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_2823
1
19
5,418
0
0
681
0
1
1,800
bus_only
6,442
5,418
343
306
37
408.8
29,274.3
28,865.4
0
0
1
0
0
0
34
0
1003_2823
2
19
1,190
3,060
0
629
20
2
1,950
bus+train
4,956
4,250
77
26
31
89.8
32,878.8
3,604.8
29,184.2
0
1
1
0
0
34
0
1003_2823
3
19
1,067
3,060
0
629
20
2
1,950
bus+train
5,046
4,127
290
26
244
345.3
32,928.8
3,399.3
29,184.2
0
1
1
0
0
34
0
1003_2823
4
19
1,260
3,060
0
785
20
3
1,950
bus+train
5,327
4,320
222
26
176
264.5
33,057.2
3,608.4
29,184.2
0
1
1
0
0
34
0
1003_2823
5
19
1,711
3,060
0
911
20
2
1,950
bus+train
5,904
4,771
222
26
176
264.5
33,056.4
3,607.6
29,184.2
0
1
1
0
0
34
0
1003_2823
6
19
1,005
3,060
0
633
20
3
1,950
bus+train
4,988
4,065
290
26
244
345.3
32,994.6
3,465.1
29,184.2
0
1
1
0
0
34
0
1003_2823
7
19
5,299
0
0
621
0
1
1,800
bus_only
6,472
5,299
552
306
246
661.6
29,321.8
28,660.2
0
0
1
0
0
0
34
0
1003_2823
8
19
1,291
3,060
0
689
20
2
1,950
bus+train
5,522
4,351
482
26
436
576.2
33,762.1
4,001.6
29,184.2
0
1
1
0
0
34
0
1003_2823
9
19
995
3,060
0
629
20
2
1,950
bus+train
5,238
4,055
554
26
508
663.2
33,010.9
3,163.4
29,184.2
0
1
1
0
0
34
0
1003_2823
10
19
1,250
3,060
0
693
20
3
1,950
bus+train
5,485
4,310
482
26
436
576.2
33,827.9
4,067.5
29,184.2
0
1
1
0
0
34
0
1003_2823
11
19
1,389
3,060
0
845
20
3
1,950
bus+train
5,773
4,449
479
26
433
572.9
33,660.1
3,903
29,184.2
0
1
1
0
0
34
0
1003_2823
12
19
923
3,060
0
633
20
3
1,950
bus+train
5,170
3,983
554
26
508
663.2
33,076.7
3,229.3
29,184.2
0
1
1
0
0
34
0
1003_2823
13
19
2,929
1,800
0
258
378
1
2,050
bus+train
5,742
4,729
755
346
31
903.4
38,839.3
20,275.3
17,660.6
0
1
1
0
0
34
0
1003_2823
14
19
1,738
2,640
0
525
88
2
1,950
bus+train
5,564
4,378
661
26
547
790.8
31,028.9
5,328.1
24,910
0
1
1
0
0
34
0
1003_2823
15
19
5,515
0
0
621
0
1
1,800
bus_only
6,868
5,515
732
306
426
877.3
30,130.2
29,252.9
0
0
1
0
0
0
34
0
1003_2823
16
19
5,235
0
0
621
0
1
1,800
bus_only
6,674
5,235
818
306
512
980.1
29,403.7
28,423.6
0
0
1
0
0
0
34
0
1003_2823
17
19
2,806
1,800
0
318
378
1
2,050
bus+train
5,934
4,606
1,010
346
286
1,209.1
38,939.5
20,069.8
17,660.6
0
1
1
0
0
34
0
1003_2823
18
19
3,030
1,800
0
318
378
1
2,050
bus+train
6,308
4,830
1,160
346
436
1,389.8
39,722.6
20,672.1
17,660.6
0
1
1
0
0
34
0
1003_2824
0
11
0
2,580
0
914
149
2
1,850
train_only
3,692
2,580
198
26
23
234.9
26,761
0
26,526.1
0
0
1
0
57
58
0.982759
1003_2824
1
11
3,784
1,200
0
532
112
1
1,950
bus+train
5,817
4,984
301
26
163
359.1
31,938.4
22,886.5
8,692.7
0
1
1
0
1
58
0.017241
1003_2824
2
11
874
3,060
0
927
20
2
1,950
bus+train
5,074
3,934
213
26
167
253
32,186
2,748.8
29,184.2
0
1
1
0
0
58
0
1003_2824
3
11
1,066
3,060
0
927
20
2
1,950
bus+train
5,325
4,126
272
26
226
324.7
32,560.2
3,051.3
29,184.2
0
1
1
0
0
58
0
1003_2824
4
11
1,065
3,060
0
1,051
20
2
1,950
bus+train
5,599
4,125
423
26
377
505.3
32,918.8
3,229.3
29,184.2
0
1
1
0
0
58
0
1003_2824
5
11
1,402
2,820
0
882
102
2
1,950
bus+train
5,607
4,222
503
26
375
601.7
32,124
4,189.9
27,332.3
0
1
1
0
0
58
0
1003_2824
6
11
987
3,060
0
1,088
20
3
1,950
bus+train
5,558
4,047
423
26
377
505.3
32,918.8
3,229.3
29,184.2
0
1
1
0
0
58
0
1003_2824
7
11
4,897
0
0
822
0
1
1,800
bus_only
6,400
4,897
681
306
375
815.6
29,239.3
28,423.6
0
0
1
0
0
0
58
0
1003_2824
8
11
891
3,060
0
1,506
20
3
1,950
bus+train
5,954
3,951
497
26
451
593.9
32,918.2
3,140.1
29,184.2
0
1
1
0
0
58
0
1003_2824
9
11
1,457
3,060
0
925
48
3
2,050
bus+train
5,973
4,517
531
26
457
635
38,090.3
8,271.1
29,184.2
0
1
1
0
0
58
0
1003_2824
10
11
2,608
1,800
0
781
378
1
2,050
bus+train
6,294
4,408
1,105
346
381
1,322.5
38,817.1
19,834
17,660.6
0
1
1
0
0
58
0
1003_2825
0
12
332
3,060
0
600
20
2
1,950
bus+train
4,133
3,392
141
26
95
166.6
31,128.2
1,777.3
29,184.2
0
1
1
0
0
34
0
1003_2825
1
12
0
2,680
0
1,250
149
2
1,850
train_only
4,109
2,680
179
26
4
212.2
27,689.7
0
27,477.5
0
0
1
0
34
34
1
1003_2825
2
12
3,493
1,200
0
1,081
112
1
1,950
bus+train
6,006
4,693
232
26
94
275.8
30,949.1
21,980.6
8,692.7
0
1
1
0
0
34
0
1003_2825
3
12
614
3,060
0
561
20
2
1,950
bus+train
4,621
3,674
386
26
340
461.6
31,293.6
1,647.8
29,184.2
0
1
1
0
0
34
0
1003_2825
4
12
4,707
0
0
504
0
1
1,800
bus_only
5,645
4,707
434
306
128
518.8
28,009.1
27,490.3
0
0
1
0
0
0
34
0
1003_2825
5
12
413
3,060
0
540
20
2
1,950
bus+train
4,401
3,473
388
26
342
463.8
31,834.3
2,186.3
29,184.2
0
1
1
0
0
34
0
1003_2825
6
12
3,351
990
0
359
241
1
1,850
bus+train
5,244
4,341
544
26
277
650
30,143.6
20,247.2
9,246.4
0
1
1
0
0
34
0
1003_2825
7
12
877
2,820
0
541
102
2
1,950
bus+train
4,735
3,697
497
26
369
594.8
30,734.8
2,807.8
27,332.3
0
1
1
0
0
34
0
1003_2825
8
12
3,570
1,200
0
1,081
112
1
1,950
bus+train
6,336
4,770
485
26
347
580.2
31,663.5
22,390.6
8,692.7
0
1
1
0
0
34
0
1003_2825
9
12
529
3,060
0
621
20
2
1,950
bus+train
4,772
3,589
562
26
516
671.5
31,336.2
1,480.5
29,184.2
0
1
1
0
0
34
0
1003_2825
10
12
4,784
0
0
504
0
1
1,800
bus_only
5,941
4,784
653
306
347
782.5
28,682.8
27,900.3
0
0
1
0
0
0
34
0
1003_2825
11
12
3,412
990
0
299
241
1
1,850
bus+train
5,465
4,402
764
26
497
914.4
30,522.7
20,361.9
9,246.4
0
1
1
0
0
34
0
1003_2826
0
17
0
2,935
0
924
149
2
1,850
train_only
4,060
2,935
201
26
26
237.9
28,434
0
28,196.1
0
0
1
0
25
25
1
1003_2826
1
17
329
2,940
0
848
20
2
1,850
bus+train
4,328
3,269
211
26
165
251.2
30,113
1,356
28,505.7
0
1
1
0
0
25
0
1003_2826
2
17
2,657
2,190
0
345
206
1
2,150
bus+train
5,554
4,847
362
26
130
431
44,082.6
20,963.4
22,688.2
0
1
1
0
0
25
0
1003_2826
3
17
482
2,940
0
939
20
2
1,850
bus+train
4,582
3,422
221
26
175
262.8
29,893
1,124.5
28,505.7
0
1
1
0
0
25
0
1003_2826
4
17
761
2,940
0
879
20
2
1,850
bus+train
4,872
3,701
292
26
246
348.8
30,222.6
1,368.1
28,505.7
0
1
1
0
0
25
0
1003_2826
5
17
3,461
870
0
1,037
241
1
1,850
bus+train
5,794
4,331
426
26
159
508.1
29,794.9
20,718.9
8,567.9
0
1
1
0
0
25
0
1003_2826
6
17
200
2,940
0
908
20
2
1,850
bus+train
4,513
3,140
465
26
419
556.3
29,856.6
794.6
28,505.7
0
1
1
0
0
25
0
1003_2826
7
17
358
2,940
0
939
20
2
1,850
bus+train
4,715
3,298
478
26
432
570.7
29,890.2
813.7
28,505.7
0
1
1
0
0
25
0
1003_2826
8
17
3,988
840
0
539
43
2
1,950
bus+train
5,821
4,828
454
26
385
542.2
30,966.4
23,824.6
6,599.5
0
1
1
0
0
25
0
1003_2826
9
17
706
2,940
0
1,139
20
2
1,850
bus+train
5,203
3,646
418
26
372
499.1
30,485.4
1,480.5
28,505.7
0
1
1
0
0
25
0
1003_2826
10
17
3,927
840
0
539
43
2
1,950
bus+train
5,860
4,767
554
26
485
662.6
30,972.1
23,709.9
6,599.5
0
1
1
0
0
25
0
1003_2826
11
17
3,322
870
0
977
241
1
1,850
bus+train
5,821
4,192
652
26
385
780
29,709.8
20,361.9
8,567.9
0
1
1
0
0
25
0
1003_2826
12
17
2,557
2,190
0
345
206
1
2,150
bus+train
5,743
4,747
651
26
419
779.3
43,869.5
20,402
22,688.2
0
1
1
0
0
25
0
1003_2826
13
17
802
2,940
0
1,139
20
2
1,950
bus+train
5,430
3,742
549
26
503
656.3
30,809.9
1,647.8
28,505.7
0
1
1
0
0
25
0
1003_2826
14
17
3,546
870
0
977
241
1
1,850
bus+train
6,062
4,416
669
26
402
800.2
30,377.6
21,009.6
8,567.9
0
1
1
0
0
25
0
1003_2826
15
17
3,261
870
0
977
241
1
1,850
bus+train
5,860
4,131
752
26
485
900.4
29,715.5
20,247.2
8,567.9
0
1
1
0
0
25
0
1003_2826
16
17
1,755
1,800
0
667
378
1
2,050
bus+train
5,076
3,555
854
346
130
1,021.5
36,642.9
17,960.7
17,660.6
0
1
1
0
0
25
0
1003_2828
0
19
0
2,355
0
950
149
2
1,750
train_only
3,481
2,355
176
26
1
207.8
23,767.2
0
23,559.4
0
0
1
0
53
53
1
1003_2828
1
19
3,374
0
0
499
6
3
1,700
bus_only
4,327
3,374
454
168
280
542.2
22,371.2
21,829
0
0
1
0
0
0
53
0
1003_2828
2
19
4,106
300
0
650
80
1
1,850
bus+train
5,370
4,406
314
26
208
373.9
26,609.8
23,202.8
3,033.1
0
1
1
0
0
53
0
1003_2828
3
19
4,523
0
0
496
0
2
1,700
bus_only
5,313
4,523
294
168
126
350.7
24,720.2
24,369.5
0
0
1
0
0
0
53
0
1003_2828
4
19
3,670
0
0
836
44
1
1,700
bus_only
4,926
3,670
420
168
208
501.5
25,260.8
24,759.3
0
0
1
0
0
0
53
0
1003_2828
5
19
3,372
210
0
1,040
70
2
1,750
bus+train
4,995
3,582
373
26
277
444.3
25,145.7
23,539.3
1,162.1
0
1
1
0
0
53
0
1003_2828
6
19
672
2,910
0
1,006
88
2
1,850
bus+train
4,984
3,582
396
26
282
471.3
26,813.2
1,432
24,910
0
1
1
0
0
53
0
1003_2828
7
19
347
2,910
0
946
88
2
1,850
bus+train
4,732
3,257
529
26
415
631.7
26,455.3
913.6
24,910
0
1
1
0
0
53
0
1003_2828
8
19
3,422
180
0
888
127
2
1,750
bus+train
5,165
3,602
675
26
522
807.5
24,987.8
21,540
2,640.3
0
1
1
0
0
53
0
1003_2828
9
19
388
2,910
0
1,009
51
2
1,850
bus+train
4,906
3,298
599
26
522
716.7
26,546.1
919.4
24,910
0
1
1
0
0
53
0
1003_2828
10
19
331
2,910
0
946
88
2
1,850
bus+train
4,818
3,241
631
26
517
754.7
26,546.3
881.6
24,910
0
1
1
0
0
53
0
1003_2828
11
19
3,491
210
0
1,091
70
3
1,750
bus+train
5,409
3,701
617
26
521
737
25,672.8
23,773.7
1,162.1
0
1
1
0
0
53
0
1003_2828
12
19
3,789
0
0
887
44
2
1,700
bus_only
5,409
3,789
733
168
521
877.2
25,871
24,993.7
0
0
1
0
0
0
53
0
1003_2828
13
19
4,641
0
0
496
0
2
1,700
bus_only
5,838
4,641
701
168
533
839.5
25,629.9
24,790.4
0
0
1
0
0
0
53
0
1003_2828
14
19
3,705
0
0
881
9
3
1,700
bus_only
5,302
3,705
716
168
539
856.5
23,642.4
22,785.9
0
0
1
0
0
0
53
0
1003_2828
15
19
5,676
0
0
579
0
1
1,800
bus_only
6,928
5,676
673
168
505
805.2
29,684.1
28,878.9
0
0
1
0
0
0
53
0
1003_2828
16
19
3,517
0
0
1,035
6
4
1,700
bus_only
5,247
3,517
695
168
521
831.3
22,894.7
22,063.4
0
0
1
0
0
0
53
0
1003_2828
17
19
5,336
0
0
832
45
1
1,800
bus_only
6,886
5,336
718
168
505
859.1
28,318.6
27,459.5
0
0
1
0
0
0
53
0
1003_2828
18
19
5,632
0
0
519
0
1
1,800
bus_only
6,866
5,632
715
168
547
856.3
29,618.8
28,762.5
0
0
1
0
0
0
53
0
1003_309
0
5
0
630
360
1,300
88
2
3,200
train+gtx
2,432
990
142
26
28
167.7
14,897.5
0
6,340.1
8,389.7
0
1
1
32
179
0.178771
1003_309
1
5
0
2,760
0
698
0
1
1,850
train_only
3,512
2,760
54
26
28
63.2
28,998.4
0
28,935.2
0
0
1
0
0
179
0
1003_309
2
5
0
2,070
0
1,047
101
1
1,650
train_only
3,272
2,070
155
26
28
183.4
18,414.1
0
18,230.7
0
0
1
0
147
179
0.821229
1003_309
3
5
1,843
300
0
534
67
1
1,650
bus+train
3,180
2,143
503
26
410
600.6
17,799.2
14,165.6
3,033.1
0
1
1
0
0
179
0
1003_309
4
5
1,568
300
0
666
67
3
1,550
bus+train
3,167
1,868
633
26
540
757.5
15,541.7
11,751.1
3,033.1
0
1
1
0
0
179
0
1003_310
0
12
0
420
360
765
88
2
3,200
train+gtx
1,680
780
135
26
21
159.6
13,561.3
0
5,012.1
8,389.7
0
1
1
67
429
0.156177
1003_310
1
12
195
300
360
827
127
2
3,200
bus+train+gtx
2,025
855
343
26
190
409.5
13,867
2,034.8
3,033.1
8,389.7
1
1
1
0
429
0
1003_310
2
12
1,820
300
0
538
67
1
1,550
bus+train
2,777
2,120
119
26
26
140.2
14,961.6
11,788.4
3,033.1
0
1
1
0
1
429
0.002331
1003_310
3
12
0
1,860
0
482
101
1
1,650
train_only
2,490
1,860
148
26
21
175.3
17,077.9
0
16,902.6
0
0
1
0
361
429
0.841492
1003_310
4
12
1,248
300
0
331
67
2
1,550
bus+train
2,162
1,548
283
26
190
337.3
13,796.4
10,426.1
3,033.1
0
1
1
0
0
429
0
1003_310
5
12
1,346
600
0
526
96
1
1,650
bus+train
2,784
1,946
312
26
190
372.2
15,780
10,481
4,926.9
0
1
1
0
0
429
0
1003_310
6
12
1,763
300
0
412
67
2
1,550
bus+train
2,825
2,063
350
26
257
417.5
14,792.1
11,341.5
3,033.1
0
1
1
0
0
429
0
1003_310
7
12
1,861
600
0
428
96
1
1,650
bus+train
3,268
2,461
379
26
257
452.5
16,775.7
11,396.4
4,926.9
0
1
1
0
0
429
0
1003_310
8
12
262
300
360
738
127
2
3,200
bus+train+gtx
2,188
922
528
26
375
631.3
13,827.2
1,773.1
3,033.1
8,389.7
1
1
1
0
429
0
1003_310
9
12
1,609
300
0
538
67
1
1,550
bus+train
2,915
1,909
468
26
375
559.1
15,025.7
11,433.6
3,033.1
0
1
1
0
0
429
0
1003_310
10
12
1,670
300
0
412
67
2
1,550
bus+train
2,993
1,970
611
26
518
730.6
14,806.3
11,042.7
3,033.1
0
1
1
0
0
429
0
1003_310
11
12
1,768
600
0
428
96
1
1,650
bus+train
3,436
2,368
640
26
518
765.6
16,789.9
11,097.5
4,926.9
0
1
1
0
0
429
0
1003_311
0
6
0
300
360
866
64
1
3,200
train+gtx
1,641
660
115
26
25
135.7
11,558.5
0
3,033.1
8,389.7
0
1
1
385
387
1
1003_311
1
6
950
300
0
401
67
1
1,550
bus+train
1,892
1,250
241
26
148
287.1
11,678.6
8,358.5
3,033.1
0
1
1
0
0
387
0
1003_311
2
6
993
300
0
401
67
1
1,550
bus+train
1,929
1,293
235
26
142
280
11,794.4
8,481.3
3,033.1
0
1
1
0
0
387
0
1003_311
3
6
1,076
300
0
401
67
1
1,550
bus+train
2,250
1,376
473
26
380
565.8
12,300.4
8,701.6
3,033.1
0
1
1
0
0
387
0
1003_311
4
6
870
300
0
461
67
1
1,550
bus+train
2,273
1,170
642
26
549
767.5
11,774.6
7,974.1
3,033.1
0
1
1
0
0
387
0
1003_311
5
6
1,444
300
0
1,254
67
2
1,550
bus+train
3,595
1,744
597
26
504
713.6
13,559.6
9,812.9
3,033.1
0
1
1
0
0
387
0