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_3219
8
9
346
3,150
0
888
170
1
1,950
bus+train
4,995
3,496
611
62
379
731.3
31,192.9
683.8
29,777.8
0
1
1
0
0
30
0
1002_322
0
7
166
810
0
320
116
1
1,550
bus+train
1,662
976
366
62
188
437
8,352.9
1,886.4
6,029.5
0
1
1
0
0
17
0.142857
1002_322
1
7
696
0
0
204
0
2
1,500
bus_only
1,289
696
389
184
205
465.2
6,102.4
5,637.2
0
0
1
0
0
0
17
0.142857
1002_322
2
7
619
0
0
429
0
0
1,500
bus_only
1,908
619
860
371
489
1,030.3
5,292.1
4,261.8
0
0
1
0
0
0
17
0.142857
1002_322
3
7
218
810
0
320
116
1
1,550
bus+train
1,796
1,028
448
62
270
535.1
8,805.4
2,240.8
6,029.5
0
1
1
0
0
17
0.142857
1002_322
4
7
745
0
0
437
0
2
1,500
bus_only
1,636
745
454
184
270
542.7
6,534.4
5,991.7
0
0
1
0
0
0
17
0.142857
1002_322
5
7
714
0
0
607
0
1
1,500
bus_only
1,918
714
597
38
559
715.1
5,263.6
4,548.5
0
0
1
0
0
0
17
0.142857
1002_322
6
7
743
0
0
211
0
1
1,500
bus_only
1,665
743
711
184
527
851.3
6,359.2
5,507.9
0
0
1
0
0
0
17
0.142857
1002_3222
0
12
0
3,554
0
509
43
1
1,950
train_only
4,244
3,554
181
62
76
214.6
33,330.5
0
33,115.9
0
0
1
0
20
20
1
1002_3222
1
12
0
2,984
0
816
43
2
1,950
train_only
3,986
2,984
186
62
81
221.6
32,653.5
0
32,431.9
0
0
1
0
0
20
0
1002_3222
2
12
762
2,880
0
323
104
1
1,850
bus+train
4,442
3,642
477
62
311
570.2
29,976.6
2,005.2
27,401.3
0
1
1
0
0
20
0
1002_3222
3
12
2,091
2,310
0
309
63
1
1,850
bus+train
5,170
4,401
460
62
335
549.6
29,091.5
6,771.2
21,770.7
0
1
1
0
0
20
0
1002_3222
4
12
639
2,880
0
383
104
1
1,850
bus+train
4,458
3,519
556
62
390
664.6
29,612
1,546.2
27,401.3
0
1
1
0
0
20
0
1002_3222
5
12
1,153
2,880
0
511
104
1
1,850
bus+train
5,045
4,033
501
62
335
598.6
30,225.6
2,225.6
27,401.3
0
1
1
0
0
20
0
1002_3222
6
12
764
3,030
0
851
52
1
1,850
bus+train
5,244
3,794
599
62
485
716.4
30,682.8
1,495.1
28,471.3
0
1
1
0
0
20
0
1002_3222
7
12
884
3,030
0
851
52
1
1,950
bus+train
5,366
3,914
601
62
487
719
30,911.9
1,721.7
28,471.3
0
1
1
0
0
20
0
1002_3222
8
12
1,067
2,880
0
725
104
1
1,850
bus+train
5,336
3,947
664
62
498
794.4
30,517.8
2,322.2
27,401.3
0
1
1
0
0
20
0
1002_3222
9
12
2,258
2,310
0
309
63
1
1,850
bus+train
5,599
4,568
722
62
597
864
30,234.8
7,600.1
21,770.7
0
1
1
0
0
20
0
1002_3222
10
12
554
3,030
0
851
52
1
1,850
bus+train
5,162
3,584
727
62
613
870.3
30,596.1
1,254.6
28,471.3
0
1
1
0
0
20
0
1002_3222
11
12
1,220
3,150
0
357
170
1
1,950
bus+train
5,548
4,370
821
62
589
983.3
33,701.7
2,940.7
29,777.8
0
1
1
0
0
20
0
1002_3223
0
17
0
3,076
0
813
43
2
1,950
train_only
4,018
3,076
129
62
24
153.2
33,415
0
33,261.8
0
0
1
0
0
24
0
1002_3223
1
17
0
3,646
0
649
43
1
1,950
train_only
4,424
3,646
129
62
24
153.2
34,099.1
0
33,945.8
0
0
1
0
24
24
1
1002_3223
2
17
840
2,730
0
619
94
1
1,850
bus+train
4,445
3,570
256
62
100
305.5
29,461.7
3,183
25,973.2
0
1
1
0
0
24
0
1002_3223
3
17
1,889
2,310
0
562
63
1
1,850
bus+train
4,978
4,199
217
62
92
258.4
28,240.7
6,211.5
21,770.7
0
1
1
0
0
24
0
1002_3223
4
17
1,866
2,310
0
597
63
1
1,850
bus+train
4,996
4,176
223
62
98
265.8
28,228.9
6,192.3
21,770.7
0
1
1
0
0
24
0
1002_3223
5
17
982
2,730
0
704
94
1
1,850
bus+train
4,665
3,712
249
62
93
296.7
29,816.3
3,546.4
25,973.2
0
1
1
0
0
24
0
1002_3223
6
17
1,348
2,880
0
563
104
1
1,850
bus+train
5,131
4,228
340
62
174
405.2
30,359.4
2,553
27,401.3
0
1
1
0
0
24
0
1002_3223
7
17
1,024
2,730
0
619
94
1
1,850
bus+train
4,837
3,754
464
62
308
554.6
30,066.4
3,538.7
25,973.2
0
1
1
0
0
24
0
1002_3223
8
17
772
2,730
0
619
94
1
1,850
bus+train
4,619
3,502
498
62
342
595.3
29,532.8
2,964.3
25,973.2
0
1
1
0
0
24
0
1002_3223
9
17
1,805
2,310
0
562
63
1
1,850
bus+train
5,290
4,115
613
62
488
733.1
28,362.4
5,858.5
21,770.7
0
1
1
0
0
24
0
1002_3223
10
17
1,527
2,310
0
643
63
2
1,850
bus+train
5,093
3,837
613
62
488
733.1
28,309.9
5,806
21,770.7
0
1
1
0
0
24
0
1002_3223
11
17
924
2,580
0
539
373
1
1,850
bus+train
4,786
3,504
743
62
308
889
29,217.4
3,972
24,356.5
0
1
1
0
0
24
0
1002_3223
12
17
1,103
2,730
0
764
94
1
1,850
bus+train
5,277
3,833
680
62
524
813.5
30,718.5
3,931.8
25,973.2
0
1
1
0
0
24
0
1002_3223
13
17
1,348
2,880
0
461
104
1
1,950
bus+train
5,357
4,228
668
62
502
799.2
31,175.1
2,974.6
27,401.3
0
1
1
0
0
24
0
1002_3223
14
17
2,054
2,310
0
597
63
1
1,850
bus+train
5,627
4,364
666
62
541
797
29,154.4
6,586.7
21,770.7
0
1
1
0
0
24
0
1002_3223
15
17
1,540
2,880
0
461
104
1
1,950
bus+train
5,542
4,420
661
62
495
790.3
31,483.2
3,291.7
27,401.3
0
1
1
0
0
24
0
1002_3223
16
17
1,153
2,880
0
563
104
1
1,850
bus+train
5,304
4,033
708
62
542
846.6
30,473.5
2,225.6
27,401.3
0
1
1
0
0
24
0
1002_323
0
21
664
180
0
801
53
2
1,550
bus+train
1,759
844
114
38
23
134.5
5,598.6
3,703.8
1,760.3
0
1
1
0
0
21
0
1002_323
1
21
489
270
0
270
96
1
1,550
bus+train
1,519
759
490
371
23
585.9
6,395.7
3,489
2,320.8
0
1
1
0
0
21
0
1002_323
2
21
975
0
0
825
0
2
1,500
bus_only
1,950
975
150
38
112
177.5
6,793.7
6,616.1
0
0
1
0
0
0
21
0
1002_323
3
21
0
930
0
643
101
1
1,550
train_only
1,759
930
186
62
23
220.2
7,476.8
0
7,256.6
0
0
1
0
21
21
1
1002_323
4
21
935
0
0
622
0
2
1,500
bus_only
1,755
935
198
38
160
234.8
6,745.4
6,510.6
0
0
1
0
0
0
21
0
1002_323
5
21
0
1,190
0
587
97
1
1,550
train_only
2,017
1,190
240
62
81
285.8
8,942.3
0
8,656.5
0
0
1
0
0
21
0
1002_323
6
21
979
0
0
980
0
2
1,500
bus_only
2,205
979
246
38
208
292.3
7,070.2
6,777.9
0
0
1
0
0
0
21
0
1002_323
7
21
936
0
0
765
0
2
1,500
bus_only
2,010
936
309
38
271
369.3
6,713.4
6,344.1
0
0
1
0
0
0
21
0
1002_323
8
21
1,537
0
0
538
31
1
1,500
bus_only
2,456
1,537
381
184
166
454.4
10,612.3
10,157.9
0
0
1
0
0
0
21
0
1002_323
9
21
315
930
0
935
103
1
1,550
bus+train
2,510
1,245
330
62
165
393.8
9,042.3
2,118.1
6,530.4
0
1
1
0
0
21
0
1002_323
10
21
886
0
0
521
0
1
1,500
bus_only
1,899
886
492
371
121
589.5
6,918.9
6,329.5
0
0
1
0
0
0
21
0
1002_323
11
21
1,361
0
0
917
0
1
1,500
bus_only
2,670
1,361
392
184
208
467.3
9,305.9
8,838.6
0
0
1
0
0
0
21
0
1002_323
12
21
1,345
0
0
233
55
1
1,500
bus_only
2,076
1,345
498
184
259
595.5
6,253.3
5,657.8
0
0
1
0
0
0
21
0
1002_323
13
21
846
0
0
318
0
1
1,500
bus_only
1,701
846
537
371
166
642.8
6,866.8
6,224
0
0
1
0
0
0
21
0
1002_323
14
21
294
810
0
583
188
1
1,550
bus+train
2,156
1,104
469
62
219
560.7
8,883.2
2,293
6,029.5
0
1
1
0
0
21
0
1002_323
15
21
10
510
0
600
355
1
1,550
bus+train
1,678
520
558
51
152
667
5,353
246
4,440.1
0
1
1
0
0
21
0
1002_323
16
21
1,313
0
0
857
0
1
1,500
bus_only
2,625
1,313
455
184
271
544.3
8,949.1
8,404.8
0
0
1
0
0
0
21
0
1002_323
17
21
305
810
0
932
116
1
1,550
bus+train
2,496
1,115
449
62
271
536.7
9,041.9
2,475.7
6,029.5
0
1
1
0
0
21
0
1002_323
18
21
851
0
0
622
0
2
1,500
bus_only
1,978
851
505
38
467
604.1
6,713.4
6,109.3
0
0
1
0
0
0
21
0
1002_323
19
21
246
810
0
583
188
1
1,550
bus+train
2,160
1,056
521
62
271
622.7
8,511.4
1,859.3
6,029.5
0
1
1
0
0
21
0
1002_323
20
21
1,453
0
0
538
31
1
1,500
bus_only
2,741
1,453
750
184
535
897.5
10,654
9,756.6
0
0
1
0
0
0
21
0
1002_326
0
15
1,896
0
0
868
0
1
1,500
bus_only
2,892
1,896
128
38
90
151.5
11,778.9
11,627.4
0
0
1
0
0
0
33
0
1002_326
1
15
388
660
0
494
112
2
1,550
bus+train
1,799
1,048
257
62
83
304.9
9,161.9
1,998.6
6,858.4
0
1
1
0
0
33
0
1002_326
2
15
0
1,260
0
533
101
1
1,550
train_only
2,039
1,260
246
62
83
292.1
10,992.1
0
10,700
0
0
1
0
33
33
1
1002_326
3
15
1,707
0
0
546
0
2
1,500
bus_only
2,527
1,707
274
184
90
326.5
12,523.5
12,196.9
0
0
1
0
0
0
33
0
1002_326
4
15
1,835
0
0
868
0
1
1,500
bus_only
3,071
1,835
368
38
330
440.5
11,700.3
11,259.8
0
0
1
0
0
0
33
0
1002_326
5
15
881
300
0
479
134
1
1,550
bus+train
2,164
1,181
504
62
308
601.9
10,297.6
6,859.5
2,836.2
0
1
1
0
0
33
0
1002_326
6
15
963
300
0
419
134
1
1,550
bus+train
2,233
1,263
551
62
355
659.8
10,965.6
7,469.7
2,836.2
0
1
1
0
0
33
0
1002_326
7
15
0
900
0
282
22
1
1,550
train_only
1,799
900
617
512
83
738.9
9,135.3
0
8,396.3
0
0
1
0
0
33
0
1002_326
8
15
1,965
0
0
868
0
1
1,500
bus_only
3,288
1,965
455
38
417
544.6
12,465.6
11,921
0
0
1
0
0
0
33
0
1002_326
9
15
1,896
0
0
969
0
2
1,500
bus_only
3,327
1,896
462
38
424
552.9
12,459.1
11,906.2
0
0
1
0
0
0
33
0
1002_326
10
15
1,794
0
0
976
0
2
1,500
bus_only
3,285
1,794
515
38
477
616.2
11,904.4
11,288.2
0
0
1
0
0
0
33
0
1002_326
11
15
1,774
0
0
546
0
2
1,500
bus_only
2,921
1,774
601
184
417
719.6
13,210.1
12,490.5
0
0
1
0
0
0
33
0
1002_326
12
15
987
300
0
729
134
2
1,550
bus+train
2,689
1,287
673
62
477
805.6
11,366.7
7,725
2,836.2
0
1
1
0
0
33
0
1002_326
13
15
846
1,170
0
391
251
1
1,550
bus+train
3,137
2,016
730
62
417
873.3
15,471
6,334.3
8,263.4
0
1
1
0
0
33
0
1002_326
14
15
2,063
0
0
444
89
1
1,500
bus_only
3,285
2,063
778
212
477
931.6
15,543.8
14,612.2
0
0
1
0
0
0
33
0
1002_327
0
5
1,852
0
0
367
0
2
1,500
bus_only
2,497
1,852
278
51
227
331.8
11,617.9
11,286.1
0
0
1
0
0
0
17
0.2
1002_327
1
5
790
0
0
351
0
2
1,500
bus_only
1,704
790
563
416
147
674.3
7,672.1
6,997.8
0
0
1
0
0
0
17
0.2
1002_327
2
5
1,037
0
0
104
0
0
1,500
bus_only
1,784
1,037
643
416
227
770.3
7,897.8
7,127.4
0
0
1
0
0
0
17
0.2
1002_327
3
5
1,703
0
0
368
0
1
1,500
bus_only
2,497
1,703
426
199
227
509.3
11,864.6
11,355.3
0
0
1
0
0
0
17
0.2
1002_327
4
5
826
0
0
351
0
2
1,500
bus_only
1,784
826
607
416
191
728
7,956.4
7,228.5
0
0
1
0
0
0
17
0.2
1002_329
0
6
956
150
0
619
57
1
1,550
bus+train
1,965
1,106
240
62
121
284.9
9,620.2
7,680.7
1,654.6
0
1
1
0
1
90
0.011111
1002_329
1
6
727
330
0
471
124
1
1,550
bus+train
1,872
1,057
344
62
158
409.8
10,221.4
5,792.8
4,018.8
0
1
1
0
0
90
0
1002_329
2
6
1,133
150
0
582
57
2
1,550
bus+train
2,159
1,283
294
62
175
350
10,982.3
8,977.7
1,654.6
0
1
1
0
0
90
0
1002_329
3
6
0
785
0
775
103
1
1,550
train_only
1,876
785
316
62
151
376.9
10,230.1
0
9,853.1
0
0
1
0
89
90
0.988889
1002_329
4
6
1,039
150
0
1,036
57
2
1,550
bus+train
2,611
1,189
386
62
267
460.7
10,171.9
8,056.6
1,654.6
0
1
1
0
0
90
0
1002_329
5
6
882
150
0
576
57
1
1,550
bus+train
2,492
1,032
884
62
765
1,057.7
10,005.8
7,293.5
1,654.6
0
1
1
0
0
90
0
1002_331
0
25
2,556
0
0
729
0
1
1,600
bus_only
3,419
2,556
134
51
83
159.2
17,782
17,622.8
0
0
1
0
0
0
22
0
1002_331
1
25
849
390
0
711
172
2
1,550
bus+train
2,231
1,239
281
62
47
333.5
12,123
7,680.7
4,108.7
0
1
1
0
0
22
0
1002_331
2
25
2,467
0
0
617
0
0
1,500
bus_only
3,893
2,467
809
416
393
968.9
14,787.3
13,818.3
0
0
1
0
0
0
22
0
1002_331
3
25
2,638
0
0
429
0
2
1,600
bus_only
3,201
2,638
134
51
83
159.2
18,834.3
18,675.1
0
0
1
0
0
0
22
0
1002_331
4
25
0
1,920
0
311
101
1
1,650
train_only
2,441
1,920
210
62
47
249.1
16,724.6
0
16,475.4
0
0
1
0
22
22
1
1002_331
5
25
2,587
0
0
789
0
1
1,600
bus_only
3,567
2,587
191
51
140
227.5
18,043.1
17,815.6
0
0
1
0
0
0
22
0
1002_331
6
25
1,734
0
0
785
61
2
1,500
bus_only
2,771
1,734
252
51
140
300.5
12,237.8
11,937.4
0
0
1
0
0
0
22
0
1002_331
7
25
1,898
330
0
371
95
2
1,650
bus+train
2,839
2,228
240
62
83
285.9
15,494.2
11,189.5
4,018.8
0
1
1
0
0
22
0
1002_331
8
25
2,028
480
0
508
131
1
1,650
bus+train
3,349
2,508
333
62
140
397.2
18,276.6
12,461.2
5,418.2
0
1
1
0
0
22
0
1002_331
9
25
1,892
330
0
338
225
1
1,650
bus+train
2,987
2,222
427
62
140
509.3
15,633.8
11,105.6
4,018.8
0
1
1
0
0
22
0
1002_331
10
25
2,193
150
0
533
57
1
1,550
bus+train
3,343
2,343
467
62
348
557.8
15,331.6
13,119.2
1,654.6
0
1
1
0
0
22
0
1002_331
11
25
2,343
0
0
521
29
2
1,600
bus_only
3,309
2,343
445
198
218
531.8
17,083.7
16,551.9
0
0
1
0
0
0
22
0
1002_331
12
25
1,676
0
0
725
61
2
1,500
bus_only
2,894
1,676
493
51
381
590.6
12,160.3
11,569.7
0
0
1
0
0
0
22
0
1002_331
13
25
1,501
150
0
1,001
57
2
1,550
bus+train
3,160
1,651
508
62
389
606.5
12,991.7
10,730.6
1,654.6
0
1
1
0
0
22
0
1002_331
14
25
2,641
0
0
789
0
1
1,600
bus_only
3,977
2,641
547
51
496
654.4
18,786.5
18,132.1
0
0
1
0
0
0
22
0
1002_331
15
25
1,806
330
0
462
95
1
1,550
bus+train
3,255
2,136
657
62
500
786.7
13,739.2
8,933.8
4,018.8
0
1
1
0
0
22
0