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_428
0
5
432
0
0
114
0
0
1,500
bus_only
801
432
255
30
225
304.4
2,486.3
2,181.8
0
0
1
0
0
0
355
0
1001_428
1
5
0
210
0
277
0
0
1,550
train_only
824
210
337
307
30
403.3
2,534.5
0
2,131.2
0
0
1
0
355
355
1
1001_428
2
5
334
0
0
516
0
0
1,500
bus_only
1,156
334
306
30
276
366.3
2,717.4
2,351
0
0
1
0
0
0
355
0
1001_428
3
5
488
0
0
54
0
0
1,500
bus_only
911
488
369
30
339
442.2
3,164.9
2,722.8
0
0
1
0
0
0
355
0
1001_428
4
5
159
0
0
343
0
0
1,500
bus_only
1,087
159
585
49
536
700.3
2,567.5
1,867.1
0
0
1
0
0
0
355
0
1001_429
0
8
538
0
0
151
0
0
1,500
bus_only
877
538
188
30
158
224.4
3,523.9
3,299.5
0
0
1
0
0
0
531
0
1001_429
1
8
260
180
0
282
76
1
1,550
bus+train
837
440
115
30
9
135.9
3,286.8
1,300.1
1,850.8
0
1
1
0
0
531
0
1001_429
2
8
0
300
0
221
0
0
1,550
train_only
837
300
316
307
9
377.4
3,181.2
0
2,803.8
0
0
1
0
17
531
0.032015
1001_429
3
8
516
0
0
763
0
0
1,500
bus_only
1,524
516
245
30
215
293
3,564.1
3,271.1
0
0
1
0
0
0
531
0
1001_429
4
8
0
300
0
304
0
0
1,550
train_only
961
300
357
44
313
426.5
3,459.5
0
3,033.1
0
0
1
0
514
531
0.967985
1001_429
5
8
447
0
0
151
0
0
1,500
bus_only
1,050
447
452
30
422
541.6
3,264.4
2,722.8
0
0
1
0
0
0
531
0
1001_429
6
8
621
0
0
763
0
0
1,500
bus_only
1,792
621
408
30
378
488.3
3,931.4
3,443.1
0
0
1
0
0
0
531
0
1001_429
7
8
664
0
0
763
0
0
1,500
bus_only
1,950
664
523
30
493
627.2
4,316.7
3,689.5
0
0
1
0
0
0
531
0
1001_430
0
4
837
0
0
294
0
0
1,500
bus_only
1,208
837
77
30
47
90.4
4,581.5
4,491.1
0
0
1
0
0
0
394
0
1001_430
1
4
0
450
0
396
0
0
1,550
train_only
1,160
450
314
307
7
374.7
4,142.8
0
3,768.1
0
0
1
0
394
394
1
1001_430
2
4
922
0
0
234
0
0
1,500
bus_only
1,636
922
480
30
450
574.6
5,505.3
4,930.6
0
0
1
0
0
0
394
0
1001_430
3
4
786
0
0
294
0
0
1,500
bus_only
1,640
786
560
30
530
670.8
4,712.7
4,042
0
0
1
0
0
0
394
0
1001_4307
0
4
1,263
0
0
286
0
0
1,500
bus_only
1,675
1,263
126
44
82
149.4
9,559.6
9,410.2
0
0
1
0
0
0
37
0.25
1001_4307
1
4
1,202
0
0
234
57
1
1,500
bus_only
1,619
1,202
183
44
82
217.4
10,130.7
9,913.3
0
0
1
0
0
0
37
0.25
1001_4307
2
4
1,214
0
0
355
0
1
1,500
bus_only
1,853
1,214
284
44
240
339.4
11,077.5
10,738.1
0
0
1
0
0
0
37
0.25
1001_4307
3
4
1,217
0
0
445
0
1
1,500
bus_only
2,085
1,217
423
44
379
505.3
10,185
9,679.7
0
0
1
0
0
0
37
0.25
1001_4309
0
6
1,779
0
0
282
0
1
1,500
bus_only
2,221
1,779
160
44
116
190.1
12,576.8
12,386.7
0
0
1
0
0
0
29
0.166667
1001_4309
1
6
1,015
442
0
265
80
1
1,550
bus+train
1,926
1,457
204
44
80
242.9
14,500.7
9,427.9
4,829.9
0
1
1
0
0
29
0.166667
1001_4309
2
6
2,061
0
0
274
0
0
1,500
bus_only
2,529
2,061
194
30
164
231.1
14,058.4
13,827.3
0
0
1
0
0
0
29
0.166667
1001_4309
3
6
1,648
0
0
333
0
1
1,500
bus_only
2,189
1,648
208
44
164
247.2
12,885.9
12,638.6
0
0
1
0
0
0
29
0.166667
1001_4309
4
6
2,006
0
0
274
0
0
1,500
bus_only
2,627
2,006
347
30
317
415.1
13,736.2
13,321.1
0
0
1
0
0
0
29
0.166667
1001_4309
5
6
1,593
0
0
333
0
1
1,500
bus_only
2,287
1,593
361
44
317
431.2
12,563.7
12,132.5
0
0
1
0
0
0
29
0.166667
1001_431
0
6
167
780
0
421
16
1
1,550
bus+train
1,516
947
148
44
88
176
7,567.5
623.9
6,767.6
0
1
1
0
0
38
0
1001_431
1
6
0
760
0
406
103
1
1,550
train_only
1,500
760
334
44
187
398.6
9,560.1
0
9,161.4
0
0
1
0
38
38
1
1001_431
2
6
1,145
0
0
260
0
0
1,500
bus_only
1,697
1,145
292
30
262
349
6,970.6
6,621.6
0
0
1
0
0
0
38
0
1001_431
3
6
1,239
0
0
649
0
0
1,500
bus_only
2,202
1,239
314
30
284
374.5
8,313.2
7,938.7
0
0
1
0
0
0
38
0
1001_431
4
6
0
660
0
461
0
0
1,550
train_only
1,516
660
395
307
88
472.5
6,461.9
0
5,989.4
0
0
1
0
0
38
0
1001_431
5
6
394
510
0
392
124
1
1,550
bus+train
1,780
904
484
44
316
578.8
9,572.9
3,320.8
5,673.4
0
1
1
0
0
38
0
1001_4311
0
3
2,711
0
0
845
0
0
1,700
bus_only
3,821
2,711
265
70
195
317
23,581.3
23,264.2
0
0
1
0
0
0
16
0.333333
1001_4311
1
3
2,866
0
0
845
0
0
1,700
bus_only
3,974
2,866
263
70
193
314.2
23,824
23,509.8
0
0
1
0
0
0
16
0.333333
1001_4311
2
3
2,956
0
0
845
0
0
1,700
bus_only
4,211
2,956
410
70
340
490.4
24,156.5
23,666
0
0
1
0
0
0
16
0.333333
1001_4313
0
16
2,810
0
0
355
5
1
3,000
bus_only
3,294
2,810
129
44
80
152.9
30,005.3
29,852.4
0
0
1
0
0
0
13
0.0625
1001_4313
1
16
1,309
1,170
0
343
98
1
1,850
bus+train
2,988
2,479
166
44
24
197.2
28,311.1
9,410.2
18,703.7
0
1
1
0
0
13
0.0625
1001_4313
2
16
3,646
0
0
499
0
0
1,800
bus_only
4,295
3,646
150
70
80
178.2
29,032.5
28,854.3
0
0
1
0
0
0
13
0.0625
1001_4313
3
16
3,027
0
0
386
5
2
3,000
bus_only
3,588
3,027
175
44
126
209
30,316.6
30,107.7
0
0
1
0
0
0
13
0.0625
1001_4313
4
16
3,521
0
0
296
6
1
1,900
bus_only
4,019
3,521
202
44
152
240.1
30,981.2
30,741.1
0
0
1
0
0
0
13
0.0625
1001_4313
5
16
3,277
0
0
276
79
1
1,900
bus_only
3,828
3,277
275
44
152
328.3
30,972.5
30,644.2
0
0
1
0
0
0
13
0.0625
1001_4313
6
16
2,842
0
0
571
5
2
3,000
bus_only
3,681
2,842
268
44
219
320.5
30,341.5
30,021
0
0
1
0
0
0
13
0.0625
1001_4313
7
16
3,549
0
0
490
24
1
1,900
bus_only
4,326
3,549
287
44
219
343
32,049.3
31,706.3
0
0
1
0
0
0
13
0.0625
1001_4313
8
16
2,872
0
0
374
5
2
3,000
bus_only
3,607
2,872
361
44
312
431.9
30,642.4
30,210.5
0
0
1
0
0
0
13
0.0625
1001_4313
9
16
3,683
0
0
296
6
1
1,900
bus_only
4,341
3,683
362
44
312
432.3
31,513.3
31,081
0
0
1
0
0
0
13
0.0625
1001_4313
10
16
3,419
0
0
390
84
1
1,800
bus_only
4,249
3,419
440
44
312
526.5
29,735.9
29,209.4
0
0
1
0
0
0
13
0.0625
1001_4313
11
16
3,096
0
0
386
5
2
3,000
bus_only
3,929
3,096
447
44
398
534.6
30,916.9
30,382.3
0
0
1
0
0
0
13
0.0625
1001_4313
12
16
3,349
0
0
317
160
1
1,900
bus_only
4,182
3,349
516
44
312
617.2
30,856.4
30,239.3
0
0
1
0
0
0
13
0.0625
1001_4313
13
16
2,919
0
0
386
5
2
3,000
bus_only
3,799
2,919
494
44
445
591.5
30,246.3
29,654.8
0
0
1
0
0
0
13
0.0625
1001_4313
14
16
3,778
0
0
269
24
1
1,900
bus_only
4,657
3,778
610
44
542
730.4
32,623.2
31,892.8
0
0
1
0
0
0
13
0.0625
1001_4313
15
16
3,448
0
0
391
164
1
1,900
bus_only
4,493
3,448
654
44
446
782
32,072.7
31,290.7
0
0
1
0
0
0
13
0.0625
1001_4315
0
19
1,429
1,507
0
654
98
1
1,950
bus+train
3,774
2,936
184
44
42
218.7
31,614.5
9,410.2
21,985.6
0
1
1
0
0
15
0.052632
1001_4315
1
19
396
2,473
0
402
53
2
1,950
bus+train
3,474
2,869
203
108
42
241.7
33,193
2,067.9
30,883.4
0
1
1
0
0
15
0.052632
1001_4315
2
19
4,627
0
0
675
14
1
3,000
bus_only
5,647
4,627
345
44
287
410.4
31,179.6
30,769.2
0
0
1
0
0
0
15
0.052632
1001_4315
3
19
4,839
0
0
741
14
2
3,000
bus_only
5,820
4,839
240
44
182
285.8
32,614.7
32,328.9
0
0
1
0
0
0
15
0.052632
1001_4315
4
19
5,516
0
0
647
0
1
1,900
bus_only
6,414
5,516
251
70
181
300.2
34,218.2
33,918
0
0
1
0
0
0
15
0.052632
1001_4315
5
19
4,714
0
0
741
14
2
3,000
bus_only
5,847
4,714
392
44
334
468.3
32,340.5
31,872.2
0
0
1
0
0
0
15
0.052632
1001_4315
6
19
5,637
0
0
647
0
1
1,900
bus_only
6,661
5,637
377
70
307
450.3
34,800.5
34,350.2
0
0
1
0
0
0
15
0.052632
1001_4315
7
19
6,150
0
0
337
6
1
1,900
bus_only
6,871
6,150
384
44
334
458.6
34,955.8
34,497.2
0
0
1
0
0
0
15
0.052632
1001_4315
8
19
4,622
0
0
741
14
2
3,000
bus_only
5,797
4,622
434
44
376
517.9
32,101.9
31,584
0
0
1
0
0
0
15
0.052632
1001_4315
9
19
4,558
0
0
741
14
2
3,000
bus_only
5,765
4,558
466
44
408
556.3
31,914.6
31,358.3
0
0
1
0
0
0
15
0.052632
1001_4315
10
19
5,465
0
0
647
0
1
1,900
bus_only
6,558
5,465
446
70
376
533.9
34,278.4
33,744.5
0
0
1
0
0
0
15
0.052632
1001_4315
11
19
4,533
0
0
1,453
14
2
3,000
bus_only
6,374
4,533
388
44
330
462.8
32,244.3
31,781.6
0
0
1
0
0
0
15
0.052632
1001_4315
12
19
4,897
0
0
741
14
2
3,000
bus_only
6,104
4,897
466
44
408
556.9
33,087
32,530.1
0
0
1
0
0
0
15
0.052632
1001_4315
13
19
4,659
0
0
741
14
2
3,000
bus_only
5,917
4,659
517
44
459
618.4
32,313.5
31,695.1
0
0
1
0
0
0
15
0.052632
1001_4315
14
19
5,694
0
0
1,103
29
1
1,900
bus_only
7,241
5,694
444
70
345
531.7
34,096
33,564.3
0
0
1
0
0
0
15
0.052632
1001_4315
15
19
5,331
0
0
889
14
2
3,000
bus_only
6,714
5,331
494
44
436
589.9
34,659.8
34,069.9
0
0
1
0
0
0
15
0.052632
1001_4315
16
19
5,407
0
0
1,355
2
2
3,000
bus_only
7,170
5,407
408
44
362
487.9
34,037.6
33,549.6
0
0
1
0
0
0
15
0.052632
1001_4315
17
19
5,695
0
0
707
0
1
1,900
bus_only
6,951
5,695
549
70
479
656.6
35,215.3
34,558.6
0
0
1
0
0
0
15
0.052632
1001_4315
18
19
5,751
0
0
1,303
29
1
1,900
bus_only
7,593
5,751
539
70
440
645.7
34,297.4
33,651.7
0
0
1
0
0
0
15
0.052632
1001_4316
0
11
1,425
1,659
0
573
98
1
1,950
bus+train
3,806
3,084
149
44
7
177.3
33,256.2
9,410.2
23,668.7
0
1
1
0
0
16
0.090909
1001_4316
1
11
5,431
0
0
381
15
3
3,100
bus_only
6,207
5,431
395
69
311
472.3
38,475.2
38,002.9
0
0
1
0
0
0
16
0.090909
1001_4316
2
11
5,621
0
0
883
0
0
1,900
bus_only
6,728
5,621
224
70
154
266.9
33,596.1
33,329.2
0
0
1
0
0
0
16
0.090909
1001_4316
3
11
4,988
0
0
976
0
1
1,900
bus_only
6,230
4,988
266
70
196
317.6
32,625.2
32,307.6
0
0
1
0
0
0
16
0.090909
1001_4316
4
11
5,452
0
0
883
0
0
1,900
bus_only
6,614
5,452
279
70
209
332.4
33,297.9
32,965.5
0
0
1
0
0
0
16
0.090909
1001_4316
5
11
4,882
0
0
976
0
1
1,900
bus_only
6,208
4,882
350
70
280
417.9
32,355.5
31,937.6
0
0
1
0
0
0
16
0.090909
1001_4316
6
11
5,714
0
0
823
0
0
1,900
bus_only
6,984
5,714
447
70
377
534.8
34,026.3
33,491.5
0
0
1
0
0
0
16
0.090909
1001_4316
7
11
4,813
0
0
976
0
1
1,900
bus_only
6,323
4,813
534
70
464
638.9
32,327.6
31,688.8
0
0
1
0
0
0
16
0.090909
1001_4316
8
11
5,027
0
0
1,134
0
2
1,900
bus_only
6,608
5,027
447
70
377
534.8
33,004.7
32,469.9
0
0
1
0
0
0
16
0.090909
1001_4316
9
11
4,789
0
0
1,569
0
1
1,900
bus_only
6,940
4,789
582
70
512
697.1
32,677.7
31,980.7
0
0
1
0
0
0
16
0.090909
1001_4316
10
11
5,326
0
0
804
6
3
2,000
bus_only
6,709
5,326
579
44
529
692.9
36,024.5
35,331.6
0
0
1
0
0
0
16
0.090909
1001_432
0
9
1,556
0
0
173
0
0
1,500
bus_only
1,904
1,556
175
30
145
208.4
9,991.8
9,783.3
0
0
1
0
0
0
483
0
1001_432
1
9
256
720
0
298
76
1
1,550
bus+train
1,458
976
184
30
78
218.9
8,279
1,300.1
6,759.9
0
1
1
0
0
483
0
1001_432
2
9
2,175
0
0
132
0
0
1,500
bus_only
2,602
2,175
295
30
265
353
12,603
12,250
0
0
1
0
0
0
483
0
1001_432
3
9
1,602
0
0
185
0
0
1,500
bus_only
2,133
1,602
346
30
316
414.6
10,615.4
10,200.8
0
0
1
0
0
0
483
0
1001_432
4
9
0
840
0
233
0
0
1,550
train_only
1,458
840
385
307
78
460.4
8,173.3
0
7,712.9
0
0
1
0
482
483
1
1001_432
5
9
1,440
0
0
328
0
0
1,500
bus_only
2,233
1,440
465
30
435
556.8
9,732.5
9,175.7
0
0
1
0
0
0
483
0
1001_432
6
9
1,629
0
0
125
0
0
1,500
bus_only
2,277
1,629
523
30
493
626.5
10,993.5
10,367
0
0
1
0
0
0
483
0
1001_432
7
9
2,258
0
0
192
0
0
1,500
bus_only
2,926
2,258
476
30
446
570
13,020.4
12,450.4
0
0
1
0
0
0
483
0
1001_432
8
9
1,517
0
0
173
0
0
1,500
bus_only
2,269
1,517
579
30
549
693.3
10,099.3
9,405.9
0
0
1
0
0
0
483
0
1001_433
0
3
1,535
0
0
218
0
0
1,500
bus_only
2,060
1,535
307
30
277
366.6
10,478.2
10,111.5
0
0
1
0
0
0
484
0
1001_433
1
3
0
960
0
135
0
0
1,550
train_only
1,481
960
386
307
79
461.4
9,347.6
0
8,886.2
0
0
1
0
483
484
1
1001_433
2
3
1,464
0
0
218
0
0
1,500
bus_only
2,021
1,464
339
30
309
404.4
9,864
9,459.6
0
0
1
0
0
0
484
0
1001_434
0
3
275
990
0
294
76
1
1,550
bus+train
1,714
1,265
155
30
49
184.2
11,016.6
1,300.1
9,532.3
0
1
1
0
0
24
0
1001_434
1
3
0
1,110
0
248
0
0
1,550
train_only
1,714
1,110
356
307
49
425.7
10,911
0
10,485.2
0
0
1
0
24
24
1
1001_434
2
3
1,731
0
0
571
0
0
1,500
bus_only
2,543
1,731
241
30
211
288.6
11,567.3
11,278.7
0
0
1
0
0
0
24
0
1001_4402
0
4
0
660
0
283
0
0
1,550
train_only
1,103
660
160
44
116
191.1
7,264
0
7,072.8
0
0
1
0
43
43
1
1001_4402
1
4
1,047
0
0
258
0
0
1,500
bus_only
1,555
1,047
250
30
220
299.7
7,909.8
7,610.1
0
0
1
0
0
0
43
0
1001_4402
2
4
1,012
0
0
483
0
0
1,500
bus_only
1,632
1,012
137
30
107
162.7
8,060
7,897.3
0
0
1
0
0
0
43
0