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
1001_4402
3
4
1,116
0
0
318
0
0
1,500
bus_only
1,828
1,116
394
30
364
470.8
8,550
8,079.2
0
0
1
0
0
0
43
0
1001_4403
0
3
938
0
0
192
0
0
1,500
bus_only
1,334
938
204
30
174
243.1
8,208.3
7,965.2
0
0
1
0
0
0
36
0
1001_4403
1
3
0
690
0
397
103
1
1,550
train_only
1,271
690
184
44
37
219.8
8,098.5
0
7,878.7
0
0
1
0
36
36
1
1001_4403
2
3
880
0
0
192
0
0
1,500
bus_only
1,506
880
434
30
404
518.7
7,846.8
7,328.1
0
0
1
0
0
0
36
0
1001_4404
0
2
995
0
0
223
0
0
1,500
bus_only
1,390
995
172
30
142
205.5
8,792.1
8,586.7
0
0
1
0
0
0
86
0.5
1001_4404
1
2
1,056
0
0
223
0
0
1,500
bus_only
1,884
1,056
605
30
575
724.5
9,717
8,992.5
0
0
1
0
0
0
86
0.5
1001_4405
0
5
942
0
0
538
0
0
1,500
bus_only
1,714
942
234
30
204
278.9
9,271.4
8,992.5
0
0
1
0
0
0
39
0.2
1001_4405
1
5
881
0
0
478
0
0
1,500
bus_only
1,878
881
519
30
489
621.8
9,208.5
8,586.7
0
0
1
0
0
0
39
0.2
1001_4405
2
5
988
0
0
538
0
0
1,500
bus_only
2,189
988
663
30
633
793.3
10,239.7
9,446.4
0
0
1
0
0
0
39
0.2
1001_4405
3
5
928
0
0
657
0
1
1,500
bus_only
2,030
928
445
30
415
532.5
9,215.9
8,683.5
0
0
1
0
0
0
39
0.2
1001_4405
4
5
869
0
0
597
0
1
1,500
bus_only
1,934
869
468
30
438
560.7
8,968.9
8,408.2
0
0
1
0
0
0
39
0.2
1001_4406
0
6
1,618
0
0
444
0
1
1,500
bus_only
2,213
1,618
151
30
121
179.1
9,437.1
9,258
0
0
1
0
0
0
100
0
1001_4406
1
6
0
990
0
568
103
1
1,550
train_only
1,737
990
179
44
32
213.5
9,868.9
0
9,655.4
0
0
1
0
100
100
1
1001_4406
2
6
1,474
0
0
207
0
0
1,500
bus_only
2,042
1,474
361
30
331
432.1
9,329.1
8,897
0
0
1
0
0
0
100
0
1001_4406
3
6
1,554
0
0
444
0
1
1,500
bus_only
2,267
1,554
269
30
239
321.9
9,477.3
9,155.4
0
0
1
0
0
0
100
0
1001_4406
4
6
1,559
0
0
207
0
0
1,500
bus_only
2,287
1,559
521
30
491
623
10,049.3
9,426.3
0
0
1
0
0
0
100
0
1001_4406
5
6
1,660
0
0
272
108
1
1,500
bus_only
2,507
1,660
575
30
437
688.6
13,642.6
12,954
0
0
1
0
0
0
100
0
1001_4407
0
4
1,634
0
0
61
0
0
1,500
bus_only
1,752
1,634
57
30
27
67.9
9,494.2
9,426.3
0
0
1
0
0
0
51
0
1001_4407
1
4
0
1,050
0
440
103
1
1,550
train_only
1,642
1,050
152
44
5
181.6
10,285.3
0
10,103.8
0
0
1
0
51
51
1
1001_4407
2
4
1,725
0
0
61
0
0
1,500
bus_only
2,316
1,725
530
30
500
635
10,484.7
9,849.7
0
0
1
0
0
0
51
0
1001_4407
3
4
0
990
0
500
103
1
1,550
train_only
2,111
990
621
44
474
743.3
10,398.8
0
9,655.4
0
0
1
0
0
51
0
1001_4408
0
8
1,743
0
0
203
0
0
1,500
bus_only
2,127
1,743
181
30
151
216
10,321.9
10,105.9
0
0
1
0
0
0
22
0
1001_4408
1
8
0
1,170
0
378
103
1
1,550
train_only
1,733
1,170
185
44
38
220.6
10,965.8
0
10,745.1
0
0
1
0
22
22
1
1001_4408
2
8
1,708
0
0
203
0
0
1,500
bus_only
2,096
1,708
185
30
155
220.3
10,070
9,849.7
0
0
1
0
0
0
22
0
1001_4408
3
8
1,580
0
0
168
0
1
1,500
bus_only
1,933
1,580
185
30
155
220.3
10,597.4
10,377.1
0
0
1
0
0
0
22
0
1001_4408
4
8
1,868
0
0
229
0
0
1,500
bus_only
2,399
1,868
302
30
272
361
10,620
10,259
0
0
1
0
0
0
22
0
1001_4408
5
8
1,639
0
0
168
0
1
1,500
bus_only
2,142
1,639
335
30
305
400.7
11,200.2
10,799.4
0
0
1
0
0
0
22
0
1001_4408
6
8
2,165
0
0
54
0
0
1,500
bus_only
2,603
2,165
384
30
354
460.3
11,546.3
11,086
0
0
1
0
0
0
22
0
1001_4408
7
8
1,893
0
0
229
0
0
1,500
bus_only
2,578
1,893
456
30
426
546.4
10,939
10,392.6
0
0
1
0
0
0
22
0
1001_4409
0
7
1,945
0
0
360
0
0
1,500
bus_only
2,383
1,945
78
30
48
92.2
10,963
10,870.8
0
0
1
0
0
0
30
0
1001_4409
1
7
884
510
0
299
95
1
1,550
bus+train
1,888
1,394
195
44
56
233.3
10,592.9
4,686.2
5,673.4
0
1
1
0
30
30
1
1001_4409
2
7
1,982
0
0
300
0
0
1,500
bus_only
2,771
1,982
489
30
459
585.8
11,869.1
11,283.3
0
0
1
0
0
0
30
0
1001_4409
3
7
1,893
0
0
300
0
0
1,500
bus_only
2,749
1,893
556
30
526
666.3
11,058.9
10,392.6
0
0
1
0
0
0
30
0
1001_4409
4
7
921
510
0
299
95
1
1,550
bus+train
2,328
1,431
598
44
459
716.6
11,488.6
5,098.6
5,673.4
0
1
1
0
0
30
0
1001_4409
5
7
832
510
0
299
95
1
1,550
bus+train
2,306
1,342
665
44
526
797
10,678.3
4,207.9
5,673.4
0
1
1
0
0
30
0
1001_4409
6
7
1,096
510
0
575
95
2
1,550
bus+train
2,784
1,606
603
44
464
723.1
11,679.2
5,282.7
5,673.4
0
1
1
0
0
30
0
1001_4410
0
8
1,820
0
0
300
0
0
1,500
bus_only
2,247
1,820
127
30
97
151.4
11,912.5
11,761.1
0
0
1
0
0
0
59
0.125
1001_4410
1
8
1,802
0
0
279
0
2
1,500
bus_only
2,261
1,802
180
30
150
215.5
12,654.5
12,438.9
0
0
1
0
0
0
59
0.125
1001_4410
2
8
1,880
0
0
300
0
0
1,500
bus_only
2,457
1,880
277
30
247
330.9
12,393.5
12,062.6
0
0
1
0
0
0
59
0.125
1001_4410
3
8
1,854
0
0
295
0
1
1,500
bus_only
2,426
1,854
277
30
247
330.9
12,770
12,439.1
0
0
1
0
0
0
59
0.125
1001_4410
4
8
1,867
0
0
243
0
1
1,500
bus_only
2,438
1,867
328
30
298
392.7
12,523.6
12,130.9
0
0
1
0
0
0
59
0.125
1001_4410
5
8
1,769
0
0
235
0
1
1,500
bus_only
2,403
1,769
399
30
369
478.4
12,510.7
12,032.2
0
0
1
0
0
0
59
0.125
1001_4410
6
8
1,770
0
0
300
0
0
1,500
bus_only
2,624
1,770
554
30
524
663.6
11,946.9
11,283.3
0
0
1
0
0
0
59
0.125
1001_4410
7
8
3,173
0
0
873
0
0
1,600
bus_only
4,374
3,173
328
30
298
392.7
18,143.7
17,751
0
0
1
0
0
0
59
0.125
1001_4601
0
6
0
3,060
0
672
63
1
1,850
train_only
3,856
3,060
124
44
17
146.5
25,371.7
0
25,225.2
0
0
1
0
22
22
1
1001_4601
1
6
195
2,940
0
709
99
1
1,850
bus+train
4,257
3,135
413
44
270
494.4
25,981.5
817.2
24,669.9
0
1
1
0
0
22
0
1001_4601
2
6
3,545
0
0
409
16
2
1,700
bus_only
4,297
3,545
343
77
250
408.2
23,461.2
23,053
0
0
1
0
0
0
22
0
1001_4601
3
6
3,419
0
0
349
16
2
1,700
bus_only
4,199
3,419
431
77
338
514.9
23,052.7
22,537.8
0
0
1
0
0
0
22
0
1001_4601
4
6
3,646
0
0
238
13
1
1,700
bus_only
4,485
3,646
601
77
511
718.5
23,517.9
22,799.4
0
0
1
0
0
0
22
0
1001_4601
5
6
69
2,940
0
709
99
1
1,750
bus+train
4,199
3,009
481
44
338
575.8
25,547.7
302
24,669.9
0
1
1
0
0
22
0
1001_4606
0
6
0
3,270
0
643
63
1
1,850
train_only
4,025
3,270
112
44
5
132.8
27,535.3
0
27,402.5
0
0
1
0
16
16
1
1001_4606
1
6
0
3,210
0
643
63
1
1,850
train_only
4,512
3,210
659
44
552
788.7
27,700.1
0
26,911.5
0
0
1
0
0
16
0
1001_4606
2
6
605
3,120
0
455
165
1
1,850
bus+train
4,708
3,725
528
44
319
631.4
28,374
1,504.8
26,237.7
0
1
1
0
0
16
0
1001_4606
3
6
329
3,120
0
687
235
1
1,850
bus+train
4,784
3,449
648
44
369
775.7
28,493.4
1,479.9
26,237.7
0
1
1
0
0
16
0
1001_4606
4
6
294
3,120
0
687
235
1
1,850
bus+train
4,844
3,414
743
44
464
889.3
28,473.2
1,346.2
26,237.7
0
1
1
0
0
16
0
1001_4606
5
6
179
3,120
0
954
165
1
1,850
bus+train
5,003
3,299
750
44
541
898.7
27,678.2
541.7
26,237.7
0
1
1
0
0
16
0
1001_4613
0
20
0
3,870
0
428
63
1
1,950
train_only
4,422
3,870
124
44
17
146.5
32,950.2
0
32,803.8
0
0
1
0
16
16
1
1001_4613
1
20
5,158
0
0
328
42
1
1,800
bus_only
5,639
5,158
153
77
34
182.7
27,846.8
27,664
0
0
1
0
0
0
16
0
1001_4613
2
20
4,809
0
0
729
12
2
1,800
bus_only
5,778
4,809
240
77
151
285.2
28,117.7
27,832.4
0
0
1
0
0
0
16
0
1001_4613
3
20
4,792
0
0
600
16
2
1,800
bus_only
5,687
4,792
295
77
202
351.6
29,372.1
29,020.5
0
0
1
0
0
0
16
0
1001_4613
4
20
5,064
0
0
328
42
1
1,800
bus_only
5,759
5,064
367
77
248
439.2
27,859.6
27,420.4
0
0
1
0
0
0
16
0
1001_4613
5
20
5,272
0
0
328
42
1
1,800
bus_only
5,998
5,272
398
77
279
475.8
28,372.3
27,896.5
0
0
1
0
0
0
16
0
1001_4613
6
20
4,973
0
0
540
16
2
1,800
bus_only
5,885
4,973
372
77
279
444.2
29,746.4
29,302.2
0
0
1
0
0
0
16
0
1001_4613
7
20
6,261
0
0
563
0
1
1,800
bus_only
7,114
6,261
290
73
217
347.5
27,559.2
27,211.7
0
0
1
0
0
0
16
0
1001_4613
8
20
4,722
0
0
729
12
2
1,800
bus_only
5,836
4,722
385
77
296
459.2
27,919.4
27,460.2
0
0
1
0
0
0
16
0
1001_4613
9
20
1,494
3,120
0
605
108
1
1,950
bus+train
5,588
4,614
369
44
217
440.9
32,582.3
5,903.6
26,237.7
0
1
1
0
0
16
0
1001_4613
10
20
4,862
0
0
729
12
2
1,800
bus_only
6,042
4,862
451
77
362
539.1
28,578.7
28,039.6
0
0
1
0
0
0
16
0
1001_4613
11
20
1,583
2,790
0
1,051
72
1
1,850
bus+train
5,836
4,373
412
44
296
491.9
30,356.2
6,805.3
23,059
0
1
1
0
0
16
0
1001_4613
12
20
1,578
3,120
0
605
108
1
1,950
bus+train
5,734
4,698
431
44
279
514.9
32,957
6,204.4
26,237.7
0
1
1
0
0
16
0
1001_4613
13
20
1,370
3,120
0
604
173
1
1,950
bus+train
5,587
4,490
493
44
276
590.2
31,965.7
5,137.7
26,237.7
0
1
1
0
0
16
0
1001_4613
14
20
1,723
2,790
0
1,051
72
1
1,950
bus+train
6,042
4,513
478
44
362
571.8
31,015.4
7,384.6
23,059
0
1
1
0
0
16
0
1001_4613
15
20
5,347
0
0
328
42
1
1,800
bus_only
6,287
5,347
612
77
493
733.2
28,824.2
28,091
0
0
1
0
0
0
16
0
1001_4613
16
20
4,905
0
0
729
12
2
1,800
bus_only
6,176
4,905
542
77
453
647.8
28,846.6
28,198.8
0
0
1
0
0
0
16
0
1001_4613
17
20
4,978
0
0
328
42
1
1,800
bus_only
5,960
4,978
654
77
535
782.9
27,897.9
27,115
0
0
1
0
0
0
16
0
1001_4613
18
20
5,060
0
0
540
16
2
1,800
bus_only
6,186
5,060
586
77
493
701.6
30,198.3
29,496.7
0
0
1
0
0
0
16
0
1001_4613
19
20
1,766
2,790
0
1,051
72
1
1,950
bus+train
6,176
4,556
569
44
453
680.5
31,283.3
7,543.8
23,059
0
1
1
0
0
16
0
1001_4614
0
18
4,742
0
0
733
16
2
1,800
bus_only
5,592
4,742
117
77
24
138.1
27,209.9
27,071.8
0
0
1
0
0
0
13
0
1001_4614
1
18
0
3,450
0
862
82
2
1,950
train_only
4,709
3,450
397
307
8
472.9
32,701.8
0
32,228.8
0
0
1
0
0
13
0
1001_4614
2
18
0
3,930
0
1,084
63
1
1,950
train_only
5,129
3,930
115
44
8
136.5
33,582.4
0
33,446
0
0
1
0
13
13
1
1001_4614
3
18
1,495
2,790
0
1,167
72
1
1,850
bus+train
5,592
4,285
140
44
24
165.5
29,651.1
6,426.5
23,059
0
1
1
0
0
13
0
1001_4614
4
18
4,667
0
0
793
16
2
1,800
bus_only
5,862
4,667
402
77
309
479.2
27,235.7
26,756.6
0
0
1
0
0
0
13
0
1001_4614
5
18
4,037
0
0
843
146
2
1,800
bus_only
5,466
4,037
586
77
363
699.8
29,571.3
28,871.5
0
0
1
0
0
0
13
0
1001_4614
6
18
3,882
0
0
796
180
2
1,700
bus_only
5,295
3,882
617
77
360
736.1
25,120.3
24,384.2
0
0
1
0
0
0
13
0
1001_4614
7
18
4,830
0
0
733
16
2
1,800
bus_only
6,082
4,830
519
77
426
620.7
28,071.3
27,450.6
0
0
1
0
0
0
13
0
1001_4614
8
18
5,013
0
0
500
16
2
1,800
bus_only
6,048
5,013
535
77
442
639.7
28,091.3
27,451.6
0
0
1
0
0
0
13
0
1001_4614
9
18
1,420
2,790
0
1,167
72
1
1,850
bus+train
5,851
4,210
474
44
358
566.7
29,737
6,111.3
23,059
0
1
1
0
0
13
0
1001_4614
10
18
5,061
0
0
892
16
3
1,800
bus_only
6,371
5,061
418
77
325
499.6
27,278.1
26,778.5
0
0
1
0
0
0
13
0
1001_4614
11
18
4,910
0
0
467
16
2
1,800
bus_only
5,984
4,910
607
77
514
726
27,767.9
27,041.9
0
0
1
0
0
0
13
0
1001_4614
12
18
3,989
0
0
783
146
2
1,800
bus_only
5,453
3,989
681
77
458
815.1
29,498.9
28,683.8
0
0
1
0
0
0
13
0
1001_4614
13
18
5,070
0
0
500
16
2
1,800
bus_only
6,166
5,070
596
77
503
713.4
28,375.1
27,661.7
0
0
1
0
0
0
13
0
1001_4614
14
18
3,938
0
0
736
180
2
1,700
bus_only
5,373
3,938
699
77
442
834.8
25,444.9
24,610.1
0
0
1
0
0
0
13
0
1001_4614
15
18
1,583
2,790
0
1,167
72
1
1,850
bus+train
6,082
4,373
542
44
426
648.2
30,512.5
6,805.3
23,059
0
1
1
0
0
13
0
1001_4614
16
18
1,762
2,790
0
938
72
1
1,850
bus+train
6,048
4,552
558
44
442
667.2
30,532.5
6,806.3
23,059
0
1
1
0
0
13
0
1001_4614
17
18
5,367
0
0
761
42
1
1,800
bus_only
6,744
5,367
616
77
497
736.4
28,156.8
27,420.4
0
0
1
0
0
0
13
0
1001_4701
0
7
1,934
0
0
343
0
1
1,500
bus_only
2,406
1,934
129
77
52
151.9
15,147.1
14,995.2
0
0
1
0
0
0
21
0.142857
1001_4701
1
7
1,815
0
0
266
0
1
1,500
bus_only
2,280
1,815
199
77
122
236.8
15,122.5
14,885.7
0
0
1
0
0
0
21
0.142857
1001_4701
2
7
2,260
0
0
274
0
0
1,600
bus_only
2,709
2,260
175
77
98
207.9
15,673.1
15,465.1
0
0
1
0
0
0
21
0.142857
1001_4701
3
7
1,857
0
0
326
0
1
1,600
bus_only
2,394
1,857
211
77
134
250.5
15,344.5
15,094
0
0
1
0
0
0
21
0.142857
1001_4701
4
7
1,822
0
0
340
0
2
1,500
bus_only
2,400
1,822
238
77
161
284
15,132.8
14,848.8
0
0
1
0
0
0
21
0.142857
1001_4701
5
7
2,223
0
0
274
0
0
1,600
bus_only
3,086
2,223
589
77
512
704.6
15,815.9
15,111.3
0
0
1
0
0
0
21
0.142857