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
9928_8002273
16
22
785
0
0
421
79
2
1,500
bus_only
1,644
785
438
12
347
524.3
4,172.4
3,648.1
0
0
1
0
0
0
33
0
9928_8002273
17
22
1,612
0
0
362
0
0
1,500
bus_only
2,441
1,612
467
7
460
559.1
6,771.2
6,212.1
0
0
1
0
0
0
33
0
9928_8002273
18
22
1,235
0
0
362
0
0
1,500
bus_only
2,136
1,235
539
7
532
644.9
5,461.8
4,817
0
0
1
0
0
0
33
0
9928_8002273
19
22
837
0
0
537
0
1
1,500
bus_only
1,913
837
539
7
532
644.9
3,725.1
3,080.3
0
0
1
0
0
0
33
0
9928_8002273
20
22
1,292
0
0
654
0
1
1,500
bus_only
2,454
1,292
508
7
501
607.7
5,252.2
4,644.5
0
0
1
0
0
0
33
0
9928_8002273
21
22
1,422
0
0
324
0
0
1,500
bus_only
2,454
1,422
708
207
501
848.4
5,037.4
4,189
0
0
1
0
0
0
33
0
9928_8503016
0
5
1,753
0
0
230
0
0
1,500
bus_only
2,002
1,753
19
12
7
21
6,939.7
6,918.7
0
0
1
0
0
27
27
1
9928_8503016
1
5
1,566
0
0
230
0
0
1,500
bus_only
2,185
1,566
389
12
377
465.2
6,992.4
6,527.2
0
0
1
0
0
0
27
0
9928_8503016
2
5
1,896
0
0
170
0
0
1,500
bus_only
2,429
1,896
363
12
351
434.9
7,670.8
7,235.9
0
0
1
0
0
0
27
0
9928_8503016
3
5
2,417
0
0
569
0
1
1,500
bus_only
3,256
2,417
270
7
263
322.4
7,417
7,094.6
0
0
1
0
0
0
27
0
9928_8503016
4
5
735
300
0
856
54
1
1,550
bus+train
2,301
1,035
410
12
344
489.6
7,530.7
3,298.3
3,742.8
0
1
1
0
0
27
0
9928_9590
0
4
1,774
0
0
181
0
0
1,500
bus_only
1,970
1,774
15
12
3
16.9
6,544.1
6,527.2
0
0
1
0
0
34
34
1
9928_9590
1
4
1,674
0
0
181
0
0
1,500
bus_only
2,232
1,674
377
12
365
451.8
6,654.2
6,202.4
0
0
1
0
0
0
34
0
9928_9590
2
4
1,942
0
0
241
0
0
1,500
bus_only
2,606
1,942
423
12
411
506.4
7,425.1
6,918.7
0
0
1
0
0
0
34
0
9928_9590
3
4
1,104
210
0
540
103
2
1,550
bus+train
2,370
1,314
516
12
401
616.8
8,566.4
4,208.4
3,741.2
0
1
1
0
0
34
0
9928_9636
0
3
1,511
0
0
305
0
0
1,500
bus_only
1,836
1,511
20
12
8
22.6
6,225
6,202.4
0
0
1
0
0
53
53
1
9928_9636
1
3
1,401
0
0
305
0
0
1,500
bus_only
2,257
1,401
551
12
539
660.9
6,390.3
5,729.4
0
0
1
0
0
0
53
0
9928_9636
2
3
1,638
0
0
305
0
0
1,500
bus_only
2,314
1,638
371
12
359
444.4
6,971.6
6,527.2
0
0
1
0
0
0
53
0
9928_9699
0
3
1,328
0
0
144
0
0
1,500
bus_only
1,492
1,328
20
12
8
22.1
5,751.5
5,729.4
0
0
1
0
0
15
17
1
9928_9699
1
3
1,194
0
0
84
0
0
1,500
bus_only
1,720
1,194
442
12
430
529
5,883.9
5,354.9
0
0
1
0
0
0
17
0
9928_9699
2
3
1,438
0
0
144
0
0
1,500
bus_only
2,103
1,438
521
12
509
624.1
6,826.5
6,202.4
0
0
1
0
0
0
17
0
9928_9710
0
11
1,018
0
0
42
0
0
1,500
bus_only
1,097
1,018
37
12
25
43.4
3,736.3
3,692.9
0
0
1
0
0
28
28
1
9928_9710
1
11
889
0
0
42
0
0
1,500
bus_only
1,248
889
317
12
305
379.9
3,781.6
3,401.7
0
0
1
0
0
0
28
0
9928_9710
2
11
1,071
0
0
42
0
0
1,500
bus_only
1,376
1,071
263
12
251
315.1
4,210.5
3,895.5
0
0
1
0
0
0
28
0
9928_9710
3
11
899
0
0
702
0
1
1,500
bus_only
1,782
899
181
7
174
215.9
3,802.1
3,586.2
0
0
1
0
0
0
28
0
9928_9710
4
11
658
0
0
659
0
0
1,500
bus_only
1,661
658
344
7
337
411.9
3,579.4
3,167.5
0
0
1
0
0
0
28
0
9928_9710
5
11
1,189
0
0
817
0
1
1,500
bus_only
2,314
1,189
308
7
301
367.9
4,884.6
4,516.7
0
0
1
0
0
0
28
0
9928_9710
6
11
1,302
0
0
817
0
1
1,500
bus_only
2,485
1,302
366
7
359
437.6
5,182
4,744.4
0
0
1
0
0
0
28
0
9928_9710
7
11
1,138
0
0
877
0
1
1,500
bus_only
2,403
1,138
388
7
381
464.1
4,864.4
4,400.3
0
0
1
0
0
0
28
0
9928_9710
8
11
1,092
0
0
877
0
1
1,500
bus_only
2,442
1,092
473
7
466
566.6
4,875.8
4,309.2
0
0
1
0
0
0
28
0
9928_9710
9
11
1,121
0
0
805
0
0
1,500
bus_only
2,485
1,121
559
7
552
668.3
3,923.5
3,255.3
0
0
1
0
0
0
28
0
9928_9710
10
11
662
0
0
1,186
0
1
1,500
bus_only
2,407
662
559
7
552
668.3
3,795.8
3,127.5
0
0
1
0
0
0
28
0
9928_9758
0
4
1,327
0
0
329
0
0
1,500
bus_only
1,676
1,327
20
12
8
22.7
5,377.6
5,354.9
0
0
1
0
0
27
27
1
9928_9758
1
4
1,247
0
0
269
0
0
1,500
bus_only
1,972
1,247
456
12
444
546.5
5,514.3
4,967.9
0
0
1
0
0
0
27
0
9928_9758
2
4
1,488
0
0
269
0
0
1,500
bus_only
2,183
1,488
426
12
414
509.9
6,239.3
5,729.4
0
0
1
0
0
0
27
0
9928_9758
3
4
1,165
120
0
261
51
1
1,550
bus+train
2,126
1,285
580
7
522
693.7
5,549.8
3,301.9
1,554.2
0
1
1
0
0
27
0
9928_9968
0
5
711
0
0
227
0
0
1,500
bus_only
970
711
32
12
20
37.5
3,335.9
3,298.3
0
0
1
0
0
88
88
1
9928_9968
1
5
826
0
0
227
0
0
1,500
bus_only
1,374
826
321
12
309
384.3
3,940.2
3,555.9
0
0
1
0
0
0
88
0
9928_9968
2
5
1,358
0
0
107
0
0
1,500
bus_only
1,614
1,358
149
12
137
177.4
5,195.9
5,018.6
0
0
1
0
0
0
88
0
9928_9968
3
5
1,308
0
0
107
0
0
1,500
bus_only
1,811
1,308
396
12
384
474.9
5,245.4
4,770.5
0
0
1
0
0
0
88
0
9928_9968
4
5
651
0
0
287
0
0
1,500
bus_only
1,425
651
487
12
475
582.9
3,423
2,840.1
0
0
1
0
0
0
88
0
9928_9987
0
9
297
0
0
87
0
0
1,500
bus_only
403
297
19
7
12
21.3
819.9
798.6
0
0
1
0
0
40
40
1
9928_9987
1
9
188
0
0
92
0
0
1,500
bus_only
539
188
259
7
252
309.1
875.2
566.1
0
0
1
0
0
0
40
0
9928_9987
2
9
271
0
0
184
0
0
1,500
bus_only
784
271
329
7
322
393.3
1,468.5
1,075.1
0
0
1
0
0
0
40
0
9928_9987
3
9
86
0
0
152
0
0
1,500
bus_only
734
86
496
7
489
592.2
908.6
316.3
0
0
1
0
0
0
40
0
9928_9987
4
9
113
0
0
261
0
0
1,500
bus_only
871
113
497
7
490
595
958.6
363.6
0
0
1
0
0
0
40
0
9928_9987
5
9
159
0
0
483
0
0
1,500
bus_only
1,109
159
467
12
455
559.8
1,024.2
464.4
0
0
1
0
0
0
40
0
9928_9987
6
9
138
0
0
41
0
0
1,500
bus_only
756
138
577
207
370
692.2
1,281.5
589.3
0
0
1
0
0
0
40
0
9928_9987
7
9
200
0
0
41
0
0
1,500
bus_only
983
200
742
207
535
889.2
1,714.4
825.2
0
0
1
0
0
0
40
0
9928_9987
8
9
289
0
0
41
0
0
1,500
bus_only
1,065
289
735
207
528
881.7
2,023.6
1,141.8
0
0
1
0
0
0
40
0
9929_1003
0
4
39
180
0
272
61
1
1,550
bus+train
579
219
88
1
26
104
3,109.3
365
2,640.3
0
1
1
0
16
16
1
9929_1003
1
4
0
180
0
119
0
0
1,550
train_only
819
180
520
494
26
622
3,262.3
0
2,640.3
0
0
1
0
0
16
0
9929_1003
2
4
355
0
0
386
0
0
1,500
bus_only
1,003
355
262
1
261
311.8
3,612.4
3,300.6
0
0
1
0
0
0
16
0
9929_1003
3
4
1,833
0
0
568
0
0
1,500
bus_only
3,074
1,833
673
1
672
806.5
13,755.4
12,948.9
0
0
1
0
0
0
16
0
9929_10255
0
9
1,332
0
0
384
0
0
1,500
bus_only
1,718
1,332
2
1
1
1
8,164.2
8,163.2
0
0
1
0
0
17
17
1
9929_10255
1
9
1,239
0
0
278
104
2
1,500
bus_only
1,623
1,239
106
1
1
124.9
8,360.9
8,236
0
0
1
0
0
0
17
0
9929_10255
2
9
1,254
0
0
444
0
0
1,500
bus_only
2,141
1,254
443
1
442
529.6
8,279.5
7,749.9
0
0
1
0
0
0
17
0
9929_10255
3
9
1,294
0
0
662
0
1
1,500
bus_only
2,404
1,294
448
1
447
536.2
8,800.3
8,264.1
0
0
1
0
0
0
17
0
9929_10255
4
9
1,474
0
0
384
0
0
1,500
bus_only
2,318
1,474
460
1
459
550.7
9,121.1
8,570.4
0
0
1
0
0
0
17
0
9929_10255
5
9
1,235
0
0
542
0
1
1,500
bus_only
2,293
1,235
516
1
515
618
10,061.2
9,443.2
0
0
1
0
0
0
17
0
9929_10255
6
9
1,339
0
0
662
0
1
1,500
bus_only
2,480
1,339
479
1
478
574
8,972.8
8,398.8
0
0
1
0
0
0
17
0
9929_10255
7
9
1,161
0
0
338
104
2
1,500
bus_only
2,046
1,161
547
1
442
653.6
8,476.2
7,822.7
0
0
1
0
0
0
17
0
9929_10255
8
9
1,301
0
0
350
104
3
1,500
bus_only
2,190
1,301
539
1
434
643.2
9,303.6
8,660.4
0
0
1
0
0
0
17
0
9929_152
0
10
36
810
0
318
61
1
1,550
bus+train
1,250
846
86
1
24
102
8,034.1
365
7,567.2
0
1
1
0
22
22
1
9929_152
1
10
1,054
0
0
247
0
1
1,500
bus_only
1,510
1,054
209
1
208
249.7
8,800.7
8,551
0
0
1
0
0
0
22
0
9929_152
2
10
1,040
0
0
313
0
0
1,500
bus_only
1,773
1,040
420
1
419
502.5
8,697.2
8,194.7
0
0
1
0
0
0
22
0
9929_152
3
10
1,091
0
0
245
0
1
1,500
bus_only
1,520
1,091
184
1
183
219
8,921
8,701.9
0
0
1
0
0
0
22
0
9929_152
4
10
1,097
0
0
303
0
1
1,500
bus_only
1,666
1,097
266
1
265
317.5
9,221.3
8,903.8
0
0
1
0
0
0
22
0
9929_152
5
10
1,047
0
0
303
0
1
1,500
bus_only
1,633
1,047
283
1
282
337.1
8,718.9
8,381.8
0
0
1
0
0
0
22
0
9929_152
6
10
0
810
0
282
0
0
1,550
train_only
1,610
810
518
494
24
620
8,187.2
0
7,567.2
0
0
1
0
0
22
0
9929_152
7
10
1,163
0
0
310
0
1
1,500
bus_only
1,970
1,163
497
1
496
594.6
9,403.3
8,808.7
0
0
1
0
0
0
22
0
9929_152
8
10
1,107
0
0
345
0
0
1,500
bus_only
2,085
1,107
633
417
216
758.1
9,600.1
8,842.1
0
0
1
0
0
0
22
0
9929_152
9
10
1,068
0
0
345
0
0
1,500
bus_only
2,217
1,068
804
417
387
963.9
9,459.7
8,495.8
0
0
1
0
0
0
22
0
9929_319
0
8
1,157
60
0
377
96
2
1,550
bus+train
1,709
1,217
115
1
18
136.8
9,509.9
8,797
576
0
1
1
0
1
16
0.5
9929_319
1
8
1,222
0
0
236
0
1
1,500
bus_only
1,699
1,222
241
1
240
287.3
9,562.2
9,274.9
0
0
1
0
0
0
16
0
9929_319
2
8
1,266
0
0
236
0
1
1,500
bus_only
1,742
1,266
240
1
239
286.3
10,043.2
9,756.9
0
0
1
0
0
0
16
0
9929_319
3
8
0
930
0
387
0
0
1,550
train_only
1,930
930
613
494
119
733.2
9,111.8
0
8,378.6
0
0
1
0
1
16
0.5
9929_319
4
8
1,205
0
0
404
0
1
1,500
bus_only
2,178
1,205
569
1
568
681.9
9,481.6
8,799.7
0
0
1
0
0
0
16
0
9929_319
5
8
1,286
0
0
262
0
0
1,500
bus_only
2,260
1,286
712
417
295
853.6
10,555.2
9,701.6
0
0
1
0
0
0
16
0
9929_319
6
8
1,242
0
0
202
0
0
1,500
bus_only
2,170
1,242
726
417
309
870
10,089.6
9,219.7
0
0
1
0
0
0
16
0
9929_319
7
8
1,301
0
0
262
101
2
1,500
bus_only
2,220
1,301
657
1
555
786.9
9,716.7
8,929.9
0
0
1
0
0
0
16
0
9929_31982
0
5
417
0
0
258
0
0
1,500
bus_only
677
417
2
1
1
1.4
3,436.3
3,434.9
0
0
1
0
0
51
52
0.980769
9929_31982
1
5
370
0
0
258
0
0
1,500
bus_only
949
370
321
1
320
384.2
3,535.3
3,151.1
0
0
1
0
0
0
52
0
9929_31982
2
5
473
0
0
258
0
0
1,500
bus_only
1,121
473
390
1
389
466.6
4,247.1
3,780.5
0
0
1
0
0
0
52
0
9929_31982
3
5
555
0
0
995
0
1
1,500
bus_only
1,851
555
301
1
300
358.8
4,267.5
3,908.7
0
0
1
0
0
0
52
0
9929_31982
4
5
516
0
0
501
0
0
1,500
bus_only
1,405
516
388
1
387
463.5
3,806.9
3,343.4
0
0
1
0
0
1
52
0.019231
9929_4115
0
9
51
190
0
535
66
1
1,550
bus+train
844
241
68
1
1
79.9
2,176.5
365
1,731.7
0
1
1
0
14
14
1
9929_4115
1
9
0
190
0
258
0
0
1,550
train_only
844
190
396
395
1
474.3
2,206
0
1,731.7
0
0
1
0
0
14
0
9929_4115
2
9
546
0
0
355
0
0
1,500
bus_only
1,796
546
895
407
488
1,072.9
4,390.7
3,317.8
0
0
1
0
0
0
14
0
9929_4115
3
9
579
0
0
373
0
1
1,500
bus_only
1,407
579
455
1
454
543.8
4,222.8
3,679
0
0
1
0
0
0
14
0
9929_4115
4
9
1,034
0
0
313
0
1
1,500
bus_only
1,813
1,034
466
1
465
558.3
6,139.7
5,581.4
0
0
1
0
0
0
14
0
9929_4115
5
9
471
0
0
313
0
1
1,500
bus_only
1,315
471
531
1
530
635.4
3,692.3
3,056.9
0
0
1
0
0
0
14
0
9929_4115
6
9
547
0
0
246
78
1
1,500
bus_only
1,357
547
564
32
454
674.7
5,534.8
4,860.2
0
0
1
0
0
0
14
0
9929_4115
7
9
1,001
0
0
295
0
0
1,500
bus_only
2,168
1,001
872
407
465
1,045.8
6,266.1
5,220.3
0
0
1
0
0
0
14
0
9929_4115
8
9
438
0
0
295
0
0
1,500
bus_only
1,670
438
937
407
530
1,122.9
3,818.7
2,695.8
0
0
1
0
0
0
14
0
9929_7000167
0
6
308
0
0
499
0
0
1,500
bus_only
810
308
3
1
2
2.2
2,653.3
2,651.1
0
0
1
0
0
50
50
1
9929_7000167
1
6
262
0
0
499
0
0
1,500
bus_only
934
262
173
1
172
206.3
2,705
2,498.6
0
0
1
0
0
0
50
0
9929_7000167
2
6
210
0
0
499
0
0
1,500
bus_only
1,098
210
389
1
388
465.6
2,541.2
2,075.6
0
0
1
0
0
0
50
0
9929_7000167
3
6
268
0
0
565
0
1
1,500
bus_only
1,208
268
375
1
374
449.1
3,114.6
2,665.5
0
0
1
0
0
0
50
0
9929_7000167
4
6
365
0
0
499
0
0
1,500
bus_only
1,249
365
385
1
384
460.5
3,453.5
2,993
0
0
1
0
0
0
50
0