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
9968_9400
9
23
344
480
0
900
37
1
1,550
bus+train
2,058
824
334
89
208
399.4
7,866.1
1,395.1
6,071.6
0
1
1
0
0
22
0
9968_9400
10
23
253
300
0
822
49
1
1,550
bus+train
1,758
553
383
89
245
457.2
5,126.7
926.8
3,742.8
0
1
1
0
0
22
0
9968_9400
11
23
180
300
0
882
49
1
1,550
bus+train
1,789
480
427
89
289
510.6
4,929
675.6
3,742.8
0
1
1
0
0
22
0
9968_9400
12
23
533
480
0
747
37
1
1,550
bus+train
2,203
1,013
443
89
317
529.2
8,418.1
1,817.2
6,071.6
0
1
1
0
0
22
0
9968_9400
13
23
1,689
0
0
599
0
0
1,500
bus_only
2,757
1,689
469
25
444
562.7
5,610.5
5,047.8
0
0
1
0
0
0
22
0
9968_9400
14
23
1,489
0
0
563
0
1
1,500
bus_only
2,525
1,489
473
20
453
565.8
5,624.7
5,058.8
0
0
1
0
0
0
22
0
9968_9400
15
23
584
480
0
669
76
1
1,550
bus+train
2,229
1,064
496
89
331
591.8
8,826.2
2,162.7
6,071.6
0
1
1
0
0
22
0
9968_9400
16
23
272
300
0
953
49
1
1,550
bus+train
2,064
572
539
89
401
643.9
4,900.7
514
3,742.8
0
1
1
0
0
22
0
9968_9400
17
23
1,532
0
0
403
0
0
1,500
bus_only
2,525
1,532
590
137
453
705.7
5,744.3
5,038.6
0
0
1
0
0
0
22
0
9968_9400
18
23
1,533
0
0
151
0
0
1,500
bus_only
2,319
1,533
635
135
500
761.2
5,059.2
4,298
0
0
1
0
0
0
22
0
9968_9400
19
23
119
300
0
882
49
1
1,550
bus+train
1,902
419
601
89
463
717.9
4,934.4
473.7
3,742.8
0
1
1
0
0
22
0
9968_9400
20
23
334
300
0
822
49
1
1,550
bus+train
2,064
634
608
89
470
727.6
5,680.2
1,209.8
3,742.8
0
1
1
0
0
22
0
9968_9400
21
23
494
300
0
893
49
1
1,550
bus+train
2,269
794
582
89
444
696.8
5,721.1
1,281.5
3,742.8
0
1
1
0
0
22
0
9968_9400
22
23
289
300
0
805
49
1
1,550
bus+train
2,032
589
638
89
500
763.8
5,170.6
664
3,742.8
0
1
1
0
0
22
0
9968_9457
0
16
1,302
0
0
348
0
0
1,500
bus_only
1,675
1,302
25
20
5
28.9
4,308.8
4,280
0
0
1
0
0
21
21
1
9968_9457
1
16
75
300
0
362
49
1
1,550
bus+train
1,047
375
310
89
172
370
4,473.9
361.1
3,742.8
0
1
1
0
0
21
0
9968_9457
2
16
1,322
0
0
93
0
0
1,500
bus_only
1,557
1,322
142
137
5
168.7
4,428.4
4,259.7
0
0
1
0
0
0
21
0
9968_9457
3
16
1,581
0
0
404
0
1
1,500
bus_only
2,246
1,581
261
25
236
312.2
4,636.6
4,324.3
0
0
1
0
0
0
21
0
9968_9457
4
16
1,168
0
0
408
0
0
1,500
bus_only
1,953
1,168
377
20
357
450.5
4,388
3,937.5
0
0
1
0
0
0
21
0
9968_9457
5
16
334
300
0
345
49
1
1,550
bus+train
1,353
634
374
89
236
446.4
4,853.1
664
3,742.8
0
1
1
0
0
21
0
9968_9457
6
16
1,621
0
0
254
0
0
1,500
bus_only
2,246
1,621
371
135
236
443.7
4,741.7
4,298
0
0
1
0
0
0
21
0
9968_9457
7
16
1,188
0
0
153
0
0
1,500
bus_only
1,835
1,188
494
137
357
590.4
4,507.6
3,917.2
0
0
1
0
0
0
21
0
9968_9457
8
16
1,369
0
0
348
0
0
1,500
bus_only
2,160
1,369
443
20
423
530.1
5,188.7
4,658.6
0
0
1
0
0
0
21
0
9968_9457
9
16
131
300
0
422
49
1
1,550
bus+train
1,335
431
482
89
344
575.2
4,881.8
563.8
3,742.8
0
1
1
0
0
21
0
9968_9457
10
16
153
300
0
394
57
1
1,550
bus+train
1,331
453
484
89
338
578
4,904.5
583.8
3,742.8
0
1
1
0
0
21
0
9968_9457
11
16
89
300
0
394
57
1
1,550
bus+train
1,333
389
550
89
404
657.7
4,765.7
365.2
3,742.8
0
1
1
0
0
21
0
9968_9457
12
16
1,389
0
0
93
0
0
1,500
bus_only
2,042
1,389
560
137
423
670
5,308.3
4,638.3
0
0
1
0
0
0
21
0
9968_9457
13
16
170
300
0
309
145
1
1,550
bus+train
1,398
470
619
89
385
740.7
4,661.4
177.9
3,742.8
0
1
1
0
0
21
0
9968_9457
14
16
191
300
0
334
57
1
1,550
bus+train
1,481
491
656
89
510
785.1
5,227.9
700
3,742.8
0
1
1
0
0
21
0
9968_9457
15
16
131
300
0
397
250
1
1,550
bus+train
2,031
431
1,203
89
864
1,439.4
5,525.4
343.2
3,742.8
0
1
1
0
0
21
0
9968_9590
0
4
930
0
0
45
0
0
1,500
bus_only
998
930
23
20
3
26.1
3,255
3,228.9
0
0
1
0
0
45
45
1
9968_9590
1
4
774
0
0
45
0
0
1,500
bus_only
1,204
774
385
20
365
461
3,365
2,904
0
0
1
0
0
0
45
0
9968_9590
2
4
1,143
0
0
105
0
0
1,500
bus_only
1,679
1,143
431
20
411
515.6
4,135.9
3,620.4
0
0
1
0
0
0
45
0
9968_9590
3
4
672
0
0
64
0
0
1,500
bus_only
1,435
672
699
418
281
838
3,892.4
3,054.4
0
0
1
0
0
0
45
0
9968_9636
0
4
769
0
0
236
0
0
1,500
bus_only
1,033
769
28
20
8
31.9
2,935.9
2,904
0
0
1
0
0
31
31
1
9968_9636
1
4
143
210
0
382
144
1
1,550
bus+train
1,285
353
550
89
317
657.8
4,880
481
3,741.2
0
1
1
0
0
31
0
9968_9636
2
4
925
0
0
236
0
0
1,500
bus_only
1,540
925
379
20
359
453.7
3,682.5
3,228.9
0
0
1
0
0
0
31
0
9968_9636
3
4
652
0
0
296
0
0
1,500
bus_only
1,507
652
559
20
539
668.7
3,099.8
2,431
0
0
1
0
0
0
31
0
9968_9699
0
3
657
0
0
173
0
0
1,500
bus_only
858
657
28
20
8
31.3
2,462.3
2,431
0
0
1
0
0
74
74
1
9968_9699
1
3
511
0
0
113
0
0
1,500
bus_only
1,074
511
450
20
430
538.2
2,594.8
2,056.6
0
0
1
0
0
0
74
0
9968_9699
2
3
774
0
0
173
0
0
1,500
bus_only
1,476
774
529
20
509
633.4
3,537.4
2,904
0
0
1
0
0
0
74
0
9968_9758
0
13
677
0
0
284
0
0
1,500
bus_only
989
677
28
25
3
33
2,090.9
2,057.9
0
0
1
0
0
0
80
0
9968_9758
1
13
655
0
0
56
0
0
1,500
bus_only
849
655
138
135
3
164.4
2,196
2,031.6
0
0
1
0
0
0
80
0
9968_9758
2
13
511
0
0
436
0
0
1,500
bus_only
976
511
29
20
9
33.3
2,089.9
2,056.6
0
0
1
0
0
80
80
1
9968_9758
3
13
544
0
0
163
0
0
1,500
bus_only
853
544
146
137
9
173.2
2,209.5
2,036.3
0
0
1
0
0
0
80
0
9968_9758
4
13
507
0
0
344
0
0
1,500
bus_only
1,261
507
410
25
385
491.1
2,162.6
1,671.5
0
0
1
0
0
0
80
0
9968_9758
5
13
657
0
0
436
0
0
1,500
bus_only
1,527
657
434
20
414
519.1
2,950.2
2,431
0
0
1
0
0
0
80
0
9968_9758
6
13
407
0
0
436
0
0
1,500
bus_only
1,307
407
464
20
444
555.7
2,225.2
1,669.5
0
0
1
0
0
0
80
0
9968_9758
7
13
867
0
0
284
0
0
1,500
bus_only
1,594
867
443
25
418
531.2
2,962.1
2,430.9
0
0
1
0
0
0
80
0
9968_9758
8
13
507
0
0
116
0
0
1,500
bus_only
1,143
507
520
135
385
622.6
2,267.7
1,645.1
0
0
1
0
0
0
80
0
9968_9758
9
13
690
0
0
163
0
0
1,500
bus_only
1,404
690
551
137
414
659
3,069.7
2,410.8
0
0
1
0
0
0
80
0
9968_9758
10
13
836
0
0
56
0
0
1,500
bus_only
1,445
836
553
135
418
662.7
3,067.3
2,404.6
0
0
1
0
0
0
80
0
9968_9758
11
13
440
0
0
163
0
0
1,500
bus_only
1,184
440
581
137
444
695.5
2,344.8
1,649.2
0
0
1
0
0
0
80
0
9968_9758
12
13
0
120
0
556
0
0
1,550
train_only
1,287
120
611
89
522
731.8
2,285.9
0
1,554.2
0
0
1
0
0
80
0
9968_9847
0
10
318
0
0
318
0
0
1,500
bus_only
670
318
34
25
9
39.6
1,393.3
1,353.6
0
0
1
0
0
0
27
0
9968_9847
1
10
314
0
0
130
0
0
1,500
bus_only
588
314
144
135
9
171.1
1,498.4
1,327.3
0
0
1
0
0
0
27
0
9968_9847
2
10
277
0
0
445
0
0
1,500
bus_only
757
277
35
20
15
40.7
1,406.5
1,365.8
0
0
1
0
0
27
27
1
9968_9847
3
10
293
0
0
212
0
0
1,500
bus_only
657
293
152
137
15
180.6
1,526.1
1,345.5
0
0
1
0
0
0
27
0
9968_9847
4
10
360
0
0
318
0
0
1,500
bus_only
1,065
360
387
25
362
464.3
2,135.8
1,671.5
0
0
1
0
0
0
27
0
9968_9847
5
10
0
120
0
454
0
0
1,550
train_only
992
120
418
89
329
499.4
2,053.6
0
1,554.2
0
0
1
0
0
27
0
9968_9847
6
10
357
0
0
425
0
1
1,500
bus_only
1,177
357
395
25
370
473.2
2,150
1,676.8
0
0
1
0
0
0
27
0
9968_9847
7
10
411
0
0
130
0
0
1,500
bus_only
1,038
411
497
135
362
595.7
2,240.9
1,645.1
0
0
1
0
0
0
27
0
9968_9847
8
10
377
0
0
212
0
0
1,500
bus_only
1,082
377
493
137
356
589.5
2,238.7
1,649.2
0
0
1
0
0
0
27
0
9968_9847
9
10
398
0
0
274
0
0
1,500
bus_only
1,177
398
505
135
370
604.7
2,255.1
1,650.5
0
0
1
0
0
0
27
0
9968_9912
0
5
203
0
0
234
0
0
1,500
bus_only
460
203
23
20
3
26.8
864.6
837.8
0
0
1
0
0
42
42
1
9968_9912
1
5
134
0
0
181
0
0
1,500
bus_only
748
134
433
25
408
518.5
1,100.1
581.7
0
0
1
0
0
0
42
0
9968_9912
2
5
160
0
0
234
0
0
1,500
bus_only
759
160
365
20
345
437.1
968.2
531
0
0
1
0
0
0
42
0
9968_9912
3
5
137
0
0
67
0
0
1,500
bus_only
916
137
712
418
294
853
1,758
904.9
0
0
1
0
0
0
42
0
9968_9912
4
5
43
0
0
67
0
0
1,500
bus_only
868
43
758
418
340
908
1,277
369.1
0
0
1
0
0
0
42
0
9970_10018
0
12
784
0
0
721
0
0
1,500
bus_only
1,515
784
10
1
9
9.9
4,043.7
4,033.7
0
0
1
0
0
20
20
1
9970_10018
1
12
608
0
0
404
66
1
1,500
bus_only
1,405
608
393
318
9
469.1
4,946
4,476.8
0
0
1
0
0
0
20
0
9970_10018
2
12
732
0
0
781
0
0
1,500
bus_only
1,925
732
412
1
411
492.8
4,111.5
3,618.7
0
0
1
0
0
0
20
0
9970_10018
3
12
766
0
0
813
0
1
1,500
bus_only
1,854
766
275
1
274
328.3
4,237.5
3,909.2
0
0
1
0
0
0
20
0
9970_10018
4
12
648
0
0
692
143
1
1,500
bus_only
1,758
648
418
1
274
499.9
4,409.9
3,910.1
0
0
1
0
0
0
20
0
9970_10018
5
12
845
0
0
781
0
0
1,500
bus_only
2,103
845
477
1
476
570.7
5,071.6
4,500.9
0
0
1
0
0
0
20
0
9970_10018
6
12
527
0
0
735
0
0
1,500
bus_only
1,854
527
592
318
274
709.4
4,351.8
3,642.5
0
0
1
0
0
0
20
0
9970_10018
7
12
604
0
0
752
143
1
1,500
bus_only
1,911
604
555
1
411
664.3
4,283.9
3,619.6
0
0
1
0
0
0
20
0
9970_10018
8
12
806
0
0
231
0
1
1,500
bus_only
1,713
806
676
470
206
809.2
3,466.2
2,657
0
0
1
0
0
0
20
0
9970_10018
9
12
741
0
0
171
0
1
1,500
bus_only
1,709
741
797
470
327
955.6
3,468.3
2,512.7
0
0
1
0
0
0
20
0
9970_10018
10
12
556
0
0
464
66
1
1,500
bus_only
1,868
556
848
318
464
1,015.1
5,076.8
4,061.8
0
0
1
0
0
0
20
0
9970_10018
11
12
669
0
0
464
66
1
1,500
bus_only
1,993
669
860
318
476
1,029.9
5,973.9
4,944
0
0
1
0
0
0
20
0
9970_10072
0
11
188
0
0
500
0
0
1,500
bus_only
690
188
2
1
1
0.7
710.6
709.9
0
0
1
0
0
166
166
1
9970_10072
1
11
83
0
0
116
0
0
1,500
bus_only
743
83
544
335
209
651.9
1,407.3
755.3
0
0
1
0
0
0
166
0
9970_10072
2
11
318
0
0
560
0
0
1,500
bus_only
1,119
318
241
1
240
287.2
1,226.8
939.6
0
0
1
0
0
0
166
0
9970_10072
3
11
117
0
0
500
0
0
1,500
bus_only
923
117
306
1
305
366
805.1
439.1
0
0
1
0
0
0
166
0
9970_10072
4
11
166
0
0
310
0
0
1,500
bus_only
953
166
477
318
159
571.2
1,453.7
882.5
0
0
1
0
0
0
166
0
9970_10072
5
11
90
0
0
500
0
0
1,500
bus_only
1,110
90
520
1
519
622
871.3
249.4
0
0
1
0
0
0
166
0
9970_10072
6
11
0
60
0
163
0
0
1,550
train_only
960
60
737
367
370
883.6
1,850
0
966.4
0
0
1
0
0
166
0
9970_10072
7
11
132
0
0
225
0
0
1,500
bus_only
1,096
132
739
319
420
884.8
1,349.4
464.6
0
0
1
0
0
0
166
0
9970_10072
8
11
44
0
0
310
0
0
1,500
bus_only
1,088
44
734
318
416
880.2
1,356.8
476.6
0
0
1
0
0
0
166
0
9970_10072
9
11
110
0
0
326
0
0
1,500
bus_only
1,183
110
747
318
429
895.6
1,927.4
1,031.8
0
0
1
0
0
0
166
0
9970_10072
10
11
241
0
0
310
0
0
1,500
bus_only
1,339
241
788
318
470
944.9
2,284.7
1,339.8
0
0
1
0
0
0
166
0
9970_4123684
0
12
1,948
0
0
840
18
2
1,500
bus_only
2,808
1,948
20
1
1
22.2
14,471.2
14,449
0
0
1
0
0
16
16
1
9970_4123684
1
12
1,718
0
0
753
18
1
1,500
bus_only
2,808
1,718
337
318
1
403.2
14,777.8
14,374.6
0
0
1
0
0
0
16
0
9970_4123684
2
12
2,346
0
0
314
0
1
1,500
bus_only
3,233
2,346
573
366
207
686.6
12,059.3
11,372.7
0
0
1
0
0
0
16
0
9970_4123684
3
12
2,394
0
0
605
0
2
1,500
bus_only
3,233
2,394
234
27
207
279.1
11,981.9
11,702.9
0
0
1
0
0
0
16
0
9970_4123684
4
12
2,681
0
0
811
0
2
1,500
bus_only
3,732
2,681
240
27
213
285.2
12,969.6
12,684.4
0
0
1
0
0
0
16
0
9970_4123684
5
12
2,633
0
0
520
0
1
1,500
bus_only
3,732
2,633
579
366
213
692.7
13,046.9
12,354.2
0
0
1
0
0
0
16
0
9970_4123684
6
12
2,852
0
0
842
88
2
1,500
bus_only
4,216
2,852
522
27
407
623.2
14,701
14,077.8
0
0
1
0
0
0
16
0
9970_4123684
7
12
3,792
0
0
1,322
3
3
3,000
bus_only
5,559
3,792
445
1
441
531.2
20,315.6
19,784.5
0
0
1
0
0
0
16
0