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
9899_10020
3
8
324
0
0
175
0
0
1,500
bus_only
819
324
320
6
314
382.5
1,266.3
883.8
0
0
1
0
0
0
195
0
9899_10020
4
8
195
0
0
188
0
0
1,500
bus_only
745
195
362
6
356
433.4
1,351.4
918
0
0
1
0
0
0
195
0
9899_10020
5
8
229
0
0
329
0
0
1,500
bus_only
957
229
399
6
393
477.8
1,668.3
1,190.5
0
0
1
0
0
0
195
0
9899_10020
6
8
167
0
0
107
0
0
1,500
bus_only
798
167
524
199
325
626.7
1,532.3
905.6
0
0
1
0
0
0
195
0
9899_10020
7
8
56
0
0
115
0
0
1,500
bus_only
730
56
559
6
553
669.7
999.2
329.6
0
0
1
0
0
0
195
0
9899_1003
0
11
946
180
0
765
61
1
1,550
bus+train
1,984
1,126
93
6
26
110.4
6,594.5
3,843.8
2,640.3
0
1
1
0
16
17
0.941176
9899_1003
1
11
953
0
0
271
43
1
1,500
bus_only
1,534
953
310
6
261
368.8
7,296.5
6,927.6
0
0
1
0
0
0
17
0
9899_1003
2
11
1,336
0
0
436
0
0
1,500
bus_only
2,232
1,336
460
199
261
549.4
7,878.4
7,329
0
0
1
0
0
0
17
0
9899_1003
3
11
941
510
0
341
10
1
1,550
bus+train
2,154
1,451
362
6
346
432.3
11,042.1
5,700.7
4,909.1
0
1
1
0
1
17
0.058824
9899_1003
4
11
1,002
0
0
326
43
2
1,500
bus_only
1,696
1,002
368
6
319
439.3
7,698.5
7,259.3
0
0
1
0
0
0
17
0
9899_1003
5
11
963
0
0
578
0
0
1,500
bus_only
2,130
963
589
328
261
703.8
8,033.9
7,330.2
0
0
1
0
0
0
17
0
9899_1003
6
11
1,572
0
0
420
21
1
1,500
bus_only
2,493
1,572
501
31
449
599.2
12,144.7
11,545.5
0
0
1
0
0
0
17
0
9899_1003
7
11
1,607
0
0
360
21
1
1,500
bus_only
2,517
1,607
550
31
498
658.6
12,520.7
11,862.1
0
0
1
0
0
0
17
0
9899_1003
8
11
1,030
0
0
1,025
43
3
1,500
bus_only
2,502
1,030
447
6
398
533.2
8,264.3
7,731.1
0
0
1
0
0
0
17
0
9899_1003
9
11
1,004
0
0
673
102
1
1,500
bus_only
2,513
1,004
836
328
406
1,000.5
8,866.5
7,866
0
0
1
0
0
0
17
0
9899_1003
10
11
2,910
0
0
436
0
0
1,600
bus_only
4,217
2,910
871
199
672
1,044.1
18,021.4
16,977.3
0
0
1
0
0
0
17
0
9899_10076
0
6
222
0
0
339
0
0
1,500
bus_only
573
222
12
6
6
13.4
1,203.9
1,190.5
0
0
1
0
0
19
149
0.127517
9899_10076
1
6
251
0
0
339
0
0
1,500
bus_only
870
251
280
6
274
334.9
1,765.9
1,431
0
0
1
0
0
0
149
0
9899_10076
2
6
292
0
0
339
0
0
1,500
bus_only
1,016
292
385
6
379
461.3
2,013.4
1,552.1
0
0
1
0
0
0
149
0
9899_10076
3
6
162
0
0
339
0
0
1,500
bus_only
914
162
413
6
407
494.5
1,321.7
827.2
0
0
1
0
0
0
149
0
9899_10076
4
6
340
0
0
487
0
0
1,500
bus_only
1,266
340
439
6
433
526.2
2,309.7
1,783.5
0
0
1
0
0
130
149
0.872483
9899_10076
5
6
388
0
0
339
0
0
1,500
bus_only
1,198
388
471
6
465
564.3
2,394.2
1,829.9
0
0
1
0
0
0
149
0
9899_13372
0
7
647
0
0
385
0
0
1,500
bus_only
1,039
647
7
6
1
7.7
2,445.7
2,438
0
0
1
0
0
42
42
1
9899_13372
1
7
605
0
0
385
0
0
1,500
bus_only
1,364
605
374
6
368
447.8
2,558.6
2,110.9
0
0
1
0
0
0
42
0
9899_13372
2
7
706
0
0
385
0
0
1,500
bus_only
1,495
706
404
6
398
484.2
3,275.1
2,790.9
0
0
1
0
0
0
42
0
9899_13372
3
7
572
0
0
445
0
0
1,500
bus_only
1,524
572
507
6
501
607.2
2,558.4
1,951.2
0
0
1
0
0
0
42
0
9899_13372
4
7
680
0
0
323
43
1
1,500
bus_only
1,527
680
524
6
475
626.4
5,134.2
4,507.8
0
0
1
0
0
0
42
0
9899_13372
5
7
667
0
0
258
0
1
1,500
bus_only
1,454
667
529
31
498
633.5
3,897.1
3,263.6
0
0
1
0
0
0
42
0
9899_13372
6
7
524
0
0
210
0
0
1,500
bus_only
1,484
524
750
252
498
897.9
3,957.4
3,059.5
0
0
1
0
0
0
42
0
9899_150
0
9
881
510
0
392
61
1
1,550
bus+train
1,894
1,391
111
6
44
132.6
9,649.8
3,843.8
5,673.4
0
1
1
0
26
26
1
9899_150
1
9
694
0
300
430
200
2
3,200
bus+gtx
1,846
994
422
31
191
504.6
12,318.5
5,318.8
0
6,495.1
1
0
1
0
26
0
9899_150
2
9
1,878
0
0
596
0
0
1,500
bus_only
2,741
1,878
267
199
68
318.5
11,007.8
10,689.3
0
0
1
0
0
0
26
0
9899_150
3
9
1,820
0
0
787
0
1
1,500
bus_only
2,690
1,820
83
6
77
98.5
10,238.2
10,139.7
0
0
1
0
0
0
26
0
9899_150
4
9
1,444
0
0
151
0
0
1,500
bus_only
1,991
1,444
396
328
68
472.9
11,163.3
10,690.4
0
0
1
0
0
0
26
0
9899_150
5
9
626
0
300
481
56
1
3,200
bus+gtx
1,892
926
485
252
177
577.8
12,368.7
5,295.8
0
6,495.1
1
0
1
0
26
0
9899_150
6
9
2,209
0
0
847
0
1
1,500
bus_only
3,460
2,209
404
6
398
483.4
13,231
12,747.6
0
0
1
0
0
0
26
0
9899_150
7
9
1,432
0
0
191
0
1
1,500
bus_only
2,240
1,432
617
328
289
738.1
11,231.5
10,493.4
0
0
1
0
0
0
26
0
9899_150
8
9
2,267
0
0
596
0
0
1,500
bus_only
3,460
2,267
597
199
398
714.7
14,011.8
13,297.1
0
0
1
0
0
0
26
0
9899_15225
0
11
173
0
0
291
0
0
1,500
bus_only
477
173
13
6
7
14.7
759.7
745
0
0
1
0
0
77
77
1
9899_15225
1
11
132
0
0
291
0
0
1,500
bus_only
606
132
183
6
177
219.2
810
590.8
0
0
1
0
0
0
77
0
9899_15225
2
11
193
0
0
291
0
0
1,500
bus_only
679
193
195
6
189
232.8
1,150.8
918
0
0
1
0
0
0
77
0
9899_15225
3
11
164
0
0
451
0
0
1,500
bus_only
801
164
186
6
180
222.1
1,049.3
827.2
0
0
1
0
0
0
77
0
9899_15225
4
11
59
0
0
291
0
0
1,500
bus_only
817
59
467
6
461
559.7
889.3
329.6
0
0
1
0
0
0
77
0
9899_15225
5
11
255
0
0
936
0
0
1,500
bus_only
1,610
255
419
6
413
500.3
1,384.1
883.8
0
0
1
0
0
0
77
0
9899_15225
6
11
374
0
0
310
0
0
1,500
bus_only
1,183
374
499
12
487
597
1,040.6
443.6
0
0
1
0
0
0
77
0
9899_15225
7
11
307
0
0
310
0
0
1,500
bus_only
1,136
307
519
12
507
621.3
1,004.9
383.6
0
0
1
0
0
0
77
0
9899_15225
8
11
438
0
0
310
0
0
1,500
bus_only
1,257
438
509
12
497
609.4
1,113.3
503.8
0
0
1
0
0
0
77
0
9899_15225
9
11
508
0
0
310
0
0
1,500
bus_only
1,351
508
533
12
521
638.4
1,209.3
571
0
0
1
0
0
0
77
0
9899_15225
10
11
160
0
0
160
0
0
1,500
bus_only
946
160
626
199
427
748.4
1,654
905.6
0
0
1
0
0
0
77
0
9899_154
0
25
881
1,050
0
294
61
1
1,550
bus+train
2,358
1,931
133
6
66
158.5
13,242.2
3,843.8
9,239.8
0
1
1
0
13
13
1
9899_154
1
25
2,059
0
0
247
0
2
1,500
bus_only
2,534
2,059
228
6
222
272.3
13,777.1
13,504.7
0
0
1
0
0
0
13
0
9899_154
2
25
2,401
0
0
683
21
1
1,600
bus_only
3,325
2,401
241
31
189
287.7
18,976.9
18,689.2
0
0
1
0
0
0
13
0
9899_154
3
25
2,238
0
0
576
0
2
1,500
bus_only
2,931
2,238
117
6
111
139.2
15,057.8
14,918.6
0
0
1
0
0
0
13
0
9899_154
4
25
1,986
0
0
423
0
2
1,500
bus_only
2,604
1,986
195
6
189
233.4
13,648.8
13,415.5
0
0
1
0
0
0
13
0
9899_154
5
25
2,019
0
0
414
144
1
1,500
bus_only
2,772
2,019
339
6
189
406.1
13,861.5
13,455.4
0
0
1
0
0
0
13
0
9899_154
6
25
2,095
0
0
494
0
2
1,500
bus_only
2,854
2,095
265
6
259
317.3
14,295.2
13,977.9
0
0
1
0
0
0
13
0
9899_154
7
25
2,426
0
0
533
21
2
1,600
bus_only
3,220
2,426
261
31
209
311.8
20,142.2
19,830.4
0
0
1
0
0
0
13
0
9899_154
8
25
2,473
0
0
623
21
1
1,600
bus_only
3,407
2,473
311
31
259
371.6
19,418.9
19,047.3
0
0
1
0
0
0
13
0
9899_154
9
25
2,096
0
0
307
0
2
1,500
bus_only
2,745
2,096
342
6
336
409.1
14,229
13,819.9
0
0
1
0
0
0
13
0
9899_154
10
25
2,063
0
0
633
0
2
1,500
bus_only
3,002
2,063
306
6
300
365.5
14,258.3
13,892.8
0
0
1
0
0
0
13
0
9899_154
11
25
2,091
0
0
354
144
1
1,500
bus_only
2,854
2,091
409
6
259
490
14,303.5
13,813.5
0
0
1
0
0
0
13
0
9899_154
12
25
2,044
0
0
414
0
3
1,500
bus_only
2,789
2,044
331
6
325
396.8
14,289.6
13,892.8
0
0
1
0
0
0
13
0
9899_154
13
25
1,954
0
0
524
0
1
1,500
bus_only
2,948
1,954
470
6
464
562.3
13,703.6
13,141.3
0
0
1
0
0
0
13
0
9899_154
14
25
1,811
0
0
247
29
1
1,500
bus_only
2,616
1,811
558
328
201
666.1
14,893.9
14,227.8
0
0
1
0
0
0
13
0
9899_154
15
25
2,062
0
0
423
0
2
1,500
bus_only
2,922
2,062
437
6
431
523.8
14,438.2
13,914.5
0
0
1
0
0
0
13
0
9899_154
16
25
2,208
0
0
576
0
2
1,500
bus_only
3,185
2,208
401
6
395
479.8
15,108.4
14,628.6
0
0
1
0
0
0
13
0
9899_154
17
25
2,130
0
0
313
0
1
1,500
bus_only
2,967
2,130
524
199
325
628
15,079.3
14,451.3
0
0
1
0
0
0
13
0
9899_154
18
25
2,019
0
0
307
0
2
1,500
bus_only
2,823
2,019
497
6
491
595.2
13,767.6
13,172.4
0
0
1
0
0
0
13
0
9899_154
19
25
2,079
0
0
517
0
3
1,500
bus_only
2,997
2,079
401
6
395
479.8
13,849.7
13,369.9
0
0
1
0
0
0
13
0
9899_154
20
25
1,936
0
0
259
0
2
1,500
bus_only
2,729
1,936
534
6
528
638.9
13,771.3
13,132.4
0
0
1
0
0
0
13
0
9899_154
21
25
2,502
0
0
623
21
1
1,600
bus_only
3,633
2,502
508
31
456
607.9
19,835.8
19,227.9
0
0
1
0
0
0
13
0
9899_154
22
25
2,120
0
0
354
144
1
1,500
bus_only
3,080
2,120
606
6
456
726.3
14,720.4
13,994.1
0
0
1
0
0
0
13
0
9899_154
23
25
2,244
0
0
664
9
1
1,500
bus_only
3,486
2,244
578
199
370
691.4
15,110.1
14,418.6
0
0
1
0
0
0
13
0
9899_154
24
25
2,378
0
0
533
21
2
1,600
bus_only
3,458
2,378
547
31
495
654.3
19,862
19,207.7
0
0
1
0
0
0
13
0
9899_4853
0
16
1,229
0
0
678
0
2
1,500
bus_only
1,922
1,229
15
6
9
17.1
8,261.9
8,244.8
0
0
1
0
0
0
16
0
9899_4853
1
16
1,233
0
0
114
0
1
1,500
bus_only
1,676
1,233
329
328
1
393.3
8,616.6
8,223.3
0
0
1
0
0
4
16
0.25
9899_4853
2
16
1,298
0
0
337
0
0
1,500
bus_only
1,964
1,298
329
328
1
393.3
8,630
8,236.7
0
0
1
0
0
0
16
0
9899_4853
3
16
1,436
0
0
1,311
0
1
1,500
bus_only
2,754
1,436
7
6
1
7.7
8,637.2
8,629.4
0
0
1
0
0
12
16
0.75
9899_4853
4
16
1,367
0
0
378
187
1
1,500
bus_only
1,964
1,367
219
31
1
260.9
8,802.3
8,541.3
0
0
1
0
0
0
16
0
9899_4853
5
16
1,337
0
0
618
0
2
1,500
bus_only
2,166
1,337
211
6
205
252.9
8,686.7
8,433.7
0
0
1
0
0
0
16
0
9899_4853
6
16
1,104
0
0
591
0
1
1,500
bus_only
2,035
1,104
340
6
334
407.3
8,305.5
7,898.2
0
0
1
0
0
0
16
0
9899_4853
7
16
1,465
0
0
1,371
0
1
1,500
bus_only
3,058
1,465
222
6
216
265.2
9,087.4
8,822.2
0
0
1
0
0
0
16
0
9899_4853
8
16
1,327
0
0
397
0
0
1,500
bus_only
2,268
1,327
544
328
216
650.8
9,080.3
8,429.4
0
0
1
0
0
0
16
0
9899_4853
9
16
1,262
0
0
174
0
1
1,500
bus_only
1,980
1,262
544
328
216
650.8
9,066.9
8,416.1
0
0
1
0
0
0
16
0
9899_4853
10
16
1,136
0
0
591
0
1
1,500
bus_only
2,246
1,136
519
6
513
620.8
8,832.5
8,211.7
0
0
1
0
0
0
16
0
9899_4853
11
16
966
0
0
407
0
0
1,500
bus_only
2,044
966
671
328
343
802.6
8,308.1
7,505.5
0
0
1
0
0
0
16
0
9899_4853
12
16
1,069
0
0
591
0
1
1,500
bus_only
2,294
1,069
634
6
628
759.3
8,472.3
7,713
0
0
1
0
0
0
16
0
9899_4853
13
16
1,441
0
0
154
0
2
1,500
bus_only
2,297
1,441
702
328
374
840.4
9,394.9
8,554.5
0
0
1
0
0
0
16
0
9899_4853
14
16
998
0
0
407
0
0
1,500
bus_only
2,246
998
841
328
513
1,006.4
8,825.3
7,819
0
0
1
0
0
0
16
0
9899_4853
15
16
931
0
0
407
0
0
1,500
bus_only
2,333
931
995
328
667
1,191.7
8,511.9
7,320.3
0
0
1
0
0
0
16
0
9899_70664
0
9
348
0
0
408
0
0
1,500
bus_only
763
348
7
6
1
7.7
1,791.2
1,783.5
0
0
1
0
0
156
156
1
9899_70664
1
9
391
0
0
505
0
0
1,500
bus_only
956
391
60
6
54
70.6
1,900.6
1,829.9
0
0
1
0
0
0
156
0
9899_70664
2
9
302
0
0
408
0
0
1,500
bus_only
976
302
266
6
260
318.6
1,870.7
1,552.1
0
0
1
0
0
0
156
0
9899_70664
3
9
263
0
0
408
0
0
1,500
bus_only
1,018
263
347
6
341
415.9
1,846.9
1,431
0
0
1
0
0
0
156
0
9899_70664
4
9
401
0
0
408
0
0
1,500
bus_only
1,173
401
364
6
358
435.9
2,536.6
2,100.7
0
0
1
0
0
0
156
0
9899_70664
5
9
234
0
0
408
0
0
1,500
bus_only
1,075
234
433
6
427
519.3
1,709.8
1,190.5
0
0
1
0
0
0
156
0
9899_70664
6
9
450
0
0
565
0
0
1,500
bus_only
1,486
450
471
6
465
564.4
2,796.7
2,232.3
0
0
1
0
0
0
156
0
9899_70664
7
9
251
0
0
68
0
0
1,500
bus_only
1,005
251
686
328
358
821.5
2,529.4
1,708
0
0
1
0
0
0
156
0
9899_70664
8
9
260
0
0
367
0
0
1,500
bus_only
1,460
260
833
328
505
998.1
2,556.7
1,558.7
0
0
1
0
0
0
156
0
9899_72075
0
5
400
0
0
105
0
0
1,500
bus_only
512
400
7
6
1
7.4
2,108.1
2,100.7
0
0
1
0
0
135
135
1