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
1003_4120801
20
21
321
2,310
0
1,107
94
1
1,750
bus+train
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2,631
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26
468
703.8
22,760.6
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0
1
1
0
0
16
0
1003_4121419
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510
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1
1,950
bus+train
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28
101
239.9
30,465.2
1,866.9
28,358.3
0
1
1
0
0
13
0.090909
1003_4121419
1
11
281
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0
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1
1,850
bus+train
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2,531
451
28
350
538.1
30,181.7
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0
1
1
0
0
13
0.090909
1003_4121419
2
11
417
2,250
0
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1
1,850
bus+train
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2,667
373
28
272
445.5
30,340.8
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0
1
1
0
0
13
0.090909
1003_4121419
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11
384
2,250
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1
1,850
bus+train
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350
468.3
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0
1
1
0
0
13
0.090909
1003_4121419
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11
560
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1
1,950
bus+train
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28
302
481.8
30,857
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0
1
1
0
0
13
0.090909
1003_4121419
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11
469
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1
1,850
bus+train
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433
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391
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1
1
0
0
13
0.090909
1003_4121419
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11
357
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1
1,850
bus+train
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391
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1
1
0
0
13
0.090909
1003_4121419
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11
702
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1
1,950
bus+train
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442
28
341
528.1
30,718
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0
1
1
0
0
13
0.090909
1003_4121419
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11
569
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0
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14
1
1,950
bus+train
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542
28
500
649.2
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28,358.3
0
1
1
0
0
13
0.090909
1003_4121419
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11
628
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0
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1
1,850
bus+train
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28
376
570.2
30,552.7
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0
1
1
0
0
13
0.090909
1003_4121419
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11
460
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1
1,950
bus+train
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28
500
718.9
31,201.1
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0
1
1
0
0
13
0.090909
1003_4121450
0
4
211
2,490
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1
1,750
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312
495
23,585.1
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0
1
1
0
0
29
0.25
1003_4121450
1
4
339
2,310
0
382
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1
1,750
bus+train
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468
26
298
558.8
22,549.1
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0
1
1
0
0
29
0.25
1003_4121450
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4
268
2,490
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542
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1
1,750
bus+train
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540
768.2
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0
1
1
0
0
29
0.25
1003_4121450
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4
184
2,490
0
573
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1
1,750
bus+train
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26
619
863.6
23,780.1
438.1
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0
1
1
0
0
29
0.25
1003_4121729
0
5
638
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0
447
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1
1,750
bus+train
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26
1
138.1
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0
1
1
0
18
21
0.857143
1003_4121729
1
5
483
2,490
0
447
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1
1,750
bus+train
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520
26
404
621.4
24,866.5
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0
1
1
0
0
21
0
1003_4121729
2
5
786
2,490
0
447
90
1
1,750
bus+train
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3,276
327
26
211
390.6
25,181.6
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22,478.5
0
1
1
0
0
21
0
1003_4121729
3
5
878
2,490
0
653
90
2
1,850
bus+train
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3,368
570
26
454
681.2
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0
1
1
0
0
21
0
1003_4121729
4
5
1,081
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0
1,521
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1
1,850
bus+train
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570
26
454
681.2
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0
1
1
0
3
21
0.142857
1003_4121766
0
6
4,927
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0
791
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1
2,200
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1
204.8
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0
0
1
0
0
0
13
0
1003_4121766
1
6
3,572
300
0
928
200
3
3,700
bus+train
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3,872
272
26
46
323
46,439.4
43,083.3
3,033.1
0
1
1
0
2
13
0.153846
1003_4121766
2
6
5,010
0
0
791
3
1
2,200
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336
168
165
401.3
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0
0
1
0
0
0
13
0
1003_4121766
3
6
2,333
1,242
0
1,463
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3
2,150
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367
26
165
436.9
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30,417.1
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0
1
1
0
11
13
0.846154
1003_4121766
4
6
3,999
0
0
610
133
2
3,300
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344
35
611.5
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0
0
1
0
0
0
13
0
1003_4121766
5
6
4,005
0
0
407
397
2
3,300
bus_only
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344
251
1,188
47,500.8
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0
0
1
0
0
0
13
0
1003_4121867
0
10
1,910
930
0
465
141
1
1,550
bus+train
3,473
2,840
168
26
1
199.6
12,731
4,523.5
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0
1
1
0
5
19
0.263158
1003_4121867
1
10
1,200
630
0
517
114
1
1,550
bus+train
2,904
1,830
557
26
417
665.2
12,989.3
7,527.7
4,796.4
0
1
1
0
0
19
0
1003_4121867
2
10
917
930
0
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176
1
1,550
bus+train
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1,847
203
26
1
241.2
12,905.1
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8,007.9
0
1
1
0
14
19
0.736842
1003_4121867
3
10
1,785
930
0
525
141
1
1,550
bus+train
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2,715
418
26
251
498.5
12,789.1
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0
1
1
0
0
19
0
1003_4121867
4
10
865
930
0
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176
1
1,550
bus+train
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453
26
251
540.2
12,963.2
4,415
8,007.9
0
1
1
0
0
19
0
1003_4121867
5
10
924
930
0
1,399
120
2
1,550
bus+train
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1,854
450
26
304
538.7
12,902.5
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8,007.9
0
1
1
0
0
19
0
1003_4121867
6
10
1,670
930
0
465
141
1
1,550
bus+train
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2,600
678
26
511
812
12,854.3
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0
1
1
0
0
19
0
1003_4121867
7
10
812
930
0
1,147
176
1
1,550
bus+train
3,602
1,742
713
26
511
853.7
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0
1
1
0
0
19
0
1003_4121867
8
10
2,012
930
0
465
141
1
1,550
bus+train
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697
26
530
835
13,837.2
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0
1
1
0
0
19
0
1003_4121867
9
10
1,009
930
0
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176
1
1,550
bus+train
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1,939
732
26
530
876.7
14,011.3
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0
1
1
0
0
19
0
1003_4121872
0
16
2,431
300
0
649
80
3
1,750
bus+train
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2,731
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26
1
125.1
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1
1
0
0
15
0
1003_4121872
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16
2,159
600
0
559
142
2
1,750
bus+train
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26
1
199.7
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0
1
1
0
0
15
0
1003_4121872
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16
3,278
840
0
668
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1
1,750
bus+train
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26
1
172.2
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17,400.2
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1
1
0
15
15
1
1003_4121872
3
16
336
2,810
0
977
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1,850
bus+train
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393
26
252
469.1
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0
1
1
0
0
15
0
1003_4121872
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300
0
818
80
4
1,750
bus+train
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410
26
304
488.3
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1
1
0
0
15
0
1003_4121872
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16
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600
0
728
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3
1,750
bus+train
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26
304
562.9
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0
1
1
0
0
15
0
1003_4121872
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16
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300
0
709
80
3
1,750
bus+train
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584
26
478
696.9
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1
1
0
0
15
0
1003_4121872
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16
535
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1,850
bus+train
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444
26
303
530.2
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0
1
1
0
0
15
0
1003_4121872
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16
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600
0
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142
2
1,750
bus+train
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26
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1
1
0
0
15
0
1003_4121872
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300
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482
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3
1,850
bus+train
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542
26
441
648.4
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3,033.1
0
1
1
0
0
15
0
1003_4121872
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3,006
600
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392
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bus+train
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441
723
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0
1
1
0
0
15
0
1003_4121872
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16
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840
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728
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1,750
bus+train
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622
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0
1
1
0
0
15
0
1003_4121872
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16
444
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2
1,850
bus+train
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621
26
460
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0
1
1
0
0
15
0
1003_4121872
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300
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4
1,850
bus+train
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645
26
544
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1
1
0
0
15
0
1003_4121872
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16
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3
1,850
bus+train
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707
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544
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0
1
1
0
0
15
0
1003_4121872
15
16
2,646
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780
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1
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bus+train
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587
26
460
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0
1
1
0
0
15
0
1003_4121883
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3,862
300
0
391
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2
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bus+train
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147
26
4
173.3
27,493.8
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3,033.1
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1
1
0
10
14
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11
1,180
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1,850
bus+train
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140
26
4
165.8
29,744.7
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0
1
1
0
4
14
0.285714
1003_4121883
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11
3,027
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0
888
102
1
1,850
bus+train
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133
26
5
158.5
28,829.8
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0
1
1
0
0
14
0
1003_4121883
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11
4,725
300
0
785
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2
1,850
bus+train
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360
26
259
429.7
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0
1
1
0
0
14
0
1003_4121883
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4,156
600
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367
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1
1,850
bus+train
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387
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168
461.9
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0
1
1
0
0
14
0
1003_4121883
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11
924
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0
532
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1
1,950
bus+train
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466
26
341
557.7
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0
1
1
0
0
14
0
1003_4121883
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4,083
840
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779
183
1
1,850
bus+train
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468
26
259
559.2
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0
1
1
0
0
14
0
1003_4121883
7
11
1,387
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645
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1
1,950
bus+train
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4,327
576
26
440
688.3
30,710.1
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0
1
1
0
0
14
0
1003_4121883
8
11
4,113
300
0
987
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2
1,850
bus+train
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570
26
477
681.8
29,586.1
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3,033.1
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1
1
0
0
14
0
1003_4121883
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11
3,217
1,200
0
948
102
1
1,850
bus+train
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605
26
477
724.5
29,838.2
20,421
8,692.7
0
1
1
0
0
14
0
1003_4121883
10
11
976
3,270
0
532
99
1
1,950
bus+train
5,413
4,246
635
26
510
760.4
32,762.9
4,299.6
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0
1
1
0
0
14
0
1003_4122
0
3
1,174
300
0
453
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1
1,550
bus+train
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26
40
145.4
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3,033.1
0
1
1
0
1
147
0.006849
1003_4122
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3
637
180
0
408
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1
1,550
bus+train
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817
303
26
153
360.9
7,922.2
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2,640.3
0
1
1
0
145
147
0.993151
1003_4122
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3
2,117
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0
338
0
0
1,500
bus_only
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553.9
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0
0
1
0
0
0
147
0
1003_4122151
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13
1,159
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4,450
bus+train+gtx
4,491
3,199
250
26
40
297.5
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1
1
1
14
15
0.933333
1003_4122151
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13
516
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720
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216
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4,450
bus+train+gtx
4,334
2,556
624
26
382
746.7
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2,836.7
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1
1
1
0
15
0
1003_4122151
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13
1,162
3,000
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1
2,050
bus+train
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105
26
40
123.8
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0
1
1
0
0
15
0
1003_4122151
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13
1,137
2,880
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133
1
1,950
bus+train
5,312
4,017
160
26
1
189.9
33,489.9
4,540.9
28,759.2
0
1
1
0
1
15
0.066667
1003_4122151
4
13
778
3,000
0
1,077
71
1
1,950
bus+train
5,190
3,778
335
26
238
399.8
34,022.3
3,273.2
30,349.3
0
1
1
0
0
15
0
1003_4122151
5
13
778
1,320
720
1,292
216
3
4,450
bus+train+gtx
4,590
2,818
480
26
238
573.5
37,060.2
3,273.2
15,037
18,176.4
1
1
1
0
15
0
1003_4122151
6
13
672
3,000
0
1,077
71
1
1,950
bus+train
5,228
3,672
479
26
382
572.9
33,758.9
2,836.7
30,349.3
0
1
1
0
0
15
0
1003_4122151
7
13
432
1,320
720
1,236
184
3
4,450
bus+train+gtx
4,440
2,472
732
26
522
876.4
37,352.6
3,262.6
15,037
18,176.4
1
1
1
0
15
0
1003_4122151
8
13
845
3,000
0
1,077
71
1
1,950
bus+train
5,511
3,845
589
26
492
704.2
34,591
3,537.5
30,349.3
0
1
1
0
0
15
0
1003_4122151
9
13
1,115
3,000
0
1,109
39
1
1,950
bus+train
5,787
4,115
563
26
498
673.7
35,623.5
4,600.5
30,349.3
0
1
1
0
0
15
0
1003_4122151
10
13
967
3,000
0
1,109
39
1
1,950
bus+train
5,663
3,967
587
26
522
702.7
35,069.6
4,017.6
30,349.3
0
1
1
0
0
15
0
1003_4122151
11
13
845
1,320
720
1,292
216
3
4,450
bus+train+gtx
4,911
2,885
734
26
492
877.9
37,628.9
3,537.5
15,037
18,176.4
1
1
1
0
15
0
1003_4122151
12
13
1,115
1,320
720
1,324
184
3
4,450
bus+train+gtx
5,187
3,155
708
26
498
847.4
38,661.4
4,600.5
15,037
18,176.4
1
1
1
0
15
0
1003_4123
0
5
0
640
0
985
103
1
1,550
train_only
1,768
640
143
26
14
169
8,643.7
0
8,474.7
0
0
1
0
1,049
1,049
1
1003_4123
1
5
675
180
0
762
124
1
1,550
bus+train
1,807
855
190
26
40
225.7
8,658.8
5,792.8
2,640.3
0
1
1
0
0
1,049
0
1003_4123
2
5
2,180
0
0
876
0
0
1,500
bus_only
3,439
2,180
383
343
40
458.6
12,808.5
12,349.9
0
0
1
0
0
0
1,049
0
1003_4123
3
5
887
300
0
591
57
1
1,550
bus+train
2,369
1,187
591
26
508
705.7
11,032.2
7,293.5
3,033.1
0
1
1
0
0
1,049
0
1003_4123
4
5
397
360
0
924
113
2
1,550
bus+train
2,328
757
647
26
508
773
7,072.2
3,791
2,508.2
0
1
1
0
0
1,049
0
1003_4123916
0
22
1,434
300
1,020
1,253
136
3
4,200
bus+train+gtx
4,176
2,754
169
26
7
201.2
34,179.9
6,120.3
3,033.1
24,825.3
1
1
1
0
33
0
1003_4123916
1
22
286
2,700
0
918
239
1
1,850
bus+train
4,176
2,986
272
26
7
325.4
28,197.2
1,151.1
26,720.8
0
1
1
0
15
33
0.454545
1003_4123916
2
22
306
2,700
0
1,902
32
1
1,850
bus+train
4,973
3,006
65
26
7
75.8
27,991.5
1,194.9
26,720.8
0
1
1
0
18
33
0.545455
1003_4123916
3
22
468
2,700
0
918
239
1
1,850
bus+train
4,380
3,168
294
26
29
351.5
28,932.7
1,860.4
26,720.8
0
1
1
0
0
33
0
1003_4123916
4
22
1,366
300
1,020
1,253
136
3
4,200
bus+train+gtx
4,399
2,686
460
26
298
550.1
34,260.4
5,851.9
3,033.1
24,825.3
1
1
1
0
33
0
1003_4123916
5
22
1,146
300
1,020
1,292
136
3
4,200
bus+train+gtx
4,309
2,466
551
26
389
659.4
33,572.4
5,054.7
3,033.1
24,825.3
1
1
1
0
33
0
1003_4123916
6
22
1,180
300
1,020
1,352
136
3
4,200
bus+train+gtx
4,406
2,500
554
26
392
662.7
33,691.2
5,170.2
3,033.1
24,825.3
1
1
1
0
33
0
1003_4123916
7
22
234
2,700
0
1,902
32
1
1,850
bus+train
5,192
2,934
356
26
298
424.8
28,072
926.4
26,720.8
0
1
1
0
0
33
0
1003_4123916
8
22
1,111
300
1,020
1,292
136
3
4,200
bus+train+gtx
4,372
2,431
649
26
487
776.1
33,564.7
4,930.2
3,033.1
24,825.3
1
1
1
0
33
0
1003_4123916
9
22
218
2,700
0
918
239
1
1,850
bus+train
4,399
2,918
563
26
298
674.3
28,277.7
882.6
26,720.8
0
1
1
0
0
33
0
1003_4123916
10
22
834
2,550
0
1,154
87
1
1,850
bus+train
5,040
3,384
502
26
389
600.2
29,189.9
3,405.8
25,183.8
0
1
1
0
0
33
0
1003_4123916
11
22
396
2,700
0
1,902
32
1
1,850
bus+train
5,450
3,096
452
26
394
539.9
28,800.1
1,539.4
26,720.8
0
1
1
0
0
33
0
1003_4123916
12
22
869
2,550
0
1,154
87
1
1,850
bus+train
5,113
3,419
540
26
427
645
29,350.2
3,521.4
25,183.8
0
1
1
0
0
33
0
1003_4123916
13
22
394
2,700
0
918
239
1
1,850
bus+train
4,623
3,094
611
26
346
732.1
29,013.2
1,560.3
26,720.8
0
1
1
0
0
33
0
1003_4123916
14
22
178
2,700
0
918
239
1
1,850
bus+train
4,450
2,878
654
26
389
783.5
28,247
742.6
26,720.8
0
1
1
0
0
33
0