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_10969
7
25
1,425
300
0
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1
1,550
bus+train
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26
283
449.2
12,392.3
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0
1
1
0
0
14
0
1003_10969
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25
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1,200
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341
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1,550
bus+train
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26
283
423.6
13,281.3
4,165
8,692.7
0
1
1
0
0
14
0
1003_10969
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25
532
1,200
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416
117
1
1,550
bus+train
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1,732
383
26
240
456.6
12,786.5
3,637.1
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0
1
1
0
0
14
0
1003_10969
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25
1,348
300
0
420
67
2
1,550
bus+train
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1,648
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26
283
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12,285
8,802.7
3,033.1
0
1
1
0
0
14
0
1003_10969
11
25
402
1,200
0
416
117
1
1,550
bus+train
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26
283
509.2
12,375.1
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8,692.7
0
1
1
0
0
14
0
1003_10969
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25
1,600
300
0
594
67
1
1,550
bus+train
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1,900
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26
383
568.7
13,103.2
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3,033.1
0
1
1
0
0
14
0
1003_10969
13
25
925
1,200
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341
45
1
1,550
bus+train
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26
383
543.1
13,992.1
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0
1
1
0
0
14
0
1003_10969
14
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300
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420
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1,550
bus+train
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476
26
383
568.7
12,995.8
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0
1
1
0
0
14
0
1003_10969
15
25
719
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401
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1
1,550
bus+train
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26
432
602.4
13,279.5
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0
1
1
0
0
14
0
1003_10969
16
25
356
1,440
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369
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1
1,550
bus+train
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512
26
432
612.3
13,264.7
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10,564.8
0
1
1
0
0
14
0
1003_10969
17
25
577
1,200
0
416
117
1
1,550
bus+train
2,719
1,777
526
26
383
628.7
13,085.9
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0
1
1
0
0
14
0
1003_10969
18
25
965
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341
45
1
1,550
bus+train
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2,165
498
26
427
596.1
14,204.8
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8,692.7
0
1
1
0
0
14
0
1003_10969
19
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1,401
300
0
594
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1
1,550
bus+train
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462
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12,447.9
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0
1
1
0
0
14
0
1003_10969
20
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1,324
300
0
420
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2
1,550
bus+train
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555
26
462
664
12,340.6
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3,033.1
0
1
1
0
0
14
0
1003_10969
21
25
390
1,440
0
369
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1
1,550
bus+train
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1,830
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26
496
688.3
13,740.8
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0
1
1
0
0
14
0
1003_10969
22
25
992
1,200
0
341
45
1
1,550
bus+train
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542
26
471
649.2
14,459.7
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0
1
1
0
0
14
0
1003_10969
23
25
378
1,200
0
416
117
1
1,550
bus+train
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1,578
605
26
462
724
12,430.7
3,014
8,692.7
0
1
1
0
0
14
0
1003_10969
24
25
953
1,200
0
340
45
2
1,550
bus+train
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2,153
498
26
427
596.1
14,204.8
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0
1
1
0
2
14
0.142857
1003_11007
0
5
353
1,440
0
419
54
1
1,550
bus+train
2,293
1,793
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26
1
95.1
13,701.3
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10,564.8
0
1
1
0
18
18
1
1003_11007
1
5
0
1,830
0
248
0
0
1,550
train_only
2,514
1,830
436
26
410
521
14,234.3
0
13,713.3
0
0
1
0
0
18
0
1003_11007
2
5
377
1,440
0
419
54
1
1,550
bus+train
2,603
1,817
367
26
287
437.4
14,297.4
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0
1
1
0
0
18
0
1003_11007
3
5
328
1,440
0
419
54
1
1,550
bus+train
2,672
1,768
485
26
405
578.9
13,825.3
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10,564.8
0
1
1
0
0
18
0
1003_11007
4
5
404
1,440
0
419
54
1
1,550
bus+train
2,834
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26
491
682.4
14,735.6
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10,564.8
0
1
1
0
0
18
0
1003_11012
0
7
1,423
300
0
441
57
2
1,550
bus+train
2,248
1,723
84
26
1
98.8
11,974
8,842.1
3,033.1
0
1
1
0
7
14
0.5
1003_11012
1
7
1,380
300
0
421
75
3
1,550
bus+train
2,203
1,680
102
26
1
120.3
12,287.4
9,134
3,033.1
0
1
1
0
7
14
0.5
1003_11012
2
7
2,020
0
0
467
0
1
1,500
bus_only
2,832
2,020
345
344
1
412.9
13,005.3
12,592.4
0
0
1
0
0
0
14
0
1003_11012
3
7
1,475
300
0
501
57
2
1,550
bus+train
2,708
1,775
432
26
349
514.9
12,738.4
9,190.4
3,033.1
0
1
1
0
0
14
0
1003_11012
4
7
1,444
300
0
481
75
3
1,550
bus+train
2,675
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450
26
349
536.4
13,051.8
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3,033.1
0
1
1
0
0
14
0
1003_11012
5
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2,093
0
0
527
0
1
1,500
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2,093
693
344
349
829
13,769.7
12,940.7
0
0
1
0
0
0
14
0
1003_11012
6
7
3,126
0
0
695
90
1
1,600
bus_only
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3,126
744
168
486
889.8
20,735.1
19,845.3
0
0
1
0
0
0
14
0
1003_11105
0
6
350
1,470
0
612
103
1
1,550
bus+train
2,564
1,820
132
26
3
156.1
14,345.9
1,400.1
12,789.8
0
1
1
0
16
16
1
1003_11105
1
6
280
1,470
0
612
103
1
1,550
bus+train
2,774
1,750
412
26
283
492.5
14,430.5
1,148.3
12,789.8
0
1
1
0
0
16
0
1003_11105
2
6
328
1,770
0
551
116
1
1,650
bus+train
3,058
2,098
409
26
267
488.8
17,866.1
2,033
15,344.3
0
1
1
0
0
16
0
1003_11105
3
6
838
990
0
624
241
1
1,550
bus+train
2,973
1,828
521
26
254
622.4
14,534.2
4,665.5
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0
1
1
0
0
16
0
1003_11105
4
6
412
1,470
0
612
103
1
1,550
bus+train
3,004
1,882
510
26
381
610.1
15,138
1,738.1
12,789.8
0
1
1
0
0
16
0
1003_11105
5
6
786
990
0
624
241
1
1,550
bus+train
3,108
1,776
708
26
441
847.6
14,527.6
4,433.6
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0
1
1
0
0
16
0
1003_11137
0
19
687
1,620
0
343
93
1
1,550
bus+train
2,770
2,307
120
26
1
142
13,975.1
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12,083.7
0
1
1
0
0
35
0
1003_11137
1
19
243
1,740
0
267
359
1
1,550
bus+train
2,636
1,983
386
26
1
460.4
15,200.2
1,751.2
12,988.6
0
1
1
0
0
35
0
1003_11137
2
19
482
1,620
0
469
103
1
1,550
bus+train
2,701
2,102
130
26
1
154
13,975.9
1,738.1
12,083.7
0
1
1
0
35
35
1
1003_11137
3
19
882
1,200
0
883
45
2
1,550
bus+train
3,254
2,082
289
26
218
345.5
13,763.4
4,725.1
8,692.7
0
1
1
0
0
35
0
1003_11137
4
19
762
1,620
0
343
93
1
1,550
bus+train
3,130
2,382
405
26
286
483.5
14,570.4
2,003.1
12,083.7
0
1
1
0
0
35
0
1003_11137
5
19
557
1,620
0
469
103
1
1,550
bus+train
3,061
2,177
415
26
286
495.6
14,571.1
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12,083.7
0
1
1
0
0
35
0
1003_11137
6
19
1,681
1,200
0
893
117
1
1,650
bus+train
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2,881
361
26
218
431.1
18,225.1
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8,692.7
0
1
1
0
0
35
0
1003_11137
7
19
599
1,620
0
343
93
1
1,550
bus+train
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500
26
381
598.4
14,093.5
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12,083.7
0
1
1
0
0
35
0
1003_11137
8
19
432
1,620
0
469
103
1
1,550
bus+train
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510
26
381
610.4
14,094.2
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12,083.7
0
1
1
0
0
35
0
1003_11137
9
19
774
1,200
0
883
45
2
1,550
bus+train
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1,974
430
26
359
514.1
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8,692.7
0
1
1
0
0
35
0
1003_11137
10
19
745
1,200
0
709
45
1
1,550
bus+train
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577
26
506
690.2
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8,692.7
0
1
1
0
0
35
0
1003_11137
11
19
558
1,440
0
615
54
1
1,550
bus+train
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586
26
506
700.1
13,806.2
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10,564.8
0
1
1
0
0
35
0
1003_11137
12
19
638
1,440
0
615
54
1
1,550
bus+train
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611
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531
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0
1
1
0
0
35
0
1003_11137
13
19
1,286
600
0
485
158
2
1,550
bus+train
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1,886
655
26
471
781.2
13,820.2
8,112.2
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0
1
1
0
0
35
0
1003_11137
14
19
318
1,740
0
267
359
1
1,550
bus+train
2,996
2,058
671
26
286
801.9
15,795.4
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12,988.6
0
1
1
0
0
35
0
1003_11137
15
19
1,366
600
0
485
158
2
1,550
bus+train
3,166
1,966
715
26
531
853.3
14,162.5
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0
1
1
0
0
35
0
1003_11137
16
19
190
1,740
0
267
359
1
1,550
bus+train
2,963
1,930
766
26
381
916.8
15,318.5
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0
1
1
0
0
35
0
1003_11137
17
19
2,575
300
0
998
75
2
1,650
bus+train
4,461
2,875
588
26
487
702.9
18,596.6
14,860.7
3,033.1
0
1
1
0
0
35
0
1003_11137
18
19
1,738
1,200
0
893
117
1
1,650
bus+train
4,461
2,938
630
26
487
753.3
18,878.5
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8,692.7
0
1
1
0
0
35
0
1003_11173
0
23
1,470
1,200
0
354
45
1
1,650
bus+train
3,101
2,670
77
26
6
90.4
16,560.8
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8,692.7
0
1
1
0
15
20
0.75
1003_11173
1
23
164
1,320
0
682
185
2
1,550
bus+train
2,383
1,484
217
26
6
257.5
12,936.5
688.3
11,990.6
0
1
1
0
0
20
0
1003_11173
2
23
870
1,440
0
533
103
1
1,650
bus+train
3,099
2,310
256
26
127
305.5
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0
1
1
0
0
20
0
1003_11173
3
23
1,509
1,200
0
354
45
1
1,650
bus+train
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2,709
307
26
236
366.3
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8,692.7
0
1
1
0
0
20
0
1003_11173
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23
907
1,440
0
533
103
1
1,650
bus+train
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2,347
366
26
237
437.1
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12,789.8
0
1
1
0
0
20
0
1003_11173
5
23
1,439
1,200
0
354
45
1
1,650
bus+train
3,391
2,639
398
26
327
476.2
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8,692.7
0
1
1
0
0
20
0
1003_11173
6
23
199
1,320
0
742
185
2
1,550
bus+train
2,685
1,519
424
26
213
506.1
13,398.1
901.4
11,990.6
0
1
1
0
0
20
0
1003_11173
7
23
910
1,200
0
414
45
1
1,550
bus+train
3,018
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494
26
423
590.2
14,267.3
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8,692.7
0
1
1
0
0
20
0
1003_11173
8
23
888
1,200
0
650
117
1
1,550
bus+train
3,212
2,088
474
26
331
566.4
14,583.6
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0
1
1
0
5
20
0.25
1003_11173
9
23
820
1,200
0
650
117
1
1,550
bus+train
3,152
2,020
482
26
339
576.2
14,312.4
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8,692.7
0
1
1
0
0
20
0
1003_11173
10
23
132
1,320
0
602
185
2
1,550
bus+train
2,576
1,452
522
26
311
623.6
13,016.3
402
11,990.6
0
1
1
0
0
20
0
1003_11173
11
23
234
1,320
0
542
185
2
1,550
bus+train
2,630
1,554
534
26
323
638.3
13,532.8
903.8
11,990.6
0
1
1
0
0
20
0
1003_11173
12
23
1,081
1,200
0
414
45
1
1,550
bus+train
3,237
2,281
542
26
471
647.7
15,366.1
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8,692.7
0
1
1
0
0
20
0
1003_11173
13
23
262
1,320
0
542
185
2
1,550
bus+train
2,696
1,582
572
26
361
683.7
13,744.2
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11,990.6
0
1
1
0
0
20
0
1003_11173
14
23
187
1,320
0
542
185
2
1,550
bus+train
2,651
1,507
602
26
391
720.1
13,354
643.4
11,990.6
0
1
1
0
0
20
0
1003_11173
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23
1,547
1,200
0
354
45
1
1,650
bus+train
3,661
2,747
560
26
489
670
17,578.5
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0
1
1
0
0
20
0
1003_11173
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23
1,015
1,200
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449
45
1
1,550
bus+train
3,273
2,215
609
26
538
729.3
14,539.8
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1
1
0
0
20
0
1003_11173
17
23
988
1,200
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509
45
1
1,550
bus+train
3,321
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624
26
553
747
14,355.7
4,916
8,692.7
0
1
1
0
0
20
0
1003_11173
18
23
792
1,200
0
650
117
1
1,550
bus+train
3,269
1,992
627
26
484
750.2
14,269.8
4,826.9
8,692.7
0
1
1
0
0
20
0
1003_11173
19
23
901
1,200
0
421
45
2
1,550
bus+train
3,131
2,101
609
26
538
729.3
14,567.6
5,145.5
8,692.7
0
1
1
0
0
20
0
1003_11173
20
23
875
1,200
0
481
45
2
1,550
bus+train
3,180
2,075
624
26
553
747
14,383.4
4,943.7
8,692.7
0
1
1
0
0
20
0
1003_11173
21
23
226
1,320
0
594
157
2
1,550
bus+train
2,852
1,546
712
26
529
851.8
14,216.5
1,374
11,990.6
0
1
1
0
0
20
0
1003_11173
22
23
231
1,320
0
682
185
2
1,550
bus+train
2,933
1,551
700
26
489
837.1
13,954.2
1,126.4
11,990.6
0
1
1
0
0
20
0
1003_11188
0
13
565
1,470
0
512
145
1
1,650
bus+train
2,719
2,035
172
26
1
204.7
17,163.6
4,169.2
12,789.8
0
1
1
0
1
19
0.052632
1003_11188
1
13
496
1,470
0
512
145
1
1,650
bus+train
2,870
1,966
392
26
221
468.9
17,231.2
3,972.5
12,789.8
0
1
1
0
0
19
0
1003_11188
2
13
615
1,470
0
512
145
1
1,650
bus+train
2,994
2,085
397
26
226
474.1
17,632.7
4,368.9
12,789.8
0
1
1
0
0
19
0
1003_11188
3
13
251
1,980
0
841
41
1
1,650
bus+train
3,394
2,231
322
26
255
383.5
16,963.5
1,396.2
15,183.8
0
1
1
0
18
19
0.947368
1003_11188
4
13
192
1,980
0
841
41
1
1,650
bus+train
3,344
2,172
331
26
264
394.2
16,779
1,201
15,183.8
0
1
1
0
0
19
0
1003_11188
5
13
381
1,980
0
922
41
1
1,650
bus+train
3,696
2,361
413
26
346
493.8
16,685.5
1,007.9
15,183.8
0
1
1
0
0
19
0
1003_11188
6
13
1,338
1,200
0
727
45
1
1,650
bus+train
3,834
2,538
569
26
498
680.6
17,762.2
8,388.9
8,692.7
0
1
1
0
0
19
0
1003_11188
7
13
648
1,470
0
512
145
1
1,650
bus+train
3,292
2,118
662
26
491
792.4
18,187.4
4,605.2
12,789.8
0
1
1
0
0
19
0
1003_11188
8
13
406
1,980
0
781
41
1
1,650
bus+train
3,748
2,386
581
26
514
695.4
17,545.5
1,666.3
15,183.8
0
1
1
0
0
19
0
1003_11188
9
13
567
1,980
0
922
41
1
1,650
bus+train
4,029
2,547
560
26
493
669.3
17,422.7
1,569.6
15,183.8
0
1
1
0
0
19
0
1003_11188
10
13
540
1,650
0
518
150
2
1,650
bus+train
3,335
2,190
627
26
451
748.9
18,736.3
3,453
14,534.4
0
1
1
0
0
19
0
1003_11188
11
13
2,091
300
0
802
67
3
1,650
bus+train
3,784
2,391
591
26
498
706.3
17,683.6
13,944.3
3,033.1
0
1
1
0
0
19
0
1003_11188
12
13
529
1,650
0
674
407
1
1,650
bus+train
3,784
2,179
931
26
498
1,114.8
19,123
3,473.7
14,534.4
0
1
1
0
0
19
0
1003_11245
0
21
600
1,440
0
911
54
2
1,550
bus+train
3,033
2,040
82
26
2
96
13,673.9
3,013
10,564.8
0
1
1
0
0
14
0
1003_11245
1
21
1,527
300
0
619
75
2
1,550
bus+train
2,855
1,827
409
26
308
488.2
13,269.3
9,748
3,033.1
0
1
1
0
0
14
0
1003_11245
2
21
649
1,620
0
998
103
1
1,550
bus+train
3,398
2,269
131
26
2
155.4
14,701.5
2,462.3
12,083.7
0
1
1
0
14
14
1
1003_11245
3
21
2,399
300
0
619
75
2
1,650
bus+train
3,543
2,699
225
26
124
266.9
17,809.7
14,509.8
3,033.1
0
1
1
0
0
14
0
1003_11245
4
21
572
1,440
0
714
54
1
1,550
bus+train
2,977
2,012
251
26
171
297.7
13,673.9
2,811.4
10,564.8
0
1
1
0
0
14
0
1003_11245
5
21
1,400
1,200
0
778
117
1
1,650
bus+train
3,652
2,600
274
26
131
326.5
17,243.2
8,224
8,692.7
0
1
1
0
0
14
0
1003_11245
6
21
2,344
300
0
559
75
2
1,650
bus+train
3,578
2,644
375
26
274
447.6
17,638.3
14,157.6
3,033.1
0
1
1
0
0
14
0
1003_11245
7
21
620
1,440
0
714
54
1
1,550
bus+train
3,234
2,060
460
26
380
548.4
14,311.5
3,198.3
10,564.8
0
1
1
0
0
14
0
1003_11245
8
21
677
1,440
0
911
54
2
1,550
bus+train
3,402
2,117
374
26
294
445.9
14,283.7
3,273
10,564.8
0
1
1
0
0
14
0