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_4100664
23
24
1,579
0
0
427
0
1
1,500
bus_only
2,989
1,579
983
517
466
1,177.1
13,375.1
12,198.1
0
0
1
0
0
0
45
0
1003_4100667
0
23
1,545
1,020
0
820
45
1
1,650
bus+train
3,484
2,565
99
28
26
115.9
19,452.9
4,881.4
14,455.7
0
1
1
0
0
15
0
1003_4100667
1
23
1,011
330
0
819
84
2
1,550
bus+train
2,509
1,341
349
26
239
415.7
12,300.5
7,845.1
4,039.8
0
1
1
0
0
15
0
1003_4100667
2
23
3,426
0
0
381
0
0
1,600
bus_only
4,378
3,426
571
306
265
683
16,498.9
15,815.8
0
0
1
0
0
0
15
0
1003_4100667
3
23
1,333
1,020
0
911
45
2
1,650
bus+train
3,370
2,353
106
28
33
125.5
19,462.6
4,881.4
14,455.7
0
1
1
0
0
15
0
1003_4100667
4
23
558
1,320
0
824
120
1
1,550
bus+train
2,849
1,878
147
26
1
174.2
14,144
1,346.8
12,622.9
0
1
1
0
15
15
1
1003_4100667
5
23
692
1,320
0
487
120
1
1,550
bus+train
2,890
2,012
391
26
245
465.9
15,104
2,015.1
12,622.9
0
1
1
0
0
15
0
1003_4100667
6
23
1,461
1,020
0
760
45
1
1,650
bus+train
3,605
2,481
364
28
291
434.1
19,518
4,628.2
14,455.7
0
1
1
0
0
15
0
1003_4100667
7
23
1,124
1,110
0
483
244
1
1,650
bus+train
3,104
2,234
387
26
117
463
15,877.9
4,687
10,728
0
1
1
0
0
15
0
1003_4100667
8
23
1,452
0
0
512
0
1
1,500
bus_only
2,509
1,452
545
306
239
651.5
12,807.1
12,155.7
0
0
1
0
0
0
15
0
1003_4100667
9
23
1,259
1,020
0
911
45
2
1,650
bus+train
3,554
2,279
364
28
291
434.1
19,518
4,628.2
14,455.7
0
1
1
0
0
15
0
1003_4100667
10
23
1,165
330
0
819
84
2
1,550
bus+train
2,776
1,495
462
26
352
552
12,878.1
8,286.3
4,039.8
0
1
1
0
0
15
0
1003_4100667
11
23
1,973
180
0
618
95
1
1,550
bus+train
3,248
2,153
477
26
356
570.3
13,571.7
10,361.1
2,640.3
0
1
1
0
0
15
0
1003_4100667
12
23
2,067
180
0
678
95
1
1,550
bus+train
3,398
2,247
473
26
352
565.7
13,817.9
10,611.9
2,640.3
0
1
1
0
0
15
0
1003_4100667
13
23
799
1,320
0
487
120
1
1,550
bus+train
3,118
2,119
512
26
366
611.7
15,435.9
2,201.3
12,622.9
0
1
1
0
0
15
0
1003_4100667
14
23
1,197
1,020
0
827
191
1
1,650
bus+train
3,554
2,217
510
28
291
609.6
19,517.9
4,452.6
14,455.7
0
1
1
0
0
15
0
1003_4100667
15
23
1,606
0
0
512
0
1
1,500
bus_only
2,776
1,606
658
306
352
787.8
13,384.7
12,596.9
0
0
1
0
0
0
15
0
1003_4100667
16
23
752
1,320
0
431
105
1
1,550
bus+train
3,087
2,072
584
26
453
699.3
14,221.1
898.8
12,622.9
0
1
1
0
0
15
0
1003_4100667
17
23
680
1,320
0
884
120
1
1,550
bus+train
3,423
2,000
539
26
393
643.8
14,986.8
1,720.1
12,622.9
0
1
1
0
0
15
0
1003_4100667
18
23
3,358
120
0
484
103
1
1,650
bus+train
4,493
3,478
531
26
402
634.6
18,994
16,980.9
1,378.4
0
1
1
0
0
15
0
1003_4100667
19
23
925
1,320
0
491
105
1
1,550
bus+train
3,384
2,245
648
26
517
775.6
14,707.3
1,308.8
12,622.9
0
1
1
0
0
15
0
1003_4100667
20
23
1,223
330
0
819
84
2
1,550
bus+train
3,031
1,553
659
26
549
788.2
13,341
8,513
4,039.8
0
1
1
0
0
15
0
1003_4100667
21
23
2,125
180
0
678
95
1
1,550
bus+train
3,653
2,305
670
26
549
801.9
14,280.9
10,838.6
2,640.3
0
1
1
0
0
15
0
1003_4100667
22
23
3,520
0
0
381
0
0
1,600
bus_only
4,559
3,520
658
306
352
787.8
16,854.5
16,066.7
0
0
1
0
0
0
15
0
1003_4100708
0
4
199
1,320
0
371
194
1
1,550
bus+train
2,110
1,519
220
26
0
263
12,726.9
515.8
11,948.1
0
1
1
0
17
19
0.894737
1003_4100708
1
4
100
1,320
0
360
234
1
1,550
bus+train
2,040
1,420
260
26
0
310.6
12,563.7
305
11,948.1
0
1
1
0
2
19
0.105263
1003_4100708
2
4
36
1,320
0
412
144
1
1,550
bus+train
2,256
1,356
488
26
318
583.5
12,720.7
189.2
11,948.1
0
1
1
0
0
19
0
1003_4100708
3
4
159
1,320
0
472
144
1
1,550
bus+train
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1,479
622
26
452
743.9
13,145.1
453.1
11,948.1
0
1
1
0
0
19
0
1003_4100784
0
25
2,126
420
0
556
115
1
1,650
bus+train
3,250
2,546
148
26
7
174.4
16,498.7
11,495.6
4,828.7
0
1
1
0
18
18
1
1003_4100784
1
25
884
885
0
604
178
3
1,550
bus+train
2,584
1,769
211
26
7
249.8
15,008.4
5,199.5
9,559
0
1
1
0
0
18
0
1003_4100784
2
25
1,022
1,110
0
690
156
1
1,650
bus+train
3,033
2,132
211
26
29
249.4
16,744.4
5,767
10,728
0
1
1
0
0
18
0
1003_4100784
3
25
1,776
420
0
589
115
2
1,650
bus+train
2,933
2,196
148
26
7
174.4
15,855.1
10,852
4,828.7
0
1
1
0
0
18
0
1003_4100784
4
25
631
1,160
0
546
274
2
1,650
bus+train
2,644
1,791
307
26
7
365
15,851.4
3,509.2
11,977.3
0
1
1
0
0
18
0
1003_4100784
5
25
2,155
420
0
496
115
1
1,650
bus+train
3,412
2,575
341
26
200
406.9
16,911.7
11,676.2
4,828.7
0
1
1
0
0
18
0
1003_4100784
6
25
1,028
1,110
0
510
156
1
1,650
bus+train
3,030
2,138
382
26
200
455.7
17,095
5,911.3
10,728
0
1
1
0
0
18
0
1003_4100784
7
25
1,823
420
0
589
115
2
1,650
bus+train
3,253
2,243
421
26
280
502.2
16,427.3
11,096.4
4,828.7
0
1
1
0
0
18
0
1003_4100784
8
25
986
1,110
0
570
156
1
1,650
bus+train
3,165
2,096
499
26
317
595.1
16,838.1
5,515
10,728
0
1
1
0
0
18
0
1003_4100784
9
25
911
885
0
687
178
3
1,550
bus+train
2,887
1,796
404
26
200
481.3
15,420.4
5,380.1
9,559
0
1
1
0
0
18
0
1003_4100784
10
25
2,055
420
0
556
115
1
1,650
bus+train
3,547
2,475
516
26
375
616.3
16,603.1
11,158.1
4,828.7
0
1
1
0
0
18
0
1003_4100784
11
25
1,095
1,110
0
630
156
1
1,650
bus+train
3,340
2,205
505
26
323
603.7
17,376.6
6,045
10,728
0
1
1
0
0
18
0
1003_4100784
12
25
378
1,140
0
832
291
2
1,550
bus+train
2,867
1,518
517
26
200
616.8
14,363.6
2,371.3
11,375.5
0
1
1
0
0
18
0
1003_4100784
13
25
1,705
420
0
589
115
2
1,650
bus+train
3,230
2,125
516
26
375
616.3
15,959.5
10,514.5
4,828.7
0
1
1
0
0
18
0
1003_4100784
14
25
278
1,190
0
1,002
131
3
1,550
bus+train
3,002
1,468
532
26
375
633.3
14,350.2
1,853.2
11,863.7
0
1
1
0
0
18
0
1003_4100784
15
25
813
885
0
664
178
3
1,550
bus+train
2,941
1,698
579
26
375
690.8
15,111.8
4,862
9,559
0
1
1
0
0
18
0
1003_4100784
16
25
1,843
420
0
520
115
2
1,650
bus+train
3,388
2,263
605
26
464
724.1
16,585.2
11,032.4
4,828.7
0
1
1
0
0
18
0
1003_4100784
17
25
2,059
420
0
830
115
2
1,650
bus+train
3,864
2,479
555
26
414
663.7
17,963.5
12,471.1
4,828.7
0
1
1
0
0
18
0
1003_4100784
18
25
560
1,160
0
486
274
2
1,650
bus+train
2,887
1,720
681
26
381
814.8
15,963.8
3,171.7
11,977.3
0
1
1
0
0
18
0
1003_4100784
19
25
2,818
0
0
340
0
1
1,500
bus_only
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2,818
671
207
464
804.9
15,710.6
14,905.7
0
0
1
0
0
0
18
0
1003_4100784
20
25
743
1,160
0
546
274
2
1,650
bus+train
3,138
1,903
689
26
389
823.8
16,678.7
3,877.6
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0
1
1
0
0
18
0
1003_4100784
21
25
938
1,110
0
570
156
1
1,650
bus+train
3,352
2,048
734
26
552
878.2
16,890.3
5,284.1
10,728
0
1
1
0
0
18
0
1003_4100784
22
25
2,787
0
0
357
0
1
1,600
bus_only
3,864
2,787
720
306
414
862.6
18,948.3
18,085.7
0
0
1
0
0
0
18
0
1003_4100784
23
25
1,858
420
0
819
115
3
1,650
bus+train
3,700
2,278
603
26
462
721.2
16,173.4
10,623.5
4,828.7
0
1
1
0
0
18
0
1003_4100784
24
25
2,208
420
0
1,045
115
2
1,650
bus+train
4,276
2,628
603
26
462
721.2
16,817
11,267.1
4,828.7
0
1
1
0
0
18
0
1003_4100835
0
24
2,538
420
0
787
119
2
1,650
bus+train
3,891
2,958
146
26
1
172.5
18,284
13,282.8
4,828.7
0
1
1
0
4
18
0.222222
1003_4100835
1
24
659
1,310
0
561
454
2
1,650
bus+train
3,014
1,969
484
26
4
577.1
16,094.4
2,926.5
12,590.8
0
1
1
0
8
18
0.444444
1003_4100835
2
24
2,332
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0
621
63
1
1,750
bus+train
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3,772
116
26
27
135.6
21,053.2
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15,024.9
0
1
1
0
0
18
0
1003_4100835
3
24
1,486
1,110
0
515
184
2
1,650
bus+train
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211
26
1
249.2
18,525.8
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0
1
1
0
6
18
0.333333
1003_4100835
4
24
2,946
600
0
449
207
1
1,750
bus+train
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237
26
4
280.9
23,211.5
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0
1
1
0
0
18
0
1003_4100835
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24
1,799
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526
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2
1,650
bus+train
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364
26
154
432.8
18,559.4
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1
1
0
0
18
0
1003_4100835
6
24
1,674
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0
575
184
3
1,650
bus+train
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364
26
154
432.8
18,559.4
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0
1
1
0
0
18
0
1003_4100835
7
24
2,194
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561
63
1
1,750
bus+train
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377
26
288
449.9
21,128.5
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0
1
1
0
0
18
0
1003_4100835
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24
2,100
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0
848
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2
1,750
bus+train
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345
26
256
411
20,995.3
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15,024.9
0
1
1
0
0
18
0
1003_4100835
9
24
1,607
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515
184
2
1,650
bus+train
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499
26
289
595.4
19,128.5
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0
1
1
0
0
18
0
1003_4100835
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24
1,535
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0
811
81
2
1,750
bus+train
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2,975
457
26
350
546.4
21,258.6
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15,024.9
0
1
1
0
0
18
0
1003_4100835
11
24
1,939
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0
788
63
2
1,750
bus+train
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3,379
430
26
341
513.2
20,674.1
5,136
15,024.9
0
1
1
0
0
18
0
1003_4100835
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24
1,704
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586
184
2
1,650
bus+train
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573
26
363
683.7
18,618.2
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10,728
0
1
1
0
0
18
0
1003_4100835
13
24
1,983
1,110
0
526
184
2
1,650
bus+train
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549
26
339
654.4
19,205
7,822.6
10,728
0
1
1
0
0
18
0
1003_4100835
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24
2,779
1,770
0
1,262
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1
1,750
bus+train
6,114
4,549
303
26
258
362.6
24,302.9
7,279.2
16,661.1
0
1
1
0
0
18
0
1003_4100835
15
24
1,773
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0
621
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1
1,650
bus+train
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3,213
582
26
493
695.5
20,424.2
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0
1
1
0
0
18
0
1003_4100835
16
24
1,571
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674
184
2
1,650
bus+train
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605
26
395
722.1
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1
1
0
0
18
0
1003_4100835
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24
1,820
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575
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bus+train
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549
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339
654.4
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1
1
0
0
18
0
1003_4100835
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24
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635
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1,650
bus+train
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573
26
363
683.7
18,618.2
7,206.6
10,728
0
1
1
0
0
18
0
1003_4100835
19
24
3,073
600
0
449
207
1
1,750
bus+train
4,760
3,673
638
26
405
763
24,050.9
18,361
4,926.9
0
1
1
0
0
18
0
1003_4100835
20
24
2,618
1,770
0
1,262
19
1
1,750
bus+train
6,036
4,388
386
26
341
461.1
23,978
6,855.8
16,661.1
0
1
1
0
0
18
0
1003_4100835
21
24
1,655
1,440
0
700
63
2
1,650
bus+train
4,386
3,095
591
26
502
705.7
20,434.4
4,703.8
15,024.9
0
1
1
0
0
18
0
1003_4100835
22
24
1,882
1,440
0
788
63
2
1,750
bus+train
4,655
3,322
545
26
456
651.4
20,708.3
5,032
15,024.9
0
1
1
0
0
18
0
1003_4100835
23
24
1,828
1,440
0
788
63
2
1,650
bus+train
4,650
3,268
594
26
505
710.7
20,661.3
4,925.8
15,024.9
0
1
1
0
0
18
0
1003_4100842
0
11
1,250
1,440
0
601
81
2
1,750
bus+train
3,423
2,690
132
26
25
155.9
20,540.4
5,359.6
15,024.9
0
1
1
0
0
19
0
1003_4100842
1
11
1,111
1,110
0
735
184
2
1,650
bus+train
3,167
2,221
211
26
1
249.3
18,918.1
7,940.9
10,728
0
1
1
0
5
19
0.263158
1003_4100842
2
11
3,434
0
0
904
20
1
1,700
bus_only
4,665
3,434
327
306
1
390
23,403.9
23,013.8
0
0
1
0
0
0
19
0
1003_4100842
3
11
3,348
1,620
0
431
117
1
1,850
bus+train
5,575
4,968
176
26
33
208.6
27,182.7
9,401.2
17,572.9
0
1
1
0
0
19
0
1003_4100842
4
11
2,165
1,620
0
815
192
1
1,750
bus+train
4,851
3,785
251
26
33
298.8
23,676.9
5,805.2
17,572.9
0
1
1
0
0
19
0
1003_4100842
5
11
1,666
1,770
0
866
19
1
1,750
bus+train
4,588
3,436
286
26
241
340.5
22,444
5,442.4
16,661.1
0
1
1
0
0
19
0
1003_4100842
6
11
2,266
1,620
0
390
265
1
1,750
bus+train
4,600
3,886
324
26
33
386.6
25,041.2
7,081.7
17,572.9
0
1
1
0
1
19
0.052632
1003_4100842
7
11
1,282
1,440
0
551
81
2
1,750
bus+train
3,704
2,722
431
26
324
514.5
20,720.6
5,181.3
15,024.9
0
1
1
0
0
19
0
1003_4100842
8
11
1,181
1,440
0
541
81
2
1,750
bus+train
3,631
2,621
469
26
362
560.4
20,631.1
5,045.8
15,024.9
0
1
1
0
0
19
0
1003_4100842
9
11
1,069
1,440
0
542
81
1
1,750
bus+train
3,632
2,509
581
26
474
693.9
20,732.8
5,014
15,024.9
0
1
1
0
0
19
0
1003_4100842
10
11
721
1,260
0
586
404
2
1,650
bus+train
3,274
1,981
707
26
277
845
16,711
3,275.1
12,590.8
0
1
1
0
13
19
0.684211
1003_4100927
0
14
694
1,620
0
387
125
1
1,650
bus+train
2,853
2,314
152
26
1
180
19,333.5
1,580.6
17,572.9
0
1
1
0
6
20
0.3
1003_4100927
1
14
521
1,620
0
323
195
1
1,650
bus+train
2,686
2,141
222
26
1
263.8
19,307.9
1,471.2
17,572.9
0
1
1
0
11
20
0.55
1003_4100927
2
14
767
1,620
0
387
125
1
1,650
bus+train
3,103
2,387
329
26
178
392.3
19,703.3
1,738.2
17,572.9
0
1
1
0
0
20
0
1003_4100927
3
14
594
1,620
0
323
195
1
1,650
bus+train
2,936
2,214
399
26
178
476.1
19,677.7
1,628.8
17,572.9
0
1
1
0
0
20
0
1003_4100927
4
14
593
1,620
0
387
125
1
1,650
bus+train
3,095
2,213
495
26
344
591.9
19,440
1,275.2
17,572.9
0
1
1
0
0
20
0
1003_4100927
5
14
838
1,620
0
387
125
1
1,650
bus+train
3,340
2,458
495
26
344
591.3
20,049.8
1,885.6
17,572.9
0
1
1
0
0
20
0
1003_4100927
6
14
423
1,620
0
323
195
1
1,650
bus+train
2,931
2,043
565
26
344
675.7
19,414.4
1,165.8
17,572.9
0
1
1
0
0
20
0
1003_4100927
7
14
658
1,620
0
323
195
1
1,650
bus+train
3,166
2,278
565
26
344
675.1
20,024.1
1,776.2
17,572.9
0
1
1
0
0
20
0
1003_4100927
8
14
904
1,620
0
387
125
1
1,650
bus+train
3,515
2,524
604
26
453
722
20,286
1,991.1
17,572.9
0
1
1
0
0
20
0
1003_4100927
9
14
573
1,620
0
518
117
1
1,650
bus+train
3,342
2,193
631
26
488
754.8
19,174.3
846.6
17,572.9
0
1
1
0
3
20
0.15
1003_4100927
10
14
561
1,830
0
687
22
1
1,750
bus+train
3,673
2,391
595
26
547
712.5
22,417.1
1,537.2
20,167.5
0
1
1
0
0
20
0
1003_4100927
11
14
854
1,620
0
316
195
1
1,650
bus+train
3,443
2,474
653
26
432
780.7
19,991.2
1,637.6
17,572.9
0
1
1
0
0
20
0