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
1002_1847
4
7
949
690
0
417
43
1
1,550
bus+train
2,681
1,639
625
62
520
747.4
12,145.7
6,177.2
5,221
0
1
1
0
0
17
0
1002_1847
5
7
1,852
0
0
1,970
0
3
1,500
bus_only
4,325
1,852
503
38
465
601.8
11,237.8
10,636
0
0
1
0
0
0
17
0
1002_1847
6
7
1,706
1,290
0
748
54
2
1,650
bus+train
4,325
2,996
581
62
465
694.3
18,322.4
8,441.7
9,186.4
0
1
1
0
0
17
0
1002_1848
0
8
0
1,410
0
780
0
2
1,550
train_only
2,259
1,410
69
62
7
80.6
14,661.7
0
14,581.1
0
0
1
0
30
30
1
1002_1848
1
8
1,562
0
0
246
0
1
1,500
bus_only
2,137
1,562
329
184
145
393
13,192.4
12,799.4
0
0
1
0
0
0
30
0
1002_1848
2
8
1,606
0
0
246
0
1
1,500
bus_only
2,368
1,606
516
184
332
617.5
13,753.5
13,136
0
0
1
0
0
0
30
0
1002_1848
3
8
1,294
150
0
466
90
3
1,550
bus+train
2,462
1,444
552
62
400
659.8
12,080.9
9,766.5
1,654.6
0
1
1
0
0
30
0
1002_1848
4
8
1,529
0
0
246
0
1
1,500
bus_only
2,437
1,529
662
184
478
792.4
13,295
12,502.6
0
0
1
0
0
0
30
0
1002_1848
5
8
1,838
0
0
520
113
1
1,500
bus_only
2,974
1,838
616
38
465
738.1
14,844.8
14,106.7
0
0
1
0
0
0
30
0
1002_1848
6
8
1,388
150
0
539
57
2
1,550
bus+train
2,661
1,538
584
62
465
698.9
15,025.8
12,672.3
1,654.6
0
1
1
0
0
30
0
1002_1848
7
8
1,606
0
0
299
0
2
1,500
bus_only
2,554
1,606
649
184
465
777.7
14,116.9
13,339.2
0
0
1
0
0
0
30
0
1002_1849
0
7
0
1,560
0
436
0
2
1,650
train_only
2,063
1,560
67
62
5
78.8
15,856
0
15,777.2
0
0
1
0
15
15
1
1002_1849
1
7
1,511
150
0
400
57
1
1,550
bus+train
2,312
1,661
251
62
132
298.3
13,057.8
11,104.9
1,654.6
0
1
1
0
0
15
0
1002_1849
2
7
1,539
150
0
400
57
1
1,550
bus+train
2,333
1,689
244
62
125
290.7
13,261.5
11,316.3
1,654.6
0
1
1
0
0
15
0
1002_1849
3
7
1,290
300
0
540
134
1
1,550
bus+train
2,481
1,590
351
62
155
419.8
12,877.1
9,621.1
2,836.2
0
1
1
0
0
15
0
1002_1849
4
7
1,248
300
0
540
134
1
1,550
bus+train
2,522
1,548
434
62
238
518.9
12,628.9
9,273.8
2,836.2
0
1
1
0
0
15
0
1002_1849
5
7
1,466
150
0
400
57
1
1,550
bus+train
2,656
1,616
640
62
521
766
13,170.3
10,749.6
1,654.6
0
1
1
0
0
15
0
1002_1849
6
7
1,317
300
0
540
134
1
1,550
bus+train
2,807
1,617
650
62
454
778.8
13,502.6
9,887.6
2,836.2
0
1
1
0
0
15
0
1002_1852
0
7
0
3,060
0
1,019
0
2
1,850
train_only
4,165
3,060
86
62
24
102.1
29,773.2
0
29,671.2
0
0
1
0
0
30
0
1002_1852
1
7
0
2,615
0
1,013
151
2
1,850
train_only
3,865
2,615
237
62
24
281.7
26,959.9
0
26,678.2
0
0
1
0
0
30
0
1002_1852
2
7
2,934
1,050
0
617
112
1
1,850
bus+train
4,924
3,984
323
62
149
385.2
28,007.4
20,308
7,314.3
0
1
1
0
0
30
0
1002_1852
3
7
3,953
0
0
784
0
3
1,800
bus_only
4,932
3,953
195
38
157
231.8
27,484.7
27,252.8
0
0
1
0
0
0
30
0
1002_1852
4
7
0
3,840
0
585
254
1
1,950
train_only
4,765
3,840
340
62
24
406
30,922.2
0
30,516.2
0
0
1
0
30
30
1
1002_1852
5
7
2,691
1,050
0
617
112
1
1,850
bus+train
4,971
3,741
613
62
439
733.1
27,839.3
19,791.9
7,314.3
0
1
1
0
0
30
0
1002_1852
6
7
3,710
0
0
784
0
3
1,800
bus_only
5,009
3,710
515
38
477
616.4
27,353.2
26,736.8
0
0
1
0
0
0
30
0
1002_1854
0
25
3,027
0
0
927
6
4
1,800
bus_only
4,018
3,027
64
38
20
74.9
28,589.5
28,514.6
0
0
1
0
0
0
13
0
1002_1854
1
25
0
2,320
0
951
221
4
1,850
train_only
3,579
2,320
308
62
25
365.7
29,821.4
0
29,455.6
0
0
1
0
0
13
0
1002_1854
2
25
4,196
0
0
320
0
1
1,800
bus_only
5,491
4,196
975
416
559
1,169.8
27,778.7
26,608.8
0
0
1
0
0
0
13
0
1002_1854
3
25
0
3,630
0
822
0
2
1,950
train_only
4,539
3,630
87
62
25
102.6
32,992.2
0
32,889.5
0
0
1
0
13
13
1
1002_1854
4
25
2,935
0
0
607
6
3
1,800
bus_only
3,729
2,935
187
38
143
222.5
28,586.7
28,364.2
0
0
1
0
0
0
13
0
1002_1854
5
25
4,426
0
0
486
120
2
1,800
bus_only
5,085
4,426
173
38
15
206.1
27,714.8
27,508.7
0
0
1
0
0
0
13
0
1002_1854
6
25
3,700
0
0
753
55
2
1,800
bus_only
4,689
3,700
236
38
143
280.9
29,315.1
29,034.2
0
0
1
0
0
0
13
0
1002_1854
7
25
2,827
0
0
382
6
2
1,800
bus_only
3,738
2,827
529
371
152
631.9
28,700.5
28,068.5
0
0
1
0
0
0
13
0
1002_1854
8
25
3,130
0
0
697
6
4
1,800
bus_only
4,155
3,130
328
38
284
391.5
28,679.9
28,288.5
0
0
1
0
0
0
13
0
1002_1854
9
25
3,608
0
0
417
6
2
1,800
bus_only
4,488
3,608
463
371
86
552.4
29,835.1
29,282.7
0
0
1
0
0
0
13
0
1002_1854
10
25
3,549
0
0
892
6
4
1,800
bus_only
4,736
3,549
295
38
251
351.6
29,673.9
29,322.2
0
0
1
0
0
0
13
0
1002_1854
11
25
3,904
0
0
582
6
3
1,800
bus_only
4,850
3,904
364
38
320
433.6
30,213.5
29,779.9
0
0
1
0
0
0
13
0
1002_1854
12
25
3,297
0
0
806
90
3
1,800
bus_only
4,515
3,297
412
38
284
492.8
29,077.8
28,585.1
0
0
1
0
0
0
13
0
1002_1854
13
25
3,375
0
0
814
6
5
1,800
bus_only
4,484
3,375
295
38
251
351.1
29,673.9
29,322.8
0
0
1
0
0
0
13
0
1002_1854
14
25
3,079
0
0
545
209
3
1,800
bus_only
4,155
3,079
531
38
284
635.4
28,874.3
28,238.8
0
0
1
0
0
0
13
0
1002_1854
15
25
3,249
0
0
686
258
2
1,800
bus_only
4,515
3,249
580
38
284
693.8
28,987.7
28,293.9
0
0
1
0
0
0
13
0
1002_1854
16
25
3,538
0
0
753
55
2
1,800
bus_only
4,865
3,538
574
38
481
685.9
29,120.9
28,435
0
0
1
0
0
0
13
0
1002_1854
17
25
3,509
0
0
645
6
3
1,800
bus_only
4,706
3,509
552
38
508
660.7
29,707.9
29,047.2
0
0
1
0
0
0
13
0
1002_1854
18
25
0
2,915
0
726
151
2
1,850
train_only
4,227
2,915
586
62
373
700.4
30,596.9
0
29,896.5
0
0
1
0
0
13
0
1002_1854
19
25
3,335
0
0
664
6
4
1,800
bus_only
4,551
3,335
552
38
508
660.2
29,708
29,047.8
0
0
1
0
0
0
13
0
1002_1854
20
25
3,796
0
0
357
6
2
1,800
bus_only
4,850
3,796
697
371
320
833.3
30,317.6
29,484.3
0
0
1
0
0
0
13
0
1002_1854
21
25
3,749
0
0
724
6
5
1,800
bus_only
4,951
3,749
478
38
434
571.4
30,538.1
29,966.7
0
0
1
0
0
0
13
0
1002_1854
22
25
3,961
0
0
522
133
3
1,800
bus_only
5,088
3,961
605
38
434
724.1
30,185.6
29,461.5
0
0
1
0
0
0
13
0
1002_1854
23
25
4,288
0
0
486
120
2
1,800
bus_only
5,491
4,288
717
38
559
859.1
27,870.4
27,011.3
0
0
1
0
0
0
13
0
1002_1854
24
25
3,401
0
0
420
6
2
1,800
bus_only
4,706
3,401
885
371
508
1,060.4
29,812
28,751.6
0
0
1
0
0
0
13
0
1002_1869
0
18
0
4,110
0
726
37
1
2,150
train_only
4,988
4,110
152
62
53
180.8
45,027.5
0
44,846.7
0
0
1
0
17
17
1
1002_1869
1
18
3,027
600
0
930
160
3
2,250
bus+train
4,808
3,627
251
38
53
299
46,184.9
39,112.7
6,773.2
0
1
1
0
0
17
0
1002_1869
2
18
1,260
3,510
0
373
179
1
2,150
bus+train
5,706
4,770
563
62
322
673.3
45,493.7
5,756.6
39,063.8
0
1
1
0
0
17
0
1002_1869
3
18
5,429
0
0
703
15
3
3,300
bus_only
6,323
5,429
191
38
138
227.1
45,389.4
45,162.3
0
0
1
0
0
0
17
0
1002_1869
4
18
5,408
0
0
578
15
2
3,300
bus_only
6,323
5,408
337
184
138
402.2
45,446.8
45,044.7
0
0
1
0
0
0
17
0
1002_1869
5
18
3,059
600
0
630
282
2
2,250
bus+train
4,808
3,659
519
184
53
620.5
46,229.8
38,836.1
6,773.2
0
1
1
0
0
17
0
1002_1869
6
18
4,435
0
0
763
15
3
3,200
bus_only
5,690
4,435
492
38
439
587.6
43,292.8
42,705.2
0
0
1
0
0
0
17
0
1002_1869
7
18
5,533
0
0
703
15
3
3,300
bus_only
6,629
5,533
393
38
340
469.7
45,812.5
45,342.8
0
0
1
0
0
0
17
0
1002_1869
8
18
4,414
0
0
638
15
2
3,200
bus_only
5,690
4,414
638
184
439
762.6
43,350.2
42,587.6
0
0
1
0
0
0
17
0
1002_1869
9
18
5,512
0
0
578
15
2
3,300
bus_only
6,629
5,512
539
184
340
644.8
45,870
45,225.2
0
0
1
0
0
0
17
0
1002_1869
10
18
5,245
0
0
703
15
3
3,200
bus_only
6,444
5,245
496
38
443
593.7
45,371.9
44,778.2
0
0
1
0
0
0
17
0
1002_1869
11
18
5,224
0
0
578
15
2
3,200
bus_only
6,444
5,224
642
184
443
768.7
45,429.3
44,660.6
0
0
1
0
0
0
17
0
1002_1869
12
18
6,056
0
0
786
15
3
3,200
bus_only
7,383
6,056
541
38
488
647.2
42,199.2
41,552
0
0
1
0
0
0
17
0
1002_1869
13
18
6,159
0
0
470
15
2
2,100
bus_only
7,316
6,159
687
184
488
822.2
42,375.9
41,553.7
0
0
1
0
0
0
17
0
1002_1869
14
18
1,767
3,510
0
447
173
1
2,150
bus+train
6,447
5,277
723
62
488
865.3
45,305.7
5,376.6
39,063.8
0
1
1
0
0
17
0
1002_1869
15
18
2,014
3,510
0
703
173
1
2,250
bus+train
6,919
5,524
692
62
457
828.6
46,109.4
6,217.1
39,063.8
0
1
1
0
0
17
0
1002_1869
16
18
4,836
0
0
1,842
15
3
3,200
bus_only
7,320
4,836
642
38
589
768
44,712.3
43,944.4
0
0
1
0
0
0
17
0
1002_1869
17
18
4,815
0
0
1,717
15
2
3,200
bus_only
7,320
4,815
788
184
589
943
44,769.8
43,826.8
0
0
1
0
0
0
17
0
1002_1870
0
9
0
3,960
0
683
37
1
2,150
train_only
4,773
3,960
130
62
31
153.5
43,323.6
0
43,170.1
0
0
1
0
13
13
1
1002_1870
1
9
0
2,970
0
1,283
37
2
2,150
train_only
4,383
2,970
130
62
31
153.5
42,614.9
0
42,461.4
0
0
1
0
0
13
0
1002_1870
2
9
6,440
0
0
669
15
3
2,100
bus_only
7,549
6,440
440
38
387
526.6
41,171.1
40,644.5
0
0
1
0
0
0
13
0
1002_1870
3
9
6,209
0
0
729
15
3
2,000
bus_only
7,398
6,209
460
38
407
549.3
40,465
39,915.7
0
0
1
0
0
0
13
0
1002_1870
4
9
6,036
0
0
525
133
3
2,100
bus_only
7,119
6,036
558
38
387
667.6
40,967.5
40,299.9
0
0
1
0
0
0
13
0
1002_1870
5
9
5,796
0
0
525
133
3
2,000
bus_only
6,912
5,796
591
38
420
706.6
40,277.7
39,571
0
0
1
0
0
0
13
0
1002_1870
6
9
6,390
0
0
573
15
2
2,100
bus_only
7,549
6,390
586
184
387
701.6
41,228.5
40,526.9
0
0
1
0
0
0
13
0
1002_1870
7
9
6,159
0
0
573
15
2
2,000
bus_only
7,351
6,159
619
184
420
740.6
40,538.7
39,798.1
0
0
1
0
0
0
13
0
1002_1870
8
9
1,549
3,510
0
772
173
1
2,150
bus+train
6,636
5,059
805
62
570
963.9
44,619.7
4,592
39,063.8
0
1
1
0
0
13
0
1002_1871
0
7
0
2,370
0
817
96
2
2,050
train_only
3,373
2,370
186
62
28
219.7
38,419.5
0
38,199.8
0
0
1
0
0
22
0
1002_1871
1
7
0
3,780
0
576
37
1
2,150
train_only
4,483
3,780
127
62
28
150
41,979.9
0
41,829.9
0
0
1
0
22
22
1
1002_1871
2
7
1,320
3,720
0
488
122
1
2,150
bus+train
6,225
5,040
697
62
513
833.7
45,716.8
3,180.1
41,703
0
1
1
0
0
22
0
1002_1871
3
7
1,790
3,720
0
428
122
1
2,250
bus+train
6,668
5,510
730
62
546
874.1
46,787.1
4,210
41,703
0
1
1
0
0
22
0
1002_1871
4
7
1,550
3,510
0
613
179
1
2,150
bus+train
6,460
5,060
787
62
546
942.4
43,483.8
3,477.6
39,063.8
0
1
1
0
0
22
0
1002_1871
5
7
1,443
3,510
0
498
290
1
2,150
bus+train
6,349
4,953
898
62
546
1,075.9
43,269.5
3,129.8
39,063.8
0
1
1
0
0
22
0
1002_1871
6
7
1,608
3,990
0
707
173
1
2,350
bus+train
7,126
5,598
821
62
586
983.8
53,571.7
6,363.3
46,224.6
0
1
1
0
0
22
0
1002_1880
0
18
0
5,220
0
776
59
1
2,250
train_only
6,130
5,220
134
62
13
158.6
50,021.1
0
49,862.5
0
0
1
0
14
14
1
1002_1880
1
18
0
3,690
0
1,104
241
3
2,050
train_only
5,110
3,690
316
62
13
376.5
38,610.2
0
38,233.6
0
0
1
0
0
14
0
1002_1880
2
18
3,593
2,730
0
729
94
1
2,050
bus+train
7,576
6,323
524
62
368
626.3
38,077.7
11,478.2
25,973.2
0
1
1
0
0
14
0
1002_1880
3
18
113
4,950
0
621
95
2
2,350
bus+train
5,830
5,063
146
38
13
172.4
52,811.9
402.5
52,237
0
1
1
0
0
14
0
1002_1880
4
18
3,692
2,730
0
729
94
1
2,050
bus+train
7,776
6,422
625
62
469
747.5
38,380.3
11,659.6
25,973.2
0
1
1
0
0
14
0
1002_1880
5
18
3,350
2,580
0
938
172
2
2,050
bus+train
7,520
5,930
652
62
418
779.2
38,346
13,210.3
24,356.5
0
1
1
0
0
14
0
1002_1880
6
18
2,536
1,950
0
1,168
122
4
1,950
bus+train
6,353
4,486
699
62
515
837
33,062.2
10,679.3
21,545.9
0
1
1
0
0
14
0
1002_1880
7
18
4,595
2,730
0
729
94
1
2,150
bus+train
8,665
7,325
611
62
455
730.7
40,863.1
14,159.2
25,973.2
0
1
1
0
0
14
0
1002_1880
8
18
3,245
2,310
0
1,667
122
2
1,950
bus+train
7,861
5,555
639
62
455
764.7
34,484.2
11,948.8
21,770.7
0
1
1
0
0
14
0
1002_1880
9
18
4,368
2,730
0
729
94
1
2,050
bus+train
8,484
7,098
657
62
501
786.9
40,217.5
13,457.4
25,973.2
0
1
1
0
0
14
0
1002_1880
10
18
3,030
2,310
0
1,667
122
2
1,950
bus+train
7,692
5,340
685
62
501
820.9
33,838.6
11,247
21,770.7
0
1
1
0
0
14
0
1002_1880
11
18
4,268
2,730
0
729
94
1
2,050
bus+train
8,415
6,998
688
62
532
823.9
39,932.8
13,135.7
25,973.2
0
1
1
0
0
14
0
1002_1880
12
18
3,727
3,150
0
997
187
1
2,150
bus+train
8,562
6,877
688
62
439
823
41,463.8
10,863
29,777.8
0
1
1
0
0
14
0
1002_1880
13
18
3,132
2,580
0
955
373
1
2,050
bus+train
7,520
5,712
853
62
418
1,020.7
37,973.3
12,596
24,356.5
0
1
1
0
0
14
0
1002_1880
14
18
1,379
3,300
0
750
287
3
2,050
bus+train
6,298
4,679
869
62
520
1,039.1
38,217.7
6,904.2
30,274.4
0
1
1
0
0
14
0
1002_1880
15
18
4,524
2,730
0
729
94
1
2,050
bus+train
8,714
7,254
731
62
575
874.8
40,762.1
13,914.2
25,973.2
0
1
1
0
0
14
0