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
1001_4133
3
17
2,527
0
0
493
0
2
1,600
bus_only
3,191
2,527
171
30
141
204.8
18,512.2
18,307.4
0
0
1
0
0
0
68
0
1001_4133
4
17
2,798
0
0
320
0
1
1,600
bus_only
3,403
2,798
285
30
255
340.6
17,943.3
17,602.6
0
0
1
0
0
0
68
0
1001_4133
5
17
3,177
0
0
714
0
1
1,600
bus_only
4,076
3,177
185
44
141
221
19,262.7
19,041.7
0
0
1
0
0
0
68
0
1001_4133
6
17
2,444
0
0
564
46
1
1,600
bus_only
3,327
2,444
319
69
204
380
18,972.3
18,592.2
0
0
1
0
0
0
68
0
1001_4133
7
17
2,591
0
0
260
169
1
1,600
bus_only
3,191
2,591
340
30
141
406.6
18,914.4
18,507.7
0
0
1
0
0
0
68
0
1001_4133
8
17
2,336
0
0
496
0
2
1,600
bus_only
3,113
2,336
281
77
204
335.7
18,742.4
18,406.8
0
0
1
0
0
0
68
0
1001_4133
9
17
2,375
0
0
564
46
1
1,600
bus_only
3,348
2,375
409
69
294
488.3
18,604.4
18,116
0
0
1
0
0
0
68
0
1001_4133
10
17
2,267
0
0
496
0
2
1,600
bus_only
3,134
2,267
371
77
294
444
18,374.5
17,930.5
0
0
1
0
0
0
68
0
1001_4133
11
17
2,571
0
0
493
0
2
1,600
bus_only
3,446
2,571
382
30
352
457.7
19,202.7
18,745
0
0
1
0
0
0
68
0
1001_4133
12
17
2,635
0
0
260
169
1
1,600
bus_only
3,446
2,635
551
30
352
659.5
19,604.8
18,945.3
0
0
1
0
0
0
68
0
1001_4133
13
17
3,346
0
0
723
24
1
1,700
bus_only
4,607
3,346
538
44
470
643.9
24,161.4
23,517.5
0
0
1
0
0
0
68
0
1001_4133
14
17
3,089
0
0
576
0
2
1,600
bus_only
4,191
3,089
526
30
496
630.1
18,912.8
18,282.7
0
0
1
0
0
0
68
0
1001_4133
15
17
2,862
0
0
595
0
2
1,600
bus_only
4,016
2,862
559
30
529
670.1
18,026.8
17,356.7
0
0
1
0
0
0
68
0
1001_4133
16
17
3,315
0
0
595
0
2
1,700
bus_only
4,482
3,315
572
30
542
685.1
21,236.1
20,550.9
0
0
1
0
0
0
68
0
1001_4134
0
25
2,724
0
0
471
0
2
1,600
bus_only
3,298
2,724
103
30
73
122.4
19,764.1
19,641.7
0
0
1
0
0
0
35
0.04
1001_4134
1
25
1,901
0
0
588
0
3
1,600
bus_only
2,719
1,901
230
77
153
274.3
16,895.1
16,620.8
0
0
1
0
0
0
35
0.04
1001_4134
2
25
2,141
0
0
1,060
0
1
1,600
bus_only
3,384
2,141
183
44
139
217
18,427.3
18,210.3
0
0
1
0
0
0
35
0.04
1001_4134
3
25
2,696
0
0
471
0
2
1,600
bus_only
3,282
2,696
115
30
85
137.6
19,702.2
19,564.6
0
0
1
0
0
0
35
0.04
1001_4134
4
25
2,171
0
0
1,000
0
1
1,600
bus_only
3,351
2,171
180
44
136
214.8
18,672.2
18,457.4
0
0
1
0
0
0
35
0.04
1001_4134
5
25
2,395
0
0
783
0
2
1,600
bus_only
3,324
2,395
146
30
116
174.4
19,486.6
19,312.2
0
0
1
0
0
0
35
0.04
1001_4134
6
25
2,052
0
0
577
0
2
1,600
bus_only
2,845
2,052
216
77
139
256.7
17,559
17,302.3
0
0
1
0
0
0
35
0.04
1001_4134
7
25
2,006
0
0
611
0
2
1,600
bus_only
2,833
2,006
216
77
139
256.7
18,255.2
17,998.5
0
0
1
0
0
0
35
0.04
1001_4134
8
25
2,082
0
0
517
0
2
1,600
bus_only
2,812
2,082
213
77
136
254.4
17,803.9
17,549.4
0
0
1
0
0
0
35
0.04
1001_4134
9
25
2,036
0
0
551
0
2
1,600
bus_only
2,800
2,036
213
77
136
254.4
18,500.1
18,245.6
0
0
1
0
0
0
35
0.04
1001_4134
10
25
1,931
0
0
588
0
3
1,600
bus_only
2,732
1,931
213
77
136
254.4
17,122.3
16,867.9
0
0
1
0
0
0
35
0.04
1001_4134
11
25
717
2,170
0
230
90
1
1,750
bus+train
3,331
2,887
214
30
94
255.3
21,052.4
5,411.6
15,385.6
0
1
1
0
0
35
0.04
1001_4134
12
25
2,191
0
0
398
72
3
1,700
bus_only
2,823
2,191
234
77
85
278.8
20,664.4
20,385.6
0
0
1
0
0
0
35
0.04
1001_4134
13
25
2,483
0
0
526
169
1
1,600
bus_only
3,324
2,483
315
30
116
376.2
19,888.8
19,512.6
0
0
1
0
0
0
35
0.04
1001_4134
14
25
2,372
0
0
783
0
2
1,600
bus_only
3,402
2,372
247
30
217
294.9
19,311.4
19,016.5
0
0
1
0
0
0
35
0.04
1001_4134
15
25
2,229
0
0
398
72
3
1,700
bus_only
2,953
2,229
326
77
177
388.2
21,002.4
20,614.2
0
0
1
0
0
0
35
0.04
1001_4134
16
25
2,460
0
0
526
169
1
1,600
bus_only
3,402
2,460
416
30
217
496.7
19,713.6
19,216.9
0
0
1
0
0
0
35
0.04
1001_4134
17
25
2,229
0
0
1,000
0
1
1,600
bus_only
3,649
2,229
420
44
376
502.6
19,174.3
18,671.7
0
0
1
0
0
0
35
0.04
1001_4134
18
25
2,094
0
0
551
0
2
1,600
bus_only
3,098
2,094
453
77
376
542.2
19,002.2
18,459.9
0
0
1
0
0
0
35
0.04
1001_4134
19
25
1,989
0
0
588
0
3
1,600
bus_only
3,030
1,989
453
77
376
542.2
17,624.4
17,082.2
0
0
1
0
0
0
35
0.04
1001_4134
20
25
2,608
0
0
471
0
2
1,600
bus_only
3,632
2,608
553
30
523
662.6
19,836.6
19,174
0
0
1
0
0
0
35
0.04
1001_4134
21
25
2,316
0
0
723
0
2
1,600
bus_only
3,592
2,316
553
30
523
662.4
19,407.4
18,745
0
0
1
0
0
0
35
0.04
1001_4134
22
25
2,439
0
0
471
0
2
1,600
bus_only
3,492
2,439
582
30
552
697.2
18,542.6
17,845.5
0
0
1
0
0
0
35
0.04
1001_4134
23
25
2,766
0
0
471
0
2
1,700
bus_only
3,787
2,766
550
30
520
659.2
20,703.6
20,044.4
0
0
1
0
0
0
35
0.04
1001_4134
24
25
2,485
0
0
471
0
2
1,600
bus_only
3,569
2,485
613
30
583
734.9
18,898
18,163.2
0
0
1
0
0
0
35
0.04
1001_4135
0
19
2,220
0
0
632
0
2
1,600
bus_only
2,922
2,220
70
44
26
82.1
18,692.5
18,610.4
0
0
1
0
0
0
14
0.052632
1001_4135
1
19
1,967
0
0
317
234
3
1,600
bus_only
2,741
1,967
457
69
154
546.9
18,904.8
18,357.9
0
0
1
0
0
0
14
0.052632
1001_4135
2
19
2,335
0
0
348
169
1
1,600
bus_only
2,922
2,335
239
44
26
283.9
19,094.8
18,810.9
0
0
1
0
0
0
14
0.052632
1001_4135
3
19
2,437
0
0
1,046
0
2
1,600
bus_only
3,681
2,437
198
44
154
236.4
18,223.5
17,987.1
0
0
1
0
0
0
14
0.052632
1001_4135
4
19
2,255
0
0
632
0
2
1,600
bus_only
3,193
2,255
306
44
262
365.6
19,230
18,864.5
0
0
1
0
0
0
14
0.052632
1001_4135
5
19
1,515
885
0
626
92
1
1,650
bus+train
3,371
2,400
345
44
209
412.3
19,651.8
13,184.4
6,055
0
1
1
0
0
14
0.052632
1001_4135
6
19
2,388
0
0
981
0
1
1,600
bus_only
3,694
2,388
325
44
281
388.5
18,861
18,472.4
0
0
1
0
0
0
14
0.052632
1001_4135
7
19
2,236
0
0
956
0
2
1,600
bus_only
3,517
2,236
325
44
281
388.5
18,715.4
18,326.8
0
0
1
0
0
0
14
0.052632
1001_4135
8
19
2,370
0
0
348
169
1
1,600
bus_only
3,193
2,370
475
44
262
567.3
19,632.3
19,064.9
0
0
1
0
0
0
14
0.052632
1001_4135
9
19
2,371
0
0
332
30
3
1,700
bus_only
3,064
2,371
361
69
262
431.3
21,577.4
21,146
0
0
1
0
0
0
14
0.052632
1001_4135
10
19
2,439
0
0
981
0
1
1,600
bus_only
3,850
2,439
430
44
386
514.5
19,538.8
19,024.3
0
0
1
0
0
0
14
0.052632
1001_4135
11
19
2,287
0
0
956
0
2
1,600
bus_only
3,673
2,287
430
44
386
514.5
19,393.2
18,878.7
0
0
1
0
0
0
14
0.052632
1001_4135
12
19
2,323
0
0
332
30
3
1,700
bus_only
3,159
2,323
504
69
405
603.7
21,297
20,693.4
0
0
1
0
0
0
14
0.052632
1001_4135
13
19
2,488
0
0
635
0
1
1,600
bus_only
3,738
2,488
615
44
571
736.2
19,979.6
19,243.4
0
0
1
0
0
0
14
0.052632
1001_4135
14
19
2,174
0
0
632
0
2
1,600
bus_only
3,411
2,174
605
44
561
724.9
18,850.2
18,125.3
0
0
1
0
0
0
14
0.052632
1001_4135
15
19
1,706
230
0
661
176
2
1,650
bus+train
3,243
1,936
646
69
401
772.9
18,902.3
15,648.9
2,480.5
0
1
1
0
0
14
0.052632
1001_4135
16
19
1,936
0
0
377
234
3
1,600
bus_only
2,973
1,936
660
69
357
789.4
18,833.8
18,044.3
0
0
1
0
0
0
14
0.052632
1001_4135
17
19
1,530
510
0
508
80
4
1,650
bus+train
3,102
2,040
554
69
405
662.3
20,602.1
14,837.5
5,102.3
0
1
1
0
0
14
0.052632
1001_4135
18
19
2,289
0
0
348
169
1
1,600
bus_only
3,411
2,289
774
44
561
926.7
19,252.4
18,325.7
0
0
1
0
0
0
14
0.052632
1001_4136
0
14
2,980
0
0
518
0
1
1,800
bus_only
3,591
2,980
93
44
49
109.8
26,437.8
26,327.9
0
0
1
0
0
0
33
0.071429
1001_4136
1
14
2,120
0
0
608
41
2
1,600
bus_only
2,892
2,120
164
77
46
194.7
19,195
19,000.3
0
0
1
0
0
0
33
0.071429
1001_4136
2
14
2,952
0
0
510
31
1
1,700
bus_only
3,586
2,952
124
44
49
147
24,798.2
24,651.2
0
0
1
0
0
0
33
0.071429
1001_4136
3
14
3,477
0
0
198
0
1
1,700
bus_only
3,790
3,477
115
69
46
136.4
22,299.3
22,163
0
0
1
0
0
0
33
0.071429
1001_4136
4
14
2,348
0
0
555
0
3
1,700
bus_only
3,029
2,348
126
77
49
149.5
20,159.8
20,010.3
0
0
1
0
0
0
33
0.071429
1001_4136
5
14
768
1,825
0
419
54
1
1,850
bus+train
3,210
2,593
198
30
114
236.2
26,190.8
6,612.6
19,342
0
1
1
0
0
33
0.071429
1001_4136
6
14
3,442
0
0
258
0
1
1,700
bus_only
4,168
3,442
468
69
399
559.8
22,339
21,779.2
0
0
1
0
0
0
33
0.071429
1001_4136
7
14
2,085
0
0
668
41
2
1,600
bus_only
3,270
2,085
517
77
399
618.2
19,234.7
18,616.5
0
0
1
0
0
0
33
0.071429
1001_4136
8
14
3,029
0
0
518
0
1
1,800
bus_only
4,037
3,029
490
44
446
586.2
27,365.3
26,779.2
0
0
1
0
0
0
33
0.071429
1001_4136
9
14
2,944
0
0
458
0
1
1,800
bus_only
3,913
2,944
511
44
467
612.3
26,558
25,945.8
0
0
1
0
0
0
33
0.071429
1001_4136
10
14
2,915
0
0
450
31
1
1,700
bus_only
3,907
2,915
542
44
467
649.4
24,918.4
24,269
0
0
1
0
0
0
33
0.071429
1001_4136
11
14
2,312
0
0
495
0
3
1,600
bus_only
3,351
2,312
544
77
467
651.9
20,280.1
19,628.1
0
0
1
0
0
0
33
0.071429
1001_4136
12
14
3,513
0
0
198
0
1
1,700
bus_only
4,288
3,513
577
69
508
691
23,285.4
22,594.4
0
0
1
0
0
0
33
0.071429
1001_4136
13
14
2,397
0
0
495
0
3
1,700
bus_only
3,439
2,397
547
77
470
654.7
21,116.3
20,461.6
0
0
1
0
0
0
33
0.071429
1001_4137
0
4
2,278
0
0
665
41
2
1,600
bus_only
3,091
2,278
148
69
38
175
18,934.6
18,759.6
0
0
1
0
0
0
21
0
1001_4137
1
4
0
2,410
0
521
103
2
1,750
train_only
3,240
2,410
309
44
162
369.1
24,479.9
0
24,110.8
0
0
1
0
21
21
1
1001_4137
2
4
1,163
2,165
0
568
18
1
1,750
bus+train
4,104
3,328
208
44
146
247.2
22,171.1
7,881.6
14,042.3
0
1
1
0
0
21
0
1001_4137
3
4
2,358
0
0
665
41
2
1,600
bus_only
3,476
2,358
453
69
343
541.4
19,611.5
19,070.1
0
0
1
0
0
0
21
0
1001_4138
0
12
779
2,075
0
525
54
1
1,850
bus+train
3,467
2,854
88
30
4
104.9
28,166.4
6,612.6
21,448.9
0
1
1
0
0
45
0.083333
1001_4138
1
12
2,058
140
0
588
160
3
1,750
bus+train
3,027
2,198
241
77
4
287.5
20,522.9
18,914.8
1,320.6
0
1
1
0
0
45
0.083333
1001_4138
2
12
3,045
0
0
752
0
1
1,700
bus_only
3,957
3,045
160
44
116
189.7
23,800.1
23,610.4
0
0
1
0
0
0
45
0.083333
1001_4138
3
12
3,001
0
0
752
0
1
1,700
bus_only
3,937
3,001
184
44
140
218.7
23,581.4
23,362.7
0
0
1
0
0
0
45
0.083333
1001_4138
4
12
2,185
0
0
821
41
2
1,600
bus_only
3,242
2,185
236
77
118
280.9
18,687.8
18,407
0
0
1
0
0
0
45
0.083333
1001_4138
5
12
2,930
0
0
692
0
1
1,700
bus_only
4,070
2,930
448
44
404
536.1
23,640.5
23,104.4
0
0
1
0
0
0
45
0.083333
1001_4138
6
12
2,177
0
0
374
414
2
1,600
bus_only
3,093
2,177
542
77
51
648.4
19,021
18,372.6
0
0
1
0
0
0
45
0.083333
1001_4138
7
12
3,116
0
0
692
0
1
1,700
bus_only
4,262
3,116
454
44
410
543.1
24,408
23,864.9
0
0
1
0
0
0
45
0.083333
1001_4138
8
12
2,114
0
0
761
41
2
1,600
bus_only
3,397
2,114
522
77
404
624.3
18,773
18,148.7
0
0
1
0
0
0
45
0.083333
1001_4138
9
12
2,106
0
0
374
414
2
1,600
bus_only
3,088
2,106
608
77
117
728.5
18,914
18,185.5
0
0
1
0
0
0
45
0.083333
1001_4138
10
12
2,207
0
0
607
95
3
1,600
bus_only
3,458
2,207
644
77
472
769.5
19,167.6
18,398.1
0
0
1
0
0
0
45
0.083333
1001_4138
11
12
473
1,670
0
550
216
2
1,650
bus+train
3,458
2,143
765
77
472
914.2
18,735.3
3,279.8
14,541.3
0
1
1
0
0
45
0.083333
1001_414
0
8
1,925
0
0
374
0
0
1,500
bus_only
2,409
1,925
110
77
33
130.1
12,338.5
12,208.4
0
0
1
0
0
0
673
0
1001_414
1
8
1,662
0
0
202
0
1
1,500
bus_only
1,974
1,662
110
77
33
130.1
11,774.1
11,644
0
0
1
0
0
0
673
0
1001_414
2
8
0
1,470
0
173
0
0
1,550
train_only
1,990
1,470
347
307
40
415.2
13,222.4
0
12,807.2
0
0
1
0
670
673
0.99851
1001_414
3
8
161
1,350
0
315
16
1
1,550
bus+train
1,990
1,511
164
108
40
196.2
12,805.1
579.9
12,029
0
1
1
0
1
673
0.00149
1001_414
4
8
1,536
0
0
203
0
0
1,500
bus_only
2,199
1,536
460
77
383
550.3
11,917
11,366.7
0
0
1
0
0
0
673
0
1001_414
5
8
1,696
0
0
262
0
1
1,500
bus_only
2,389
1,696
431
77
354
514.9
12,505.5
11,990.6
0
0
1
0
0
0
673
0
1001_414
6
8
1,529
0
0
360
0
1
1,500
bus_only
2,352
1,529
463
77
386
554.3
11,867.1
11,312.8
0
0
1
0
0
0
673
0
1001_414
7
8
2,050
0
0
434
0
0
1,500
bus_only
3,032
2,050
548
77
471
655.2
13,344.3
12,689.1
0
0
1
0
0
0
673
0
1001_415
0
7
255
1,230
0
318
16
1
1,550
bus+train
1,895
1,485
92
44
32
108.3
11,494.2
623.9
10,762
0
1
1
0
0
279
0
1001_415
1
7
427
900
0
229
50
1
1,550
bus+train
1,715
1,327
159
77
32
188.2
11,815.6
3,607.5
8,019.9
0
1
1
0
0
279
0
1001_415
2
7
1,156
0
0
412
0
0
1,500
bus_only
1,911
1,156
343
77
266
408.7
10,539.8
10,131.1
0
0
1
0
0
0
279
0
1001_415
3
7
0
1,350
0
206
0
0
1,550
train_only
1,895
1,350
339
307
32
404.8
11,944.9
0
11,540.2
0
0
1
0
6
279
1