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_4705
7
17
1,768
0
0
285
0
1
1,500
bus_only
2,546
1,768
493
38
455
589.4
13,595.5
13,006.1
0
0
1
0
0
0
17
0.058824
1002_4705
8
17
1,811
0
0
416
0
0
1,500
bus_only
2,753
1,811
526
371
155
629.6
13,639.3
13,009.7
0
0
1
0
0
0
17
0.058824
1002_4705
9
17
1,888
0
0
416
0
0
1,500
bus_only
2,868
1,888
564
371
193
675.8
13,992.1
13,316.2
0
0
1
0
0
0
17
0.058824
1002_4705
10
17
2,406
0
0
402
0
1
1,500
bus_only
3,300
2,406
492
38
454
589
14,961.2
14,372.2
0
0
1
0
0
0
17
0.058824
1002_4705
11
17
1,854
0
0
326
0
2
1,500
bus_only
2,705
1,854
525
38
487
627.9
13,476.5
12,848.5
0
0
1
0
0
0
17
0.058824
1002_4705
12
17
2,087
0
0
285
0
1
1,500
bus_only
2,959
2,087
587
38
549
702.7
14,740.3
14,037.6
0
0
1
0
0
0
17
0.058824
1002_4705
13
17
1,937
0
0
416
0
0
1,500
bus_only
3,076
1,937
723
371
352
865.9
14,323.2
13,457.3
0
0
1
0
0
0
17
0.058824
1002_4705
14
17
1,679
0
0
476
0
0
1,500
bus_only
2,981
1,679
826
371
455
989.1
13,708.5
12,719.5
0
0
1
0
0
0
17
0.058824
1002_4705
15
17
2,317
0
0
158
0
0
1,500
bus_only
3,300
2,317
825
371
454
988.7
15,074.2
14,085.6
0
0
1
0
0
0
17
0.058824
1002_4705
16
17
1,998
0
0
476
0
0
1,500
bus_only
3,394
1,998
920
371
549
1,102.4
14,853.3
13,750.9
0
0
1
0
0
0
17
0.058824
1002_4707
0
23
1,884
0
0
578
0
1
1,500
bus_only
2,526
1,884
64
38
26
75.3
11,891.8
11,816.5
0
0
1
0
0
0
22
0
1002_4707
1
23
1,419
150
0
430
224
2
1,550
bus+train
2,311
1,569
312
62
26
370.8
11,978.9
9,953.5
1,654.6
0
1
1
0
0
22
0
1002_4707
2
23
1,831
0
0
241
0
0
1,500
bus_only
2,680
1,831
608
371
237
728.4
12,947.7
12,219.3
0
0
1
0
0
0
22
0
1002_4707
3
23
1,461
150
0
564
75
2
1,550
bus+train
2,338
1,611
163
62
26
193
12,064.9
10,217.3
1,654.6
0
1
1
0
0
22
0
1002_4707
4
23
0
1,802
0
476
108
1
1,550
train_only
2,457
1,802
179
62
9
212.8
13,345.7
0
13,132.9
0
0
1
0
22
22
1
1002_4707
5
23
1,920
0
0
485
0
1
1,500
bus_only
2,680
1,920
275
38
237
328.7
12,834.7
12,506
0
0
1
0
0
0
22
0
1002_4707
6
23
1,609
0
0
332
0
1
1,500
bus_only
2,338
1,609
397
371
26
475
12,045.1
11,570.1
0
0
1
0
0
0
22
0
1002_4707
7
23
1,948
0
0
578
0
1
1,500
bus_only
2,859
1,948
333
38
295
398.6
12,463.5
12,064.9
0
0
1
0
0
0
22
0
1002_4707
8
23
1,868
0
0
485
0
1
1,500
bus_only
2,755
1,868
402
38
364
480.4
12,700.8
12,220.4
0
0
1
0
0
0
22
0
1002_4707
9
23
1,456
150
0
638
75
2
1,550
bus+train
2,618
1,606
374
62
237
446.4
12,339.5
10,238.5
1,654.6
0
1
1
0
0
22
0
1002_4707
10
23
1,639
0
0
808
0
2
1,500
bus_only
2,814
1,639
367
38
329
439.1
11,990.7
11,551.6
0
0
1
0
0
0
22
0
1002_4707
11
23
1,567
0
0
198
149
1
1,500
bus_only
2,311
1,567
546
371
26
652.8
11,959.1
11,306.3
0
0
1
0
0
0
22
0
1002_4707
12
23
1,525
150
0
564
75
2
1,550
bus+train
2,671
1,675
432
62
295
516.3
12,636.6
10,465.7
1,654.6
0
1
1
0
0
22
0
1002_4707
13
23
1,402
150
0
564
75
2
1,550
bus+train
2,582
1,552
466
62
329
556.8
12,123.5
9,912.1
1,654.6
0
1
1
0
0
22
0
1002_4707
14
23
2,013
0
0
485
0
1
1,500
bus_only
2,987
2,013
489
38
451
585.4
13,321.4
12,736
0
0
1
0
0
0
22
0
1002_4707
15
23
1,604
0
0
406
0
1
1,500
bus_only
2,618
1,604
608
371
237
728.4
12,319.7
11,591.3
0
0
1
0
0
0
22
0
1002_4707
16
23
1,673
0
0
332
0
1
1,500
bus_only
2,671
1,673
666
371
295
798.2
12,616.8
11,818.5
0
0
1
0
0
0
22
0
1002_4707
17
23
1,779
0
0
241
0
0
1,500
bus_only
2,755
1,779
735
371
364
880.1
12,813.8
11,933.8
0
0
1
0
0
0
22
0
1002_4707
18
23
1,660
0
0
356
149
2
1,500
bus_only
2,644
1,660
628
184
295
751.3
12,475.2
11,723.8
0
0
1
0
0
0
22
0
1002_4707
19
23
1,550
0
0
332
0
1
1,500
bus_only
2,582
1,550
700
371
329
838.8
12,103.7
11,264.9
0
0
1
0
0
0
22
0
1002_4707
20
23
1,549
150
0
638
75
2
1,550
bus+train
2,925
1,699
588
62
451
703.1
12,826.1
10,468.4
1,654.6
0
1
1
0
0
22
0
1002_4707
21
23
1,362
150
0
430
224
2
1,550
bus+train
2,592
1,512
650
62
364
775.8
12,043
9,612.6
1,654.6
0
1
1
0
0
22
0
1002_4707
22
23
1,427
150
0
690
75
3
1,550
bus+train
2,818
1,577
551
62
414
659.1
12,375.4
10,061.7
1,654.6
0
1
1
0
0
22
0
1002_4708
0
14
1,955
0
0
969
0
1
1,500
bus_only
3,041
1,955
117
38
79
138.7
13,191.2
13,052.5
0
0
1
0
0
0
33
0
1002_4708
1
14
0
1,688
0
604
108
1
1,550
train_only
2,469
1,688
177
62
7
210.3
12,724.1
0
12,513.8
0
0
1
0
33
33
1
1002_4708
2
14
1,879
0
0
259
0
0
1,500
bus_only
2,588
1,879
450
371
79
538.4
13,304.2
12,765.8
0
0
1
0
0
0
33
0
1002_4708
3
14
1,907
0
0
418
0
1
1,500
bus_only
2,588
1,907
263
184
79
313.8
13,248.6
12,934.9
0
0
1
0
0
0
33
0
1002_4708
4
14
1,907
0
0
969
0
1
1,500
bus_only
3,169
1,907
293
38
255
350.1
13,086
12,736
0
0
1
0
0
0
33
0
1002_4708
5
14
1,818
0
0
437
0
1
1,500
bus_only
2,685
1,818
430
184
246
514.3
13,278.7
12,764.4
0
0
1
0
0
0
33
0
1002_4708
6
14
1,859
0
0
418
0
1
1,500
bus_only
2,716
1,859
439
184
255
525.1
13,143.5
12,618.4
0
0
1
0
0
0
33
0
1002_4708
7
14
2,047
0
0
909
0
1
1,500
bus_only
3,387
2,047
431
38
393
515.8
13,912.1
13,396.3
0
0
1
0
0
0
33
0
1002_4708
8
14
1,831
0
0
259
0
0
1,500
bus_only
2,716
1,831
626
371
255
749.7
13,199
12,449.3
0
0
1
0
0
0
33
0
1002_4708
9
14
1,999
0
0
358
0
1
1,500
bus_only
2,934
1,999
577
184
393
690.8
13,969.5
13,278.7
0
0
1
0
0
0
33
0
1002_4708
10
14
1,822
0
0
969
0
1
1,500
bus_only
3,341
1,822
550
38
512
658.4
13,164.3
12,506
0
0
1
0
0
0
33
0
1002_4708
11
14
1,774
0
0
418
0
1
1,500
bus_only
2,888
1,774
696
184
512
833.4
13,221.8
12,388.4
0
0
1
0
0
0
33
0
1002_4708
12
14
1,971
0
0
199
0
0
1,500
bus_only
2,934
1,971
764
371
393
915.4
14,025.1
13,109.6
0
0
1
0
0
0
33
0
1002_4708
13
14
1,746
0
0
259
0
0
1,500
bus_only
2,888
1,746
883
371
512
1,058
13,277.3
12,219.3
0
0
1
0
0
0
33
0
1002_4709
0
4
1,816
0
0
144
0
0
1,500
bus_only
2,155
1,816
195
184
11
231.1
10,757.7
10,526.6
0
0
1
0
0
0
13
0.25
1002_4709
1
4
1,790
0
0
84
0
0
1,500
bus_only
2,229
1,790
355
184
171
424
10,802.1
10,378.1
0
0
1
0
0
0
13
0.25
1002_4709
2
4
1,845
0
0
144
0
0
1,500
bus_only
2,383
1,845
394
184
210
471.2
11,199.1
10,727.9
0
0
1
0
0
0
13
0.25
1002_4709
3
4
1,734
0
0
144
0
0
1,500
bus_only
2,588
1,734
710
184
526
850.2
10,897
10,046.8
0
0
1
0
0
0
13
0.25
1002_4805
0
21
0
2,100
0
1,025
32
1
1,650
train_only
3,269
2,100
144
62
50
170.1
19,824.6
0
19,654.5
0
0
1
0
23
23
1
1002_4805
1
21
658
1,920
0
719
41
1
1,650
bus+train
3,564
2,578
267
62
164
317.5
19,787.2
1,430.2
18,039.6
0
1
1
0
0
23
0
1002_4805
2
21
913
1,920
0
822
41
1
1,750
bus+train
3,924
2,833
269
62
166
319.8
20,476.3
2,116.9
18,039.6
0
1
1
0
0
23
0
1002_4805
3
21
788
1,920
0
719
41
1
1,650
bus+train
3,768
2,708
341
62
238
406.6
20,231
1,784.8
18,039.6
0
1
1
0
0
23
0
1002_4805
4
21
842
1,920
0
822
41
1
1,650
bus+train
4,034
2,762
450
62
347
537.5
20,532.5
1,955.5
18,039.6
0
1
1
0
0
23
0
1002_4805
5
21
542
1,920
0
719
41
1
1,650
bus+train
3,713
2,462
532
62
429
636.1
19,866.5
1,190.8
18,039.6
0
1
1
0
0
23
0
1002_4805
6
21
1,857
1,650
0
942
31
1
1,650
bus+train
4,892
3,507
443
62
350
528.7
19,746.3
3,972.4
15,245.1
0
1
1
0
0
23
0
1002_4805
7
21
800
1,770
0
778
99
2
1,650
bus+train
3,856
2,570
508
62
347
607.8
19,196.9
1,993.7
16,595.3
0
1
1
0
0
23
0
1002_4805
8
21
460
1,920
0
783
41
2
1,650
bus+train
3,695
2,380
532
62
429
636.1
19,866.5
1,190.8
18,039.6
0
1
1
0
0
23
0
1002_4805
9
21
2,320
1,650
0
942
31
1
1,650
bus+train
5,317
3,970
405
62
312
483.8
20,327.4
4,598.5
15,245.1
0
1
1
0
0
23
0
1002_4805
10
21
788
1,560
0
709
165
3
1,650
bus+train
3,585
2,348
528
62
301
630.3
19,076.2
2,042.6
16,403.3
0
1
1
0
0
23
0
1002_4805
11
21
931
1,920
0
993
41
1
1,750
bus+train
4,381
2,851
537
62
434
642.1
21,299
2,617.3
18,039.6
0
1
1
0
0
23
0
1002_4805
12
21
1,174
1,770
0
888
140
1
1,650
bus+train
4,384
2,944
552
62
350
660.2
19,698.1
2,442.5
16,595.3
0
1
1
0
0
23
0
1002_4805
13
21
789
1,920
0
822
41
1
1,650
bus+train
4,113
2,709
582
62
479
695.4
20,568
1,833
18,039.6
0
1
1
0
0
23
0
1002_4805
14
21
1,242
1,920
0
822
41
1
1,750
bus+train
4,573
3,162
589
62
486
703.7
21,462.9
2,719.7
18,039.6
0
1
1
0
0
23
0
1002_4805
15
21
741
1,770
0
778
99
2
1,650
bus+train
3,929
2,511
640
62
479
765.8
19,232.4
1,871.3
16,595.3
0
1
1
0
0
23
0
1002_4805
16
21
627
2,040
0
1,042
115
1
1,750
bus+train
4,374
2,667
665
62
488
795.5
22,043.7
2,073.1
19,175.1
0
1
1
0
0
23
0
1002_4805
17
21
1,200
1,770
0
778
99
2
1,650
bus+train
4,395
2,970
647
62
486
774
20,127.3
2,757.9
16,595.3
0
1
1
0
0
23
0
1002_4805
18
21
2,436
1,650
0
942
31
1
1,750
bus+train
5,599
4,086
571
62
478
683.1
20,690.7
4,762.4
15,245.1
0
1
1
0
0
23
0
1002_4805
19
21
735
1,560
0
649
165
3
1,650
bus+train
3,650
2,295
706
62
479
844.5
19,168
1,920.2
16,403.3
0
1
1
0
0
23
0
1002_4805
20
21
375
1,920
0
755
282
1
1,650
bus+train
3,882
2,295
832
62
488
995.1
20,113.8
1,079.2
18,039.6
0
1
1
0
0
23
0
1002_4806
0
9
0
2,280
0
615
32
1
1,750
train_only
3,023
2,280
128
62
34
151.4
21,890
0
21,738.7
0
0
1
0
59
59
1
1002_4806
1
9
651
1,920
0
411
282
1
1,750
bus+train
3,758
2,571
776
62
432
928
22,225.9
3,258.4
18,039.6
0
1
1
0
0
59
0
1002_4806
2
9
1,030
2,040
0
515
125
1
1,750
bus+train
4,166
3,070
581
62
394
693.8
24,404.8
4,535.8
19,175.1
0
1
1
0
0
59
0
1002_4806
3
9
931
2,040
0
923
125
1
1,750
bus+train
4,438
2,971
544
62
357
650
24,228.2
4,403.1
19,175.1
0
1
1
0
0
59
0
1002_4806
4
9
844
2,040
0
515
125
1
1,750
bus+train
4,008
2,884
609
62
422
728.2
23,667.7
3,764.4
19,175.1
0
1
1
0
0
59
0
1002_4806
5
9
990
2,040
0
515
125
1
1,750
bus+train
4,150
3,030
605
62
418
722.1
24,287.1
4,389.9
19,175.1
0
1
1
0
0
59
0
1002_4806
6
9
1,397
2,040
0
455
125
1
1,850
bus+train
4,488
3,437
596
62
409
712.6
25,953.1
6,065.4
19,175.1
0
1
1
0
0
59
0
1002_4806
7
9
701
1,920
0
498
282
1
1,750
bus+train
3,820
2,621
701
62
357
838
22,162.4
3,284.9
18,039.6
0
1
1
0
0
59
0
1002_4806
8
9
937
2,040
0
515
125
1
1,750
bus+train
4,167
2,977
675
62
488
807.3
24,157.2
4,174.8
19,175.1
0
1
1
0
0
59
0
1002_4807
0
8
0
2,430
0
665
32
1
1,750
train_only
3,198
2,430
103
62
9
121.9
23,187.9
0
23,066
0
0
1
0
106
106
1
1002_4807
1
8
1,321
1,920
0
395
282
1
1,750
bus+train
4,453
3,241
817
62
473
977.1
23,557.1
4,540.4
18,039.6
0
1
1
0
0
106
0
1002_4807
2
8
1,692
2,040
0
682
115
1
1,750
bus+train
4,943
3,732
529
62
352
632.3
25,459.7
5,652.3
19,175.1
0
1
1
0
0
106
0
1002_4807
3
8
1,516
2,040
0
742
115
1
1,750
bus+train
4,922
3,556
624
62
447
746.3
25,455.7
5,534.3
19,175.1
0
1
1
0
0
106
0
1002_4807
4
8
1,639
2,040
0
445
125
1
1,850
bus+train
4,817
3,679
693
62
506
829.2
27,071.7
7,067.3
19,175.1
0
1
1
0
0
106
0
1002_4807
5
8
2,040
2,040
0
716
125
1
1,850
bus+train
5,514
4,080
718
62
531
859
26,603.8
6,569.7
19,175.1
0
1
1
0
0
106
0
1002_4807
6
8
2,134
2,040
0
533
125
2
1,850
bus+train
5,425
4,174
718
62
531
859
27,792.3
7,758.2
19,175.1
0
1
1
0
0
106
0
1002_4807
7
8
1,736
1,920
0
395
282
1
1,750
bus+train
4,926
3,656
875
62
531
1,047
24,538.1
5,451.5
18,039.6
0
1
1
0
0
106
0
1002_4810
0
7
0
3,120
0
749
32
1
1,950
train_only
3,981
3,120
112
62
18
131.9
31,322.9
0
31,190.9
0
0
1
0
40
40
1
1002_4810
1
7
6,062
0
0
231
8
1
1,800
bus_only
6,754
6,062
461
51
402
551.4
30,530.7
29,979.3
0
0
1
0
0
0
40
0
1002_4810
2
7
6,247
0
0
271
4
2
1,900
bus_only
6,845
6,247
327
51
272
389.4
31,654.7
31,265.3
0
0
1
0
0
0
40
0
1002_4810
3
7
5,948
0
0
171
8
1
1,800
bus_only
6,659
5,948
540
51
481
645.5
30,336.4
29,691
0
0
1
0
0
0
40
0
1002_4810
4
7
6,245
0
0
171
8
1
1,900
bus_only
7,025
6,245
609
51
550
729.1
30,943.3
30,214.2
0
0
1
0
0
0
40
0
1002_4810
5
7
5,056
0
0
609
8
2
1,800
bus_only
6,702
5,056
1,037
51
978
1,240.7
29,603.1
28,362.3
0
0
1
0
0
0
40
0
1002_4810
6
7
4,273
0
0
360
203
1
1,900
bus_only
6,230
4,273
1,597
416
978
1,913.5
32,268.2
30,354.7
0
0
1
0
0
0
40
0
1002_4812
0
16
0
3,510
0
1,043
32
1
2,050
train_only
4,690
3,510
137
62
43
162
35,310.9
0
35,148.8
0
0
1
0
27
27
1
1002_4812
1
16
557
3,660
0
1,152
100
2
2,150
bus+train
5,886
4,217
517
62
355
617.5
43,888.6
1,503.7
41,767.4
0
1
1
0
0
27
0
1002_4812
2
16
6,638
0
0
369
3
2
1,900
bus_only
7,349
6,638
342
51
288
408.5
34,013.4
33,604.8
0
0
1
0
0
0
27
0
1002_4812
3
16
6,725
0
0
369
3
2
1,900
bus_only
7,442
6,725
348
51
294
414.9
34,183.8
33,769
0
0
1
0
0
0
27
0