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_2808
0
9
2,834
0
0
1,145
5
1
1,600
bus_only
4,269
2,834
290
69
216
345.3
18,168.3
17,823
0
0
1
0
0
0
29
0
1001_2808
1
9
0
2,580
0
338
0
1
1,750
train_only
3,292
2,580
374
44
330
447.5
24,320.1
0
23,872.6
0
0
1
0
29
29
1
1001_2808
2
9
2,803
0
0
1,053
0
0
1,600
bus_only
4,277
2,803
421
69
352
503.3
17,835.6
17,332.3
0
0
1
0
0
0
29
0
1001_2808
3
9
2,950
0
0
884
6
1
1,600
bus_only
4,178
2,950
344
69
269
410.2
17,062.6
16,652.4
0
0
1
0
0
0
29
0
1001_2808
4
9
3,412
0
0
502
13
1
1,600
bus_only
4,261
3,412
347
69
265
414.4
19,473.3
19,058.9
0
0
1
0
0
0
29
0
1001_2808
5
9
2,794
0
0
884
6
1
1,600
bus_only
4,108
2,794
430
69
355
513.2
16,699.6
16,186.3
0
0
1
0
0
0
29
0
1001_2808
6
9
2,959
0
0
1,002
6
2
1,600
bus_only
4,365
2,959
404
69
329
480.7
17,409.4
16,928.7
0
0
1
0
0
0
29
0
1001_2808
7
9
3,458
0
0
502
13
1
1,600
bus_only
4,502
3,458
542
69
460
647.5
19,879.5
19,232
0
0
1
0
0
0
29
0
1001_2808
8
9
80
2,580
0
443
94
2
1,750
bus+train
3,587
2,660
484
44
346
580.2
24,799.8
347
23,872.6
0
1
1
0
0
29
0
1001_2809
0
22
4,122
0
0
42
0
0
1,700
bus_only
4,338
4,122
174
69
105
206.9
20,503.9
20,297
0
0
1
0
0
0
23
0.045455
1001_2809
1
22
2,740
0
0
271
165
2
1,600
bus_only
3,367
2,740
356
69
122
425.5
19,901.1
19,475.5
0
0
1
0
0
0
23
0.045455
1001_2809
2
22
4,281
0
0
102
0
0
1,700
bus_only
4,586
4,281
203
69
134
241.1
20,698.9
20,457.8
0
0
1
0
0
0
23
0.045455
1001_2809
3
22
3,901
0
0
321
0
1
1,700
bus_only
4,416
3,901
194
69
125
230.8
20,476.3
20,245.4
0
0
1
0
0
0
23
0.045455
1001_2809
4
22
3,436
0
0
650
34
1
1,600
bus_only
4,311
3,436
225
69
122
268.4
19,062.7
18,794.3
0
0
1
0
0
0
23
0.045455
1001_2809
5
22
2,857
0
0
271
165
2
1,600
bus_only
3,492
2,857
364
69
130
434.6
20,132.1
19,697.5
0
0
1
0
0
0
23
0.045455
1001_2809
6
22
3,504
0
0
650
34
1
1,600
bus_only
4,532
3,504
378
69
275
451.3
19,499.3
19,048
0
0
1
0
0
0
23
0.045455
1001_2809
7
22
4,063
0
0
102
0
0
1,700
bus_only
4,628
4,063
463
69
394
552.4
20,591.4
20,039.1
0
0
1
0
0
0
23
0.045455
1001_2809
8
22
3,850
0
0
321
0
1
1,700
bus_only
4,593
3,850
422
69
353
503.5
20,543.7
20,040.2
0
0
1
0
0
0
23
0.045455
1001_2809
9
22
3,865
0
0
293
4
1
1,700
bus_only
4,629
3,865
471
69
398
563.1
20,607.1
20,044
0
0
1
0
0
0
23
0.045455
1001_2809
10
22
3,907
0
0
358
4
1
1,700
bus_only
4,723
3,907
458
69
385
547.9
21,126.6
20,578.8
0
0
1
0
0
0
23
0.045455
1001_2809
11
22
3,533
0
0
650
34
1
1,600
bus_only
4,639
3,533
456
69
353
545.6
19,677.7
19,132.2
0
0
1
0
0
0
23
0.045455
1001_2809
12
22
3,368
0
0
650
34
1
1,600
bus_only
4,506
3,368
488
69
385
584
19,119.9
18,536
0
0
1
0
0
0
23
0.045455
1001_2809
13
22
3,863
0
0
358
4
1
1,700
bus_only
4,802
3,863
581
69
508
695.6
21,098.1
20,402.5
0
0
1
0
0
0
23
0.045455
1001_2809
14
22
917
2,100
0
700
91
2
1,650
bus+train
4,200
3,017
483
44
348
578
20,426.9
2,748.4
17,100.4
0
1
1
0
0
23
0.045455
1001_2809
15
22
3,317
0
0
650
34
1
1,600
bus_only
4,578
3,317
611
69
508
731.7
19,091.4
18,359.7
0
0
1
0
0
0
23
0.045455
1001_2809
16
22
2,795
0
0
702
165
2
1,600
bus_only
4,100
2,795
603
69
369
722.1
20,114.9
19,392.7
0
0
1
0
0
0
23
0.045455
1001_2809
17
22
2,627
0
0
271
165
2
1,600
bus_only
3,586
2,627
688
69
454
824
20,004
19,180
0
0
1
0
0
0
23
0.045455
1001_2809
18
22
3,083
0
0
489
165
3
1,700
bus_only
4,154
3,083
582
69
348
696.1
21,067.6
20,371.5
0
0
1
0
0
0
23
0.045455
1001_2809
19
22
3,125
0
0
489
165
3
1,700
bus_only
4,263
3,125
649
69
415
777.1
21,287.4
20,510.3
0
0
1
0
0
0
23
0.045455
1001_2809
20
22
743
2,100
0
833
94
2
1,750
bus+train
4,322
2,843
646
44
508
774.3
21,042.7
3,168
17,100.4
0
1
1
0
0
23
0.045455
1001_2809
21
22
652
2,100
0
893
94
2
1,650
bus+train
4,328
2,752
683
44
545
817.5
20,717.3
2,799.4
17,100.4
0
1
1
0
0
23
0.045455
1001_2810
0
11
2,945
0
0
512
0
1
1,700
bus_only
3,850
2,945
393
44
349
470.5
23,668.5
23,198
0
0
1
0
0
0
20
0.090909
1001_2810
1
11
1,927
0
0
563
218
3
1,600
bus_only
3,134
1,927
644
77
349
771.1
18,803.9
18,032.9
0
0
1
0
0
0
20
0.090909
1001_2810
2
11
2,976
0
0
572
0
1
1,700
bus_only
3,940
2,976
392
44
348
469
23,951.8
23,482.8
0
0
1
0
0
0
20
0.090909
1001_2810
3
11
2,267
0
0
584
0
4
1,600
bus_only
3,276
2,267
425
77
348
508.6
19,325.5
18,816.9
0
0
1
0
0
0
20
0.090909
1001_2810
4
11
2,236
0
0
524
0
4
1,600
bus_only
3,186
2,236
426
77
349
510.1
19,042.2
18,532.1
0
0
1
0
0
0
20
0.090909
1001_2810
5
11
2,059
0
0
483
218
2
1,600
bus_only
3,186
2,059
644
77
349
771.1
18,803.9
18,032.9
0
0
1
0
0
0
20
0.090909
1001_2810
6
11
2,090
0
0
543
218
2
1,600
bus_only
3,276
2,090
643
77
348
769.6
19,087.2
18,317.7
0
0
1
0
0
0
20
0.090909
1001_2810
7
11
1,958
0
0
623
218
3
1,600
bus_only
3,224
1,958
643
77
348
769.6
19,087.2
18,317.7
0
0
1
0
0
0
20
0.090909
1001_2810
8
11
2,859
0
0
512
0
1
1,700
bus_only
4,120
2,859
749
44
705
897.7
23,674.6
22,776.8
0
0
1
0
0
0
20
0.090909
1001_2810
9
11
2,150
0
0
524
0
4
1,600
bus_only
3,456
2,150
782
77
705
937.4
19,048.3
18,110.9
0
0
1
0
0
0
20
0.090909
1001_2810
10
11
1,973
0
0
483
218
2
1,600
bus_only
3,456
1,973
1,000
77
705
1,198.3
18,810
17,611.7
0
0
1
0
0
0
20
0.090909
1001_2811
0
9
2,787
0
0
272
0
1
1,700
bus_only
3,167
2,787
108
44
64
127.3
22,214.8
22,087.5
0
0
1
0
0
0
46
0.111111
1001_2811
1
9
1,881
90
0
746
176
2
1,650
bus+train
2,969
1,971
252
69
7
299.4
17,374.8
15,648.9
1,426.5
0
1
1
0
0
46
0.111111
1001_2811
2
9
2,831
0
0
212
0
1
1,700
bus_only
3,492
2,831
449
44
405
537.7
23,045.1
22,507.4
0
0
1
0
0
0
46
0.111111
1001_2811
3
9
2,293
0
0
666
0
3
1,600
bus_only
3,092
2,293
133
69
64
157.2
17,423.6
17,266.4
0
0
1
0
0
0
46
0.111111
1001_2811
4
9
1,984
0
0
697
218
2
1,600
bus_only
3,039
1,984
358
69
71
427.1
17,194.2
16,767.1
0
0
1
0
0
0
46
0.111111
1001_2811
5
9
2,747
0
0
212
0
1
1,700
bus_only
3,532
2,747
573
44
529
685.7
22,364.3
21,678.5
0
0
1
0
0
0
46
0.111111
1001_2811
6
9
2,252
0
0
606
0
3
1,600
bus_only
3,456
2,252
598
69
529
715.6
17,573
16,857.4
0
0
1
0
0
0
46
0.111111
1001_2811
7
9
2,028
0
0
697
218
2
1,600
bus_only
3,417
2,028
692
69
405
828.4
18,015.5
17,187.1
0
0
1
0
0
0
46
0.111111
1001_2811
8
9
1,943
0
0
697
218
2
1,600
bus_only
3,456
1,943
816
69
529
976.5
17,334.7
16,358.2
0
0
1
0
0
0
46
0.111111
1001_2813
0
25
2,842
0
0
636
0
1
1,600
bus_only
3,630
2,842
152
44
108
180.9
19,898.4
19,717.5
0
0
1
0
0
0
21
0.04
1001_2813
1
25
1,891
0
0
430
234
2
1,600
bus_only
2,792
1,891
471
77
160
563.5
16,680.5
16,117
0
0
1
0
0
0
21
0.04
1001_2813
2
25
3,107
0
0
276
0
1
1,700
bus_only
3,560
3,107
177
69
108
210.8
20,214
20,003.2
0
0
1
0
0
0
21
0.04
1001_2813
3
25
2,606
0
0
632
0
2
1,600
bus_only
3,390
2,606
152
44
108
180.9
18,564.9
18,384
0
0
1
0
0
0
21
0.04
1001_2813
4
25
2,701
0
0
433
0
2
1,600
bus_only
3,319
2,701
185
77
108
220.6
19,181.5
18,960.9
0
0
1
0
0
0
21
0.04
1001_2813
5
25
2,096
0
0
461
72
2
1,600
bus_only
2,840
2,096
283
77
134
336.3
17,935.2
17,598.9
0
0
1
0
0
0
21
0.04
1001_2813
6
25
1,830
80
0
594
176
2
1,650
bus+train
2,806
1,910
302
77
49
359.4
16,678.4
15,447.6
871.3
0
1
1
0
0
21
0.04
1001_2813
7
25
2,580
0
0
475
0
3
1,700
bus_only
3,240
2,580
185
77
108
220.6
21,382.5
21,161.9
0
0
1
0
0
0
21
0.04
1001_2813
8
25
2,125
0
0
461
72
2
1,600
bus_only
2,913
2,125
327
77
178
388.7
18,283.1
17,894.4
0
0
1
0
0
0
21
0.04
1001_2813
9
25
3,139
0
0
276
0
1
1,700
bus_only
3,709
3,139
294
69
225
350.6
20,587
20,236.4
0
0
1
0
0
0
21
0.04
1001_2813
10
25
2,199
0
0
286
96
2
1,600
bus_only
2,832
2,199
347
77
174
413.5
16,889.6
16,476.1
0
0
1
0
0
0
21
0.04
1001_2813
11
25
2,277
0
0
286
96
2
1,600
bus_only
2,913
2,277
350
77
177
417.1
17,197.8
16,780.7
0
0
1
0
0
0
21
0.04
1001_2813
12
25
2,896
0
0
696
0
1
1,700
bus_only
3,896
2,896
304
44
260
362.1
20,431.5
20,069.4
0
0
1
0
0
0
21
0.04
1001_2813
13
25
2,660
0
0
692
0
2
1,600
bus_only
3,676
2,660
324
44
280
386.4
19,122.4
18,736
0
0
1
0
0
0
21
0.04
1001_2813
14
25
2,755
0
0
493
0
2
1,600
bus_only
3,605
2,755
357
77
280
426.1
19,738.9
19,312.8
0
0
1
0
0
0
21
0.04
1001_2813
15
25
2,160
0
0
546
72
3
1,600
bus_only
3,080
2,160
374
77
225
445.7
18,186.9
17,741.1
0
0
1
0
0
0
21
0.04
1001_2813
16
25
1,920
0
0
490
234
2
1,600
bus_only
2,902
1,920
492
77
181
588.1
17,000.6
16,412.5
0
0
1
0
0
0
21
0.04
1001_2813
17
25
2,634
0
0
535
0
3
1,700
bus_only
3,531
2,634
362
77
285
433
21,946.9
21,513.9
0
0
1
0
0
0
21
0.04
1001_2813
18
25
2,808
0
0
636
0
1
1,600
bus_only
3,914
2,808
470
44
426
562.4
19,994.7
19,432.3
0
0
1
0
0
0
21
0.04
1001_2813
19
25
3,073
0
0
276
0
1
1,600
bus_only
3,844
3,073
495
69
426
592.3
20,310.3
19,718
0
0
1
0
0
0
21
0.04
1001_2813
20
25
2,703
0
0
698
169
1
1,700
bus_only
3,894
2,703
493
44
280
588.2
21,436.5
20,848.3
0
0
1
0
0
0
21
0.04
1001_2813
21
25
1,965
0
0
579
234
2
1,600
bus_only
3,080
1,965
536
77
225
641
16,900.2
16,259.2
0
0
1
0
0
0
21
0.04
1001_2813
22
25
2,572
0
0
632
0
2
1,600
bus_only
3,674
2,572
470
44
426
562.4
18,661.2
18,098.8
0
0
1
0
0
0
21
0.04
1001_2813
23
25
2,667
0
0
433
0
2
1,600
bus_only
3,603
2,667
503
77
426
602.1
19,277.8
18,675.7
0
0
1
0
0
0
21
0.04
1001_2813
24
25
1,984
0
0
514
234
2
1,600
bus_only
3,096
1,984
598
77
287
715.7
16,814.3
16,098.6
0
0
1
0
0
0
21
0.04
1001_2814
0
25
3,374
0
0
508
0
1
1,700
bus_only
4,043
3,374
161
44
117
192.1
24,082.9
23,890.8
0
0
1
0
0
0
29
0.04
1001_2814
1
25
2,014
0
0
367
115
3
1,600
bus_only
2,732
2,014
351
77
159
419.5
18,874.8
18,455.3
0
0
1
0
0
0
29
0.04
1001_2814
2
25
2,663
0
0
694
0
1
1,600
bus_only
3,658
2,663
301
44
257
360.2
18,343
17,982.8
0
0
1
0
0
0
29
0.04
1001_2814
3
25
2,634
0
0
695
0
2
1,600
bus_only
3,490
2,634
161
44
117
192.1
17,023.1
16,830.9
0
0
1
0
0
0
29
0.04
1001_2814
4
25
1,847
230
0
407
176
2
1,650
bus+train
2,762
2,077
278
77
25
331.7
18,616.2
15,804.1
2,480.5
0
1
1
0
0
29
0.04
1001_2814
5
25
2,442
0
0
656
0
2
1,600
bus_only
3,374
2,442
276
44
232
329.1
19,193.6
18,864.5
0
0
1
0
0
0
29
0.04
1001_2814
6
25
2,741
0
0
385
203
1
1,600
bus_only
3,490
2,741
364
44
117
434.7
17,754.3
17,319.6
0
0
1
0
0
0
29
0.04
1001_2814
7
25
2,285
0
0
635
72
3
1,600
bus_only
3,206
2,285
286
77
137
340.7
20,022.2
19,681.4
0
0
1
0
0
0
29
0.04
1001_2814
8
25
2,457
0
0
420
0
3
1,700
bus_only
3,188
2,457
311
77
234
371.7
22,316.3
21,944.7
0
0
1
0
0
0
29
0.04
1001_2814
9
25
2,442
0
0
698
0
2
1,600
bus_only
3,473
2,442
333
44
289
397.7
17,047.1
16,649.4
0
0
1
0
0
0
29
0.04
1001_2814
10
25
2,499
0
0
370
169
1
1,600
bus_only
3,329
2,499
460
44
247
549.9
19,614.8
19,064.9
0
0
1
0
0
0
29
0.04
1001_2814
11
25
2,083
0
0
393
234
2
1,600
bus_only
2,946
2,083
470
77
159
562.6
18,616.8
18,054.2
0
0
1
0
0
0
29
0.04
1001_2814
12
25
2,582
0
0
414
144
1
1,600
bus_only
3,473
2,582
477
44
289
569.4
17,856.5
17,287.2
0
0
1
0
0
0
29
0.04
1001_2814
13
25
2,509
0
0
420
0
3
1,700
bus_only
3,303
2,509
374
77
297
446.4
22,867.8
22,421.5
0
0
1
0
0
0
29
0.04
1001_2814
14
25
2,573
0
0
635
0
2
1,600
bus_only
3,622
2,573
414
44
370
495.2
16,880.3
16,385.1
0
0
1
0
0
0
29
0.04
1001_2814
15
25
2,905
0
0
187
0
2
1,700
bus_only
3,539
2,905
447
77
370
534.9
21,085.7
20,550.8
0
0
1
0
0
0
29
0.04
1001_2814
16
25
2,592
0
0
1,043
0
1
1,600
bus_only
4,049
2,592
414
44
370
495.2
18,689
18,193.8
0
0
1
0
0
0
29
0.04
1001_2814
17
25
2,375
0
0
430
72
2
1,600
bus_only
3,317
2,375
512
77
363
612.1
20,265.9
19,653.8
0
0
1
0
0
0
29
0.04
1001_2814
18
25
2,058
0
0
427
115
3
1,600
bus_only
2,974
2,058
489
77
297
583.9
19,421.3
18,837.5
0
0
1
0
0
0
29
0.04
1001_2814
19
25
3,286
0
0
236
83
1
1,700
bus_only
4,019
3,286
497
44
370
594.3
23,072.9
22,478.6
0
0
1
0
0
0
29
0.04
1001_2814
20
25
2,411
0
0
596
0
2
1,600
bus_only
3,482
2,411
475
44
431
568.9
19,179.4
18,610.4
0
0
1
0
0
0
29
0.04
1001_2814
21
25
2,586
0
0
351
0
3
1,600
bus_only
3,384
2,586
447
77
370
534.9
19,281.7
18,746.9
0
0
1
0
0
0
29
0.04
1001_2814
22
25
2,468
0
0
370
169
1
1,600
bus_only
3,482
2,468
644
44
431
770.7
19,581.6
18,810.9
0
0
1
0
0
0
29
0.04
1001_2814
23
25
2,733
0
0
694
0
1
1,600
bus_only
3,999
2,733
572
44
528
685
19,386.6
18,701.6
0
0
1
0
0
0
29
0.04