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
9924_72079
2
4
854
0
0
281
0
0
1,500
bus_only
1,493
854
358
14
344
428.4
6,495.8
6,067.4
0
0
1
0
0
0
19
0
9924_72079
3
4
841
0
0
129
0
1
1,500
bus_only
1,328
841
358
14
344
428.4
6,495.8
6,067.4
0
0
1
0
0
0
19
0
9924_72080
0
2
854
0
0
178
0
0
1,500
bus_only
1,056
854
24
14
10
27.8
6,095.2
6,067.4
0
0
1
0
0
13
13
1
9924_72080
1
2
770
0
0
178
0
0
1,500
bus_only
1,313
770
365
14
351
437.5
6,199.2
5,761.8
0
0
1
0
0
0
13
0
9924_72119
0
7
698
0
0
381
0
0
1,500
bus_only
1,094
698
15
14
1
16.9
2,876.5
2,859.6
0
0
1
0
0
26
26
1
9924_72119
1
7
572
0
0
381
0
0
1,500
bus_only
1,353
572
400
14
386
479
2,996.2
2,517.2
0
0
1
0
0
0
26
0
9924_72119
2
7
612
0
0
541
0
0
1,500
bus_only
1,515
612
362
14
348
433.5
3,080.5
2,647
0
0
1
0
0
0
26
0
9924_72119
3
7
815
0
0
360
0
0
1,500
bus_only
1,594
815
419
14
405
501.8
5,264.6
4,762.7
0
0
1
0
0
0
26
0
9924_72119
4
7
773
0
0
441
0
0
1,500
bus_only
1,638
773
424
14
410
507.5
3,735.4
3,227.9
0
0
1
0
0
0
26
0
9924_72119
5
7
762
0
0
360
0
0
1,500
bus_only
1,577
762
455
14
441
544.6
4,830.8
4,286.2
0
0
1
0
0
0
26
0
9924_72119
6
7
688
0
0
481
0
0
1,500
bus_only
1,659
688
490
14
476
587.5
3,485.9
2,898.4
0
0
1
0
0
0
26
0
9924_74913
0
6
262
0
0
231
0
0
1,500
bus_only
510
262
17
14
3
18.9
2,233
2,214.1
0
0
1
0
0
67
67
1
9924_74913
1
6
325
0
0
231
0
0
1,500
bus_only
1,028
325
472
14
458
565.7
3,185.7
2,620
0
0
1
0
0
0
67
0
9924_74913
2
6
398
0
0
690
0
0
1,500
bus_only
1,281
398
193
14
179
230.7
2,320.1
2,089.4
0
0
1
0
0
0
67
0
9924_74913
3
6
257
0
0
660
0
1
1,500
bus_only
1,110
257
193
14
179
230.7
2,320.1
2,089.4
0
0
1
0
0
0
67
0
9924_74913
4
6
428
0
0
690
0
0
1,500
bus_only
1,323
428
205
14
191
245.6
2,569.9
2,324.3
0
0
1
0
0
0
67
0
9924_74913
5
6
513
0
0
750
0
0
1,500
bus_only
1,735
513
472
14
458
565.3
3,191.3
2,626
0
0
1
0
0
0
67
0
9924_74914
0
6
325
0
0
230
0
0
1,500
bus_only
575
325
20
14
6
23.4
2,643.4
2,620
0
0
1
0
0
47
47
1
9924_74914
1
6
262
0
0
290
0
0
1,500
bus_only
1,005
262
453
14
439
541.4
2,755.6
2,214.1
0
0
1
0
0
0
47
0
9924_74914
2
6
373
0
0
290
0
0
1,500
bus_only
1,138
373
475
14
461
568.6
3,642.4
3,073.8
0
0
1
0
0
0
47
0
9924_74914
3
6
513
0
0
689
0
0
1,500
bus_only
1,614
513
412
14
398
493.2
3,119.3
2,626
0
0
1
0
0
0
47
0
9924_74914
4
6
428
0
0
689
0
0
1,500
bus_only
1,582
428
465
14
451
556.8
2,881.1
2,324.3
0
0
1
0
0
0
47
0
9924_74914
5
6
571
0
0
749
0
0
1,500
bus_only
1,850
571
530
14
516
633.9
3,501.3
2,867.4
0
0
1
0
0
0
47
0
9924_74915
0
2
378
0
0
75
0
0
1,500
bus_only
474
378
21
14
7
24.5
3,098.3
3,073.8
0
0
1
0
0
56
56
1
9924_74915
1
2
330
0
0
75
0
0
1,500
bus_only
927
330
522
14
508
625.8
3,245.7
2,620
0
0
1
0
0
0
56
0
9924_75086
0
5
565
0
0
299
0
0
1,500
bus_only
889
565
25
14
11
29
2,636.9
2,607.9
0
0
1
0
0
20
22
0.909091
9924_75086
1
5
361
0
0
158
0
0
1,500
bus_only
997
361
478
14
464
571.5
3,120.4
2,548.9
0
0
1
0
0
2
22
0.090909
9924_75086
2
5
424
0
0
299
0
0
1,500
bus_only
1,066
424
343
14
329
411.1
2,727.4
2,316.3
0
0
1
0
0
0
22
0
9924_75086
3
5
609
0
0
299
0
0
1,500
bus_only
1,318
609
410
14
396
491.3
3,446.2
2,954.9
0
0
1
0
0
0
22
0
9924_75086
4
5
441
0
0
267
105
1
1,500
bus_only
1,187
441
479
14
360
573.2
3,321.2
2,747.9
0
0
1
0
0
0
22
0
9924_75088
0
6
728
0
0
549
0
0
1,500
bus_only
1,292
728
15
14
1
17.1
3,563.2
3,546.2
0
0
1
0
0
16
16
1
9924_75088
1
6
718
0
0
237
0
1
1,500
bus_only
970
718
15
14
1
17.1
3,563.2
3,546.2
0
0
1
0
0
0
16
0
9924_75088
2
6
674
0
0
609
0
0
1,500
bus_only
1,460
674
177
14
163
210.4
3,607.7
3,397.3
0
0
1
0
0
0
16
0
9924_75088
3
6
664
0
0
297
0
1
1,500
bus_only
1,138
664
177
14
163
210.4
3,607.7
3,397.3
0
0
1
0
0
0
16
0
9924_75088
4
6
818
0
0
609
0
0
1,500
bus_only
1,697
818
270
14
256
322.5
4,099.8
3,777.3
0
0
1
0
0
0
16
0
9924_75088
5
6
808
0
0
297
0
1
1,500
bus_only
1,375
808
270
14
256
322.5
4,099.8
3,777.3
0
0
1
0
0
0
16
0
9924_75090
0
6
831
0
0
341
0
0
1,500
bus_only
1,187
831
15
14
1
16.9
4,111.5
4,094.6
0
0
1
0
0
24
24
1
9924_75090
1
6
54
370
0
568
51
1
1,550
bus+train
1,073
424
81
14
16
96.4
4,234
413.7
3,724
0
1
1
0
0
24
0
9924_75090
2
6
901
0
0
401
0
0
1,500
bus_only
1,503
901
201
14
187
239.9
4,514.9
4,275
0
0
1
0
0
0
24
0
9924_75090
3
6
790
0
0
401
0
0
1,500
bus_only
1,517
790
326
14
312
390.5
4,167.8
3,777.3
0
0
1
0
0
0
24
0
9924_75090
4
6
0
370
0
310
0
0
1,550
train_only
1,130
370
450
437
13
537.8
4,261.8
0
3,724
0
0
1
0
0
24
0
9924_75090
5
6
941
0
0
401
0
0
1,500
bus_only
1,889
941
547
14
533
655.6
5,242.3
4,586.7
0
0
1
0
0
0
24
0
9924_75091
0
6
944
0
0
317
0
0
1,500
bus_only
1,276
944
15
14
1
17.1
4,292.1
4,275
0
0
1
0
0
16
16
1
9924_75091
1
6
58
370
0
495
51
1
1,550
bus+train
1,179
428
256
14
191
306.2
4,443.8
413.7
3,724
0
1
1
0
0
16
0
9924_75091
2
6
869
0
0
377
0
0
1,500
bus_only
1,437
869
191
14
177
226.9
4,321.4
4,094.6
0
0
1
0
0
0
16
0
9924_75091
3
6
984
0
0
377
0
0
1,500
bus_only
1,710
984
349
14
335
417.6
5,004.3
4,586.7
0
0
1
0
0
0
16
0
9924_75091
4
6
0
370
0
241
0
0
1,550
train_only
1,191
370
580
437
143
694
4,418
0
3,724
0
0
1
0
0
16
0
9924_75091
5
6
827
0
0
377
0
0
1,500
bus_only
1,733
827
529
14
515
633.9
4,411.2
3,777.3
0
0
1
0
0
0
16
0
9924_76431
0
5
302
0
0
160
0
0
1,500
bus_only
484
302
22
14
8
25.9
1,307.3
1,281.5
0
0
1
0
0
156
156
1
9924_76431
1
5
245
0
0
160
0
0
1,500
bus_only
598
245
193
14
179
230.6
1,360.2
1,129.6
0
0
1
0
0
0
156
0
9924_76431
2
5
375
0
0
220
0
0
1,500
bus_only
828
375
233
14
219
278.3
1,786.3
1,507.9
0
0
1
0
0
0
156
0
9924_76431
3
5
327
0
0
980
0
1
1,500
bus_only
1,688
327
381
14
367
455.9
1,528.7
1,072.8
0
0
1
0
0
0
156
0
9924_76431
4
5
171
0
0
220
0
0
1,500
bus_only
896
171
505
14
491
605.2
1,395.9
790.7
0
0
1
0
0
0
156
0
9924_76432
0
5
354
0
0
298
0
0
1,500
bus_only
677
354
25
14
11
29.6
1,537.5
1,507.9
0
0
1
0
0
45
45
1
9924_76432
1
5
285
0
0
298
0
0
1,500
bus_only
863
285
280
14
266
335.3
1,616.8
1,281.5
0
0
1
0
0
0
45
0
9924_76432
2
5
236
0
0
298
0
0
1,500
bus_only
984
236
450
14
436
539.1
1,668.7
1,129.6
0
0
1
0
0
0
45
0
9924_76432
3
5
262
0
0
312
66
1
1,500
bus_only
1,142
262
568
14
488
679.5
1,710.3
1,030.9
0
0
1
0
0
0
45
0
9924_76432
4
5
227
0
0
312
66
1
1,500
bus_only
1,142
227
603
14
523
721.7
1,660.7
939
0
0
1
0
0
0
45
0
9924_76433
0
4
545
0
0
298
0
0
1,500
bus_only
863
545
20
14
6
22.8
2,317.4
2,294.7
0
0
1
0
0
23
23
1
9924_76433
1
4
611
0
0
298
0
0
1,500
bus_only
1,179
611
270
14
256
322.7
2,839.9
2,517.2
0
0
1
0
0
0
23
0
9924_76433
2
4
646
0
0
298
0
0
1,500
bus_only
1,272
646
328
14
314
393.2
3,040.2
2,647
0
0
1
0
0
0
23
0
9924_76433
3
4
726
0
0
358
0
0
1,500
bus_only
1,743
726
659
14
645
790
3,688.4
2,898.4
0
0
1
0
0
0
23
0
9924_76436
0
6
259
0
0
297
0
0
1,500
bus_only
571
259
15
14
1
17.1
1,146.7
1,129.6
0
0
1
0
0
169
169
1
9924_76436
1
6
335
0
0
297
0
0
1,500
bus_only
818
335
186
14
172
222
1,503.5
1,281.5
0
0
1
0
0
0
169
0
9924_76436
2
6
181
0
0
357
0
0
1,500
bus_only
906
181
368
14
354
440.3
1,231
790.7
0
0
1
0
0
0
169
0
9924_76436
3
6
290
0
0
709
0
1
1,500
bus_only
1,304
290
305
14
291
364.7
1,345.6
980.9
0
0
1
0
0
0
169
0
9924_76436
4
6
408
0
0
357
0
0
1,500
bus_only
1,177
408
412
14
398
492.8
2,000.8
1,507.9
0
0
1
0
0
0
169
0
9924_76436
5
6
336
0
0
709
0
1
1,500
bus_only
1,411
336
366
14
352
438.8
1,511.5
1,072.8
0
0
1
0
0
0
169
0
9924_8001573
0
15
720
0
0
333
0
1
1,500
bus_only
1,068
720
15
14
1
17.1
6,222.6
6,205.5
0
0
1
0
0
6
18
0.333333
9924_8001573
1
15
654
0
0
393
0
1
1,500
bus_only
1,487
654
440
14
426
526.5
6,297.1
5,770.6
0
0
1
0
0
0
18
0
9924_8001573
2
15
1,595
0
0
166
0
0
1,500
bus_only
1,776
1,595
15
14
1
17.1
8,063.6
8,046.5
0
0
1
0
0
12
18
0.666667
9924_8001573
3
15
1,019
0
0
663
66
1
1,500
bus_only
2,004
1,019
322
14
242
384.6
7,992.1
7,607.5
0
0
1
0
0
0
18
0
9924_8001573
4
15
990
0
0
382
76
1
1,500
bus_only
1,705
990
333
14
243
398.2
6,496.6
6,098.4
0
0
1
0
0
0
18
0
9924_8001573
5
15
1,080
0
0
382
76
1
1,500
bus_only
1,801
1,080
339
14
249
405.3
6,640.4
6,235.1
0
0
1
0
0
0
18
0
9924_8001573
6
15
1,522
0
0
226
0
0
1,500
bus_only
2,188
1,522
440
14
426
526.5
8,138.1
7,611.6
0
0
1
0
0
0
18
0
9924_8001573
7
15
974
0
0
663
66
1
1,500
bus_only
2,028
974
391
14
311
466.7
7,706.2
7,239.4
0
0
1
0
0
0
18
0
9924_8001573
8
15
1,110
0
0
442
76
1
1,500
bus_only
1,988
1,110
436
14
346
520.1
6,847.8
6,327.6
0
0
1
0
0
0
18
0
9924_8001573
9
15
906
0
0
481
0
1
1,500
bus_only
1,849
906
462
14
448
553
6,900.9
6,347.9
0
0
1
0
0
0
18
0
9924_8001573
10
15
871
0
0
541
0
1
1,500
bus_only
1,896
871
484
14
470
579.7
6,658.4
6,078.7
0
0
1
0
0
0
18
0
9924_8001573
11
15
1,274
0
0
442
76
1
1,500
bus_only
2,243
1,274
527
14
437
630.3
7,515.1
6,884.8
0
0
1
0
0
0
18
0
9924_8001573
12
15
1,225
0
0
442
76
1
1,500
bus_only
2,238
1,225
571
14
481
683.8
7,394.6
6,710.8
0
0
1
0
0
0
18
0
9924_8001573
13
15
831
0
0
474
0
1
1,500
bus_only
1,969
831
664
14
650
795.5
7,475.1
6,679.5
0
0
1
0
0
0
18
0
9924_8001573
14
15
2,192
0
0
446
0
0
1,500
bus_only
3,302
2,192
664
14
650
795.5
10,737.6
9,942
0
0
1
0
0
0
18
0
9924_8002146
0
2
476
0
0
537
0
0
1,500
bus_only
1,028
476
15
14
1
16.8
4,202.7
4,185.9
0
0
1
0
0
25
25
1
9924_8002146
1
2
523
0
0
597
0
0
1,500
bus_only
1,665
523
545
14
531
652.9
5,334.1
4,681.2
0
0
1
0
0
0
25
0
9924_8002607
0
3
266
0
0
269
0
0
1,500
bus_only
631
266
96
14
82
114.1
2,102.9
1,988.8
0
0
1
0
0
13
30
0.433333
9924_8002607
1
3
232
0
0
209
0
0
1,500
bus_only
742
232
301
14
287
360
1,997.6
1,637.6
0
0
1
0
0
0
30
0
9924_8002607
2
3
409
0
0
725
0
0
1,500
bus_only
1,626
409
492
14
478
589.3
2,905.6
2,316.3
0
0
1
0
0
17
30
0.566667
9924_8002661
0
6
909
0
0
420
0
0
1,500
bus_only
1,345
909
16
14
2
17.9
4,603.4
4,585.5
0
0
1
0
0
21
21
1
9924_8002661
1
6
54
470
0
274
51
1
1,550
bus+train
879
524
81
14
16
96.1
4,674.5
413.7
4,164.8
0
1
1
0
0
21
0
9924_8002661
2
6
810
0
0
480
0
0
1,500
bus_only
1,530
810
240
14
226
286.3
4,636
4,349.6
0
0
1
0
0
0
21
0
9924_8002661
3
6
949
0
0
420
0
0
1,500
bus_only
1,736
949
367
14
353
440
5,338.4
4,898.5
0
0
1
0
0
0
21
0
9924_8002661
4
6
0
470
0
376
0
0
1,550
train_only
1,298
470
452
437
15
539.6
4,704.4
0
4,164.8
0
0
1
0
0
21
0
9924_8002661
5
6
847
0
0
183
0
1
1,500
bus_only
1,582
847
552
135
417
661.4
6,463.6
5,802.1
0
0
1
0
0
0
21
0
9924_8003055
0
6
596
0
0
348
0
0
1,500
bus_only
966
596
22
14
8
25.1
3,205.8
3,180.7
0
0
1
0
0
35
47
0.744681
9924_8003055
1
6
560
0
0
161
0
0
1,500
bus_only
1,017
560
296
14
282
354.6
3,279.2
2,924.6
0
0
1
0
0
0
47
0
9924_8003055
2
6
654
0
0
221
0
0
1,500
bus_only
1,096
654
221
14
207
263.8
3,597.7
3,333.9
0
0
1
0
0
0
47
0
9924_8003055
3
6
679
0
0
221
0
0
1,500
bus_only
1,280
679
380
14
366
454.4
3,921.9
3,467.5
0
0
1
0
0
0
47
0
9924_8003055
4
6
623
0
0
387
0
0
1,500
bus_only
1,510
623
500
14
486
598.7
3,945.6
3,346.9
0
0
1
0
0
0
47
0
9924_8003055
5
6
986
0
0
105
0
0
1,500
bus_only
1,600
986
509
14
495
609.4
4,770.2
4,160.8
0
0
1
0
0
12
47
0.255319