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
9927_9004129
2
9
215
0
0
304
0
0
1,500
bus_only
772
215
253
2
251
302
2,330.9
2,028.9
0
0
1
0
0
0
36
0
9927_9004129
3
9
407
0
0
256
31
1
1,500
bus_only
819
407
156
2
123
184.7
2,160.2
1,975.5
0
0
1
0
0
0
36
0
9927_9004129
4
9
243
0
0
356
0
0
1,500
bus_only
845
243
246
2
244
293.8
1,832.4
1,538.6
0
0
1
0
0
0
36
0
9927_9004129
5
9
272
0
0
356
0
0
1,500
bus_only
905
272
277
2
275
331.3
1,903.5
1,572.2
0
0
1
0
0
0
36
0
9927_9004129
6
9
309
0
0
367
0
1
1,500
bus_only
953
309
277
2
275
332
2,101.9
1,769.9
0
0
1
0
0
0
36
0
9927_9004129
7
9
177
0
0
304
0
0
1,500
bus_only
894
177
413
2
411
495
1,873.5
1,378.5
0
0
1
0
0
0
36
0
9927_9004129
8
9
338
0
0
307
0
1
1,500
bus_only
985
338
340
2
338
406.7
2,262.4
1,855.7
0
0
1
0
0
0
36
0
9927_9004140
0
4
360
0
0
45
0
0
1,500
bus_only
424
360
19
2
17
22.4
2,710.5
2,688.2
0
0
1
0
0
14
14
1
9927_9004140
1
4
412
0
0
45
0
0
1,500
bus_only
827
412
370
2
368
443.5
3,471.6
3,028
0
0
1
0
0
0
14
0
9927_9004140
2
4
120
0
0
306
0
0
1,500
bus_only
907
120
481
120
361
576.6
1,403.2
826.6
0
0
1
0
0
0
14
0
9927_9004140
3
4
184
0
0
213
0
0
1,500
bus_only
1,011
184
614
220
394
735.9
1,357.7
621.7
0
0
1
0
0
0
14
0
9927_9009712
0
13
523
0
0
257
0
1
1,500
bus_only
789
523
9
2
7
10.6
2,151.8
2,141.3
0
0
1
0
0
9
13
0.692308
9927_9009712
1
13
463
0
0
257
0
1
1,500
bus_only
836
463
116
2
114
138.1
2,173.2
2,035.1
0
0
1
0
0
0
13
0
9927_9009712
2
13
537
0
0
406
0
0
1,500
bus_only
1,284
537
341
2
339
408.9
3,097.1
2,688.2
0
0
1
0
0
2
13
0.153846
9927_9009712
3
13
389
0
0
317
0
1
1,500
bus_only
1,019
389
313
2
311
374.2
2,229.9
1,855.7
0
0
1
0
0
0
13
0
9927_9009712
4
13
359
0
0
257
0
1
1,500
bus_only
1,027
359
411
2
409
492.1
2,262
1,769.9
0
0
1
0
0
0
13
0
9927_9009712
5
13
512
0
0
303
31
1
1,500
bus_only
1,302
512
487
2
454
582.6
2,405.1
1,822.5
0
0
1
0
0
2
13
0.153846
9927_9009712
6
13
588
0
0
221
35
1
1,500
bus_only
1,301
588
492
2
455
589.5
4,623.7
4,034.2
0
0
1
0
0
0
13
0
9927_9009712
7
13
191
0
0
394
65
1
1,500
bus_only
1,137
191
552
120
367
661.1
1,719.2
1,058.1
0
0
1
0
0
0
13
0
9927_9009712
8
13
175
0
0
544
0
0
1,500
bus_only
1,328
175
609
220
389
729.2
1,350.9
621.7
0
0
1
0
0
0
13
0
9927_9009712
9
13
254
0
0
544
0
0
1,500
bus_only
1,460
254
662
220
442
793.3
1,534.3
741
0
0
1
0
0
0
13
0
9927_9009712
10
13
363
0
0
324
45
1
1,500
bus_only
1,357
363
670
120
505
801.2
3,076.9
2,275.7
0
0
1
0
0
0
13
0
9927_9009712
11
13
201
0
0
364
75
1
1,500
bus_only
1,265
201
700
120
505
837.1
2,378.8
1,541.7
0
0
1
0
0
0
13
0
9927_9009712
12
13
131
0
0
604
0
0
1,500
bus_only
1,466
131
731
220
511
875.9
1,360.6
484.7
0
0
1
0
0
0
13
0
9927_9009719
0
14
282
0
0
213
215
1
1,500
bus_only
721
282
226
2
9
269.8
1,913.6
1,643.8
0
0
1
0
0
4
16
0.571429
9927_9009719
1
14
191
0
0
123
0
0
1,500
bus_only
732
191
418
2
416
500.5
1,879
1,378.5
0
0
1
0
0
0
16
0
9927_9009719
2
14
316
0
0
310
0
0
1,500
bus_only
986
316
360
2
358
430.6
2,214.8
1,784.2
0
0
1
0
0
2
16
0.285714
9927_9009719
3
14
274
0
0
310
0
0
1,500
bus_only
951
274
367
2
365
438.9
1,977.5
1,538.6
0
0
1
0
0
0
16
0
9927_9009719
4
14
531
0
0
310
0
0
1,500
bus_only
1,302
531
461
2
459
551.8
3,240
2,688.2
0
0
1
0
0
0
16
0
9927_9009719
5
14
225
0
0
369
0
1
1,500
bus_only
1,090
225
496
2
494
594.8
2,124.4
1,529.5
0
0
1
0
0
0
16
0
9927_9009719
6
14
200
0
0
229
65
1
1,500
bus_only
1,014
200
585
120
400
700.7
1,758.8
1,058.1
0
0
1
0
0
1
16
0.142857
9927_9009719
7
14
179
0
0
368
0
0
1,500
bus_only
1,171
179
624
220
404
747.3
1,369
621.7
0
0
1
0
0
0
16
0
9927_9009719
8
14
258
0
0
368
0
0
1,500
bus_only
1,266
258
640
220
420
766.3
1,507.4
741
0
0
1
0
0
0
16
0
9927_9009719
9
14
312
0
0
229
65
1
1,500
bus_only
1,146
312
605
120
420
724.1
1,954.7
1,230.7
0
0
1
0
0
0
16
0
9927_9009719
10
14
292
0
0
146
0
0
1,500
bus_only
1,159
292
721
325
396
862.8
1,526.6
663.8
0
0
1
0
0
0
16
0
9927_9009719
11
14
135
0
0
428
0
0
1,500
bus_only
1,273
135
710
220
490
851
1,335.7
484.7
0
0
1
0
0
0
16
0
9927_9009719
12
14
404
0
0
86
0
0
1,500
bus_only
1,235
404
745
325
420
891.8
1,728.2
836.4
0
0
1
0
0
0
16
0
9927_9009719
13
14
278
0
0
337
49
2
1,500
bus_only
1,336
278
721
120
552
863.4
2,223.8
1,360.4
0
0
1
0
0
0
16
0
9927_9009726
0
10
320
0
0
322
0
1
1,500
bus_only
726
320
84
2
82
99.8
1,869.7
1,769.9
0
0
1
0
0
13
28
0.65
9927_9009726
1
10
177
0
0
154
0
0
1,500
bus_only
610
177
279
2
277
333.8
1,712.3
1,378.5
0
0
1
0
0
1
28
0.05
9927_9009726
2
10
243
0
0
273
0
0
1,500
bus_only
734
243
218
2
216
261.1
1,799.7
1,538.6
0
0
1
0
0
0
28
0
9927_9009726
3
10
252
0
0
262
0
1
1,500
bus_only
760
252
246
2
244
294.7
1,921.8
1,627.2
0
0
1
0
0
0
28
0
9927_9009726
4
10
263
0
0
273
0
0
1,500
bus_only
844
263
308
2
306
368.6
1,940.8
1,572.2
0
0
1
0
0
0
28
0
9927_9009726
5
10
210
0
0
267
0
1
1,500
bus_only
771
210
294
2
292
352.2
1,881.7
1,529.5
0
0
1
0
0
0
28
0
9927_9009726
6
10
302
0
0
644
0
0
1,500
bus_only
1,272
302
326
2
324
390.2
2,174.4
1,784.2
0
0
1
0
0
0
28
0
9927_9009726
7
10
359
0
0
473
0
0
1,500
bus_only
1,315
359
483
2
481
579.1
2,427
1,848
0
0
1
0
0
1
28
0.05
9927_9009726
8
10
325
0
0
265
0
1
1,500
bus_only
1,073
325
483
2
481
579.1
2,427
1,848
0
0
1
0
0
5
28
0.25
9927_9009726
9
10
256
0
0
512
0
0
1,500
bus_only
1,464
256
696
220
476
833.8
1,574.8
741
0
0
1
0
0
0
28
0
9927_9009736
0
8
265
0
0
101
0
0
1,500
bus_only
453
265
87
2
85
102.4
1,641
1,538.6
0
0
1
0
0
8
15
0.727273
9927_9009736
1
8
293
0
0
41
0
0
1,500
bus_only
457
293
123
2
121
146.7
1,718.9
1,572.2
0
0
1
0
0
0
15
0
9927_9009736
2
8
299
0
0
123
0
0
1,500
bus_only
586
299
164
2
162
194.7
1,979
1,784.2
0
0
1
0
0
0
15
0
9927_9009736
3
8
176
0
0
44
0
0
1,500
bus_only
504
176
284
2
282
340.6
1,719.1
1,378.5
0
0
1
0
0
2
15
0.181818
9927_9009736
4
8
358
0
0
319
0
0
1,500
bus_only
1,101
358
424
2
422
507.5
2,355.5
1,848
0
0
1
0
0
0
15
0
9927_9009736
5
8
217
0
0
267
0
0
1,500
bus_only
956
217
472
2
470
565.2
2,594.1
2,028.9
0
0
1
0
0
1
15
0.090909
9927_9009736
6
8
207
0
0
117
0
1
1,500
bus_only
796
207
472
2
470
565.2
2,594.1
2,028.9
0
0
1
0
0
0
15
0
9927_9009736
7
8
165
0
0
41
0
0
1,500
bus_only
792
165
586
2
584
702.6
1,815.8
1,113.2
0
0
1
0
0
0
15
0
9927_9009781
0
6
208
0
0
284
0
1
1,500
bus_only
525
208
33
2
31
38.4
1,764.3
1,725.9
0
0
1
0
0
6
16
0.375
9927_9009781
1
6
246
0
0
133
0
0
1,500
bus_only
642
246
263
2
261
314.2
2,327.3
2,013.1
0
0
1
0
0
10
16
0.625
9927_9009781
2
6
178
0
0
133
0
0
1,500
bus_only
769
178
458
2
456
547.3
1,840.1
1,292.8
0
0
1
0
0
0
16
0
9927_9009781
3
6
123
120
0
255
61
1
1,550
bus+train
694
243
196
2
133
234.9
2,357.1
722.8
1,399.5
0
1
1
0
0
16
0
9927_9009781
4
6
262
0
0
344
0
1
1,500
bus_only
1,106
262
500
2
498
598.5
2,793.4
2,194.9
0
0
1
0
0
0
16
0
9927_9009781
5
6
363
0
0
133
0
0
1,500
bus_only
1,617
363
1,121
293
828
1,342.8
4,468.8
3,126.1
0
0
1
0
0
0
16
0
9927_9034298
0
2
878
0
0
162
0
0
1,500
bus_only
1,049
878
9
2
7
9.5
5,464.4
5,454.9
0
0
1
0
0
40
40
1
9927_9034298
1
2
818
0
0
162
0
0
1,500
bus_only
1,344
818
364
2
362
436
5,568.7
5,132.7
0
0
1
0
0
0
40
0
9927_9034812
0
5
1,162
0
0
507
0
0
1,500
bus_only
1,677
1,162
8
2
6
8.3
7,901.3
7,893
0
0
1
0
0
30
33
0.909091
9927_9034812
1
5
1,153
0
0
281
0
1
1,500
bus_only
1,442
1,153
8
2
6
8.3
7,901.3
7,893
0
0
1
0
0
3
33
0.090909
9927_9034812
2
5
1,125
0
0
413
9
1
1,500
bus_only
1,737
1,125
199
2
188
236.5
8,326.1
8,089.5
0
0
1
0
0
0
33
0
9927_9034812
3
5
1,245
0
0
358
35
1
1,500
bus_only
1,965
1,245
362
2
325
433.9
9,174.6
8,740.7
0
0
1
0
0
0
33
0
9927_9034812
4
5
1,178
0
0
418
35
1
1,500
bus_only
2,164
1,178
568
2
531
678.9
8,970.5
8,291.6
0
0
1
0
0
0
33
0
9927_9034948
0
2
802
0
0
59
0
0
1,500
bus_only
869
802
8
2
6
8.9
6,530.1
6,521.2
0
0
1
0
0
41
41
1
9927_9034948
1
2
858
0
0
59
0
0
1,500
bus_only
1,474
858
557
2
555
667.2
7,685.8
7,018.7
0
0
1
0
0
0
41
0
9927_9034956
0
3
469
0
0
157
0
0
1,500
bus_only
629
469
3
2
1
2.8
3,661.2
3,658.4
0
0
1
0
0
141
184
0.766304
9927_9034956
1
3
401
0
0
157
0
0
1,500
bus_only
1,069
401
511
2
509
612.8
3,818.9
3,206.1
0
0
1
0
0
0
184
0
9927_9034956
2
3
2,043
0
0
516
0
0
1,500
bus_only
3,563
2,043
1,004
2
1,002
1,203.6
14,510.4
13,306.7
0
0
1
0
0
43
184
0.233696
9927_9034958
0
2
383
0
0
65
0
0
1,500
bus_only
451
383
3
2
1
2.4
3,208.5
3,206.1
0
0
1
0
0
148
148
1
9927_9034958
1
2
464
0
0
65
0
0
1,500
bus_only
1,040
464
511
2
509
612.9
4,271.3
3,658.4
0
0
1
0
0
0
148
0
9927_9036732
0
6
178
0
0
135
0
0
1,500
bus_only
316
178
3
2
1
3.1
1,381.6
1,378.5
0
0
1
0
0
108
108
1
9927_9036732
1
6
203
0
0
135
0
0
1,500
bus_only
518
203
180
2
178
215.4
1,752.3
1,536.8
0
0
1
0
0
0
108
0
9927_9036732
2
6
258
0
0
106
0
0
1,500
bus_only
543
258
179
2
177
214.3
1,752.9
1,538.6
0
0
1
0
0
0
108
0
9927_9036732
3
6
351
0
0
434
0
0
1,500
bus_only
929
351
144
2
142
171.7
2,019.6
1,848
0
0
1
0
0
0
108
0
9927_9036732
4
6
163
0
0
166
0
0
1,500
bus_only
597
163
268
2
266
320.1
1,433.4
1,113.2
0
0
1
0
0
0
108
0
9927_9036732
5
6
291
0
0
378
0
0
1,500
bus_only
1,124
291
455
2
453
545.6
2,329.8
1,784.2
0
0
1
0
0
0
108
0
9927_9036837
0
3
957
0
0
116
0
0
1,500
bus_only
1,076
957
3
2
1
2.7
7,021.4
7,018.7
0
0
1
0
0
48
64
0.75
9927_9036837
1
3
902
0
0
176
0
0
1,500
bus_only
1,571
902
493
2
491
589.9
7,111.1
6,521.2
0
0
1
0
0
0
64
0
9927_9036837
2
3
1,381
0
0
297
0
0
1,500
bus_only
2,073
1,381
395
2
393
472.6
10,099.2
9,626.5
0
0
1
0
0
16
64
0.25
9927_9038
0
3
1,336
0
0
197
0
0
1,500
bus_only
1,536
1,336
3
2
1
2.8
10,477.4
10,474.6
0
0
1
0
0
18
18
1
9927_9038
1
3
1,383
0
0
197
0
0
1,500
bus_only
1,917
1,383
337
2
335
404.2
11,176.2
10,772
0
0
1
0
0
0
18
0
9927_9038
2
3
1,285
0
0
257
0
0
1,500
bus_only
1,996
1,285
454
2
452
543.6
10,563.9
10,020.3
0
0
1
0
0
0
18
0
9927_9312
0
4
454
0
0
328
0
0
1,500
bus_only
795
454
13
2
11
15.3
3,524.2
3,508.9
0
0
1
0
0
132
188
0.702128
9927_9312
1
4
501
0
0
328
0
0
1,500
bus_only
1,160
501
331
2
329
396.6
4,189.3
3,792.7
0
0
1
0
0
0
188
0
9927_9312
2
4
608
0
0
312
0
0
1,500
bus_only
1,325
608
405
2
403
484.7
4,185.9
3,701.2
0
0
1
0
0
56
188
0.297872
9927_9312
3
4
133
360
0
288
61
1
1,550
bus+train
1,285
493
504
2
441
603.3
4,483.1
722.8
3,157.1
0
1
1
0
0
188
0
9927_9595
0
8
260
0
0
277
0
1
1,500
bus_only
550
260
13
2
11
14
2,208.9
2,194.9
0
0
1
0
0
17
21
0.809524
9927_9595
1
8
294
0
0
225
0
0
1,500
bus_only
811
294
292
2
290
349.4
2,371.7
2,022.3
0
0
1
0
0
0
21
0
9927_9595
2
8
238
0
0
247
0
0
1,500
bus_only
871
238
386
2
384
463
2,476.1
2,013.1
0
0
1
0
0
4
21
0.190476
9927_9595
3
8
205
0
0
277
0
1
1,500
bus_only
980
205
498
2
496
595.4
2,321.3
1,725.9
0
0
1
0
0
0
21
0
9927_9595
4
8
358
0
0
168
0
1
1,500
bus_only
1,032
358
506
120
386
606
3,493.2
2,887.2
0
0
1
0
0
0
21
0
9927_9595
5
8
350
0
0
714
0
0
1,500
bus_only
1,743
350
679
293
386
813.3
3,579.2
2,765.9
0
0
1
0
0
0
21
0
9927_9595
6
8
375
0
0
774
0
0
1,500
bus_only
1,918
375
769
293
476
920.3
4,046.4
3,126.1
0
0
1
0
0
0
21
0
9927_9595
7
8
575
0
0
146
0
0
1,500
bus_only
1,796
575
1,075
402
673
1,287.8
2,843.9
1,556.1
0
0
1
0
0
0
21
0