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
9904_9590
7
16
1,980
0
0
280
0
0
1,500
bus_only
2,686
1,980
426
12
414
509.2
7,658.3
7,149.1
0
0
1
0
0
0
77
0
9904_9590
8
16
758
330
0
410
363
2
1,550
bus+train
1,880
1,088
382
12
7
456
6,997.1
2,862.6
3,678.5
0
1
1
0
0
77
0
9904_9590
9
16
1,717
0
0
506
0
0
1,500
bus_only
2,677
1,717
454
12
442
543.2
7,692.4
7,149.3
0
0
1
0
0
0
77
0
9904_9590
10
16
429
510
0
427
494
2
1,550
bus+train
1,959
939
593
12
87
708.7
8,267.4
1,691.5
5,867.1
0
1
1
0
0
77
0
9904_9590
11
16
634
330
0
430
344
2
1,550
bus+train
2,031
964
637
12
281
762
7,241.4
2,801
3,678.5
0
1
1
0
0
77
0
9904_9590
12
16
332
510
0
453
263
2
1,550
bus+train
2,021
842
726
12
451
866.3
8,236.8
1,503.3
5,867.1
0
1
1
0
0
77
0
9904_9590
13
16
644
330
0
410
363
2
1,550
bus+train
2,120
974
736
12
361
880.4
7,095.5
2,536.6
3,678.5
0
1
1
0
0
77
0
9904_9590
14
16
562
330
0
507
365
2
1,550
bus+train
2,141
892
742
12
365
887.5
7,105
2,539
3,678.5
0
1
1
0
0
77
0
9904_9590
15
16
468
510
0
573
375
2
1,550
bus+train
2,387
978
836
12
449
998.7
8,556.2
1,690.4
5,867.1
0
1
1
0
0
77
0
9904_9636
0
3
1,659
0
0
456
0
0
1,500
bus_only
2,135
1,659
20
12
8
22.3
6,455.2
6,432.9
0
0
1
0
0
56
56
1
9904_9636
1
3
1,549
0
0
456
0
0
1,500
bus_only
2,556
1,549
551
12
539
660.6
6,620.5
5,959.9
0
0
1
0
0
0
56
0
9904_9636
2
3
1,815
0
0
456
0
0
1,500
bus_only
2,642
1,815
371
12
359
444.1
7,201.8
6,757.8
0
0
1
0
0
0
56
0
9904_9641
0
20
587
0
0
490
0
0
1,500
bus_only
1,100
587
23
12
11
25.9
2,349.6
2,323.8
0
0
1
0
0
24
24
1
9904_9641
1
20
321
0
0
258
124
1
1,500
bus_only
1,131
321
552
12
416
660.2
2,302
1,641.7
0
0
1
0
0
0
24
0
9904_9641
2
20
510
0
0
550
0
0
1,500
bus_only
1,483
510
423
12
411
505.4
2,462.6
1,957.2
0
0
1
0
0
0
24
0
9904_9641
3
20
852
0
0
564
0
1
1,500
bus_only
1,873
852
457
12
445
547.2
4,303.7
3,756.5
0
0
1
0
0
0
24
0
9904_9641
4
20
785
0
0
225
52
1
1,500
bus_only
1,521
785
511
12
447
611.7
4,229.5
3,617.8
0
0
1
0
0
0
24
0
9904_9641
5
20
967
0
0
569
0
1
1,500
bus_only
1,995
967
459
12
447
548.6
4,410.1
3,861.5
0
0
1
0
0
0
24
0
9904_9641
6
20
475
0
0
420
110
2
1,500
bus_only
1,409
475
514
12
392
613.1
2,593.8
1,980.7
0
0
1
0
0
0
24
0
9904_9641
7
20
744
0
0
225
52
1
1,500
bus_only
1,539
744
570
12
506
682
4,156.8
3,474.8
0
0
1
0
0
0
24
0
9904_9641
8
20
476
0
0
418
30
1
1,500
bus_only
1,477
476
583
12
541
696.7
2,597.1
1,900.4
0
0
1
0
0
0
24
0
9904_9641
9
20
370
0
0
339
153
2
1,500
bus_only
1,266
370
557
12
392
665.5
2,452.6
1,787.1
0
0
1
0
0
0
24
0
9904_9641
10
20
769
0
0
309
38
1
1,500
bus_only
1,663
769
585
12
535
699.5
4,024.5
3,325
0
0
1
0
0
0
24
0
9904_9641
11
20
918
0
0
564
0
1
1,500
bus_only
1,998
918
516
12
504
617.3
4,582.3
3,965
0
0
1
0
0
0
24
0
9904_9641
12
20
427
0
0
284
81
1
1,500
bus_only
1,345
427
634
12
541
757
2,592.2
1,835.3
0
0
1
0
0
0
24
0
9904_9641
13
20
934
0
0
509
0
1
1,500
bus_only
2,013
934
570
12
558
682
4,439.7
3,757.7
0
0
1
0
0
0
24
0
9904_9641
14
20
1,016
0
0
386
0
0
1,500
bus_only
2,055
1,016
653
187
466
782.6
4,734.5
3,951.9
0
0
1
0
0
0
24
0
9904_9641
15
20
477
0
0
339
153
2
1,500
bus_only
1,440
477
624
12
459
745.8
2,777.5
2,031.7
0
0
1
0
0
0
24
0
9904_9641
16
20
598
0
0
273
187
1
1,500
bus_only
1,559
598
688
51
450
823.4
4,641.1
3,817.7
0
0
1
0
0
0
24
0
9904_9641
17
20
918
0
0
403
0
0
1,500
bus_only
1,998
918
677
173
504
810.8
4,414.1
3,603.3
0
0
1
0
0
0
24
0
9904_9641
18
20
363
0
0
264
222
1
1,500
bus_only
1,345
363
718
51
445
860.2
4,094.2
3,234
0
0
1
0
0
0
24
0
9904_9641
19
20
1,053
0
0
326
0
0
1,500
bus_only
2,064
1,053
685
187
498
821.1
4,897.5
4,076.4
0
0
1
0
0
0
24
0
9904_9699
0
7
1,424
0
0
464
0
0
1,500
bus_only
1,908
1,424
20
12
8
21.7
5,981.7
5,959.9
0
0
1
0
0
34
34
1
9904_9699
1
7
350
450
0
431
533
2
1,550
bus+train
1,780
800
549
12
4
655.8
6,532.7
1,166.4
4,710.5
0
1
1
0
0
34
0
9904_9699
2
7
1,290
0
0
464
0
0
1,500
bus_only
2,194
1,290
440
12
428
526.7
6,112.2
5,585.5
0
0
1
0
0
0
34
0
9904_9699
3
7
1,419
0
0
420
0
1
1,500
bus_only
1,859
1,419
20
12
8
21.7
5,981.7
5,959.9
0
0
1
0
0
0
34
0
9904_9699
4
7
1,285
0
0
420
0
1
1,500
bus_only
2,145
1,285
440
12
428
526.7
6,112.2
5,585.5
0
0
1
0
0
0
34
0
9904_9699
5
7
1,534
0
0
464
0
0
1,500
bus_only
2,519
1,534
521
12
509
623.8
7,056.7
6,432.9
0
0
1
0
0
0
34
0
9904_9699
6
7
237
450
0
428
533
2
1,550
bus+train
2,083
687
968
12
423
1,159.4
6,663.3
793.4
4,710.5
0
1
1
0
0
34
0
9904_9710
0
14
1,000
0
0
362
0
0
1,500
bus_only
1,399
1,000
37
12
25
43
3,966.5
3,923.4
0
0
1
0
0
49
49
1
9904_9710
1
14
755
0
0
331
222
1
1,500
bus_only
1,384
755
298
51
25
356
5,627.2
5,271.3
0
0
1
0
0
0
49
0
9904_9710
2
14
1,424
0
0
170
0
0
1,500
bus_only
1,780
1,424
186
12
174
221.8
3,824.1
3,602.4
0
0
1
0
0
0
49
0
9904_9710
3
14
1,048
0
0
362
0
0
1,500
bus_only
1,673
1,048
263
12
251
314.7
4,440.7
4,126
0
0
1
0
0
0
49
0
9904_9710
4
14
936
0
0
362
0
0
1,500
bus_only
1,615
936
317
12
305
379.6
4,011.8
3,632.3
0
0
1
0
0
0
49
0
9904_9710
5
14
1,235
0
0
170
0
0
1,500
bus_only
1,754
1,235
349
12
337
417.7
3,601.4
3,183.7
0
0
1
0
0
0
49
0
9904_9710
6
14
1,679
0
0
238
0
1
1,500
bus_only
2,230
1,679
313
12
301
373.7
4,906.6
4,532.9
0
0
1
0
0
0
49
0
9904_9710
7
14
1,797
0
0
238
0
1
1,500
bus_only
2,406
1,797
371
12
359
443.5
5,204.1
4,760.6
0
0
1
0
0
0
49
0
9904_9710
8
14
1,643
0
0
298
0
1
1,500
bus_only
2,334
1,643
393
12
381
469.9
4,886.4
4,416.5
0
0
1
0
0
0
49
0
9904_9710
9
14
1,592
0
0
298
0
1
1,500
bus_only
2,368
1,592
478
12
466
572.4
4,897.8
4,325.4
0
0
1
0
0
0
49
0
9904_9710
10
14
953
0
0
608
0
0
1,500
bus_only
2,125
953
564
12
552
674.1
4,158.7
3,484.6
0
0
1
0
0
0
49
0
9904_9710
11
14
1,486
0
0
234
0
0
1,500
bus_only
2,277
1,486
557
173
384
666.7
4,892.1
4,225.4
0
0
1
0
0
0
49
0
9904_9710
12
14
635
0
0
391
222
1
1,500
bus_only
1,634
635
608
51
335
726.7
5,690.2
4,963.6
0
0
1
0
0
0
49
0
9904_9710
13
14
1,435
0
0
294
0
0
1,500
bus_only
2,368
1,435
639
173
466
765.9
4,900.2
4,134.3
0
0
1
0
0
0
49
0
9904_9758
0
4
1,437
0
0
259
0
0
1,500
bus_only
1,716
1,437
20
12
8
22.3
5,607.8
5,585.5
0
0
1
0
0
29
29
1
9904_9758
1
4
468
330
0
495
207
1
1,550
bus+train
1,967
798
674
12
455
806.1
5,814.5
1,329.9
3,678.5
0
1
1
0
0
29
0
9904_9758
2
4
1,333
0
0
259
0
0
1,500
bus_only
1,995
1,333
403
12
391
481.7
5,680.1
5,198.4
0
0
1
0
0
0
29
0
9904_9758
3
4
1,583
0
0
199
0
0
1,500
bus_only
2,208
1,583
426
12
414
509.5
6,469.5
5,959.9
0
0
1
0
0
0
29
0
9904_9814
0
9
1,202
0
0
224
0
0
1,500
bus_only
1,449
1,202
23
12
11
26.2
4,462.4
4,436.2
0
0
1
0
0
32
32
1
9904_9814
1
9
1,150
0
0
224
0
0
1,500
bus_only
1,731
1,150
357
12
345
427.3
4,553.4
4,126
0
0
1
0
0
0
32
0
9904_9814
2
9
1,424
0
0
838
0
0
1,500
bus_only
2,450
1,424
188
12
176
224.2
4,679.6
4,455.5
0
0
1
0
0
0
32
0
9904_9814
3
9
1,185
0
0
275
5
1
1,500
bus_only
1,801
1,185
341
12
324
406.7
4,947.9
4,541.2
0
0
1
0
0
0
32
0
9904_9814
4
9
1,416
0
0
224
0
0
1,500
bus_only
1,995
1,416
355
12
343
424.6
5,156.3
4,731.7
0
0
1
0
0
0
32
0
9904_9814
5
9
1,200
0
0
205
25
1
1,500
bus_only
1,801
1,200
396
12
359
473.7
4,942.7
4,469.1
0
0
1
0
0
0
32
0
9904_9814
6
9
1,140
0
0
838
0
0
1,500
bus_only
2,383
1,140
405
12
393
484.6
4,407.5
3,922.9
0
0
1
0
0
0
32
0
9904_9814
7
9
1,806
0
0
867
0
1
1,500
bus_only
3,103
1,806
430
12
418
513.9
7,197.5
6,683.6
0
0
1
0
0
0
32
0
9904_9814
8
9
1,848
0
0
927
0
1
1,500
bus_only
3,281
1,848
506
12
494
605
7,437.1
6,832.1
0
0
1
0
0
0
32
0
9904_9847
0
5
1,481
0
0
98
0
0
1,500
bus_only
1,600
1,481
21
12
9
23.1
4,905.9
4,882.7
0
0
1
0
0
3
25
0.12
9904_9847
1
5
1,162
0
0
398
0
0
1,500
bus_only
1,587
1,162
27
12
15
31.1
4,925.8
4,894.7
0
0
1
0
0
22
25
0.88
9904_9847
2
5
1,237
0
0
398
0
0
1,500
bus_only
2,003
1,237
368
12
356
440
5,638.4
5,198.4
0
0
1
0
0
0
25
0
9904_9847
3
5
1,615
0
0
98
0
0
1,500
bus_only
2,087
1,615
374
12
362
447.8
5,648.4
5,200.6
0
0
1
0
0
0
25
0
9904_9847
4
5
1,265
0
0
746
0
0
1,500
bus_only
2,394
1,265
383
12
371
458.8
5,690
5,231.2
0
0
1
0
0
0
25
0
9904_9873
0
17
1,366
0
0
508
0
0
1,500
bus_only
1,890
1,366
16
12
4
17.5
4,749.2
4,731.7
0
0
1
0
0
31
31
1
9904_9873
1
17
358
300
0
478
266
2
1,550
bus+train
1,584
658
448
12
170
534.6
5,145.7
1,454.8
3,156.3
0
1
1
0
0
31
0
9904_9873
2
17
1,366
0
0
469
0
0
1,500
bus_only
1,884
1,366
49
12
37
55.9
4,250.5
4,194.6
0
0
1
0
0
0
31
0
9904_9873
3
17
846
0
0
799
0
2
1,500
bus_only
1,694
846
49
12
37
55.9
4,026.6
3,970.7
0
0
1
0
0
0
31
0
9904_9873
4
17
836
0
0
619
0
1
1,500
bus_only
1,624
836
169
12
157
200.2
4,054.4
3,854.2
0
0
1
0
0
0
31
0
9904_9873
5
17
892
0
0
550
0
0
1,500
bus_only
1,712
892
270
12
258
322.5
4,540.1
4,217.6
0
0
1
0
0
0
31
0
9904_9873
6
17
1,242
0
0
469
0
0
1,500
bus_only
1,966
1,242
255
12
243
303.7
4,226.7
3,922.9
0
0
1
0
0
0
31
0
9904_9873
7
17
974
0
0
550
0
0
1,500
bus_only
1,805
974
281
12
269
335.6
4,947.9
4,612.3
0
0
1
0
0
0
31
0
9904_9873
8
17
1,538
0
0
469
0
0
1,500
bus_only
2,318
1,538
311
12
299
371.5
4,826.9
4,455.5
0
0
1
0
0
0
31
0
9904_9873
9
17
1,487
0
0
508
0
0
1,500
bus_only
2,309
1,487
314
12
302
375.4
5,376.5
5,001.1
0
0
1
0
0
0
31
0
9904_9873
10
17
910
0
0
559
0
1
1,500
bus_only
1,780
910
311
12
299
371.9
4,578.1
4,206.2
0
0
1
0
0
0
31
0
9904_9873
11
17
753
0
0
743
0
2
1,500
bus_only
1,773
753
277
12
265
330.3
4,085.4
3,755.1
0
0
1
0
0
0
31
0
9904_9873
12
17
394
300
0
468
268
2
1,550
bus+train
1,608
694
446
12
166
531.6
5,142.8
1,454.9
3,156.3
0
1
1
0
0
31
0
9904_9873
13
17
1,022
0
0
490
0
0
1,500
bus_only
2,054
1,022
542
12
530
648.7
5,471.1
4,822.5
0
0
1
0
0
0
31
0
9904_9873
14
17
411
300
0
504
268
2
1,550
bus+train
1,725
711
510
12
230
609
5,185.1
1,419.8
3,156.3
0
1
1
0
0
31
0
9904_9873
15
17
265
300
0
478
266
2
1,550
bus+train
1,587
565
544
12
266
650.1
4,942.7
1,136.2
3,156.3
0
1
1
0
0
31
0
9904_9873
16
17
1,539
0
0
508
0
0
1,500
bus_only
2,616
1,539
569
12
557
681.3
5,930.4
5,249.1
0
0
1
0
0
0
31
0
9904_9957
0
17
166
0
0
304
0
0
1,500
bus_only
509
166
39
12
27
45.9
592.8
547
0
0
1
0
0
9
38
0.236842
9904_9957
1
17
202
0
0
291
0
0
1,500
bus_only
533
202
40
12
28
46
591.6
545.6
0
0
1
0
0
0
38
0
9904_9957
2
17
174
0
0
480
0
0
1,500
bus_only
761
174
107
12
95
127.4
720.3
592.9
0
0
1
0
0
0
38
0
9904_9957
3
17
348
0
0
349
0
0
1,500
bus_only
842
348
145
12
133
172.3
914.1
741.8
0
0
1
0
0
0
38
0
9904_9957
4
17
237
0
0
304
0
0
1,500
bus_only
725
237
184
12
172
219
914
695
0
0
1
0
0
0
38
0
9904_9957
5
17
311
0
0
291
0
0
1,500
bus_only
791
311
189
12
177
225.8
919.9
694.1
0
0
1
0
0
0
38
0
9904_9957
6
17
131
0
0
262
0
0
1,500
bus_only
641
131
248
12
236
296.3
867.5
571.2
0
0
1
0
0
0
38
0
9904_9957
7
17
88
0
0
262
0
0
1,500
bus_only
691
88
341
12
329
407.5
814.5
406.9
0
0
1
0
0
0
38
0
9904_9957
8
17
94
0
0
291
0
0
1,500
bus_only
726
94
341
12
329
408.1
637.4
229.3
0
0
1
0
0
0
38
0
9904_9957
9
17
121
0
0
304
0
0
1,500
bus_only
768
121
343
12
331
410.3
640.8
230.6
0
0
1
0
0
0
38
0
9904_9957
10
17
289
0
0
424
0
0
1,500
bus_only
1,031
289
318
12
306
380.2
1,176.3
796.1
0
0
1
0
0
29
38
0.763158
9904_9957
11
17
349
0
0
387
0
0
1,500
bus_only
1,056
349
320
12
308
382.7
1,178.1
795.4
0
0
1
0
0
0
38
0