Datasets:
CAMUS-LAB
/
data-route_choice_simulation

Dataset card Data Studio Files
xet
 Community
1
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
9956_9542
0
3
573
0
0
418
0
0
1,500
bus_only
1,002
573
11
1
10
11.4
2,992.6
2,981.3
0
0
1
0
0
16
16
1
9956_9542
1
3
603
0
0
418
0
0
1,500
bus_only
1,293
603
272
1
271
325.5
3,541.7
3,216.2
0
0
1
0
0
0
16
0
9956_9542
2
3
525
0
0
478
0
0
1,500
bus_only
1,398
525
395
1
394
471.7
3,050.4
2,578.7
0
0
1
0
0
0
16
0
9956_9558
0
2
700
0
0
41
0
0
1,500
bus_only
743
700
2
1
1
1.3
2,954.6
2,953.3
0
0
1
0
0
17
17
1
9956_9558
1
2
780
0
0
41
0
0
1,500
bus_only
1,198
780
377
1
376
450.4
3,736.4
3,286.1
0
0
1
0
0
0
17
0
9956_9623
0
4
436
0
0
191
0
0
1,500
bus_only
629
436
2
1
1
0.6
1,599.5
1,598.9
0
0
1
0
0
44
44
1
9956_9623
1
4
357
0
0
263
0
0
1,500
bus_only
695
357
75
1
74
89.1
1,659
1,570
0
0
1
0
0
0
44
0
9956_9623
2
4
535
0
0
191
0
0
1,500
bus_only
924
535
198
1
197
236.2
2,009.6
1,773.4
0
0
1
0
0
0
44
0
9956_9623
3
4
373
0
0
1,068
0
0
1,500
bus_only
1,703
373
262
1
261
312.5
1,752.7
1,440.2
0
0
1
0
0
0
44
0
9956_9635
0
4
346
0
0
172
0
0
1,500
bus_only
520
346
2
1
1
0.7
1,570.7
1,570
0
0
1
0
0
191
192
0.994792
9956_9635
1
4
433
0
0
165
0
0
1,500
bus_only
673
433
75
1
74
89.1
1,688
1,598.9
0
0
1
0
0
1
192
0.005208
9956_9635
2
4
532
0
0
165
0
0
1,500
bus_only
868
532
171
1
170
204.3
1,977.7
1,773.4
0
0
1
0
0
0
192
0
9956_9635
3
4
353
0
0
210
0
0
1,500
bus_only
758
353
195
1
194
232.8
1,673.1
1,440.2
0
0
1
0
0
0
192
0
9956_9646
0
11
596
0
0
1,112
0
0
1,500
bus_only
1,715
596
7
1
6
7.2
2,585.8
2,578.7
0
0
1
0
0
17
17
1
9956_9646
1
11
566
0
0
206
144
1
1,500
bus_only
923
566
151
1
6
179.6
2,888
2,708.4
0
0
1
0
0
0
17
0
9956_9646
2
11
552
0
0
1,112
0
0
1,500
bus_only
1,956
552
292
1
291
349
2,674.4
2,325.4
0
0
1
0
0
0
17
0
9956_9646
3
11
1,128
0
0
263
21
1
1,500
bus_only
1,454
1,128
63
1
41
73.3
6,831.8
6,758.5
0
0
1
0
0
0
17
0
9956_9646
4
11
591
0
0
479
0
1
1,500
bus_only
1,362
591
292
1
291
349
2,985.3
2,636.3
0
0
1
0
0
0
17
0
9956_9646
5
11
1,063
0
0
263
21
1
1,500
bus_only
1,682
1,063
356
1
334
424
6,816.1
6,392.1
0
0
1
0
0
0
17
0
9956_9646
6
11
522
0
0
160
144
1
1,500
bus_only
1,118
522
436
1
291
521.4
2,976.6
2,455.2
0
0
1
0
0
0
17
0
9956_9646
7
11
650
0
0
1,172
0
0
1,500
bus_only
2,255
650
433
1
432
517.7
3,498.9
2,981.3
0
0
1
0
0
0
17
0
9956_9646
8
11
620
0
0
266
144
1
1,500
bus_only
1,463
620
577
1
432
690.1
3,801.2
3,111
0
0
1
0
0
0
17
0
9956_9646
9
11
678
0
0
539
0
1
1,500
bus_only
1,751
678
534
1
533
639.7
3,649.9
3,010.2
0
0
1
0
0
0
17
0
9956_9646
10
11
609
0
0
220
144
1
1,500
bus_only
1,507
609
678
1
533
812.2
3,641.2
2,829
0
0
1
0
0
0
17
0
9956_9679
0
6
378
0
0
654
0
0
1,500
bus_only
1,033
378
1
1
0
0.4
1,440.6
1,440.2
0
0
1
0
0
51
51
1
9956_9679
1
6
352
0
0
63
0
0
1,500
bus_only
611
352
196
1
195
233.2
1,803.2
1,570
0
0
1
0
0
0
51
0
9956_9679
2
6
535
0
0
492
0
0
1,500
bus_only
1,182
535
155
1
154
184.2
1,957.6
1,773.4
0
0
1
0
0
0
51
0
9956_9679
3
6
291
0
0
123
0
0
1,500
bus_only
901
291
487
1
486
582.3
1,553
970.7
0
0
1
0
0
0
51
0
9956_9679
4
6
468
0
0
654
0
0
1,500
bus_only
1,634
468
512
1
511
613.2
2,507.5
1,894.2
0
0
1
0
0
0
51
0
9956_9679
5
6
633
0
0
492
0
0
1,500
bus_only
1,650
633
525
1
524
629
2,768.7
2,139.7
0
0
1
0
0
0
51
0
9956_9681
0
8
451
0
0
802
0
0
1,500
bus_only
1,257
451
4
1
3
3.9
1,898.1
1,894.2
0
0
1
0
0
38
40
0.95
9956_9681
1
8
447
0
0
284
144
1
1,500
bus_only
879
447
148
1
3
176.4
2,200.3
2,024
0
0
1
0
0
1
40
0.025
9956_9681
2
8
517
0
0
493
0
1
1,500
bus_only
1,014
517
4
1
3
3.9
2,209
2,205.1
0
0
1
0
0
1
40
0.025
9956_9681
3
8
452
0
0
493
0
1
1,500
bus_only
1,313
452
368
1
367
440.7
2,322.3
1,881.6
0
0
1
0
0
0
40
0
9956_9681
4
8
539
0
0
862
0
0
1,500
bus_only
1,871
539
470
1
469
562.1
2,887.5
2,325.4
0
0
1
0
0
0
40
0
9956_9681
5
8
383
0
0
802
0
0
1,500
bus_only
1,699
383
514
1
513
615.5
2,055.7
1,440.2
0
0
1
0
0
0
40
0
9956_9681
6
8
389
30
0
428
137
1
1,550
bus+train
1,394
419
547
1
409
654.4
2,672.8
1,570
448.3
0
1
1
0
0
40
0
9956_9681
7
8
536
0
0
344
144
1
1,500
bus_only
1,494
536
614
1
469
734.6
3,189.7
2,455.2
0
0
1
0
0
0
40
0
9956_9692
0
3
552
0
0
273
0
0
1,500
bus_only
827
552
2
1
1
0.8
2,326.2
2,325.4
0
0
1
0
0
56
56
1
9956_9692
1
3
596
0
0
273
0
0
1,500
bus_only
1,155
596
286
1
285
341.8
2,920.4
2,578.7
0
0
1
0
0
0
56
0
9956_9692
2
3
455
0
0
333
0
0
1,500
bus_only
1,273
455
485
1
484
580.9
2,475.1
1,894.2
0
0
1
0
0
0
56
0
9956_9704
0
7
579
0
0
67
0
0
1,500
bus_only
648
579
2
1
1
1.2
2,140.9
2,139.7
0
0
1
0
0
13
13
1
9956_9704
1
7
292
0
0
67
0
0
1,500
bus_only
702
292
343
1
342
410.7
1,381.4
970.7
0
0
1
0
0
0
13
0
9956_9704
2
7
613
0
0
67
0
0
1,500
bus_only
970
613
290
1
289
347
2,742.8
2,395.8
0
0
1
0
0
0
13
0
9956_9704
3
7
192
0
0
226
207
1
1,500
bus_only
718
192
300
1
92
358.2
1,363.8
1,005.7
0
0
1
0
0
0
13
0
9956_9704
4
7
486
0
0
67
0
0
1,500
bus_only
966
486
413
1
412
494.3
2,267.7
1,773.4
0
0
1
0
0
0
13
0
9956_9704
5
7
360
0
0
237
0
0
1,500
bus_only
1,116
360
519
1
518
620.9
2,061.1
1,440.2
0
0
1
0
0
0
13
0
9956_9704
6
7
183
0
0
211
207
1
1,500
bus_only
891
183
497
1
289
594.8
1,707.1
1,112.3
0
0
1
0
0
0
13
0
9956_9785
0
9
283
0
0
132
0
0
1,500
bus_only
416
283
1
1
0
0.4
971.1
970.7
0
0
1
0
0
66
96
0.6875
9956_9785
1
9
176
0
0
132
0
0
1,500
bus_only
715
176
407
1
406
486.9
1,097.2
610.3
0
0
1
0
0
0
96
0
9956_9785
2
9
614
0
0
475
0
0
1,500
bus_only
1,433
614
344
1
343
411.4
2,551.1
2,139.7
0
0
1
0
0
12
96
0.125
9956_9785
3
9
564
0
0
533
0
1
1,500
bus_only
1,377
564
280
30
250
334.7
2,285.1
1,950.4
0
0
1
0
0
0
96
0
9956_9785
4
9
521
0
0
535
0
0
1,500
bus_only
1,522
521
466
1
465
556.5
2,329.9
1,773.4
0
0
1
0
0
0
96
0
9956_9785
5
9
626
0
0
593
0
1
1,500
bus_only
1,627
626
408
30
378
488.7
2,609.7
2,121
0
0
1
0
0
0
96
0
9956_9785
6
9
437
0
0
573
0
1
1,500
bus_only
1,448
437
438
30
408
524.8
2,380.2
1,855.4
0
0
1
0
0
0
96
0
9956_9785
7
9
353
0
0
625
0
0
1,500
bus_only
1,531
353
553
1
552
661.5
2,101.7
1,440.2
0
0
1
0
0
18
96
0.1875
9956_9785
8
9
678
0
0
533
0
1
1,500
bus_only
1,692
678
481
30
451
575.9
2,801.5
2,225.6
0
0
1
0
0
0
96
0
9956_9849
0
6
169
0
0
180
0
0
1,500
bus_only
351
169
2
1
1
0.8
611.1
610.3
0
0
1
0
0
35
42
0.833333
9956_9849
1
6
101
0
0
180
0
0
1,500
bus_only
625
101
344
1
343
411.7
717.3
305.7
0
0
1
0
0
0
42
0
9956_9849
2
6
337
0
0
462
0
0
1,500
bus_only
1,040
337
241
30
211
287.8
1,727
1,439.2
0
0
1
0
0
7
42
0.166667
9956_9849
3
6
411
0
0
760
0
1
1,500
bus_only
1,516
411
345
30
315
412.7
2,268.1
1,855.4
0
0
1
0
0
0
42
0
9956_9849
4
6
271
0
0
240
0
0
1,500
bus_only
907
271
396
1
395
473.4
1,444.2
970.7
0
0
1
0
0
0
42
0
9956_9849
5
6
567
0
0
674
0
1
1,500
bus_only
1,753
567
512
30
482
613.8
2,734.8
2,121
0
0
1
0
0
0
42
0
9957_10003
0
22
348
0
0
248
0
0
1,500
bus_only
632
348
36
27
9
42.3
825.2
782.9
0
0
1
0
0
82
82
1
9957_10003
1
22
411
0
0
55
0
0
1,500
bus_only
631
411
165
133
32
196.3
890.7
694.4
0
0
1
0
0
0
82
0
9957_10003
2
22
369
0
0
377
0
0
1,500
bus_only
806
369
60
28
32
69.9
828.7
758.8
0
0
1
0
0
0
82
0
9957_10003
3
22
263
0
0
833
0
0
1,500
bus_only
1,444
263
348
28
320
416.4
1,481.3
1,065
0
0
1
0
0
0
82
0
9957_10003
4
22
220
0
0
308
0
0
1,500
bus_only
886
220
358
27
331
429.1
911.4
482.3
0
0
1
0
0
0
82
0
9957_10003
5
22
484
0
0
308
0
0
1,500
bus_only
1,162
484
370
27
343
443.1
1,572.3
1,129.2
0
0
1
0
0
0
82
0
9957_10003
6
22
251
0
0
115
0
0
1,500
bus_only
827
251
461
133
328
551.7
969.5
417.8
0
0
1
0
0
0
82
0
9957_10003
7
22
274
0
0
589
0
1
1,500
bus_only
1,211
274
348
28
320
416.4
1,481.3
1,065
0
0
1
0
0
0
82
0
9957_10003
8
22
228
0
0
530
0
0
1,500
bus_only
1,211
228
453
133
320
542.7
1,543.3
1,000.5
0
0
1
0
0
0
82
0
9957_10003
9
22
305
0
0
589
0
1
1,500
bus_only
1,349
305
455
28
427
544.8
1,718.3
1,173.5
0
0
1
0
0
0
82
0
9957_10003
10
22
634
0
0
55
0
0
1,500
bus_only
1,249
634
560
133
427
671.2
1,763.8
1,092.6
0
0
1
0
0
0
82
0
9957_10003
11
22
324
0
0
833
0
0
1,500
bus_only
1,651
324
494
28
466
590.7
1,887.7
1,297
0
0
1
0
0
0
82
0
9957_10003
12
22
572
0
0
461
0
1
1,500
bus_only
1,535
572
502
95
407
601.6
2,666.4
2,064.8
0
0
1
0
0
0
82
0
9957_10003
13
22
313
0
0
1,188
0
1
1,500
bus_only
1,949
313
448
28
420
535.8
1,816
1,280.2
0
0
1
0
0
0
82
0
9957_10003
14
22
225
0
0
651
0
0
1,500
bus_only
1,535
225
659
252
407
789.9
1,681.2
891.3
0
0
1
0
0
0
82
0
9957_10003
15
22
636
0
0
461
0
1
1,500
bus_only
1,683
636
586
95
491
702.6
3,013.1
2,310.5
0
0
1
0
0
0
82
0
9957_10003
16
22
253
0
0
1,096
0
0
1,500
bus_only
1,949
253
600
180
420
718.8
1,868.6
1,149.8
0
0
1
0
0
0
82
0
9957_10003
17
22
529
0
0
461
0
1
1,500
bus_only
1,624
529
634
95
539
760.6
2,673.5
1,913
0
0
1
0
0
0
82
0
9957_10003
18
22
264
0
0
1,188
0
1
1,500
bus_only
2,010
264
558
28
530
668.4
1,739.3
1,070.9
0
0
1
0
0
0
82
0
9957_10003
19
22
289
0
0
651
0
0
1,500
bus_only
1,683
289
743
252
491
890.9
2,027.9
1,137
0
0
1
0
0
0
82
0
9957_10003
20
22
204
0
0
1,096
0
0
1,500
bus_only
2,010
204
710
180
530
851.4
1,791.9
940.5
0
0
1
0
0
0
82
0
9957_10003
21
22
182
0
0
651
0
0
1,500
bus_only
1,624
182
791
252
539
948.8
1,688.3
739.5
0
0
1
0
0
0
82
0
9957_10718
0
16
3,543
0
0
348
0
0
1,600
bus_only
3,925
3,543
34
27
7
39.3
16,640.4
16,601.1
0
0
1
0
0
20
20
1
9957_10718
1
16
1,299
810
0
829
209
2
1,650
bus+train
3,199
2,109
261
44
8
309.7
18,404.3
8,866.6
9,228
0
1
1
0
0
20
0
9957_10718
2
16
3,596
0
0
348
0
0
1,600
bus_only
4,336
3,596
392
27
365
469.6
17,401.7
16,932.1
0
0
1
0
0
0
20
0
9957_10718
3
16
1,384
960
0
864
129
2
1,650
bus+train
3,388
2,344
180
44
7
213
18,189.6
6,898.7
11,078
0
1
1
0
0
20
0
9957_10718
4
16
1,289
810
0
957
169
2
1,650
bus+train
3,276
2,099
220
44
7
261
18,298.1
8,809
9,228
0
1
1
0
0
20
0
9957_10718
5
16
1,311
810
0
976
169
3
1,650
bus+train
3,413
2,121
316
44
103
376.6
18,509.5
8,904.9
9,228
0
1
1
0
0
20
0
9957_10718
6
16
340
2,160
0
1,150
73
2
1,750
bus+train
3,959
2,500
309
44
192
368.8
24,536.7
1,366.9
22,801
0
1
1
0
0
20
0
9957_10718
7
16
1,438
960
0
864
129
2
1,650
bus+train
3,800
2,398
538
44
365
643.2
18,950.9
7,229.7
11,078
0
1
1
0
0
20
0
9957_10718
8
16
1,343
810
0
957
169
2
1,650
bus+train
3,688
2,153
578
44
365
691.3
19,059.4
9,140.1
9,228
0
1
1
0
0
20
0
9957_10718
9
16
1,061
960
0
1,421
82
3
1,650
bus+train
3,899
2,021
457
44
331
545.9
18,785.7
7,161.9
11,078
0
1
1
0
0
20
0
9957_10718
10
16
1,353
810
0
889
209
2
1,650
bus+train
3,670
2,163
618
44
365
738.7
19,164.3
9,197.6
9,228
0
1
1
0
0
20
0
9957_10718
11
16
950
960
0
1,411
203
2
1,650
bus+train
3,899
1,910
578
44
331
690.7
18,775.7
7,007
11,078
0
1
1
0
0
20
0
9957_10718
12
16
1,097
960
0
1,421
82
3
1,650
bus+train
4,069
2,057
591
44
465
706.8
19,150.7
7,366
11,078
0
1
1
0
0
20
0
9957_10718
13
16
1,307
960
0
1,322
129
3
1,650
bus+train
4,210
2,267
621
44
448
742.1
18,435.6
6,615.5
11,078
0
1
1
0
0
20
0
9957_10718
14
16
1,377
960
0
1,322
129
3
1,650
bus+train
4,290
2,337
631
44
458
754.4
18,747.4
6,915
11,078
0
1
1
0
0
20
0