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_4710
7
17
1,730
120
0
663
94
2
1,550
bus+train
2,871
1,850
358
26
238
427.5
11,272.9
9,467
1,378.4
0
1
1
0
0
130
0
1003_4710
8
17
1,801
120
0
723
94
2
1,550
bus+train
3,031
1,921
387
26
267
462.5
11,466.4
9,625.5
1,378.4
0
1
1
0
0
130
0
1003_4710
9
17
2,356
330
0
464
40
1
1,750
bus+train
3,545
2,686
395
26
329
472.4
21,948.4
17,436.3
4,039.8
0
1
1
0
0
130
0
1003_4710
10
17
1,693
120
0
408
94
1
1,550
bus+train
2,736
1,813
515
26
395
616.2
11,723.7
9,729
1,378.4
0
1
1
0
0
130
0
1003_4710
11
17
1,639
120
0
582
94
2
1,550
bus+train
2,786
1,759
445
26
325
531.5
11,169.9
9,259.9
1,378.4
0
1
1
0
0
130
0
1003_4710
12
17
1,483
120
0
664
94
2
1,550
bus+train
2,757
1,603
490
26
370
585.5
12,312.8
10,348.9
1,378.4
0
1
1
0
0
130
0
1003_4710
13
17
1,376
300
0
552
75
2
1,550
bus+train
2,724
1,676
496
26
395
593
12,768.5
9,142.4
3,033.1
0
1
1
0
0
130
0
1003_4710
14
17
1,100
600
0
450
153
1
1,550
bus+train
2,724
1,700
574
26
395
686.7
12,723.9
7,110.3
4,926.9
0
1
1
0
0
130
0
1003_4710
15
17
1,680
120
0
723
94
2
1,550
bus+train
3,031
1,800
508
26
388
606.7
11,285.5
9,300.4
1,378.4
0
1
1
0
0
130
0
1003_4710
16
17
1,869
0
0
174
0
1
1,500
bus_only
2,757
1,869
714
344
370
854.9
13,606.5
12,751.6
0
0
1
0
0
0
130
0
1003_4711
0
9
898
300
0
361
75
1
1,550
bus+train
1,791
1,198
232
26
131
274.4
9,622
6,314.5
3,033.1
0
1
1
0
3
39
0.076923
1003_4711
1
9
0
1,230
0
132
0
0
1,550
train_only
1,727
1,230
365
346
19
436.3
10,640.3
0
10,204
0
0
1
0
36
39
0.923077
1003_4711
2
9
1,428
0
0
291
0
0
1,500
bus_only
2,195
1,428
476
344
132
570.1
10,244.9
9,674.7
0
0
1
0
0
0
39
0
1003_4711
3
9
2,644
0
0
233
0
1
1,600
bus_only
3,357
2,644
480
168
312
573.9
15,876.5
15,302.6
0
0
1
0
0
0
39
0
1003_4711
4
9
962
300
0
375
75
2
1,550
bus+train
2,191
1,262
554
26
453
661.7
10,028.5
6,333.7
3,033.1
0
1
1
0
0
39
0
1003_4711
5
9
717
600
0
258
137
1
1,550
bus+train
2,191
1,317
616
26
453
736.3
10,106.6
4,443.5
4,926.9
0
1
1
0
0
39
0
1003_4711
6
9
1,595
0
0
279
0
0
1,500
bus_only
2,530
1,595
656
344
312
785.2
11,322.4
10,537.1
0
0
1
0
0
0
39
0
1003_4711
7
9
200
1,200
0
253
102
1
1,550
bus+train
2,270
1,400
617
26
489
737.9
10,876.3
1,445.7
8,692.7
0
1
1
0
0
39
0
1003_4711
8
9
1,541
0
0
339
0
0
1,500
bus_only
2,713
1,541
833
344
489
997.3
11,213.3
10,216
0
0
1
0
0
0
39
0
1003_4712
0
17
0
1,260
0
493
97
1
1,550
train_only
1,881
1,260
128
26
5
151.7
9,608.3
0
9,456.6
0
0
1
0
0
59
0
1003_4712
1
17
0
1,290
0
440
108
1
1,550
train_only
1,904
1,290
174
26
40
206.3
9,895
0
9,688.8
0
0
1
0
59
59
1
1003_4712
2
17
1,482
0
0
274
0
0
1,500
bus_only
2,154
1,482
398
344
54
475.1
10,219.2
9,744.1
0
0
1
0
0
0
59
0
1003_4712
3
17
993
300
0
706
75
1
1,550
bus+train
2,163
1,293
164
26
63
193.7
9,610.6
6,383.9
3,033.1
0
1
1
0
0
59
0
1003_4712
4
17
198
1,200
0
467
93
1
1,550
bus+train
2,053
1,398
188
26
69
223.1
10,090.6
1,174.8
8,692.7
0
1
1
0
0
59
0
1003_4712
5
17
283
1,080
0
558
102
1
1,550
bus+train
2,128
1,363
207
26
79
245.6
9,528.1
1,373.6
7,908.9
0
1
1
0
0
59
0
1003_4712
6
17
1,076
300
0
575
75
2
1,550
bus+train
2,140
1,376
189
26
88
224.9
10,003.8
6,745.8
3,033.1
0
1
1
0
0
59
0
1003_4712
7
17
1,102
300
0
575
75
2
1,550
bus+train
2,348
1,402
371
26
270
442.2
10,383.3
6,908
3,033.1
0
1
1
0
0
59
0
1003_4712
8
17
966
300
0
646
75
1
1,550
bus+train
2,418
1,266
506
26
405
605.3
9,722.1
6,083.8
3,033.1
0
1
1
0
0
59
0
1003_4712
9
17
171
1,200
0
467
93
1
1,550
bus+train
2,362
1,371
524
26
405
627
10,194.5
874.7
8,692.7
0
1
1
0
0
59
0
1003_4712
10
17
1,058
300
0
706
75
1
1,550
bus+train
2,603
1,358
539
26
438
642.9
10,531.7
6,855.7
3,033.1
0
1
1
0
0
59
0
1003_4712
11
17
1,027
300
0
635
75
2
1,550
bus+train
2,456
1,327
494
26
393
589.4
9,979.1
6,356.6
3,033.1
0
1
1
0
0
59
0
1003_4712
12
17
1,591
0
0
143
0
1
1,500
bus_only
2,348
1,591
614
344
270
734.8
11,003.1
10,268.3
0
0
1
0
0
0
59
0
1003_4712
13
17
263
1,200
0
527
93
1
1,550
bus+train
2,547
1,463
557
26
438
664.7
11,004.1
1,646.7
8,692.7
0
1
1
0
0
59
0
1003_4712
14
17
1,455
0
0
214
0
0
1,500
bus_only
2,418
1,455
749
344
405
897.9
10,341.9
9,444
0
0
1
0
0
0
59
0
1003_4712
15
17
1,547
0
0
274
0
0
1,500
bus_only
2,603
1,547
782
344
438
935.6
11,151.5
10,216
0
0
1
0
0
0
59
0
1003_4712
16
17
1,516
0
0
203
0
1
1,500
bus_only
2,456
1,516
737
344
393
882
10,598.9
9,716.8
0
0
1
0
0
0
59
0
1003_4804
0
6
0
1,770
0
459
0
0
1,650
train_only
2,293
1,770
64
26
38
75
16,736.1
0
16,661.1
0
0
1
0
295
295
1
1003_4804
1
6
0
1,710
0
309
0
1
1,650
train_only
2,093
1,710
74
26
48
87.8
18,796.3
0
18,708.4
0
0
1
0
0
295
0
1003_4804
2
6
321
1,440
0
259
81
1
1,650
bus+train
2,324
1,761
304
26
197
362.2
16,723.7
1,336.5
15,024.9
0
1
1
0
0
295
0
1003_4804
3
6
253
1,440
0
301
99
1
1,650
bus+train
2,475
1,693
481
26
356
575.7
16,752
1,151.4
15,024.9
0
1
1
0
0
295
0
1003_4804
4
6
251
1,440
0
319
81
1
1,650
bus+train
2,606
1,691
596
26
489
712
16,746.9
1,010
15,024.9
0
1
1
0
0
295
0
1003_4804
5
6
333
1,440
0
361
99
1
1,650
bus+train
3,184
1,773
1,050
26
925
1,258
17,749.4
1,466.6
15,024.9
0
1
1
0
0
295
0
1003_4805
0
23
0
1,890
0
524
32
2
1,650
train_only
2,522
1,890
108
26
50
127.1
18,403.2
0
18,276.1
0
0
1
0
0
51
0
1003_4805
1
23
701
1,710
0
468
143
2
1,650
bus+train
3,214
2,411
335
26
166
399.2
19,276.3
2,216
16,661.1
0
1
1
0
0
51
0
1003_4805
2
23
0
1,950
0
1,244
32
1
1,650
train_only
3,302
1,950
108
26
50
127.1
18,403.2
0
18,276.1
0
0
1
0
51
51
1
1003_4805
3
23
1,347
1,500
0
1,086
31
1
1,650
bus+train
4,056
2,847
123
26
66
145.5
18,238
4,225.8
13,866.7
0
1
1
0
0
51
0
1003_4805
4
23
706
1,710
0
753
41
2
1,650
bus+train
3,402
2,416
233
26
166
276.8
19,054.8
2,116.9
16,661.1
0
1
1
0
0
51
0
1003_4805
5
23
706
1,770
0
1,139
41
1
1,650
bus+train
3,848
2,476
233
26
166
276.8
19,054.8
2,116.9
16,661.1
0
1
1
0
0
51
0
1003_4805
6
23
1,602
1,500
0
1,086
31
1
1,650
bus+train
4,429
3,102
241
26
184
286.6
18,553.9
4,400.6
13,866.7
0
1
1
0
0
51
0
1003_4805
7
23
760
1,620
0
1,241
125
1
1,750
bus+train
3,936
2,380
315
26
164
375.7
20,393.3
2,444.7
17,572.9
0
1
1
0
0
51
0
1003_4805
8
23
511
1,770
0
966
179
1
1,650
bus+train
3,616
2,281
369
26
164
440.3
18,427.8
1,326.4
16,661.1
0
1
1
0
0
51
0
1003_4805
9
23
888
1,770
0
1,139
41
1
1,650
bus+train
4,102
2,658
305
26
238
363.6
19,480.7
2,456
16,661.1
0
1
1
0
0
51
0
1003_4805
10
23
644
1,710
0
753
41
2
1,650
bus+train
3,521
2,354
414
26
347
494.5
19,111.1
1,955.5
16,661.1
0
1
1
0
0
51
0
1003_4805
11
23
644
1,770
0
1,139
41
1
1,650
bus+train
3,967
2,414
414
26
347
494.5
19,111.1
1,955.5
16,661.1
0
1
1
0
0
51
0
1003_4805
12
23
1,224
1,500
0
1,086
31
1
1,650
bus+train
4,217
2,724
407
26
350
485.7
18,324.8
3,972.4
13,866.7
0
1
1
0
0
51
0
1003_4805
13
23
1,663
1,500
0
1,086
31
1
1,650
bus+train
4,618
3,163
369
26
312
440.8
18,906
4,598.5
13,866.7
0
1
1
0
0
51
0
1003_4805
14
23
898
1,560
0
583
97
2
1,650
bus+train
3,511
2,458
470
26
347
561.9
18,341.8
2,563.1
15,216.9
0
1
1
0
0
51
0
1003_4805
15
23
726
1,440
0
995
140
1
1,650
bus+train
3,677
2,166
516
26
350
617.2
18,084.6
2,442.5
15,024.9
0
1
1
0
0
51
0
1003_4805
16
23
1,165
1,440
0
995
140
1
1,650
bus+train
4,078
2,605
478
26
312
572.3
18,665.8
3,068.6
15,024.9
0
1
1
0
0
51
0
1003_4805
17
23
637
1,710
0
468
143
2
1,650
bus+train
3,331
2,347
516
26
347
616.9
19,332.5
2,054.6
16,661.1
0
1
1
0
0
51
0
1003_4805
18
23
599
1,710
0
753
41
2
1,650
bus+train
3,608
2,309
546
26
479
652.4
19,146.6
1,833
16,661.1
0
1
1
0
0
51
0
1003_4805
19
23
599
1,770
0
1,139
41
1
1,650
bus+train
4,054
2,369
546
26
479
652.4
19,146.6
1,833
16,661.1
0
1
1
0
0
51
0
1003_4805
20
23
814
1,560
0
583
97
2
1,650
bus+train
3,559
2,374
602
26
479
719.8
18,377.3
2,440.6
15,216.9
0
1
1
0
0
51
0
1003_4805
21
23
1,820
1,500
0
1,086
31
1
1,650
bus+train
4,897
3,320
491
26
434
587.4
19,582.7
5,128.6
13,866.7
0
1
1
0
0
51
0
1003_4805
22
23
1,255
1,440
0
1,184
97
1
1,650
bus+train
4,436
2,695
557
26
434
666.5
18,929.8
3,238.4
15,024.9
0
1
1
0
0
51
0
1003_4806
0
8
0
2,130
0
716
32
1
1,750
train_only
2,938
2,130
92
26
34
108.4
20,468.6
0
20,360.2
0
0
1
0
187
187
1
1003_4806
1
8
773
1,620
0
583
115
1
1,750
bus+train
3,549
2,393
573
26
432
685.3
22,510.6
4,252.3
17,572.9
0
1
1
0
0
187
0
1003_4806
2
8
878
1,620
0
741
125
1
1,750
bus+train
3,747
2,498
508
26
357
607
22,583
4,403.1
17,572.9
0
1
1
0
0
187
0
1003_4806
3
8
1,098
1,620
0
801
125
1
1,750
bus+train
4,064
2,718
545
26
394
650.8
23,223.9
5,000.1
17,572.9
0
1
1
0
0
187
0
1003_4806
4
8
990
1,620
0
1,006
125
1
1,750
bus+train
4,185
2,610
569
26
418
679.1
22,641.9
4,389.9
17,572.9
0
1
1
0
0
187
0
1003_4806
5
8
2,951
0
0
769
65
1
1,700
bus_only
4,376
2,951
656
168
423
785.2
24,813.1
24,027.9
0
0
1
0
0
0
187
0
1003_4806
6
8
1,397
1,620
0
946
125
1
1,750
bus+train
4,523
3,017
560
26
409
669.6
24,307.9
6,065.4
17,572.9
0
1
1
0
0
187
0
1003_4806
7
8
937
1,620
0
1,006
125
1
1,750
bus+train
4,202
2,557
639
26
488
764.3
22,512
4,174.8
17,572.9
0
1
1
0
0
187
0
1003_4807
0
6
0
2,280
0
1,132
32
1
1,750
train_only
3,479
2,280
67
26
9
78.9
21,766.4
0
21,687.5
0
0
1
0
350
350
1
1003_4807
1
6
1,639
1,620
0
462
125
1
1,750
bus+train
4,378
3,259
657
26
506
786.2
25,426.5
7,067.3
17,572.9
0
1
1
0
0
350
0
1003_4807
2
6
1,692
1,620
0
699
115
1
1,750
bus+train
4,504
3,312
493
26
352
589.2
23,814.4
5,652.3
17,572.9
0
1
1
0
0
350
0
1003_4807
3
6
1,516
1,620
0
759
115
1
1,750
bus+train
4,475
3,136
580
26
439
692.5
23,799.7
5,534.3
17,572.9
0
1
1
0
0
350
0
1003_4807
4
6
2,040
1,620
0
733
125
1
1,750
bus+train
5,075
3,660
682
26
531
815.9
24,958.6
6,569.7
17,572.9
0
1
1
0
0
350
0
1003_4807
5
6
2,134
1,620
0
550
125
2
1,850
bus+train
4,986
3,754
682
26
531
815.9
26,147.1
7,758.2
17,572.9
0
1
1
0
0
350
0
1003_4808
0
2
0
2,550
0
1,032
32
1
1,750
train_only
3,676
2,550
94
26
36
110.7
25,102.4
0
24,991.7
0
0
1
0
37
37
1
1003_4808
1
2
3,372
1,620
0
704
125
1
1,850
bus+train
6,393
4,992
697
26
546
834
29,053.3
10,646.4
17,572.9
0
1
1
0
0
37
0
1003_4809
0
5
0
2,820
0
741
32
1
1,850
train_only
3,688
2,820
127
26
69
150.3
28,647.4
0
28,497.1
0
0
1
0
64
64
1
1003_4809
1
5
3,186
0
0
511
55
1
1,800
bus_only
3,935
3,186
238
168
15
282.7
27,632
27,349.3
0
0
1
0
0
0
64
0
1003_4809
2
5
4,175
1,440
0
1,336
125
1
1,950
bus+train
7,678
5,615
727
26
576
870.7
33,107.3
14,796.5
17,440.1
0
1
1
0
0
64
0
1003_4809
3
5
3,971
0
0
971
203
2
1,800
bus_only
5,889
3,971
947
168
576
1,134.8
28,902.7
27,767.9
0
0
1
0
0
0
64
0
1003_4809
4
5
3,817
1,770
0
460
282
1
1,950
bus+train
6,931
5,587
884
26
576
1,058.7
31,398.1
13,678.3
16,661.1
0
1
1
0
0
64
0
1003_4810
0
7
0
2,970
0
945
32
1
1,850
train_only
3,991
2,970
76
26
18
88.9
29,901.4
0
29,812.5
0
0
1
0
118
118
1
1003_4810
1
7
3,656
1,650
0
557
58
1
1,950
bus+train
6,382
5,306
519
26
435
620
32,028
15,087.2
16,320.8
0
1
1
0
0
118
0
1003_4810
2
7
3,556
1,650
0
645
58
2
1,950
bus+train
6,370
5,206
519
26
435
620
32,028
15,087.2
16,320.8
0
1
1
0
0
118
0
1003_4810
3
7
3,502
1,650
0
557
58
1
1,950
bus+train
6,274
5,152
565
26
481
674.8
31,794.5
14,798.9
16,320.8
0
1
1
0
0
118
0
1003_4810
4
7
3,834
1,650
0
557
58
1
1,950
bus+train
6,675
5,484
634
26
550
758.5
32,401.4
15,322.1
16,320.8
0
1
1
0
0
118
0
1003_4810
5
7
3,725
1,650
0
645
58
2
1,950
bus+train
6,654
5,375
634
26
550
758.5
32,401.4
15,322.1
16,320.8
0
1
1
0
0
118
0
1003_4810
6
7
3,215
630
0
823
137
1
1,850
bus+train
6,129
3,845
1,461
346
978
1,750
29,375.8
21,543.3
6,082.4
0
1
1
0
0
118
0
1003_4812
0
4
0
3,360
0
660
32
1
1,950
train_only
4,121
3,360
101
26
43
119
33,889.4
0
33,770.4
0
0
1
0
99
99
1
1003_4812
1
4
567
3,780
0
661
94
1
2,150
bus+train
6,100
4,347
1,092
346
652
1,308.1
42,625.9
1,734.2
39,583.6
0
1
1
0
0
99
0
1003_4812
2
4
830
3,780
0
661
94
1
2,150
bus+train
6,557
4,610
1,286
346
846
1,540.1
43,386.7
2,263
39,583.6
0
1
1
0
0
99
0
1003_4812
3
4
865
3,480
0
824
62
1
2,050
bus+train
6,510
4,345
1,341
346
933
1,606.6
40,554
2,655.2
36,292.3
0
1
1
0
0
99
0
1003_4921
0
15
0
3,121
0
2,031
11
2
2,050
train_only
5,197
3,121
45
26
8
52
37,268.2
0
37,216.2
0
0
1
0
0
197
0
1003_4921
1
15
978
1,772
0
958
435
2
2,050
bus+train
4,248
2,750
540
26
79
644.2
36,818.2
16,065.9
20,108.2
0
1
1
0
1
197
0.005076
1003_4921
2
15
4,937
0
0
598
14
1
2,000
bus_only
5,799
4,937
264
207
43
315.1
37,664.7
37,349.6
0
0
1
0
0
0
197
0