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_3110
0
7
0
1,770
0
1,365
11
1
1,750
train_only
3,211
1,770
76
26
39
89.1
22,760.9
0
22,671.8
0
0
1
0
0
24
0
1003_3110
1
7
0
2,010
0
535
149
1
1,850
train_only
2,767
2,010
222
28
45
264.7
25,728.8
0
25,464.1
0
0
1
0
0
24
0
1003_3110
2
7
3,408
2,580
0
783
89
1
2,050
bus+train
8,096
5,988
1,325
26
1,210
1,587.2
38,152.6
11,970.6
24,594.7
0
1
1
0
0
24
0
1003_3110
3
7
3,280
2,010
0
802
203
2
1,950
bus+train
7,531
5,290
1,439
26
1,210
1,723.4
34,799.4
10,322.8
22,753.2
0
1
1
0
0
24
0
1003_3110
4
7
2,576
2,010
0
1,532
172
2
1,950
bus+train
7,526
4,586
1,408
26
1,210
1,686.1
33,821.7
9,382.4
22,753.2
0
1
1
0
0
24
0
1003_3110
5
7
2,990
2,010
0
733
338
1
1,950
bus+train
7,307
5,000
1,574
26
1,210
1,886.2
34,924.3
10,284.9
22,753.2
0
1
1
0
24
24
1
1003_3110
6
7
4,321
0
0
710
321
2
1,900
bus_only
6,868
4,321
1,837
306
1,210
2,201.5
32,337
30,135.6
0
0
1
0
0
0
24
0
1003_3112
0
18
0
3,300
0
1,056
122
1
1,950
train_only
4,552
3,300
196
26
48
233.3
31,358.3
0
31,125.1
0
0
1
0
60
60
1
1003_3112
1
18
1,382
630
0
632
424
3
1,850
bus+train
3,142
2,012
498
26
48
594.2
29,191.5
21,700.7
6,896.6
0
1
1
0
0
60
0
1003_3112
2
18
2,541
2,580
0
775
89
1
1,950
bus+train
6,207
5,121
311
26
196
371.3
35,189.4
10,223.4
24,594.7
0
1
1
0
0
60
0
1003_3112
3
18
3,035
630
0
1,472
110
2
1,850
bus+train
5,469
3,665
332
26
196
395.9
28,887.7
23,695.4
4,796.4
0
1
1
0
0
60
0
1003_3112
4
18
1,785
420
0
577
424
2
1,850
bus+train
3,395
2,205
613
26
163
732.8
28,547.2
22,985.7
4,828.7
0
1
1
0
0
60
0
1003_3112
5
18
1,142
510
0
792
624
2
1,850
bus+train
3,142
1,652
698
26
48
834.9
27,293.4
20,514
5,944.5
0
1
1
0
0
60
0
1003_3112
6
18
1,411
420
0
621
618
2
1,850
bus+train
3,292
1,831
840
26
196
1,004.5
27,561.7
21,728.5
4,828.7
0
1
1
0
0
60
0
1003_3112
7
18
1,680
420
0
517
424
2
1,850
bus+train
3,512
2,100
895
26
445
1,071.7
28,311.5
22,411.1
4,828.7
0
1
1
0
0
60
0
1003_3112
8
18
2,931
630
0
1,412
110
2
1,850
bus+train
5,563
3,561
590
26
454
706.1
28,622.4
23,119.8
4,796.4
0
1
1
0
0
60
0
1003_3112
9
18
1,851
420
0
517
424
2
1,850
bus+train
3,728
2,271
940
26
490
1,125.6
29,200.2
23,245.9
4,828.7
0
1
1
0
0
60
0
1003_3112
10
18
2,434
2,580
0
835
89
1
1,950
bus+train
6,418
5,014
569
26
454
680.3
34,922.9
9,647.8
24,594.7
0
1
1
0
0
60
0
1003_3112
11
18
3,116
630
0
1,412
110
2
1,850
bus+train
5,792
3,746
634
26
498
758.8
29,522
23,966.7
4,796.4
0
1
1
0
0
60
0
1003_3112
12
18
2,625
2,580
0
835
89
1
2,050
bus+train
6,652
5,205
612
26
497
732.5
35,822
10,494.7
24,594.7
0
1
1
0
0
60
0
1003_3112
13
18
1,307
420
0
621
618
2
1,850
bus+train
3,446
1,727
1,098
26
454
1,313.6
27,295.2
21,152.9
4,828.7
0
1
1
0
0
60
0
1003_3112
14
18
1,517
420
0
683
620
2
1,850
bus+train
3,684
1,937
1,064
26
418
1,273.3
28,038.6
21,936.6
4,828.7
0
1
1
0
0
60
0
1003_3112
15
18
1,492
420
0
621
618
2
1,850
bus+train
3,674
1,912
1,141
26
497
1,365.8
28,194.3
21,999.8
4,828.7
0
1
1
0
0
60
0
1003_3112
16
18
2,075
2,430
0
695
338
1
1,950
bus+train
6,018
4,505
818
26
454
979.3
31,919.4
7,962.1
22,978
0
1
1
0
0
60
0
1003_3112
17
18
2,266
2,430
0
695
338
1
1,950
bus+train
6,252
4,696
861
26
497
1,031.5
32,818.5
8,809
22,978
0
1
1
0
0
60
0
1003_3113
0
7
0
2,160
0
1,108
39
2
1,850
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3,340
2,160
72
26
7
84.6
26,110.8
0
26,026.2
0
0
1
0
0
220
0
1003_3113
1
7
0
2,760
0
965
122
1
1,850
train_only
3,880
2,760
155
26
7
184.2
29,968.6
0
29,784.4
0
0
1
0
220
220
1
1003_3113
2
7
2,368
2,280
0
487
115
1
1,950
bus+train
5,667
4,648
532
26
391
636.1
31,124.5
8,982.1
21,506.3
0
1
1
0
0
220
0
1003_3113
3
7
3,294
2,160
0
451
22
1
1,850
bus+train
6,371
5,454
466
26
418
557.4
29,094.3
8,144.7
20,392.3
0
1
1
0
0
220
0
1003_3113
4
7
2,321
2,280
0
398
158
1
1,850
bus+train
5,574
4,601
575
26
391
688
29,006.5
6,812.2
21,506.3
0
1
1
0
0
220
0
1003_3113
5
7
2,651
2,280
0
626
115
2
1,950
bus+train
6,185
4,931
628
26
487
751.6
31,175.3
8,917.3
21,506.3
0
1
1
0
0
220
0
1003_3113
6
7
3,139
2,580
0
832
89
1
1,950
bus+train
7,149
5,719
598
26
483
715
34,714.1
9,404.4
24,594.7
0
1
1
0
0
220
0
1003_3114
0
7
0
2,280
0
1,112
39
2
1,850
train_only
3,470
2,280
78
26
13
92
27,070.3
0
26,978.3
0
0
1
0
0
250
0
1003_3114
1
7
0
2,640
0
669
122
1
1,850
train_only
3,470
2,640
161
26
13
191.6
29,023.9
0
28,832.3
0
0
1
0
250
250
1
1003_3114
2
7
2,731
1,830
0
496
189
1
1,850
bus+train
5,636
4,561
579
26
364
692.9
29,938.4
9,078
20,167.5
0
1
1
0
0
250
0
1003_3114
3
7
1,919
2,010
0
659
172
1
1,850
bus+train
5,279
3,929
691
26
493
826.6
29,367.4
5,787.6
22,753.2
0
1
1
0
0
250
0
1003_3114
4
7
2,245
2,010
0
659
172
1
1,850
bus+train
5,648
4,255
734
26
536
877.6
30,349.2
6,718.4
22,753.2
0
1
1
0
0
250
0
1003_3114
5
7
2,482
1,830
0
556
189
1
1,850
bus+train
5,623
4,312
755
26
540
903.9
29,348
8,276.7
20,167.5
0
1
1
0
0
250
0
1003_3114
6
7
2,218
2,010
0
1,048
286
1
1,850
bus+train
6,119
4,228
843
26
531
1,009.9
29,432.5
5,669.4
22,753.2
0
1
1
0
0
250
0
1003_3115
0
7
0
2,520
0
447
122
1
1,850
train_only
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2,520
154
26
6
182.7
28,268
0
28,085.3
0
0
1
0
163
163
1
1003_3115
1
7
2,279
2,580
0
567
89
1
1,950
bus+train
5,956
4,859
530
26
415
634.3
31,851.4
6,622.4
24,594.7
0
1
1
0
0
163
0
1003_3115
2
7
1,686
2,010
0
529
197
2
1,850
bus+train
4,858
3,696
633
26
410
756.8
28,411.2
4,901.1
22,753.2
0
1
1
0
0
163
0
1003_3115
3
7
2,909
2,010
0
279
197
1
1,950
bus+train
5,831
4,919
633
26
410
756.8
31,081.1
7,571.1
22,753.2
0
1
1
0
0
163
0
1003_3115
4
7
1,985
2,010
0
529
197
2
1,850
bus+train
5,259
3,995
735
26
512
879.9
29,352.8
5,719.7
22,753.2
0
1
1
0
0
163
0
1003_3115
5
7
3,893
630
0
495
110
1
1,850
bus+train
6,132
4,523
1,114
26
978
1,333
26,629.3
20,499.9
4,796.4
0
1
1
0
0
163
0
1003_3115
6
7
1,787
2,010
0
389
338
1
1,850
bus+train
5,522
3,797
1,336
26
972
1,601.1
29,290.9
4,936.6
22,753.2
0
1
1
0
0
163
0
1003_3116
0
11
0
2,430
0
725
122
1
1,850
train_only
3,324
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169
26
21
200.4
27,424
0
27,223.6
0
0
1
0
402
402
1
1003_3116
1
11
1,295
2,010
0
250
286
1
1,850
bus+train
4,317
3,305
762
26
450
912.1
27,570
3,904.6
22,753.2
0
1
1
0
0
402
0
1003_3116
2
11
2,620
630
0
1,232
110
1
1,750
bus+train
4,793
3,250
311
26
175
370.2
24,907.1
19,740.4
4,796.4
0
1
1
0
0
402
0
1003_3116
3
11
2,411
630
0
1,292
110
1
1,750
bus+train
4,898
3,041
565
26
429
674.4
24,658.9
19,188.1
4,796.4
0
1
1
0
0
402
0
1003_3116
4
11
1,584
2,010
0
310
286
1
1,850
bus+train
4,800
3,594
896
26
584
1,072.8
28,636.9
4,810.9
22,753.2
0
1
1
0
0
402
0
1003_3116
5
11
2,454
2,010
0
552
183
2
1,850
bus+train
5,742
4,464
726
26
517
869.4
30,277.9
6,655.3
22,753.2
0
1
1
0
0
402
0
1003_3116
6
11
1,977
2,010
0
462
232
2
1,850
bus+train
5,262
3,987
813
26
555
973.8
30,021.1
6,294.2
22,753.2
0
1
1
0
0
402
0
1003_3116
7
11
1,612
2,010
0
714
286
2
1,850
bus+train
5,165
3,622
829
26
517
992.7
28,405.1
4,659.2
22,753.2
0
1
1
0
0
402
0
1003_3116
8
11
1,847
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0
428
396
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1,850
bus+train
5,262
3,857
977
26
555
1,169.8
29,912.5
5,989.5
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0
1
1
0
0
402
0
1003_3116
9
11
3,341
2,640
0
787
86
1
2,150
bus+train
7,437
5,981
669
26
557
801.2
41,597.2
11,063.8
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0
1
1
0
0
402
0
1003_3116
10
11
3,162
420
0
905
388
2
1,850
bus+train
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3,582
952
26
538
1,140
30,090.8
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0
1
1
0
0
402
0
1003_3117
0
12
0
2,250
0
861
122
2
1,850
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26
34
216.5
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0
25,757
0
0
1
0
0
137
0
1003_3117
1
12
0
2,730
0
891
122
1
1,850
train_only
3,803
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182
26
34
216.5
26,198.3
0
25,981.8
0
0
1
0
137
137
1
1003_3117
2
12
1,519
2,580
0
617
89
1
1,850
bus+train
5,173
4,099
457
26
342
546.3
29,473.4
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24,594.7
0
1
1
0
0
137
0
1003_3117
3
12
177
2,520
0
820
176
2
1,750
bus+train
4,061
2,697
544
26
342
649.8
25,043.8
618.2
23,775.8
0
1
1
0
0
137
0
1003_3117
4
12
947
2,430
0
736
203
1
1,850
bus+train
4,684
3,377
571
26
342
682.5
26,284.6
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22,978
0
1
1
0
0
137
0
1003_3117
5
12
114
2,520
0
873
229
2
1,750
bus+train
4,128
2,634
621
26
366
742.8
25,052.1
533.6
23,775.8
0
1
1
0
0
137
0
1003_3117
6
12
692
2,430
0
693
309
1
1,850
bus+train
4,492
3,122
677
26
342
809.7
26,209.2
2,421.4
22,978
0
1
1
0
0
137
0
1003_3117
7
12
1,293
2,430
0
796
203
1
1,850
bus+train
5,197
3,723
678
26
449
810.1
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22,978
0
1
1
0
0
137
0
1003_3117
8
12
1,575
2,280
0
839
159
1
1,850
bus+train
5,382
3,855
688
26
503
822.1
26,312.9
3,984.5
21,506.3
0
1
1
0
0
137
0
1003_3117
9
12
1,704
2,280
0
779
159
1
1,850
bus+train
5,440
3,984
677
26
492
809.5
26,535.5
4,219.7
21,506.3
0
1
1
0
0
137
0
1003_3117
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12
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0
779
159
1
1,850
bus+train
5,797
4,284
734
26
549
878.3
27,539.8
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0
1
1
0
0
137
0
1003_3117
11
12
1,271
2,430
0
801
286
1
1,850
bus+train
5,317
3,701
815
26
503
975.1
26,552.6
2,599.4
22,978
0
1
1
0
0
137
0
1003_3118
0
17
0
2,520
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695
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1
1,750
train_only
3,404
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189
26
112
225.2
24,001
0
23,775.8
0
0
1
0
222
222
1
1003_3118
1
17
362
2,430
0
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203
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1,850
bus+train
3,822
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454
26
225
542.8
25,568.9
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0
1
1
0
0
222
0
1003_3118
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17
3,152
630
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788
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1
1,750
bus+train
5,008
3,782
438
26
302
523.2
25,519.7
20,200
4,796.4
0
1
1
0
0
222
0
1003_3118
3
17
1,415
2,580
0
657
89
1
1,850
bus+train
5,068
3,995
416
26
301
497.4
29,041.8
3,949.6
24,594.7
0
1
1
0
0
222
0
1003_3118
4
17
3,019
630
0
903
110
2
1,750
bus+train
4,990
3,649
438
26
302
523.2
25,519.6
20,200
4,796.4
0
1
1
0
0
222
0
1003_3118
5
17
757
2,430
0
974
172
1
1,850
bus+train
4,660
3,187
499
26
301
596.3
25,807.1
2,232.8
22,978
0
1
1
0
0
222
0
1003_3118
6
17
503
2,430
0
712
203
2
1,850
bus+train
4,175
2,933
530
26
301
633.6
25,902.4
2,290.8
22,978
0
1
1
0
0
222
0
1003_3118
7
17
291
2,430
0
576
203
1
1,750
bus+train
3,937
2,721
640
26
411
766.1
25,408.4
1,664.3
22,978
0
1
1
0
0
222
0
1003_3118
8
17
856
2,430
0
638
286
1
1,850
bus+train
4,538
3,286
614
26
302
734.6
25,827.1
2,114.5
22,978
0
1
1
0
0
222
0
1003_3118
9
17
1,622
2,580
0
1,011
51
1
1,850
bus+train
5,820
4,202
607
26
530
726.1
29,214.2
3,893.4
24,594.7
0
1
1
0
0
222
0
1003_3118
10
17
1,277
2,280
0
1,315
159
1
1,750
bus+train
5,587
3,557
715
26
530
855.3
25,504.6
3,143
21,506.3
0
1
1
0
0
222
0
1003_3118
11
17
1,479
2,580
0
951
51
1
1,850
bus+train
5,712
4,059
702
26
625
840.4
29,030.5
3,595.4
24,594.7
0
1
1
0
0
222
0
1003_3118
12
17
915
2,430
0
802
203
2
1,850
bus+train
4,906
3,345
759
26
530
908.2
25,943.9
2,057.8
22,978
0
1
1
0
0
222
0
1003_3118
13
17
989
2,430
0
742
286
1
1,750
bus+train
5,003
3,419
842
26
530
1,008.4
25,744.3
1,757.9
22,978
0
1
1
0
0
222
0
1003_3118
14
17
872
2,430
0
679
309
1
1,750
bus+train
4,851
3,302
870
26
535
1,041.8
25,828.4
1,808.5
22,978
0
1
1
0
0
222
0
1003_3118
15
17
762
2,430
0
742
203
2
1,750
bus+train
4,788
3,192
854
26
625
1,022.4
25,760.2
1,759.8
22,978
0
1
1
0
0
222
0
1003_3118
16
17
860
2,430
0
682
286
1
1,750
bus+train
4,909
3,290
937
26
625
1,122.6
25,560.6
1,459.9
22,978
0
1
1
0
0
222
0
1003_3119
0
19
0
2,070
0
668
122
1
1,750
train_only
2,893
2,070
155
26
7
183.9
23,823.9
0
23,640
0
0
1
0
436
436
1
1003_3119
1
19
180
2,010
0
470
309
1
1,750
bus+train
3,130
2,190
470
26
135
561.4
23,836.9
522.3
22,753.2
0
1
1
0
0
436
0
1003_3119
2
19
1,508
1,830
0
714
63
1
1,750
bus+train
4,276
3,338
224
26
135
266.4
24,733.9
4,300.1
20,167.5
0
1
1
0
0
436
0
1003_3119
3
19
1,659
1,830
0
714
63
1
1,750
bus+train
4,463
3,489
260
26
171
309.5
25,045.1
4,568.1
20,167.5
0
1
1
0
0
436
0
1003_3119
4
19
135
2,010
0
698
203
1
1,750
bus+train
3,207
2,145
364
26
135
434.1
23,958.9
771.6
22,753.2
0
1
1
0
0
436
0
1003_3119
5
19
269
2,010
0
620
197
1
1,750
bus+train
3,295
2,279
396
26
173
472.6
23,896.7
670.9
22,753.2
0
1
1
0
0
436
0
1003_3119
6
19
185
2,010
0
698
203
1
1,750
bus+train
3,293
2,195
400
26
171
477.2
24,270.1
1,039.6
22,753.2
0
1
1
0
0
436
0
1003_3119
7
19
443
2,010
0
689
249
1
1,750
bus+train
3,716
2,453
574
26
299
686.4
24,312.5
872.9
22,753.2
0
1
1
0
0
436
0
1003_3119
8
19
470
2,010
0
640
203
1
1,750
bus+train
3,695
2,480
575
26
346
687.2
24,636.2
1,195.8
22,753.2
0
1
1
0
0
436
0
1003_3119
9
19
286
2,010
0
640
203
1
1,750
bus+train
3,549
2,296
613
26
384
732.9
24,035.5
549.4
22,753.2
0
1
1
0
0
436
0
1003_3119
10
19
1,435
1,830
0
714
63
1
1,750
bus+train
4,493
3,265
514
26
425
615.1
24,823.4
4,040.8
20,167.5
0
1
1
0
0
436
0
1003_3119
11
19
186
2,010
0
680
197
1
1,750
bus+train
3,517
2,196
641
26
418
765.6
23,957
438.2
22,753.2
0
1
1
0
0
436
0
1003_3119
12
19
89
2,010
0
758
203
1
1,750
bus+train
3,499
2,099
642
26
413
766.8
24,032.3
512.3
22,753.2
0
1
1
0
0
436
0
1003_3119
13
19
494
2,010
0
756
203
1
1,750
bus+train
3,858
2,504
598
26
369
715.1
24,534.7
1,066.4
22,753.2
0
1
1
0
0
436
0