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_74676
10
25
1,293
300
0
698
67
2
1,550
bus+train
2,672
1,593
381
26
288
455.2
12,546.5
9,058.3
3,033.1
0
1
1
0
0
14
0
1003_74676
11
25
429
1,440
0
556
54
1
1,550
bus+train
2,818
1,869
393
26
313
469.5
13,522
2,487.6
10,564.8
0
1
1
0
0
14
0
1003_74676
12
25
440
1,230
0
546
113
1
1,550
bus+train
2,643
1,670
427
26
288
510.5
14,317.1
2,276.8
11,529.9
0
1
1
0
0
14
0
1003_74676
13
25
1,158
300
0
758
67
2
1,550
bus+train
2,662
1,458
446
26
353
531.7
12,042.2
8,477.5
3,033.1
0
1
1
0
0
14
0
1003_74676
14
25
318
1,200
0
648
117
1
1,550
bus+train
2,662
1,518
496
26
353
591.6
12,132.3
2,848
8,692.7
0
1
1
0
0
14
0
1003_74676
15
25
414
1,230
0
589
201
1
1,550
bus+train
2,773
1,644
540
26
313
646
14,663.5
2,487.6
11,529.9
0
1
1
0
0
14
0
1003_74676
16
25
362
1,440
0
556
54
1
1,550
bus+train
2,900
1,802
542
26
462
647.5
13,048.3
1,835.9
10,564.8
0
1
1
0
0
14
0
1003_74676
17
25
164
1,170
0
583
123
2
1,550
bus+train
2,478
1,334
561
26
412
671.3
12,630
1,174.6
10,784.1
0
1
1
0
0
14
0
1003_74676
18
25
306
1,230
0
546
113
1
1,550
bus+train
2,683
1,536
601
26
462
718.6
13,837.4
1,589
11,529.9
0
1
1
0
0
14
0
1003_74676
19
25
1,448
300
0
594
67
1
1,550
bus+train
2,958
1,748
616
26
523
736.3
13,143.3
9,374
3,033.1
0
1
1
0
0
14
0
1003_74676
20
25
81
1,170
0
583
123
2
1,550
bus+train
2,448
1,251
614
26
465
735
12,370
850.9
10,784.1
0
1
1
0
0
14
0
1003_74676
21
25
471
1,440
0
556
54
1
1,550
bus+train
3,088
1,911
621
26
541
743.2
14,007.4
2,699.4
10,564.8
0
1
1
0
0
14
0
1003_74676
22
25
1,342
300
0
698
67
2
1,550
bus+train
2,956
1,642
616
26
523
736.3
13,036
9,266.6
3,033.1
0
1
1
0
0
14
0
1003_74676
23
25
489
1,230
0
546
113
1
1,550
bus+train
2,927
1,719
662
26
523
791.6
14,806.6
2,485.1
11,529.9
0
1
1
0
0
14
0
1003_74676
24
25
487
1,200
0
1,247
45
1
1,550
bus+train
3,509
1,687
575
26
504
688.3
12,417.2
3,036.1
8,692.7
0
1
1
0
0
14
0
1003_74678
0
10
1,551
300
0
347
67
1
1,550
bus+train
2,292
1,851
94
26
1
110.2
12,644.7
9,501.4
3,033.1
0
1
1
0
5
13
0.384615
1003_74678
1
10
1,506
300
0
347
67
1
1,550
bus+train
2,390
1,806
237
26
144
281.6
12,688.7
9,374
3,033.1
0
1
1
0
0
13
0
1003_74678
2
10
990
1,200
0
307
45
1
1,550
bus+train
2,748
2,190
251
26
180
299.4
13,908.1
4,916
8,692.7
0
1
1
0
5
13
0.384615
1003_74678
3
10
1,580
300
0
402
67
2
1,550
bus+train
2,555
1,880
273
26
180
325.1
13,019.2
9,661.1
3,033.1
0
1
1
0
3
13
0.230769
1003_74678
4
10
839
1,200
0
372
45
1
1,550
bus+train
2,736
2,039
325
26
254
388.3
13,663.2
4,582.2
8,692.7
0
1
1
0
0
13
0
1003_74678
5
10
1,595
300
0
347
67
1
1,550
bus+train
2,633
1,895
391
26
298
467.1
13,266
9,765.9
3,033.1
0
1
1
0
0
13
0
1003_74678
6
10
1,454
300
0
347
67
1
1,550
bus+train
2,572
1,754
471
26
378
562.9
12,761.6
9,165.7
3,033.1
0
1
1
0
0
13
0
1003_74678
7
10
1,017
1,200
0
307
45
1
1,550
bus+train
2,988
2,217
464
26
393
555.6
14,366.1
5,117.8
8,692.7
0
1
1
0
0
13
0
1003_74678
8
10
1,607
300
0
402
67
2
1,550
bus+train
2,795
1,907
486
26
393
581.2
13,477.2
9,862.9
3,033.1
0
1
1
0
0
13
0
1003_74678
9
10
1,629
300
0
347
67
1
1,550
bus+train
2,868
1,929
592
26
499
707.6
13,684.8
9,944.1
3,033.1
0
1
1
0
0
13
0
1003_74889
0
17
1,873
120
0
489
94
1
1,550
bus+train
2,603
1,993
121
26
1
142.8
12,699.6
11,178.3
1,378.4
0
1
1
0
24
28
0.857143
1003_74889
1
17
1,450
300
0
550
102
2
1,550
bus+train
2,429
1,750
129
26
1
150.9
13,279.3
10,095.4
3,033.1
0
1
1
0
4
28
0.142857
1003_74889
2
17
2,082
120
0
915
94
2
1,550
bus+train
3,533
2,202
416
26
296
496.9
13,292.4
11,417
1,378.4
0
1
1
0
0
28
0
1003_74889
3
17
1,932
120
0
489
94
1
1,550
bus+train
2,989
2,052
448
26
328
535.7
13,383.8
11,469.6
1,378.4
0
1
1
0
0
28
0
1003_74889
4
17
1,509
300
0
550
102
2
1,550
bus+train
2,815
1,809
456
26
328
543.7
13,963.5
10,386.7
3,033.1
0
1
1
0
0
28
0
1003_74889
5
17
1,253
1,080
0
367
99
1
1,550
bus+train
3,188
2,333
488
26
363
583.7
13,760.7
5,268.2
7,908.9
0
1
1
0
0
28
0
1003_74889
6
17
1,342
1,080
0
367
99
1
1,550
bus+train
3,292
2,422
503
26
378
601.1
13,977.1
5,467.2
7,908.9
0
1
1
0
0
28
0
1003_74889
7
17
1,197
1,080
0
427
99
1
1,550
bus+train
3,247
2,277
543
26
418
649.1
13,733.6
5,175.6
7,908.9
0
1
1
0
0
28
0
1003_74889
8
17
1,808
120
0
549
94
1
1,550
bus+train
3,097
1,928
620
26
500
741.4
12,847.7
10,727.9
1,378.4
0
1
1
0
0
28
0
1003_74889
9
17
1,385
300
0
610
102
2
1,550
bus+train
2,923
1,685
628
26
500
749.4
13,427.4
9,645
3,033.1
0
1
1
0
0
28
0
1003_74889
10
17
1,995
120
0
601
94
2
1,650
bus+train
3,307
2,115
591
26
471
707.7
16,145.7
14,059.5
1,378.4
0
1
1
0
0
28
0
1003_74889
11
17
1,582
300
0
813
75
2
1,550
bus+train
3,275
1,882
580
26
479
693.8
15,082.3
11,355.4
3,033.1
0
1
1
0
0
28
0
1003_74889
12
17
1,104
1,080
0
367
99
1
1,550
bus+train
3,212
2,184
661
26
536
790.8
13,689.2
4,989.6
7,908.9
0
1
1
0
0
28
0
1003_74889
13
17
1,435
1,080
0
367
99
1
1,550
bus+train
3,512
2,515
630
26
505
753.1
14,264.6
5,602.6
7,908.9
0
1
1
0
0
28
0
1003_74889
14
17
2,143
120
0
915
94
2
1,550
bus+train
3,780
2,263
602
26
482
719.8
13,680.6
11,582.3
1,378.4
0
1
1
0
0
28
0
1003_74889
15
17
1,756
300
0
961
75
2
1,650
bus+train
3,676
2,056
659
26
558
787.9
15,846.6
12,025.7
3,033.1
0
1
1
0
0
28
0
1003_74889
16
17
2,122
0
0
330
0
1
1,600
bus_only
3,275
2,122
823
344
479
986.4
16,266.5
15,280
0
0
1
0
0
0
28
0
1003_7489
0
22
1,420
420
0
508
115
2
1,550
bus+train
2,498
1,840
150
26
9
178.1
13,883.1
8,876.2
4,828.7
0
1
1
0
1
13
0.076923
1003_7489
1
22
1,465
420
0
508
115
2
1,550
bus+train
2,803
1,885
410
26
269
489.6
14,425.4
9,107.1
4,828.7
0
1
1
0
0
13
0
1003_7489
2
22
1,831
570
0
708
111
1
1,650
bus+train
3,255
2,401
146
26
9
173.2
18,236.6
12,266
5,797.4
0
1
1
0
0
13
0
1003_7489
3
22
971
1,230
0
756
107
1
1,650
bus+train
3,099
2,201
142
26
9
168.3
19,094.7
8,071.8
10,854.6
0
1
1
0
6
13
0.461538
1003_7489
4
22
627
1,170
0
1,018
156
1
1,650
bus+train
3,006
1,797
191
26
9
227
16,283.6
5,284.1
10,772.5
0
1
1
0
6
13
0.461538
1003_7489
5
22
2,320
0
0
718
0
1
1,500
bus_only
3,394
2,320
356
207
149
426
15,331.8
14,905.7
0
0
1
0
0
0
13
0
1003_7489
6
22
1,876
570
0
708
111
1
1,650
bus+train
3,560
2,446
406
26
269
484.7
18,779
12,496.9
5,797.4
0
1
1
0
0
13
0
1003_7489
7
22
1,016
1,230
0
756
107
1
1,650
bus+train
3,404
2,246
402
26
269
479.8
19,637.1
8,302.7
10,854.6
0
1
1
0
0
13
0
1003_7489
8
22
672
1,170
0
1,018
156
1
1,650
bus+train
3,311
1,842
451
26
269
538.5
16,826
5,515
10,772.5
0
1
1
0
0
13
0
1003_7489
9
22
1,365
420
0
568
115
2
1,550
bus+train
2,890
1,785
537
26
396
640.9
13,968.3
8,498.7
4,828.7
0
1
1
0
0
13
0
1003_7489
10
22
1,776
570
0
768
111
1
1,650
bus+train
3,647
2,346
533
26
396
635.9
18,321.8
11,888.5
5,797.4
0
1
1
0
0
13
0
1003_7489
11
22
916
1,230
0
816
107
1
1,650
bus+train
3,491
2,146
529
26
396
631
19,179.9
7,694.3
10,854.6
0
1
1
0
0
13
0
1003_7489
12
22
572
1,170
0
1,078
156
1
1,650
bus+train
3,398
1,742
578
26
396
689.8
16,368.9
4,906.6
10,772.5
0
1
1
0
0
13
0
1003_7489
13
22
2,266
0
0
718
0
1
1,500
bus_only
3,590
2,266
606
207
399
726.7
15,365
14,638.3
0
0
1
0
0
0
13
0
1003_7489
14
22
2,710
300
0
632
67
2
1,650
bus+train
4,159
3,010
517
26
424
618
20,501.9
16,850.9
3,033.1
0
1
1
0
0
13
0
1003_7489
15
22
1,487
420
0
807
115
3
1,550
bus+train
3,279
1,907
565
26
424
675.6
14,803.9
9,299.6
4,828.7
0
1
1
0
0
13
0
1003_7489
16
22
1,496
420
0
508
115
2
1,550
bus+train
3,104
1,916
680
26
539
813.7
15,001.5
9,359.2
4,828.7
0
1
1
0
0
13
0
1003_7489
17
22
1,047
1,230
0
756
107
1
1,650
bus+train
3,705
2,277
672
26
539
803.8
20,213.2
8,554.7
10,854.6
0
1
1
0
0
13
0
1003_7489
18
22
1,817
420
0
886
115
1
1,650
bus+train
3,832
2,237
709
26
568
849
17,173.3
11,495.6
4,828.7
0
1
1
0
0
13
0
1003_7489
19
22
1,116
1,230
0
816
107
1
1,650
bus+train
3,852
2,346
690
26
557
825.4
20,512.7
8,832.7
10,854.6
0
1
1
0
0
13
0
1003_7489
20
22
1,555
420
0
728
115
3
1,550
bus+train
3,401
1,975
698
26
557
835.3
15,301.1
9,637.1
4,828.7
0
1
1
0
0
13
0
1003_7489
21
22
1,268
780
0
652
334
1
1,650
bus+train
3,621
2,048
921
26
561
1,102.7
16,689.5
9,221.5
6,365.3
0
1
1
0
0
13
0
1003_74913
0
3
164
330
0
453
84
1
1,550
bus+train
1,060
494
113
26
3
133.1
5,900.4
1,727.6
4,039.8
0
1
1
0
47
47
1
1003_74913
1
3
623
0
0
140
0
0
1,500
bus_only
1,072
623
309
306
3
368.8
6,407
6,038.2
0
0
1
0
0
0
47
0
1003_74913
2
3
676
0
0
200
0
0
1,500
bus_only
1,640
676
764
306
458
915.4
7,359.4
6,444
0
0
1
0
0
0
47
0
1003_74914
0
5
232
330
0
463
84
1
1,550
bus+train
1,141
562
116
26
6
137.6
6,310.8
2,133.4
4,039.8
0
1
1
0
70
70
1
1003_74914
1
5
702
0
0
127
0
0
1,500
bus_only
1,141
702
312
306
6
373.4
6,817.4
6,444
0
0
1
0
0
0
70
0
1003_74914
2
5
649
0
0
187
0
0
1,500
bus_only
1,581
649
745
306
439
891.4
6,929.6
6,038.2
0
0
1
0
0
0
70
0
1003_74914
3
5
179
330
0
523
84
1
1,550
bus+train
1,581
509
549
26
439
655.6
6,423
1,727.6
4,039.8
0
1
1
0
0
70
0
1003_74914
4
5
749
0
0
187
0
0
1,500
bus_only
1,703
749
767
306
461
918.5
7,816.4
6,897.9
0
0
1
0
0
0
70
0
1003_74915
0
4
291
330
0
422
84
1
1,550
bus+train
1,160
621
117
26
7
138.6
6,765.7
2,587.3
4,039.8
0
1
1
0
73
73
1
1003_74915
1
4
760
0
0
226
0
0
1,500
bus_only
1,299
760
313
306
7
374.4
7,272.3
6,897.9
0
0
1
0
0
0
73
0
1003_74915
2
4
709
0
0
286
0
0
1,500
bus_only
1,791
709
796
306
490
952.6
7,396.6
6,444
0
0
1
0
0
0
73
0
1003_74915
3
4
240
330
0
482
84
1
1,550
bus+train
1,652
570
600
26
490
716.8
6,890
2,133.4
4,039.8
0
1
1
0
0
73
0
1003_74917
0
5
549
330
0
452
84
1
1,550
bus+train
1,442
879
111
26
1
131.2
9,455
5,284.1
4,039.8
0
1
1
0
33
33
1
1003_74917
1
5
1,012
0
0
123
0
0
1,500
bus_only
1,442
1,012
307
306
1
367
9,961.6
9,594.7
0
0
1
0
0
0
33
0
1003_74917
2
5
1,078
0
0
123
0
0
1,500
bus_only
1,996
1,078
795
306
489
952.9
10,982.4
10,029.6
0
0
1
0
0
0
33
0
1003_74917
3
5
1,236
0
0
187
0
1
1,500
bus_only
2,215
1,236
792
306
486
948.5
10,574
9,625.5
0
0
1
0
0
0
33
0
1003_74917
4
5
1,632
0
0
320
0
0
1,500
bus_only
2,744
1,632
792
306
486
948.5
11,808.3
10,859.8
0
0
1
0
0
0
33
0
1003_75002
0
23
212
780
0
476
174
1
1,550
bus+train
1,669
992
201
26
1
239.3
7,685.5
1,080.9
6,365.3
0
1
1
0
45
59
0.762712
1003_75002
1
23
171
780
0
476
174
1
1,550
bus+train
1,938
951
511
26
311
611.6
7,781.9
805
6,365.3
0
1
1
0
0
59
0
1003_75002
2
23
1,381
330
0
816
40
2
1,550
bus+train
2,739
1,711
212
26
146
252.4
12,904.3
8,612.2
4,039.8
0
1
1
0
0
59
0
1003_75002
3
23
190
780
0
757
160
1
1,550
bus+train
2,073
970
346
26
160
412.6
8,112.6
1,334.8
6,365.3
0
1
1
0
6
59
0.101695
1003_75002
4
23
1,648
300
0
562
67
2
1,550
bus+train
2,739
1,948
229
26
136
273
12,931.2
9,625.1
3,033.1
0
1
1
0
0
59
0
1003_75002
5
23
414
630
0
780
114
2
1,550
bus+train
2,110
1,044
286
26
146
340
7,650
2,513.5
4,796.4
0
1
1
0
0
59
0
1003_75002
6
23
904
930
0
447
155
1
1,550
bus+train
2,598
1,834
317
26
136
379.4
12,684.2
4,296.9
8,007.9
0
1
1
0
0
59
0
1003_75002
7
23
463
630
0
587
258
1
1,550
bus+train
2,110
1,093
430
26
146
513.6
8,155.3
2,845.2
4,796.4
0
1
1
0
0
59
0
1003_75002
8
23
929
930
0
447
155
1
1,550
bus+train
2,672
1,859
366
26
185
437.5
13,026
4,580.5
8,007.9
0
1
1
0
0
59
0
1003_75002
9
23
115
780
0
757
160
1
1,550
bus+train
2,159
895
507
26
321
606
7,879.9
908.6
6,365.3
0
1
1
0
0
59
0
1003_75002
10
23
312
780
0
476
174
1
1,550
bus+train
2,105
1,092
537
26
337
643
8,388.7
1,380.3
6,365.3
0
1
1
0
0
59
0
1003_75002
11
23
1,313
330
0
816
40
2
1,550
bus+train
2,897
1,643
438
26
372
523.7
12,965.7
8,402.2
4,039.8
0
1
1
0
0
59
0
1003_75002
12
23
346
630
0
780
114
2
1,550
bus+train
2,268
976
512
26
372
611.4
7,711.4
2,303.6
4,796.4
0
1
1
0
0
59
0
1003_75002
13
23
264
780
0
757
160
1
1,550
bus+train
2,390
1,044
589
26
403
704.6
8,629.3
1,559.4
6,365.3
0
1
1
0
0
59
0
1003_75002
14
23
1,440
330
0
668
40
2
1,550
bus+train
2,934
1,770
496
26
430
593.9
13,641.6
9,008
4,039.8
0
1
1
0
0
59
0
1003_75002
15
23
1,442
330
0
878
40
3
1,550
bus+train
3,067
1,772
417
26
351
498.6
13,562.4
9,024.1
4,039.8
0
1
1
0
0
59
0
1003_75002
16
23
286
780
0
930
57
1
1,550
bus+train
2,597
1,066
601
26
518
718.3
7,842.5
758.9
6,365.3
0
1
1
0
0
59
0
1003_75002
17
23
395
630
0
587
258
1
1,550
bus+train
2,268
1,025
656
26
372
785
8,216.7
2,635.3
4,796.4
0
1
1
0
0
59
0
1003_75002
18
23
1,559
300
0
562
67
2
1,550
bus+train
2,969
1,859
548
26
455
654.8
13,029
9,341.1
3,033.1
0
1
1
0
8
59
0.135593