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_4103420
6
14
1,134
1,260
0
595
65
2
1,750
bus+train
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2,394
317
28
224
379.4
21,735.7
3,402.4
17,953.9
0
1
1
0
0
13
0
1003_4103420
7
14
592
1,260
0
443
265
1
1,650
bus+train
2,758
1,852
463
28
170
554.6
20,470.7
1,962.2
17,953.9
0
1
1
0
0
13
0
1003_4103420
8
14
757
1,800
0
919
37
1
1,750
bus+train
3,763
2,557
287
26
224
342.9
20,798.6
2,285
18,170.8
0
1
1
0
0
13
0
1003_4103420
9
14
747
1,260
0
443
265
1
1,750
bus+train
2,967
2,007
517
28
224
619.5
20,884.9
2,311.4
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0
1
1
0
0
13
0
1003_4103420
10
14
1,190
1,260
0
655
65
2
1,750
bus+train
3,564
2,450
459
28
366
549.1
22,036
3,533
17,953.9
0
1
1
0
0
13
0
1003_4103420
11
14
833
1,800
0
979
37
1
1,750
bus+train
4,041
2,633
429
26
366
512.5
21,098.9
2,415.6
18,170.8
0
1
1
0
0
13
0
1003_4103420
12
14
822
1,260
0
503
265
1
1,750
bus+train
3,244
2,082
659
28
366
789.1
21,185.1
2,442.1
17,953.9
0
1
1
0
0
13
0
1003_4103420
13
14
776
1,260
0
427
265
1
1,750
bus+train
3,164
2,036
701
28
408
839.7
20,879.3
2,085.7
17,953.9
0
1
1
0
0
13
0
1003_4103459
0
16
308
1,980
0
739
49
1
1,750
bus+train
3,103
2,288
76
26
1
89.2
21,877.9
1,289.1
20,499.6
0
1
1
0
17
18
0.944444
1003_4103459
1
16
397
1,980
0
544
49
1
1,750
bus+train
3,253
2,377
332
26
257
396.7
22,437.2
1,540.9
20,499.6
0
1
1
0
0
18
0
1003_4103459
2
16
346
1,980
0
739
49
1
1,750
bus+train
3,286
2,326
221
26
146
263.5
22,181.5
1,418.4
20,499.6
0
1
1
0
0
18
0
1003_4103459
3
16
448
1,980
0
544
49
1
1,750
bus+train
3,326
2,428
354
26
279
422.3
22,651.4
1,729.5
20,499.6
0
1
1
0
0
18
0
1003_4103459
4
16
246
1,980
0
739
49
1
1,750
bus+train
3,319
2,226
354
26
279
422.8
21,964.3
1,041.9
20,499.6
0
1
1
0
0
18
0
1003_4103459
5
16
353
1,980
0
544
49
1
1,750
bus+train
3,295
2,333
418
26
343
499.4
22,384.6
1,385.6
20,499.6
0
1
1
0
0
18
0
1003_4103459
6
16
392
1,980
0
739
49
1
1,750
bus+train
3,513
2,372
402
26
327
480.9
22,566.9
1,586.4
20,499.6
0
1
1
0
0
18
0
1003_4103459
7
16
484
1,980
0
544
49
1
1,750
bus+train
3,454
2,464
446
26
371
532.8
22,880.4
1,848
20,499.6
0
1
1
0
0
18
0
1003_4103459
8
16
453
1,980
0
789
49
2
1,750
bus+train
3,612
2,433
390
26
315
466.5
22,535.3
1,569.1
20,499.6
0
1
1
0
0
18
0
1003_4103459
9
16
439
1,980
0
871
49
1
1,750
bus+train
3,765
2,419
475
26
400
567.8
22,568.2
1,500.8
20,499.6
0
1
1
0
0
18
0
1003_4103459
10
16
312
1,980
0
544
49
1
1,750
bus+train
3,384
2,292
548
26
473
655.5
22,396.9
1,241.8
20,499.6
0
1
1
0
0
18
0
1003_4103459
11
16
193
1,980
0
799
49
1
1,750
bus+train
3,539
2,173
567
26
492
678.5
22,009.5
831.4
20,499.6
0
1
1
0
0
18
0
1003_4103459
12
16
283
1,980
0
544
49
1
1,750
bus+train
3,438
2,263
631
26
556
755.8
22,410.4
1,155
20,499.6
0
1
1
0
0
18
0
1003_4103459
13
16
526
1,980
0
604
49
1
1,750
bus+train
3,717
2,506
607
26
532
725.6
23,220.5
1,995.3
20,499.6
0
1
1
0
0
18
0
1003_4103459
14
16
78
1,980
0
568
380
1
1,750
bus+train
3,311
2,058
685
26
279
819.8
21,529.9
210.5
20,499.6
0
1
1
0
1
18
0.055556
1003_4103459
15
16
286
1,980
0
625
380
1
1,750
bus+train
3,612
2,266
721
26
315
863.5
22,100.9
737.8
20,499.6
0
1
1
0
0
18
0
1003_4103533
0
24
345
1,260
0
1,593
20
1
1,650
bus+train
3,246
1,605
48
28
0
56.2
19,293.1
1,282.9
17,953.9
0
1
1
0
34
36
0.944444
1003_4103533
1
24
197
1,800
0
654
390
1
1,750
bus+train
3,067
1,997
416
26
0
497.7
21,759.4
827
20,434.7
0
1
1
0
2
36
0.055556
1003_4103533
2
24
2,693
0
0
217
0
1
1,600
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3,221
2,693
311
306
5
372.1
19,720.5
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0
0
1
0
0
0
36
0
1003_4103533
3
24
2,207
330
0
569
84
2
1,650
bus+train
3,221
2,537
115
26
5
136.3
19,213.9
15,037.8
4,039.8
0
1
1
0
0
36
0
1003_4103533
4
24
408
1,260
0
1,593
20
1
1,650
bus+train
3,555
1,668
294
28
246
350.7
19,805.8
1,501.1
17,953.9
0
1
1
0
0
36
0
1003_4103533
5
24
348
1,260
0
1,847
20
2
1,650
bus+train
3,736
1,608
281
28
233
335.1
19,694.8
1,405.8
17,953.9
0
1
1
0
0
36
0
1003_4103533
6
24
2,270
330
0
509
84
2
1,650
bus+train
3,469
2,600
360
26
250
429.7
19,725.6
15,256
4,039.8
0
1
1
0
0
36
0
1003_4103533
7
24
2,756
0
0
157
0
1
1,600
bus_only
3,469
2,756
556
306
250
665.5
20,232.2
19,566.7
0
0
1
0
0
0
36
0
1003_4103533
8
24
237
1,260
0
1,593
20
1
1,650
bus+train
3,591
1,497
501
28
453
599.1
19,433.8
880.8
17,953.9
0
1
1
0
0
36
0
1003_4103533
9
24
2,085
330
0
509
84
2
1,650
bus+train
3,483
2,415
559
26
449
668.6
19,344.1
14,635.7
4,039.8
0
1
1
0
0
36
0
1003_4103533
10
24
549
1,800
0
838
264
1
1,750
bus+train
3,710
2,349
523
26
233
625.4
22,887.1
1,827.1
20,434.7
0
1
1
0
0
36
0
1003_4103533
11
24
128
1,800
0
756
390
1
1,750
bus+train
3,273
1,928
589
26
173
704.7
21,877.1
737.8
20,434.7
0
1
1
0
0
36
0
1003_4103533
12
24
322
1,800
0
654
390
1
1,750
bus+train
3,438
2,122
662
26
246
792.2
22,272.1
1,045.2
20,434.7
0
1
1
0
0
36
0
1003_4103533
13
24
2,571
0
0
157
0
1
1,600
bus_only
3,483
2,571
755
306
449
904.4
19,850.7
18,946.3
0
0
1
0
0
0
36
0
1003_4103533
14
24
396
1,800
0
669
264
1
1,750
bus+train
3,534
2,196
669
26
379
801.2
22,646.4
1,410.5
20,434.7
0
1
1
0
0
36
0
1003_4103533
15
24
173
1,800
0
816
390
1
1,750
bus+train
3,472
1,973
683
26
267
817
22,201.6
950
20,434.7
0
1
1
0
0
36
0
1003_4103533
16
24
779
1,800
0
918
49
3
1,750
bus+train
4,026
2,579
529
26
454
632.2
23,484.1
2,417.3
20,434.7
0
1
1
0
0
36
0
1003_4103533
17
24
315
2,160
0
1,429
116
1
1,750
bus+train
4,478
2,475
574
26
432
686.2
24,714.4
1,340
22,688.2
0
1
1
0
0
36
0
1003_4103533
18
24
686
1,800
0
915
145
2
1,750
bus+train
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2,486
625
26
454
747.3
23,075.1
1,893.1
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0
1
1
0
0
36
0
1003_4103533
19
24
506
1,800
0
976
264
1
1,750
bus+train
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2,306
744
26
454
890
22,890
1,565.3
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0
1
1
0
0
36
0
1003_4103533
20
24
675
1,800
0
858
49
3
1,750
bus+train
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2,475
618
26
543
739.4
23,276.9
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0
1
1
0
0
36
0
1003_4103533
21
24
844
1,800
0
918
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3
1,750
bus+train
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614
26
539
733.7
23,793
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0
1
1
0
0
36
0
1003_4103533
22
24
262
2,160
0
1,429
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1
1,750
bus+train
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663
26
521
793.3
24,610.1
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0
1
1
0
0
36
0
1003_4103533
23
24
582
1,800
0
855
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2
1,750
bus+train
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2,382
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26
543
854.5
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0
1
1
0
0
36
0
1003_4103534
0
14
408
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640
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1
1,750
bus+train
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26
1
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22,005.5
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1
1
0
34
36
0.944444
1003_4103534
1
14
264
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302
400
1
1,750
bus+train
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432
26
6
516.1
21,983.3
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0
1
1
0
0
36
0
1003_4103534
2
14
345
1,770
0
640
33
1
1,750
bus+train
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305
26
246
364
22,081.6
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0
1
1
0
0
36
0
1003_4103534
3
14
1,041
1,650
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610
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1
1,750
bus+train
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2,691
349
26
265
416.5
22,216
5,478.7
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0
1
1
0
0
36
0
1003_4103534
4
14
208
1,770
0
421
390
1
1,750
bus+train
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417
26
1
498.3
21,978.2
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0
1
1
0
2
36
0.055556
1003_4103534
5
14
719
1,800
0
553
77
1
1,750
bus+train
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2,519
373
26
270
445.3
22,294.1
3,678
18,170.8
0
1
1
0
0
36
0
1003_4103534
6
14
501
1,770
0
640
33
1
1,750
bus+train
3,352
2,271
441
26
382
526.4
22,801.2
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0
1
1
0
0
36
0
1003_4103534
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14
125
1,770
0
269
390
1
1,750
bus+train
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1,895
681
26
265
815.4
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996
20,434.7
0
1
1
0
0
36
0
1003_4103534
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14
197
1,770
0
302
400
1
1,750
bus+train
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1,967
669
26
243
800.1
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0
1
1
0
0
36
0
1003_4103534
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14
158
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0
421
390
1
1,750
bus+train
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662
26
246
792.6
22,054.3
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20,434.7
0
1
1
0
0
36
0
1003_4103534
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14
196
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0
335
390
1
1,750
bus+train
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1,966
686
26
270
820.9
22,205.5
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0
1
1
0
0
36
0
1003_4103534
11
14
280
1,770
0
421
390
1
1,750
bus+train
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2,050
798
26
382
955
22,773.9
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0
1
1
0
0
36
0
1003_4103534
12
14
370
1,770
0
302
400
1
1,750
bus+train
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2,140
810
26
384
969.9
22,775.2
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0
1
1
0
0
36
0
1003_4103534
13
14
283
2,160
0
877
116
1
1,750
bus+train
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2,443
704
26
562
842
24,658.8
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1
1
0
0
36
0
1003_4104
0
13
0
1,415
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652
103
2
1,650
train_only
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169
26
40
199.8
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0
15,415.6
0
0
1
0
1
313
0.003195
1003_4104
1
13
477
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0
338
54
1
1,650
bus+train
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2,077
301
207
40
359.4
16,271.9
4,526.3
11,386.1
0
1
1
0
1
313
0.003195
1003_4104
2
13
2,900
0
0
170
0
0
1,700
bus_only
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2,900
704
306
398
842.2
21,427.5
20,585.2
0
0
1
0
0
0
313
0
1003_4104
3
13
0
2,185
0
857
103
1
1,650
train_only
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2,185
169
26
40
199.8
16,019.7
0
15,819.9
0
0
1
0
311
313
0.99361
1003_4104
4
13
2,472
0
0
463
23
1
1,600
bus_only
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497
306
168
594.2
18,875.7
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0
0
1
0
0
0
313
0
1003_4104
5
13
2,363
420
0
609
115
3
1,750
bus+train
3,785
2,783
393
26
252
468.9
21,266.7
15,969.1
4,828.7
0
1
1
0
0
313
0
1003_4104
6
13
2,526
0
0
463
23
1
1,600
bus_only
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581
306
252
695.2
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0
0
1
0
0
0
313
0
1003_4104
7
13
1,682
420
0
510
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2
1,650
bus+train
3,221
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609
26
468
728.3
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0
1
1
0
0
313
0
1003_4104
8
13
2,250
420
0
565
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1
1,750
bus+train
3,880
2,670
645
26
504
771.3
20,775.8
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0
1
1
0
0
313
0
1003_4104
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13
1,746
420
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510
115
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bus+train
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2,166
653
26
512
781.4
18,506
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1
1
0
0
313
0
1003_4104
10
13
1,700
420
0
1,039
115
3
1,650
bus+train
3,721
2,120
562
26
421
671.8
18,215.6
12,715.1
4,828.7
0
1
1
0
0
313
0
1003_4104
11
13
2,481
0
0
340
145
1
1,600
bus_only
3,740
2,481
919
306
468
1,100.6
19,039.2
17,938.6
0
0
1
0
0
0
313
0
1003_4104
12
13
2,566
0
0
340
145
1
1,600
bus_only
3,869
2,566
963
306
512
1,153.7
19,510.2
18,356.5
0
0
1
0
0
0
313
0
1003_4104709
0
5
1,008
4,020
0
1,145
92
1
2,250
bus+train
6,292
5,028
119
26
1
139.9
48,174.9
2,778.7
45,256.3
0
1
1
0
16
16
1
1003_4104709
1
5
709
4,020
0
521
143
1
2,250
bus+train
5,693
4,729
443
26
274
528.2
48,360.5
2,576
45,256.3
0
1
1
0
0
16
0
1003_4104709
2
5
918
4,020
0
1,145
92
1
2,250
bus+train
6,448
4,938
365
26
247
435.2
48,251
2,559.4
45,256.3
0
1
1
0
0
16
0
1003_4104709
3
5
1,094
4,020
0
1,205
92
1
2,250
bus+train
6,727
5,114
408
26
290
486.5
48,783.9
3,041
45,256.3
0
1
1
0
0
16
0
1003_4104709
4
5
585
4,020
0
521
143
1
2,250
bus+train
5,724
4,605
598
26
429
714
47,911.2
1,940.9
45,256.3
0
1
1
0
0
16
0
1003_4104786
0
10
195
2,730
0
931
71
2
1,950
bus+train
3,954
2,925
98
26
1
115.5
31,146.8
1,132.7
29,898.6
0
1
1
0
0
20
0
1003_4104786
1
10
253
2,730
0
931
71
2
1,950
bus+train
4,338
2,983
424
26
327
506.4
31,827.7
1,422.7
29,898.6
0
1
1
0
0
20
0
1003_4104786
2
10
195
3,150
0
1,111
71
1
1,950
bus+train
4,554
3,345
98
26
1
115.5
31,597.5
1,132.7
30,349.3
0
1
1
0
20
20
1
1003_4104786
3
10
2,490
930
0
1,052
120
2
1,950
bus+train
4,751
3,420
279
26
133
332.8
30,397.9
22,057.1
8,007.9
0
1
1
0
0
20
0
1003_4104786
4
10
970
2,880
0
998
119
1
1,950
bus+train
5,126
3,850
278
26
133
331
31,352.4
4,300.7
26,720.8
0
1
1
0
0
20
0
1003_4104786
5
10
2,381
930
0
1,052
120
2
1,850
bus+train
4,721
3,311
358
26
212
427.5
30,195.4
21,759.9
8,007.9
0
1
1
0
0
20
0
1003_4104786
6
10
2,602
930
0
710
120
1
1,850
bus+train
4,749
3,532
507
26
361
606.5
30,520
21,905.6
8,007.9
0
1
1
0
0
20
0
1003_4104786
7
10
927
2,880
0
998
119
1
1,950
bus+train
5,162
3,807
357
26
212
425.7
31,149.9
4,003.5
26,720.8
0
1
1
0
0
20
0
1003_4104786
8
10
253
3,150
0
1,171
71
1
1,950
bus+train
4,983
3,403
409
26
312
487.8
32,259.8
1,422.7
30,349.3
0
1
1
0
0
20
0
1003_4104786
9
10
659
2,730
0
817
64
2
1,950
bus+train
4,707
3,389
501
26
411
599.6
34,200.5
3,702.3
29,898.6
0
1
1
0
0
20
0
1003_4104788
0
11
253
3,000
0
675
71
1
1,950
bus+train
4,026
3,253
98
26
1
115.5
31,887.5
1,422.7
30,349.3
0
1
1
0
5
23
1
1003_4104788
1
11
253
1,290
720
920
216
3
4,200
bus+train+gtx
3,426
2,263
243
26
1
289.2
34,816.7
1,422.7
14,928.3
18,176.4
1
1
1
0
23
0
1003_4104788
2
11
194
3,000
0
713
71
1
1,950
bus+train
4,296
3,194
389
26
292
464.2
31,946.2
1,132.7
30,349.3
0
1
1
0
0
23
0
1003_4104788
3
11
438
3,000
0
883
71
2
1,950
bus+train
4,687
3,438
366
26
269
437.7
32,448.6
1,661.6
30,349.3
0
1
1
0
0
23
0
1003_4104788
4
11
195
1,290
720
980
216
3
4,200
bus+train+gtx
3,719
2,205
534
26
292
637.9
34,875.4
1,132.7
14,928.3
18,176.4
1
1
1
0
23
0
1003_4104788
5
11
561
3,000
0
776
105
1
1,950
bus+train
4,737
3,561
400
26
269
478.6
34,170.4
3,342.5
30,349.3
0
1
1
0
0
23
0
1003_4104788
6
11
1,003
2,730
0
745
119
1
1,950
bus+train
4,878
3,733
400
26
255
477.2
30,884.9
3,686.9
26,720.8
0
1
1
0
0
23
0
1003_4104788
7
11
930
2,730
0
854
118
1
1,950
bus+train
4,917
3,660
403
26
259
481.3
30,851.8
3,649.7
26,720.8
0
1
1
0
0
23
0
1003_4104788
8
11
464
1,170
720
1,040
303
3
4,200
bus+train+gtx
3,978
2,354
584
26
255
697.3
33,857.4
1,645.5
13,338.2
18,176.4
1
1
1
0
23
0
1003_4104788
9
11
479
3,000
0
776
105
1
1,950
bus+train
4,722
3,479
467
26
336
558.9
33,776.4
2,868.3
30,349.3
0
1
1
0
0
23
0