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_1862
17
19
4,521
1,980
0
753
139
1
2,250
bus+train
7,984
6,501
730
28
563
874.7
49,055.1
14,125.2
34,055.2
0
1
1
0
0
29
0
1003_1862
18
19
4,793
1,980
0
537
139
1
2,250
bus+train
8,071
6,773
761
28
594
911.9
48,726.3
13,759.2
34,055.2
0
1
1
0
0
29
0
1003_1864
0
25
0
2,968
0
1,092
112
3
2,050
train_only
4,205
2,968
145
26
7
170.1
37,315.6
0
37,145.5
0
0
1
0
0
18
0
1003_1864
1
25
3,833
0
0
816
44
3
2,100
bus_only
4,887
3,833
238
168
26
284.2
40,733
40,448.8
0
0
1
0
0
0
18
0
1003_1864
2
25
0
4,740
0
685
37
1
2,350
train_only
5,495
4,740
70
26
7
81.8
51,617.2
0
51,535.4
0
0
1
0
18
18
1
1003_1864
3
25
0
3,960
0
1,097
105
2
2,250
train_only
5,195
3,960
138
26
7
162.1
48,968.3
0
48,806.2
0
0
1
0
0
18
0
1003_1864
4
25
4,124
300
0
732
162
2
2,150
bus+train
5,370
4,424
214
26
26
254.4
42,045.7
38,758.2
3,033.1
0
1
1
0
0
18
0
1003_1864
5
25
2,154
1,827
0
867
22
2
2,050
bus+train
5,045
3,981
197
168
7
232.8
37,906.1
13,325.5
24,347.8
0
1
1
0
0
18
0
1003_1864
6
25
4,226
300
0
914
80
3
2,150
bus+train
5,710
4,526
270
26
164
320.5
42,182.2
38,828.6
3,033.1
0
1
1
0
0
18
0
1003_1864
7
25
3,599
0
0
941
300
2
2,000
bus_only
5,037
3,599
497
168
29
593
40,220.1
39,627.1
0
0
1
0
0
0
18
0
1003_1864
8
25
4,034
300
0
831
80
2
2,150
bus+train
5,624
4,334
459
26
353
547.2
41,654.8
38,074.6
3,033.1
0
1
1
0
0
18
0
1003_1864
9
25
3,676
0
0
828
44
2
2,100
bus_only
5,121
3,676
617
168
405
738.2
40,835.6
40,097.4
0
0
1
0
0
0
18
0
1003_1864
10
25
3,686
0
0
816
44
3
2,100
bus_only
5,061
3,686
559
168
347
668.9
40,803.8
40,134.9
0
0
1
0
0
0
18
0
1003_1864
11
25
4,183
300
0
854
80
3
2,150
bus+train
5,796
4,483
459
26
353
548.8
42,235.4
38,653.5
3,033.1
0
1
1
0
0
18
0
1003_1864
12
25
4,124
300
0
831
80
2
2,150
bus+train
5,794
4,424
539
26
433
644.2
42,065.2
38,388
3,033.1
0
1
1
0
0
18
0
1003_1864
13
25
4,150
300
0
914
80
3
2,150
bus+train
5,848
4,450
484
26
378
577.7
42,141.4
38,530.7
3,033.1
0
1
1
0
0
18
0
1003_1864
14
25
3,905
0
0
1,036
44
3
2,100
bus_only
5,531
3,905
590
168
378
705.2
41,691.1
40,985.8
0
0
1
0
0
0
18
0
1003_1864
15
25
1,871
2,188
0
1,091
165
3
2,050
bus+train
5,633
4,059
483
26
292
576.7
37,633.4
7,142.1
29,914.6
0
1
1
0
0
18
0
1003_1864
16
25
3,959
0
0
976
44
3
2,100
bus_only
5,553
3,959
618
168
406
739.2
41,912.3
41,173
0
0
1
0
0
0
18
0
1003_1864
17
25
3,969
0
0
876
44
3
2,100
bus_only
5,490
3,969
645
168
433
771.8
41,614.9
40,843.1
0
0
1
0
0
0
18
0
1003_1864
18
25
3,957
300
0
831
80
2
2,150
bus+train
5,776
4,257
688
26
582
823.1
41,657.2
37,801
3,033.1
0
1
1
0
0
18
0
1003_1864
19
25
3,633
0
0
828
44
2
2,000
bus_only
5,236
3,633
775
168
563
928.1
40,877.5
39,949.4
0
0
1
0
0
0
18
0
1003_1864
20
25
1,212
2,346
0
1,111
144
4
2,050
bus+train
5,268
3,558
599
26
429
716
38,028.6
5,951.8
31,360.9
0
1
1
0
0
18
0
1003_1864
21
25
1,158
2,346
0
1,111
144
4
2,050
bus+train
5,231
3,504
616
26
446
736.9
37,802
5,704.3
31,360.9
0
1
1
0
0
18
0
1003_1864
22
25
3,744
0
0
881
300
2
2,100
bus_only
5,491
3,744
866
168
398
1,037.2
41,201.3
40,164.1
0
0
1
0
0
0
18
0
1003_1864
23
25
3,798
0
0
881
300
2
2,100
bus_only
5,553
3,798
874
168
406
1,046.4
41,397.7
40,351.3
0
0
1
0
0
0
18
0
1003_1864
24
25
3,702
0
0
881
300
2
2,100
bus_only
5,488
3,702
905
168
437
1,083.9
41,105.3
40,021.4
0
0
1
0
0
0
18
0
1003_1865
0
13
4,188
300
0
408
80
1
2,150
bus+train
5,099
4,488
203
26
97
241.6
40,833.7
37,559.1
3,033.1
0
1
1
0
19
19
1
1003_1865
1
13
3,136
180
0
907
74
3
2,050
bus+train
4,420
3,316
197
26
97
234.7
38,137.4
36,902.8
999.9
0
1
1
0
0
19
0
1003_1865
2
13
4,138
300
0
559
80
2
2,150
bus+train
5,217
4,438
220
26
114
261.3
40,696.9
37,402.5
3,033.1
0
1
1
0
0
19
0
1003_1865
3
13
4,024
300
0
493
80
2
2,150
bus+train
5,054
4,324
237
26
131
282
40,875.4
37,560.4
3,033.1
0
1
1
0
0
19
0
1003_1865
4
13
3,210
300
0
583
208
2
2,150
bus+train
4,424
3,510
331
26
97
394.1
41,042.2
37,615.1
3,033.1
0
1
1
0
0
19
0
1003_1865
5
13
2,437
540
0
1,110
210
2
2,050
bus+train
4,420
2,977
333
26
97
397.3
37,811.1
32,780.2
4,633.6
0
1
1
0
0
19
0
1003_1865
6
13
3,038
180
0
996
74
4
2,050
bus+train
4,445
3,218
231
26
131
275.1
38,179.2
36,904.1
999.9
0
1
1
0
0
19
0
1003_1865
7
13
4,040
300
0
525
80
2
2,150
bus+train
5,281
4,340
416
26
310
496.8
40,803.7
37,273.8
3,033.1
0
1
1
0
0
19
0
1003_1865
8
13
4,342
300
0
403
80
1
2,150
bus+train
5,569
4,642
524
26
418
626.4
41,519.6
37,860.2
3,033.1
0
1
1
0
0
19
0
1003_1865
9
13
3,089
180
0
1,056
74
4
2,050
bus+train
4,768
3,269
443
26
343
528.9
38,642.6
37,113.8
999.9
0
1
1
0
0
19
0
1003_1865
10
13
3,177
300
0
654
208
3
2,150
bus+train
4,730
3,477
599
26
365
716.1
41,575.2
37,826.1
3,033.1
0
1
1
0
0
19
0
1003_1865
11
13
3,354
300
0
583
208
2
2,150
bus+train
4,889
3,654
652
26
418
778.9
41,728.2
37,916.2
3,033.1
0
1
1
0
0
19
0
1003_1865
12
13
3,126
300
0
714
208
3
2,150
bus+train
5,312
3,426
1,172
26
938
1,401.9
42,051.4
37,616.5
3,033.1
0
1
1
0
0
19
0
1003_1867
0
8
0
5,070
0
517
0
1
2,350
train_only
5,622
5,070
35
26
9
40.5
51,009.1
0
50,968.6
0
0
1
0
16
16
1
1003_1867
1
8
1,875
1,167
0
1,408
176
4
2,050
bus+train
4,794
3,042
344
26
142
409.1
40,194.3
25,439.2
14,346
0
1
1
0
0
16
0
1003_1867
2
8
4,525
0
0
405
8
1
2,000
bus_only
5,272
4,525
342
168
166
407.4
36,836.6
36,429.2
0
0
1
0
0
0
16
0
1003_1867
3
8
3,560
300
0
893
82
3
3,600
bus+train
4,980
3,860
227
26
119
269.2
41,974.5
38,672.2
3,033.1
0
1
1
0
0
16
0
1003_1867
4
8
3,686
300
0
823
82
2
3,600
bus+train
5,083
3,986
274
26
166
325.5
42,338.5
38,980
3,033.1
0
1
1
0
0
16
0
1003_1867
5
8
3,403
600
0
686
202
1
3,600
bus+train
5,083
4,003
394
26
166
470.6
42,616.2
37,218.8
4,926.9
0
1
1
0
0
16
0
1003_1867
6
8
3,277
600
0
696
202
2
3,600
bus+train
4,943
3,877
370
26
142
442
42,279.9
36,911
4,926.9
0
1
1
0
0
16
0
1003_1867
7
8
2,011
1,167
0
1,342
176
3
2,150
bus+train
4,920
3,178
400
26
198
476.5
40,569.5
25,747
14,346
0
1
1
0
0
16
0
1003_1868
0
14
0
2,850
0
1,540
78
1
2,150
train_only
4,511
2,850
121
28
15
143.5
41,381.8
0
41,238.3
0
0
1
0
49
49
1
1003_1868
1
14
3,857
0
0
266
133
1
3,200
bus_only
4,725
3,857
602
344
125
720.7
43,498.2
42,777.6
0
0
1
0
0
0
49
0
1003_1868
2
14
1,214
2,100
0
1,566
139
1
2,150
bus+train
5,337
3,314
457
28
290
545.7
42,284.8
7,683.9
34,055.2
0
1
1
0
0
49
0
1003_1868
3
14
3,839
600
0
584
202
1
3,600
bus+train
5,615
4,439
592
26
364
709.3
44,110.5
38,474.4
4,926.9
0
1
1
0
0
49
0
1003_1868
4
14
4,016
0
0
266
133
1
3,200
bus_only
5,123
4,016
841
344
364
1,007.3
44,217.9
43,210.6
0
0
1
0
0
0
49
0
1003_1868
5
14
5,138
0
0
432
7
1
2,100
bus_only
6,311
5,138
741
168
566
887.2
41,905.3
41,018.2
0
0
1
0
0
0
49
0
1003_1868
6
14
4,572
0
0
600
47
1
2,100
bus_only
5,953
4,572
781
168
566
934.8
41,907.9
40,973.1
0
0
1
0
0
0
49
0
1003_1868
7
14
5,289
0
0
535
3
1
2,100
bus_only
6,548
5,289
724
168
553
867.6
42,701.2
41,833.7
0
0
1
0
0
0
49
0
1003_1868
8
14
4,613
0
0
603
12
2
2,000
bus_only
5,949
4,613
733
168
553
878.1
39,456.8
38,578.7
0
0
1
0
0
0
49
0
1003_1868
9
14
3,804
600
0
374
202
2
2,150
bus+train
5,572
4,404
794
26
566
951.5
43,920.1
38,041.7
4,926.9
0
1
1
0
0
49
0
1003_1868
10
14
2,054
2,100
0
1,277
225
1
2,150
bus+train
6,220
4,154
789
28
536
945.9
42,002.8
7,001.7
34,055.2
0
1
1
0
0
49
0
1003_1868
11
14
2,427
2,100
0
1,481
225
1
2,150
bus+train
6,776
4,527
768
28
515
920.6
42,922.5
7,946.6
34,055.2
0
1
1
0
0
49
0
1003_1868
12
14
3,979
600
0
1,079
202
2
3,600
bus+train
6,401
4,579
743
26
515
890.1
44,260.2
38,443.2
4,926.9
0
1
1
0
0
49
0
1003_1868
13
14
3,744
0
0
379
133
2
3,200
bus_only
5,127
3,744
1,004
344
527
1,202.4
43,587.6
42,385.2
0
0
1
0
0
0
49
0
1003_1869
0
5
0
2,400
0
916
78
1
2,050
train_only
3,475
2,400
159
28
53
189.3
40,027.5
0
39,838.1
0
0
1
0
65
68
1
1003_1869
1
5
1,072
1,800
0
903
139
1
2,050
bus+train
4,264
2,872
489
28
322
584.9
40,396.7
5,756.6
34,055.2
0
1
1
0
0
68
0
1003_1869
2
5
1,689
1,800
0
806
225
1
2,150
bus+train
5,005
3,489
710
28
457
851.3
41,123.5
6,217.1
34,055.2
0
1
1
0
0
68
0
1003_1869
3
5
1,439
1,800
0
806
225
1
2,050
bus+train
4,786
3,239
741
28
488
888
40,319.8
5,376.6
34,055.2
0
1
1
0
0
68
0
1003_1869
4
5
1,545
1,800
0
866
225
1
2,050
bus+train
5,442
3,345
1,231
28
978
1,474.9
41,174.4
5,644.3
34,055.2
0
1
1
0
0
68
0
1003_1870
0
4
0
2,370
0
1,713
78
1
2,050
train_only
4,220
2,370
137
28
31
162
38,323.5
0
38,161.5
0
0
1
0
35
35
1
1003_1870
1
4
2,323
1,920
0
1,183
139
1
2,050
bus+train
6,000
4,243
574
28
407
686.4
40,180.9
5,439.3
34,055.2
0
1
1
0
0
35
0
1003_1870
2
4
2,588
1,920
0
1,123
139
1
2,150
bus+train
6,185
4,508
554
28
387
663.6
40,886.9
6,168.1
34,055.2
0
1
1
0
0
35
0
1003_1870
3
4
1,455
1,920
0
1,128
139
1
2,050
bus+train
5,240
3,375
737
28
570
882.8
39,920
4,982
34,055.2
0
1
1
0
0
35
0
1003_1871
0
6
0
2,430
0
2,246
78
1
2,050
train_only
4,810
2,430
134
28
28
158.5
36,979.8
0
36,821.3
0
0
1
0
71
71
1
1003_1871
1
6
1,506
2,160
0
2,065
139
1
2,050
bus+train
6,121
3,666
390
28
223
466.2
37,694
3,172.6
34,055.2
0
1
1
0
0
71
0
1003_1871
2
6
1,316
2,160
0
2,065
139
1
2,050
bus+train
5,975
3,476
434
28
267
518.7
37,357.3
2,783.4
34,055.2
0
1
1
0
0
71
0
1003_1871
3
6
1,608
2,160
0
2,065
139
1
2,050
bus+train
6,546
3,768
713
28
546
854
38,386.8
3,477.6
34,055.2
0
1
1
0
0
71
0
1003_1871
4
6
1,348
3,570
0
1,043
122
1
2,150
bus+train
6,622
4,918
661
26
513
790.6
44,295.4
3,180.1
40,324.6
0
1
1
0
0
71
0
1003_1871
5
6
1,323
3,360
0
577
290
1
2,150
bus+train
6,122
4,683
862
26
546
1,032.9
41,848
3,129.8
37,685.3
0
1
1
0
0
71
0
1003_1872
0
15
0
2,010
0
734
105
2
2,050
train_only
2,886
2,010
142
26
11
167.2
36,142.1
0
35,974.9
0
0
1
0
0
18
0
1003_1872
1
15
0
3,480
0
622
37
1
2,050
train_only
4,176
3,480
74
26
11
87
39,146.2
0
39,059.3
0
0
1
0
18
18
1
1003_1872
2
15
857
3,570
0
503
122
1
2,150
bus+train
5,473
4,427
543
26
395
650.4
43,789.4
2,814.4
40,324.6
0
1
1
0
0
18
0
1003_1872
3
15
785
1,890
0
561
166
2
2,050
bus+train
3,890
2,675
654
26
462
780.6
37,417.3
2,035.8
34,601
0
1
1
0
0
18
0
1003_1872
4
15
540
1,890
0
935
252
2
2,050
bus+train
4,106
2,430
741
26
463
886.8
36,716.7
1,228.9
34,601
0
1
1
0
0
18
0
1003_1872
5
15
877
1,890
0
672
166
3
2,050
bus+train
4,153
2,767
714
26
522
853.9
37,682.7
2,227.9
34,601
0
1
1
0
0
18
0
1003_1872
6
15
638
1,890
0
935
252
2
2,050
bus+train
4,233
2,528
770
26
492
921.6
37,138.9
1,616.3
34,601
0
1
1
0
0
18
0
1003_1872
7
15
826
3,570
0
670
122
1
2,150
bus+train
5,676
4,396
610
26
462
728.8
43,855.4
2,802
40,324.6
0
1
1
0
0
18
0
1003_1872
8
15
540
3,360
0
685
173
1
2,050
bus+train
5,247
3,900
662
26
463
792.3
39,706.6
1,228.9
37,685.3
0
1
1
0
0
18
0
1003_1872
9
15
739
1,890
0
1,324
166
3
2,050
bus+train
4,669
2,629
716
26
524
856.5
37,339
1,881.5
34,601
0
1
1
0
0
18
0
1003_1872
10
15
686
3,570
0
660
122
1
2,150
bus+train
5,556
4,256
640
26
492
766.1
43,292.9
2,202.2
40,324.6
0
1
1
0
0
18
0
1003_1872
11
15
785
3,360
0
793
179
1
2,050
bus+train
5,605
4,145
667
26
462
797.2
40,518.3
2,035.8
37,685.3
0
1
1
0
0
18
0
1003_1872
12
15
638
3,360
0
685
173
1
2,050
bus+train
5,374
3,998
691
26
492
827.1
40,128.7
1,616.3
37,685.3
0
1
1
0
0
18
0
1003_1872
13
15
604
3,360
0
525
290
1
2,050
bus+train
5,286
3,964
797
26
481
955.2
40,328.6
1,688
37,685.3
0
1
1
0
0
18
0
1003_1872
14
15
3,778
2,160
0
935
33
1
2,050
bus+train
7,456
5,938
583
26
524
698.2
39,649.9
16,263.5
22,688.2
0
1
1
0
0
18
0
1003_1873
0
11
0
2,220
0
995
105
2
2,050
train_only
3,367
2,220
152
26
21
179.2
37,326.6
0
37,147.4
0
0
1
0
0
19
0
1003_1873
1
11
0
3,060
0
823
37
1
2,050
train_only
3,967
3,060
84
26
21
98.9
39,759.5
0
39,660.5
0
0
1
0
19
19
1
1003_1873
2
11
769
2,850
0
530
69
1
2,050
bus+train
4,376
3,619
227
26
132
270.3
40,038.2
2,653.7
37,114.1
0
1
1
0
0
19
0
1003_1873
3
11
617
2,850
0
470
69
1
2,050
bus+train
4,446
3,467
509
26
414
608.7
39,989.4
2,266.5
37,114.1
0
1
1
0
0
19
0
1003_1873
4
11
631
2,010
0
1,077
107
2
2,050
bus+train
4,265
2,641
547
26
414
654.3
37,521.7
2,266.5
34,601
0
1
1
0
0
19
0
1003_1873
5
11
429
2,010
0
1,185
165
2
2,050
bus+train
4,229
2,439
605
26
414
722.8
37,522.4
2,198.6
34,601
0
1
1
0
0
19
0
1003_1873
6
11
878
1,800
0
2,100
79
1
2,050
bus+train
5,325
2,678
547
28
440
655.2
37,680.4
2,969.9
34,055.2
0
1
1
0
0
19
0
1003_1873
7
11
392
2,010
0
991
258
2
2,050
bus+train
4,091
2,402
698
26
414
835.5
37,585.7
2,149.2
34,601
0
1
1
0
0
19
0