16,528.5
16,138.9
0
0
1
0
0
0
119
0
1002_2516
4
20
1,485
570
0
517
115
1
1,650
bus+train
2,907
2,055
335
62
158
399
15,995
9,388.8
6,207.1
0
1
1
0
118
119
1
1002_2516
5
20
601
1,035
0
575
177
2
1,550
bus+train
2,604
1,636
393
62
154
467.4
14,895.2
3,490.3
10,937.5
0
1
1
0
0
119
0
1002_2516
6
20
493
1,035
0
642
178
2
1,550
bus+train
2,588
1,528
418
62
178
498.2
15,112.9
3,677.2
10,937.5
0
1
1
0
0
119
0
1002_2516
7
20
1,857
570
0
601
115
2
1,650
bus+train
3,408
2,427
380
62
203
453.1
17,025.9
10,365.7
6,207.1
0
1
1
0
0
119
0
1002_2516
8
20
267
1,310
0
619
223
3
1,650
bus+train
2,599
1,577
403
62
118
480.4
15,641
1,805
13,355.7
0
1
1
0
0
119
0
1002_2516
9
20
1,531
570
0
517
115
1
1,650
bus+train
3,145
2,101
527
62
350
629.3
16,691.1
9,854.7
6,207.1
0
1
1
0
0
119
0
1002_2516
10
20
330
1,310
0
579
223
2
1,550
bus+train
2,707
1,640
488
62
203
581.4
15,544.8
1,607.6
13,355.7
0
1
1
0
0
119
0
1002_2516
11
20
2,171
570
0
470
115
2
1,650
bus+train
3,620
2,741
409
62
232
488.5
17,426.8
10,731.1
6,207.1
0
1
1
0
0
119
0
1002_2516
12
20
238
1,310
0
619
223
3
1,550
bus+train
2,615
1,548
448
62
163
533.5
15,447.6
1,558.3
13,355.7
0
1
1
0
0
119
0
1002_2516
13
20
2,123
570
0
470
115
2
1,650
bus+train
3,667
2,693
504
62
327
602.3
17,065.6
10,256.2
6,207.1
0
1
1
0
0
119
0
1002_2516
14
20
2,016
720
0
329
213
1
1,650
bus+train
3,667
2,736
602
62
327
720.2
17,280.4
9,384.3
7,175.9
0
1
1
0
0
119
0
1002_2516
15
20
2,517
0
0
525
0
0
1,600
bus_only
3,762
2,517
720
416
304
862.4
18,125.9
17,263.5
0
0
1
0
0
0
119
0
1002_2516
16
20
1,823
570
0
601
115
2
1,650
bus+train
3,717
2,393
723
62
546
864.7
17,130.5
10,058.6
6,207.1
0
1
1
0
0
119
0
1002_2516
17
20
2,196
570
0
470
115
2
1,650
bus+train
3,958
2,766
722
62
545
864.2
18,088.3
11,017
6,207.1
0
1
1
0
0
119
0
1002_2516
18
20
292
1,310
0
579
223
2
1,550
bus+train
3,012
1,602
831
62
546
993
15,649.3
1,300.6
13,355.7
0
1
1
0
0
119
0
1002_2516
19
20
2,089
720
0
329
213
1
1,650
bus+train
3,958
2,809
820
62
545
982.1
18,303.1
10,145.2
7,175.9
0
1
1
0
0
119
0
1002_2517
0
7
475
1,080
0
727
56
2
1,550
bus+train
2,398
1,555
116
51
9
137
14,885.9
5,155
9,593.9
0
1
1
0
0
127
0.142857
1002_2517
1
7
508
1,080
0
547
56
1
1,550
bus+train
2,398
1,588
263
198
9
313.9
15,026.7
5,118.8
9,593.9
0
1
1
0
0
127
0.142857
1002_2517
2
7
2,070
720
0
607
179
1
1,650
bus+train
3,815
2,790
418
62
177
499.3
18,173.7
10,498.5
7,175.9
0
1
1
0
0
127
0.142857
1002_2517
3
7
2,191
0
0
1,333
39
2
1,600
bus_only
4,124
2,191
600
51
510
717.6
16,874
16,156.4
0
0
1
0
0
0
127
0.142857
1002_2517
4
7
2,421
0
0
1,333
39
2
1,600
bus_only
4,379
2,421
625
51
535
747.3
17,864.6
17,117.3
0
0
1
0
0
0
127
0.142857
1002_2517
5
7
2,165
720
0
607
179
1
1,650
bus+train
4,268
2,885
776
62
535
928.2
19,233.9
11,129.9
7,175.9
0
1
1
0
0
127
0.142857
1002_2517
6
7
2,615
0
0
300
69
1
1,600
bus_only
3,948
2,615
1,033
416
548
1,238.8
20,213.6
18,974.8
0
0
1
0
0
0
127
0.142857
1002_2518
0
20
432
960
0
520
56
2
1,550
bus+train
2,032
1,392
120
51
13
142.6
14,004.6
5,155
8,707
0
1
1
0
0
245
0.05
1002_2518
1
20
469
960
0
336
56
1
1,550
bus+train
2,032
1,429
267
198
13
319.5
14,145.3
5,118.8
8,707
0
1
1
0
0
245
0.05
1002_2518
2
20
2,098
0
0
692
39
1
1,600
bus_only
3,011
2,098
221
51
131
262.3
16,808.9
16,546.5
0
0
1
0
0
0
245
0.05
1002_2518
3
20
2,060
0
0
852
39
2
1,600
bus_only
3,177
2,060
265
51
175
315.9
16,821.8
16,505.9
0
0
1
0
0
0
245
0.05
1002_2518
4
20
2,045
0
0
632
39
1
1,600
bus_only
3,061
2,045
384
51
294
458
16,686
16,228
0
0
1
0
0
0
245
0.05
1002_2518
5
20
3,518
0
0
341
65
1
1,700
bus_only
4,156
3,518
297
51
181
353.4
23,564.5
23,211.1
0
0
1
0
0
0
245
0.05
1002_2518
6
20
2,585
0
0
687
0
2
1,600
bus_only
3,664
2,585
392
38
354
468.5
19,089.5
18,621
0
0
1
0
0
0
245
0.05
1002_2518
7
20
2,400
0
0
751
31
2
1,600
bus_only
3,565
2,400
414
38
345
494.4
16,424.8
15,930.4
0
0
1
0
0
0
245
0.05
1002_2518
8
20
2,990
0
0
700
56
1
1,600
bus_only
4,129
2,990
439
38
345
524.4
18,450.4
17,926
0
0
1
0
0
0
245
0.05
1002_2518
9
20
2,124
0
0
852
39
2
1,600
bus_only
3,444
2,124
468
51
378
559.5
17,246.5
16,687
0
0
1
0
0
0
245
0.05
1002_2518
10
20
2,490
0
0
636
0
1
1,600
bus_only
3,664
2,490
538
184
354
643.5
19,147
18,503.4
0
0
1
0
0
0
245
0.05
1002_2518
11
20
2,382
0
0
975
0
2
1,500
bus_only
3,808
2,382
451
51
400
539.4
15,487.8
14,948.4
0
0
1
0
0
0
245
0.05
1002_2518
12
20
2,275
150
0
250
236
1
1,650
bus+train
3,318
2,425
643
62
345
768.7
17,088.9
14,665.6
1,654.6
0
1
1
0
0
245
0.05
1002_2518
13
20
2,143
0
0
1,347
39
2
1,600
bus_only
4,035
2,143
545
51
455
652.3
17,499.6
16,847.3
0
0
1
0
0
0
245
0.05
1002_2518
14
20
2,239
150
0
444
236
2
1,650
bus+train
3,485
2,389
652
62
354
779.4
17,112.9
14,678.9
1,654.6
0
1
1
0
0
245
0.05
1002_2518
15
20
3,496
0
0
341
65
1
1,700
bus_only
4,467
3,496
630
51
514
753.6
23,667.5
22,913.9
0
0
1
0
0
0
245
0.05
1002_2518
16
20
1,867
720
0
908
179
1
1,650
bus+train
4,114
2,587
619
62
378
740.4
18,010
10,093.8
7,175.9
0
1
1
0
0
245
0.05
1002_2518
17
20
1,617
720
0
886
213
1
1,650
bus+train
3,876
2,337
653
62
378
781.5
15,963.4
8,006.1
7,175.9
0
1
1
0
0
245
0.05
1002_2518
18
20
4,688
0
0
281
65
1
1,800
bus_only
5,565
4,688
596
51
480
713.1
30,583.7
29,870.6
0
0
1
0
0
0
245
0.05
1002_2518
19
20
1,058
1,320
0
828
156
1
1,650
bus+train
3,938
2,378
732
62
514
874.8
19,504.2
6,478.5
12,150.9
0
1
1
0
0
245
0.05
1002_2519
0
15
2,052
0
0
623
39
1
1,600
bus_only
2,800
2,052
125
51
35
148.2
17,739.1
17,591
0
0
1
0
0
0
347
0
1002_2519
1
15
410
840
0
247
56
1
1,550
bus+train
1,800
1,250
303
199
48
362.4
12,678.6
4,824.6
7,491.6
0
1
1
0
0
347
0
1002_2519
2
15
0
1,530
0
839
31
1
1,550
train_only
2,510
1,530
141
62
48
167.5
14,275.9
0
14,108.4
0
0
1
0
347
347
1
1002_2519
3
15
1,901
0
0
714
0
2
1,500
bus_only
2,722
1,901
107
51
56
127.3
13,879.7
13,752.3
0
0
1
0
0
0
347
0
1002_2519
4
15
2,097
0
0
623
39
1
1,600
bus_only
3,098
2,097
378
51
288
451.8
18,320.9
17,869
0
0
1
0
0
0
347
0
1002_2519
5
15
1,846
0
0
714
0
2
1,500
bus_only
2,958
1,846
398
51
347
476
13,964.3
13,488.3
0
0
1
0
0
0
347
0
1002_2519
6
15
2,241
0
0
839
39
2
1,600
bus_only
3,446
2,241
366
51
276
437.1
18,471.4
18,034.3
0
0
1
0
0
0
347
0
1002_2519
7
15
2,045
0
0
774
0
2
1,500
bus_only
3,241
2,045
422
51
371
504.1
14,649.5
14,145.3
0
0
1
0
0
0
347
0
1002_2519
8
15
2,378
0
0
899
39
2
1,600
bus_only
3,669
2,378
392
51
302
467
18,973.3
18,506.4
0
0
1
0
0
0
347
0
1002_2519
9
15
2,706
0
0
479
0
1
1,600
bus_only
3,730
2,706
545
198
347
652.9
16,844.6
16,191.6
0
0
1
0
0
0
347
0
1002_2519
10
15
997
720
0
619
213
1
1,550
bus+train
2,958
1,717
622
62
347
743.8
13,542.2
5,622.5
7,175.9
0
1
1
0
0
347
0
1002_2519
11
15
1,196
720
0
619
213
1
1,550
bus+train
3,212
1,916
677
62
402
810
14,265.5
6,279.6
7,175.9
0
1
1
0
0
347
0
1002_2519
12
15
879
1,020
0
556
202
2
1,650
bus+train
3,121
1,899
666
62
402
797.2
16,185.3
5,543.5
9,844.6
0
1
1
0
0
347
0
1002_2519
13
15
2,208
0
0
839
39
2
1,600
bus_only
3,707
2,208
660
51
570
789.2
18,557.9
17,768.7
0
0
1
0
0
0
347
0
1002_2519
14
15
2,619
0
0
174
118
1
1,600
bus_only
3,679
2,619
886
198
570
1,061.2
18,509.2
17,448.1
0
0
1
0
0
0
347
0
1002_2520
0
11
515
760
0
483
56
2
1,550
bus+train
1,882
1,275
124
51
17
147.5
11,665.9
5,155
6,363.4
0
1
1
0
0
130
0
1002_2520
1
11
513
760
0
337
56
1
1,550
bus+train
1,882
1,273
272
199
17
325
11,513
4,824.6
6,363.4
0
1
1
0
0
130
0
1002_2520
2
11
1,167
570
0
517
115
1
1,550
bus+train
2,627
1,737
373
62
196
444.1
12,346
5,694.7
6,207.1
0
1
1
0
129
130
1
1002_2520
3
11
2,112
0
0
638
0
2
1,500
bus_only
2,997
2,112
247
51
196
294.2
12,810.5
12,516.4
0
0
1
0
0
0
130
0
1002_2520
4
11
2,092
0
0
282
0
1
1,500
bus_only
2,865
2,092
491
51
440
588.5
13,220.1
12,631.6
0
0
1
0
0
0
130
0
1002_2520
5
11
2,035
0
0
282
0
1
1,500
bus_only
2,835
2,035
518
51
467
620.6
12,936.9
12,316.3
0
0
1
0
0
0
130
0
1002_2520
6
11
1,929
0
0
638
0
2
1,500
bus_only
3,050
1,929
483
51
432
578.5
12,520.7
11,942.2
0
0
1
0
0
0
130
0
1002_2520
7
11
2,146
0
0
282
0
1
1,500
bus_only
3,008
2,146
580
51
529
694.9
13,482.4
12,787.5
0
0
1
0
0
0
130
0
1002_2520
8
11
984
570
0
517
115
1
1,550
bus+train
2,680
1,554
609
62
432
728.4
12,056.1
5,120.6
6,207.1
0
1
1
0
0
130
0
1002_2520
9
11
2,581
0
0
215
39
1
1,600
bus_only
3,416
2,581
620
51
530
742.3
19,446
18,703.8
0
0
1
0
0
0
130
0
1002_2520
10
11
1,071
870
0
422
184
2
1,550
bus+train
3,126
1,941
763
62
517
913.8
15,013.1
5,323.6
8,775.7
0
1
1
0
0
130
0
1002_2521
0
14
524
640
0
810
56
2
1,550
bus+train
2,097
1,164
123
51
16
145.7
10,883.4
5,155
5,582.7
0
1
1
0
0
157
0
1002_2521
1
14
553
640
0
394
56
1
1,550
bus+train
1,857
1,193
270
198
16
322.6
11,024.1
5,118.8
5,582.7
0
1
1
0
0
157
0
1002_2521
2
14
1,883
0
0
924
0
1
1,500
bus_only
3,035
1,883
228
51
177
272.1
11,864
11,591.9
0
0
1
0
0
0
157
0
1002_2521
3
14
1,036
570
0
374
115
1
1,550
bus+train
2,334
1,606
354
62
177
422.4
11,435.1
4,805.6
6,207.1
0
1
1
0
157
157
1
1002_2521
4
14
922
570
0
586
115
1
1,550
bus+train
2,479
1,492
401
62
224
477.5
11,591.3
4,906.7
6,207.1
0
1
1
0
0
157
0
1002_2521
5
14
1,812
0
0
924
0
1
1,500
bus_only
3,117
1,812
381
51
330
455.1
11,655.5
11,200.4
0
0
1
0
0
0
157
0
1002_2521
6
14
902
570
0
434
115
1
1,550
bus+train
2,413
1,472
507
62
330
605
11,191
4,378.8
6,207.1
0
1
1
0
0
157
0
1002_2521
7
14
532
1,020
0
607
202
1
1,550
bus+train
2,690
1,552
531
62
267
635.6
13,100.3
2,620
9,844.6
0
1
1
0
0
157
0
1002_2521
8
14
1,942
0
0
864
0
1
1,500
bus_only
3,307
1,942
501
51
450
599.6
12,412.5
11,812.9
0
0
1
0
0
0
157
0