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_2561
10
25
3,400
0
0
831
0
2
1,700
bus_only
4,593
3,400
362
44
318
432
23,422.3
22,990.3
0
0
1
0
0
0
18
0.04
1001_2561
11
25
2,785
0
0
507
41
3
1,700
bus_only
3,720
2,785
428
69
318
510.4
22,562.9
22,052.5
0
0
1
0
0
0
18
0.04
1001_2561
12
25
3,363
0
0
820
0
1
1,700
bus_only
4,622
3,363
439
44
395
525.7
23,952.5
23,426.8
0
0
1
0
0
0
18
0.04
1001_2561
13
25
3,366
0
0
1,019
0
1
1,800
bus_only
4,809
3,366
424
44
380
507
26,264.4
25,757.4
0
0
1
0
0
0
18
0.04
1001_2561
14
25
3,895
0
0
1,230
19
1
1,800
bus_only
5,487
3,895
362
44
299
432.4
26,716.1
26,283.7
0
0
1
0
0
0
18
0.04
1001_2561
15
25
2,822
0
0
469
41
3
1,700
bus_only
3,769
2,822
478
69
368
570.2
23,283.5
22,713.3
0
0
1
0
0
0
18
0.04
1001_2561
16
25
3,409
0
0
314
0
3
1,700
bus_only
4,162
3,409
439
44
395
525.7
23,489.8
22,964.1
0
0
1
0
0
0
18
0.04
1001_2561
17
25
3,249
0
0
254
0
3
1,700
bus_only
3,988
3,249
485
44
441
580.7
23,105.4
22,524.7
0
0
1
0
0
0
18
0.04
1001_2561
18
25
3,551
0
0
574
0
4
1,700
bus_only
4,492
3,551
367
44
323
439
24,059.4
23,620.4
0
0
1
0
0
0
18
0.04
1001_2561
19
25
3,075
0
0
937
219
1
1,700
bus_only
4,598
3,075
586
44
323
700.4
25,439.5
24,739.1
0
0
1
0
0
0
18
0.04
1001_2561
20
25
3,341
0
0
291
0
3
1,700
bus_only
4,178
3,341
546
44
502
653.5
23,482.2
22,828.7
0
0
1
0
0
0
18
0.04
1001_2561
21
25
3,341
0
0
771
0
2
1,700
bus_only
4,658
3,341
546
44
502
653.5
23,481
22,827.6
0
0
1
0
0
0
18
0.04
1001_2561
22
25
2,726
0
0
447
41
3
1,700
bus_only
3,785
2,726
612
69
502
731.9
22,621.7
21,889.8
0
0
1
0
0
0
18
0.04
1001_2561
23
25
3,506
0
0
959
0
1
1,800
bus_only
5,043
3,506
578
44
534
692.2
27,152.6
26,460.3
0
0
1
0
0
0
18
0.04
1001_2561
24
25
3,438
0
0
980
0
2
1,700
bus_only
5,026
3,438
608
44
564
728.2
24,558.2
23,830
0
0
1
0
0
0
18
0.04
1001_2562
0
8
191
2,490
0
597
123
1
1,750
bus+train
3,492
2,681
214
77
14
255.2
23,068.4
1,936.1
20,877.1
0
1
1
0
0
33
0.125
1001_2562
1
8
2,705
0
0
197
0
1
1,700
bus_only
3,323
2,705
421
77
344
503.3
21,950.7
21,447.3
0
0
1
0
0
0
33
0.125
1001_2562
2
8
3,936
0
0
1,044
0
1
1,800
bus_only
5,157
3,936
177
44
133
210.1
27,962.9
27,752.8
0
0
1
0
0
0
33
0.125
1001_2562
3
8
2,860
0
0
858
0
2
1,700
bus_only
3,928
2,860
210
77
133
249.8
22,229.3
21,979.5
0
0
1
0
0
0
33
0.125
1001_2562
4
8
2,765
0
0
798
0
2
1,700
bus_only
3,813
2,765
250
77
173
298.9
21,994.6
21,695.7
0
0
1
0
0
0
33
0.125
1001_2562
5
8
2,774
0
0
137
0
1
1,700
bus_only
3,540
2,774
629
77
552
753.4
22,575.5
21,822.1
0
0
1
0
0
0
33
0.125
1001_2562
6
8
2,983
0
0
858
0
2
1,700
bus_only
4,383
2,983
542
77
465
648.5
22,933
22,284.5
0
0
1
0
0
0
33
0.125
1001_2562
7
8
4,059
0
0
1,044
0
1
1,800
bus_only
5,612
4,059
509
44
465
608.8
28,666.6
28,057.8
0
0
1
0
0
0
33
0.125
1001_2563
0
14
174
2,840
0
522
108
1
1,850
bus+train
3,745
3,014
209
69
32
248
25,591.1
1,087
24,256.1
0
1
1
0
0
113
0.071429
1001_2563
1
14
4,136
0
0
490
30
2
1,700
bus_only
4,784
4,136
158
69
59
187
23,037
22,850
0
0
1
0
0
0
113
0.071429
1001_2563
2
14
4,211
0
0
430
30
2
1,700
bus_only
5,039
4,211
398
69
299
475.3
23,646.5
23,171.2
0
0
1
0
0
0
113
0.071429
1001_2563
3
14
2,948
0
0
731
5
3
1,700
bus_only
4,220
2,948
541
77
459
645.7
23,155.1
22,509.5
0
0
1
0
0
0
113
0.071429
1001_2563
4
14
5,102
0
0
1,005
0
1
1,700
bus_only
6,479
5,102
372
73
299
445.8
23,518.6
23,072.7
0
0
1
0
0
0
113
0.071429
1001_2563
5
14
4,044
0
0
490
30
2
1,700
bus_only
5,092
4,044
558
69
459
665.9
23,113
22,447.1
0
0
1
0
0
0
113
0.071429
1001_2563
6
14
5,403
0
0
864
0
1
1,700
bus_only
6,710
5,403
443
73
370
531.5
23,588.6
23,057
0
0
1
0
0
0
113
0.071429
1001_2563
7
14
4,230
0
0
951
30
3
1,700
bus_only
5,681
4,230
500
69
401
597
23,840.6
23,243.6
0
0
1
0
0
0
113
0.071429
1001_2563
8
14
4,935
0
0
1,065
0
1
1,700
bus_only
6,572
4,935
572
73
499
685.7
23,034.3
22,348.6
0
0
1
0
0
0
113
0.071429
1001_2563
9
14
4,536
0
0
891
30
3
1,700
bus_only
6,032
4,536
605
69
506
723.7
25,162.3
24,438.6
0
0
1
0
0
0
113
0.071429
1001_2563
10
14
4,302
0
0
891
30
3
1,700
bus_only
5,854
4,302
661
69
562
791.2
24,313.2
23,522
0
0
1
0
0
0
113
0.071429
1001_2563
11
14
4,354
0
0
951
30
3
1,700
bus_only
5,970
4,354
665
69
566
795.5
24,505
23,709.6
0
0
1
0
0
0
113
0.071429
1001_2563
12
14
5,141
0
0
1,213
0
2
1,700
bus_only
7,003
5,141
649
73
576
778.1
23,996.2
23,218.2
0
0
1
0
0
0
113
0.071429
1001_2563
13
14
5,151
0
0
940
178
2
1,900
bus_only
6,819
5,151
728
44
506
871.6
33,087.1
32,215.5
0
0
1
0
0
0
113
0.071429
1001_2564
0
16
142
2,950
0
205
117
1
1,850
bus+train
3,507
3,092
210
69
24
249.6
26,526.1
1,142.8
25,133.7
0
1
1
0
0
27
0.0625
1001_2564
1
16
5,522
0
0
484
41
1
1,800
bus_only
6,213
5,522
207
44
122
246
30,217.7
29,971.7
0
0
1
0
0
0
27
0.0625
1001_2564
2
16
5,447
0
0
484
41
1
1,800
bus_only
6,257
5,447
326
44
241
388.8
30,038.7
29,649.9
0
0
1
0
0
0
27
0.0625
1001_2564
3
16
4,927
0
0
690
30
2
1,700
bus_only
5,957
4,927
340
69
241
405.7
24,501
24,095.3
0
0
1
0
0
0
27
0.0625
1001_2564
4
16
5,555
0
0
484
41
1
1,900
bus_only
6,412
5,555
373
44
288
445.7
30,568.5
30,122.8
0
0
1
0
0
0
27
0.0625
1001_2564
5
16
4,705
0
0
926
6
3
2,100
bus_only
5,922
4,705
291
44
241
347.1
45,279
44,931.9
0
0
1
0
0
0
27
0.0625
1001_2564
6
16
5,011
0
0
690
30
2
1,700
bus_only
6,088
5,011
387
69
288
462.6
25,030.8
24,568.2
0
0
1
0
0
0
27
0.0625
1001_2564
7
16
5,892
0
0
558
0
1
1,700
bus_only
6,864
5,892
414
73
341
496
25,146
24,649.9
0
0
1
0
0
0
27
0.0625
1001_2564
8
16
6,056
0
0
581
0
1
1,800
bus_only
7,143
6,056
506
73
433
606.6
25,859.2
25,252.6
0
0
1
0
0
0
27
0.0625
1001_2564
9
16
5,991
0
0
581
0
1
1,800
bus_only
7,101
5,991
529
73
456
634.2
25,639.9
25,005.7
0
0
1
0
0
0
27
0.0625
1001_2564
10
16
6,084
0
0
558
0
1
1,800
bus_only
7,206
6,084
564
73
491
675.9
26,049.2
25,373.3
0
0
1
0
0
0
27
0.0625
1001_2564
11
16
4,997
0
0
898
6
3
2,200
bus_only
6,436
4,997
541
44
491
646.9
46,251.1
45,604.2
0
0
1
0
0
0
27
0.0625
1001_2564
12
16
6,264
0
0
477
57
1
1,800
bus_only
7,325
6,264
584
73
454
699.3
26,490
25,790.7
0
0
1
0
0
0
27
0.0625
1001_2564
13
16
6,164
0
0
558
0
1
1,800
bus_only
7,311
6,164
589
73
516
706.3
26,385.4
25,679.1
0
0
1
0
0
0
27
0.0625
1001_2564
14
16
6,024
0
0
558
0
1
1,800
bus_only
7,187
6,024
605
73
532
725.2
25,871.6
25,146.4
0
0
1
0
0
0
27
0.0625
1001_2564
15
16
5,974
0
0
558
0
1
1,700
bus_only
7,157
5,974
625
73
552
749.4
25,717.2
24,967.8
0
0
1
0
0
0
27
0.0625
1001_2565
0
20
214
2,950
0
859
123
1
1,850
bus+train
4,235
3,164
212
69
20
252.2
27,422.7
1,937.4
25,233.1
0
1
1
0
0
29
0.05
1001_2565
1
20
7,352
0
0
556
0
0
1,800
bus_only
8,391
7,352
483
73
410
578.8
26,549.3
25,970.5
0
0
1
0
0
0
29
0.05
1001_2565
2
20
5,988
0
0
620
1
2
1,800
bus_only
6,895
5,988
287
69
217
342.4
27,360.1
27,017.7
0
0
1
0
0
0
29
0.05
1001_2565
3
20
6,759
0
0
686
0
1
1,800
bus_only
7,735
6,759
290
73
217
347.3
27,301.1
26,953.8
0
0
1
0
0
0
29
0.05
1001_2565
4
20
6,919
0
0
688
0
1
1,800
bus_only
7,911
6,919
304
73
231
363.8
27,283.7
26,919.9
0
0
1
0
0
0
29
0.05
1001_2565
5
20
6,104
0
0
680
1
2
1,800
bus_only
7,207
6,104
423
69
353
504.8
28,041.3
27,536.5
0
0
1
0
0
0
29
0.05
1001_2565
6
20
6,388
0
0
847
1
2
1,800
bus_only
7,636
6,388
401
69
331
479
26,714.3
26,235.3
0
0
1
0
0
0
29
0.05
1001_2565
7
20
5,917
0
0
345
134
2
1,800
bus_only
6,796
5,917
534
69
331
638.7
26,947.9
26,309.2
0
0
1
0
0
0
29
0.05
1001_2565
8
20
6,875
0
0
686
0
1
1,800
bus_only
8,003
6,875
442
73
369
529.5
28,002.2
27,472.6
0
0
1
0
0
0
29
0.05
1001_2565
9
20
5,592
0
0
577
134
2
1,800
bus_only
6,741
5,592
572
69
369
684.4
27,455.9
26,771.5
0
0
1
0
0
0
29
0.05
1001_2565
10
20
5,818
0
0
466
134
2
1,800
bus_only
6,848
5,818
564
69
361
675
26,923.4
26,248.3
0
0
1
0
0
0
29
0.05
1001_2565
11
20
7,164
0
0
908
0
1
1,800
bus_only
8,476
7,164
404
73
331
483.9
26,655.3
26,171.4
0
0
1
0
0
0
29
0.05
1001_2565
12
20
7,063
0
0
748
0
1
1,800
bus_only
8,272
7,063
461
73
388
551.6
28,025.6
27,474
0
0
1
0
0
0
29
0.05
1001_2565
13
20
6,604
0
0
576
1
1
1,800
bus_only
7,759
6,604
579
69
509
692.5
26,726.8
26,034.3
0
0
1
0
0
0
29
0.05
1001_2565
14
20
6,133
0
0
357
134
1
1,800
bus_only
7,202
6,133
712
69
509
852.2
26,960.5
26,108.3
0
0
1
0
0
0
29
0.05
1001_2565
15
20
5,412
0
0
577
134
2
1,800
bus_only
6,687
5,412
698
69
495
835.9
26,895.8
26,059.9
0
0
1
0
0
0
29
0.05
1001_2565
16
20
7,122
0
0
852
0
1
1,800
bus_only
8,497
7,122
523
73
450
627.2
26,775.7
26,148.5
0
0
1
0
0
0
29
0.05
1001_2565
17
20
5,870
0
0
345
134
2
1,800
bus_only
6,945
5,870
730
69
527
874.2
26,982.5
26,108.3
0
0
1
0
0
0
29
0.05
1001_2565
18
20
6,846
0
0
688
0
1
1,800
bus_only
8,156
6,846
622
73
549
745.3
27,382
26,636.7
0
0
1
0
0
0
29
0.05
1001_2565
19
20
6,255
0
0
813
134
2
1,800
bus_only
7,721
6,255
653
69
450
782
27,749.3
26,967.3
0
0
1
0
0
0
29
0.05
1001_2566
0
19
3,793
0
0
441
10
2
1,800
bus_only
4,377
3,793
143
69
64
168.8
25,223.4
25,054.7
0
0
1
0
0
0
21
0.052632
1001_2566
1
19
475
2,870
0
813
119
1
1,850
bus+train
4,326
3,345
168
44
5
199.4
27,474.6
2,658.1
24,617.1
0
1
1
0
0
21
0.052632
1001_2566
2
19
6,983
0
0
161
0
0
1,800
bus_only
7,281
6,983
137
73
64
163.3
28,634
28,470.7
0
0
1
0
0
0
21
0.052632
1001_2566
3
19
6,257
0
0
235
16
1
1,800
bus_only
6,653
6,257
161
69
76
191.2
28,744.2
28,552.9
0
0
1
0
0
0
21
0.052632
1001_2566
4
19
7,092
0
0
101
0
0
1,800
bus_only
7,516
7,092
323
73
250
387.5
29,040.3
28,652.8
0
0
1
0
0
0
21
0.052632
1001_2566
5
19
6,366
0
0
235
16
1
1,800
bus_only
6,936
6,366
335
69
250
400.8
29,135.9
28,735.1
0
0
1
0
0
0
21
0.052632
1001_2566
6
19
3,613
0
0
441
10
2
1,700
bus_only
4,611
3,613
557
69
478
666.4
25,189
24,522.7
0
0
1
0
0
0
21
0.052632
1001_2566
7
19
6,879
0
0
101
0
0
1,800
bus_only
7,395
6,879
415
73
342
496.8
28,599.3
28,102.6
0
0
1
0
0
0
21
0.052632
1001_2566
8
19
6,153
0
0
235
16
1
1,800
bus_only
6,815
6,153
427
69
342
510
28,694.9
28,184.8
0
0
1
0
0
0
21
0.052632
1001_2566
9
19
6,737
0
0
353
0
1
1,800
bus_only
7,431
6,737
341
73
268
408.9
28,158.5
27,749.6
0
0
1
0
0
0
21
0.052632
1001_2566
10
19
6,555
0
0
246
0
1
1,800
bus_only
7,229
6,555
428
73
355
513.1
27,430
26,916.9
0
0
1
0
0
0
21
0.052632
1001_2566
11
19
5,645
0
0
407
16
2
1,800
bus_only
6,514
5,645
462
69
377
552.3
29,254.8
28,702.5
0
0
1
0
0
0
21
0.052632
1001_2566
12
19
5,829
0
0
421
16
2
1,800
bus_only
6,690
5,829
440
69
355
526.4
27,525.5
26,999.2
0
0
1
0
0
0
21
0.052632
1001_2566
13
19
6,371
0
0
533
0
1
1,800
bus_only
7,354
6,371
450
73
377
539
29,159.2
28,620.2
0
0
1
0
0
0
21
0.052632
1001_2566
14
19
6,808
0
0
161
0
0
1,800
bus_only
7,541
6,808
572
73
499
684.8
28,619.1
27,934.2
0
0
1
0
0
0
21
0.052632
1001_2566
15
19
6,082
0
0
295
16
1
1,800
bus_only
6,961
6,082
584
69
499
698.1
28,714.6
28,016.5
0
0
1
0
0
0
21
0.052632
1001_2566
16
19
5,697
0
0
829
178
1
1,900
bus_only
7,103
5,697
577
44
355
690.4
34,944.8
34,254.3
0
0
1
0
0
0
21
0.052632
1001_2566
17
19
6,452
0
0
306
0
1
1,800
bus_only
7,352
6,452
594
73
521
712.3
27,262
26,549.7
0
0
1
0
0
0
21
0.052632
1001_2566
18
19
5,726
0
0
421
16
2
1,800
bus_only
6,786
5,726
639
69
554
764.5
27,396.5
26,631.9
0
0
1
0
0
0
21
0.052632
1001_2611
0
4
1,053
0
0
123
0
0
1,500
bus_only
1,318
1,053
142
69
73
168
8,033.2
7,865.2
0
0
1
0
0
0
18
0.25
1001_2611
1
4
1,023
0
0
63
0
0
1,500
bus_only
1,483
1,023
397
69
328
475.3
8,006.2
7,530.9
0
0
1
0
0
0
18
0.25
1001_2611
2
4
1,089
0
0
123
0
0
1,500
bus_only
1,751
1,089
539
69
470
644.6
8,879.2
8,234.6
0
0
1
0
0
0
18
0.25
1001_2611
3
4
1,162
0
0
123
0
0
1,500
bus_only
2,080
1,162
795
69
726
951.4
9,552.5
8,601.1
0
0
1
0
0
0
18
0.25
1001_2616
0
17
0
80
360
620
60
1
3,200
train+gtx
1,187
440
127
49
18
151.5
9,391.5
0
850.3
8,389.7
0
1
1
16
16
1
1001_2616
1
17
64
0
360
550
140
1
3,200
bus+gtx
1,240
424
266
49
77
316.7
9,549.5
843.2
0
8,389.7
1
0
1
0
16
0
1001_2616
2
17
1,135
0
0
919
0
0
1,500
bus_only
2,468
1,135
414
313
101
495.3
8,219.6
7,724.3
0
0
1
0
0
0
16
0
1001_2616
3
17
1,058
0
0
240
0
1
1,500
bus_only
1,470
1,058
172
69
103
205.1
8,212.6
8,007.5
0
0
1
0
0
0
16
0