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_2545
15
17
633
1,560
0
626
257
1
1,650
bus+train
3,582
2,193
763
28
478
913.4
18,934
4,629.5
13,391.1
0
1
1
0
0
428
0.058824
1003_2545
16
17
1,308
780
0
603
260
1
1,550
bus+train
3,488
2,088
797
28
509
953.3
14,392.3
5,983.6
7,455.4
0
1
1
0
0
428
0.058824
1003_2546
0
8
0
1,560
0
739
74
1
1,550
train_only
2,445
1,560
146
26
46
173.7
14,651.7
0
14,478
0
0
1
0
285
287
1
1003_2546
1
8
1,407
300
0
619
67
2
1,650
bus+train
2,517
1,707
191
26
98
227
15,243.6
11,983.6
3,033.1
0
1
1
0
0
287
0
1003_2546
2
8
1,088
600
0
628
137
1
1,650
bus+train
2,571
1,688
255
26
92
303.6
15,479
10,248.6
4,926.9
0
1
1
0
0
287
0
1003_2546
3
8
1,406
300
0
837
67
3
1,550
bus+train
2,923
1,706
380
26
287
453.7
15,358.8
11,872.1
3,033.1
0
1
1
0
0
287
0
1003_2546
4
8
1,087
600
0
786
137
2
1,650
bus+train
2,923
1,687
450
26
287
537.7
15,601.7
10,137.1
4,926.9
0
1
1
0
0
287
0
1003_2546
5
8
710
1,200
0
841
112
1
1,650
bus+train
3,239
1,910
488
26
350
582.8
16,143.8
6,868.2
8,692.7
0
1
1
0
0
287
0
1003_2546
6
8
1,459
300
0
679
67
2
1,650
bus+train
3,005
1,759
567
26
474
677.6
16,201.4
12,490.8
3,033.1
0
1
1
0
0
287
0
1003_2546
7
8
1,140
600
0
628
137
1
1,650
bus+train
3,005
1,740
637
26
474
761.6
16,444.2
10,755.8
4,926.9
0
1
1
0
0
287
0
1003_2548
0
7
0
1,840
0
449
74
1
1,650
train_only
2,444
1,840
155
26
55
184.4
18,022.9
0
17,838.5
0
0
1
0
319
321
0.996875
1003_2548
1
7
1,556
600
0
303
153
1
1,650
bus+train
2,868
2,156
409
26
230
488.2
18,982.6
13,567.6
4,926.9
0
1
1
0
1
321
0.003125
1003_2548
2
7
2,548
180
0
728
124
2
1,750
bus+train
3,953
2,728
497
26
347
594.4
22,063.1
18,828.4
2,640.3
0
1
1
0
0
321
0
1003_2548
3
7
2,961
210
0
835
26
3
1,750
bus+train
4,510
3,171
504
26
452
602
24,793.2
23,029.1
1,162.1
0
1
1
0
0
321
0
1003_2548
4
7
2,601
180
0
668
124
2
1,750
bus+train
4,024
2,781
575
26
425
688.3
22,585.2
19,256.7
2,640.3
0
1
1
0
0
321
0
1003_2548
5
7
3,049
330
0
1,090
40
2
1,850
bus+train
4,987
3,379
518
26
452
620
27,325.3
22,665.6
4,039.8
0
1
1
0
0
321
0
1003_2548
6
7
3,250
0
0
640
0
2
1,700
bus_only
4,510
3,250
620
168
452
742.3
24,991.4
24,249.1
0
0
1
0
0
0
321
0
1003_2549
0
6
0
2,230
0
681
74
1
1,650
train_only
3,035
2,230
124
26
24
147.3
18,799
0
18,651.7
0
0
1
0
209
211
0.990521
1003_2549
1
6
1,722
600
0
321
137
1
1,650
bus+train
2,887
2,322
244
26
81
290.5
19,697.3
14,480
4,926.9
0
1
1
0
2
211
0.009479
1003_2549
2
6
1,838
600
0
321
137
1
1,650
bus+train
3,306
2,438
547
26
384
654.6
20,474
14,892.5
4,926.9
0
1
1
0
0
211
0
1003_2549
3
6
1,166
1,440
0
565
58
2
1,750
bus+train
3,621
2,606
450
26
366
538
22,407.3
11,304.4
10,564.8
0
1
1
0
0
211
0
1003_2549
4
6
929
1,320
0
729
251
1
1,650
bus+train
3,621
2,249
643
26
366
768.7
20,452.2
10,041.7
9,641.9
0
1
1
0
0
211
0
1003_2549
5
6
1,384
1,440
0
505
58
2
1,750
bus+train
3,965
2,824
636
26
552
761.3
24,053.6
12,727.5
10,564.8
0
1
1
0
0
211
0
1003_2550
0
12
1,664
600
0
652
137
2
1,750
bus+train
3,099
2,264
183
26
20
216.4
20,969.2
15,825.9
4,926.9
0
1
1
0
0
117
0
1003_2550
1
12
1,061
1,320
0
361
251
1
1,750
bus+train
3,044
2,381
302
26
25
359.7
21,006.6
11,005.1
9,641.9
0
1
1
0
117
117
1
1003_2550
2
12
1,098
1,320
0
361
251
1
1,750
bus+train
3,359
2,418
580
26
303
693.8
21,627.2
11,291.6
9,641.9
0
1
1
0
0
117
0
1003_2550
3
12
1,701
600
0
592
137
2
1,750
bus+train
3,359
2,301
466
26
303
557.3
21,596.6
16,112.4
4,926.9
0
1
1
0
0
117
0
1003_2550
4
12
1,604
600
0
652
137
2
1,750
bus+train
3,400
2,204
544
26
381
649.6
21,072.9
15,496.5
4,926.9
0
1
1
0
0
117
0
1003_2550
5
12
1,520
600
0
592
137
2
1,650
bus+train
3,326
2,120
614
26
451
734.2
20,523.5
14,862.5
4,926.9
0
1
1
0
0
117
0
1003_2550
6
12
1,001
1,320
0
421
251
1
1,750
bus+train
3,400
2,321
658
26
381
786.1
21,103.6
10,675.7
9,641.9
0
1
1
0
0
117
0
1003_2550
7
12
1,571
600
0
592
137
2
1,750
bus+train
3,377
2,171
614
26
451
734.4
20,879.2
15,217.9
4,926.9
0
1
1
0
0
117
0
1003_2550
8
12
1,749
600
0
482
137
1
1,750
bus+train
3,518
2,349
687
26
524
821.4
21,200.1
15,451.8
4,926.9
0
1
1
0
0
117
0
1003_2550
9
12
1,731
600
0
592
137
2
1,750
bus+train
3,573
2,331
650
26
487
777.2
21,989.6
16,285.5
4,926.9
0
1
1
0
0
117
0
1003_2550
10
12
917
1,320
0
361
251
1
1,650
bus+train
3,326
2,237
728
26
451
870.7
20,554.2
10,041.7
9,641.9
0
1
1
0
0
117
0
1003_2550
11
12
968
1,320
0
361
251
1
1,750
bus+train
3,377
2,288
728
26
451
870.9
20,909.9
10,397.1
9,641.9
0
1
1
0
0
117
0
1003_2551
0
10
1,691
1,440
0
664
54
2
1,750
bus+train
3,896
3,131
101
26
21
118.8
21,985.6
11,302
10,564.8
0
1
1
0
1
105
0.009524
1003_2551
1
10
503
1,815
0
873
196
2
1,750
bus+train
3,428
2,318
237
26
15
280.7
23,952.2
3,420.9
20,250.6
0
1
1
0
0
105
0
1003_2551
2
10
0
2,740
0
683
200
1
1,750
train_only
3,664
2,740
241
26
15
287.2
23,360.5
0
23,073.4
0
0
1
0
104
105
0.990476
1003_2551
3
10
1,738
1,440
0
664
54
2
1,750
bus+train
4,204
3,178
362
26
282
432.3
22,558.7
11,561.6
10,564.8
0
1
1
0
0
105
0
1003_2551
4
10
1,642
1,440
0
724
54
2
1,750
bus+train
4,170
3,082
364
26
284
433.5
22,049.5
11,051.2
10,564.8
0
1
1
0
0
105
0
1003_2551
5
10
561
1,815
0
873
196
2
1,750
bus+train
3,692
2,376
443
26
221
528.5
24,389.2
3,610.1
20,250.6
0
1
1
0
0
105
0
1003_2551
6
10
461
1,815
0
933
196
2
1,750
bus+train
3,759
2,276
550
26
328
656.8
24,023.6
3,116.2
20,250.6
0
1
1
0
0
105
0
1003_2551
7
10
1,575
1,440
0
664
54
2
1,750
bus+train
4,321
3,015
642
26
562
768.5
22,147.2
10,813.9
10,564.8
0
1
1
0
0
105
0
1003_2551
8
10
2,130
300
0
1,055
67
4
1,750
bus+train
4,117
2,430
632
26
539
755.3
22,013.6
18,225.3
3,033.1
0
1
1
0
0
105
0
1003_2551
9
10
1,776
600
0
1,023
153
3
1,750
bus+train
4,117
2,376
718
26
539
858.5
21,929.3
16,143.9
4,926.9
0
1
1
0
0
105
0
1003_2552
0
10
0
2,270
0
863
74
1
1,750
train_only
3,239
2,270
106
26
6
125.7
21,032.2
0
20,906.5
0
0
1
0
105
106
1
1003_2552
1
10
446
1,840
0
631
213
2
1,750
bus+train
3,570
2,286
653
26
414
781.6
21,499.9
2,879.8
17,838.5
0
1
1
0
0
106
0
1003_2552
2
10
3,735
0
0
318
169
1
1,800
bus_only
4,804
3,735
751
168
414
898.6
27,981.5
27,082.9
0
0
1
0
0
0
106
0
1003_2552
3
10
3,388
210
0
800
26
3
1,850
bus+train
4,847
3,598
449
26
397
536.4
27,361
25,662.5
1,162.1
0
1
1
0
0
106
0
1003_2552
4
10
3,422
330
0
1,004
40
2
1,850
bus+train
5,236
3,752
480
26
414
574.5
29,913.2
25,298.9
4,039.8
0
1
1
0
0
106
0
1003_2552
5
10
3,413
210
0
740
26
3
1,850
bus+train
4,861
3,623
498
26
446
595.5
27,621.7
25,864
1,162.1
0
1
1
0
0
106
0
1003_2552
6
10
1,719
1,440
0
1,081
54
2
1,750
bus+train
4,754
3,159
514
26
434
614.7
22,230.7
11,051.2
10,564.8
0
1
1
0
0
106
0
1003_2552
7
10
3,447
330
0
1,004
40
2
1,850
bus+train
5,293
3,777
512
26
446
613.5
30,153.8
25,500.5
4,039.8
0
1
1
0
0
106
0
1003_2552
8
10
471
1,840
0
631
213
2
1,750
bus+train
3,627
2,311
685
26
446
820.6
21,740.5
3,081.3
17,838.5
0
1
1
0
0
106
0
1003_2552
9
10
3,760
0
0
318
169
1
1,800
bus_only
4,861
3,760
783
168
446
937.6
28,222
27,284.5
0
0
1
0
0
0
106
0
1003_2553
0
20
0
2,400
0
1,148
74
1
1,750
train_only
3,659
2,400
111
26
11
132.1
22,021.3
0
21,889.2
0
0
1
0
122
123
1
1003_2553
1
20
3,575
0
0
264
0
2
1,700
bus_only
4,697
3,575
858
306
552
1,028.7
25,550.1
24,521.4
0
0
1
0
0
0
123
0
1003_2553
2
20
3,904
0
0
698
169
1
1,800
bus_only
5,344
3,904
742
168
405
887.8
29,269.5
28,381.7
0
0
1
0
0
0
123
0
1003_2553
3
20
3,712
330
0
1,117
40
2
1,850
bus+train
5,398
4,042
239
26
173
285.6
29,720.8
25,395.4
4,039.8
0
1
1
0
0
123
0
1003_2553
4
20
3,686
330
0
1,117
40
2
1,850
bus+train
5,385
4,016
252
26
186
301
29,419.2
25,078.4
4,039.8
0
1
1
0
0
123
0
1003_2553
5
20
3,597
330
0
946
40
2
1,950
bus+train
5,344
3,927
471
26
405
563.7
31,201.3
26,597.8
4,039.8
0
1
1
0
0
123
0
1003_2553
6
20
3,379
300
0
749
57
3
1,850
bus+train
4,916
3,679
488
26
405
583.3
29,342.6
25,726.3
3,033.1
0
1
1
0
0
123
0
1003_2553
7
20
3,485
330
0
946
40
2
1,850
bus+train
5,263
3,815
502
26
436
601
30,491.4
25,850.6
4,039.8
0
1
1
0
0
123
0
1003_2553
8
20
3,267
300
0
749
57
3
1,850
bus+train
4,835
3,567
519
26
436
620.5
28,632.7
24,979.1
3,033.1
0
1
1
0
0
123
0
1003_2553
9
20
3,748
330
0
1,117
40
2
1,850
bus+train
5,756
4,078
561
26
495
671.4
30,393.7
25,682.5
4,039.8
0
1
1
0
0
123
0
1003_2553
10
20
3,554
330
0
1,177
40
2
1,850
bus+train
5,644
3,884
583
26
517
697.6
29,326.7
24,589.3
4,039.8
0
1
1
0
0
123
0
1003_2553
11
20
3,626
0
0
579
0
2
1,800
bus_only
4,916
3,626
711
306
405
851.8
27,285.4
26,433.6
0
0
1
0
0
0
123
0
1003_2553
12
20
3,514
0
0
579
0
2
1,800
bus_only
4,835
3,514
742
306
436
889
26,575.5
25,686.5
0
0
1
0
0
0
123
0
1003_2553
13
20
4,460
0
0
580
53
1
1,800
bus_only
5,756
4,460
716
168
495
856.6
29,826.7
28,970.1
0
0
1
0
0
0
123
0
1003_2553
14
20
4,266
0
0
640
53
1
1,800
bus_only
5,644
4,266
738
168
517
882.8
28,759.7
27,876.8
0
0
1
0
0
0
123
0
1003_2553
15
20
3,792
0
0
698
169
1
1,800
bus_only
5,263
3,792
773
168
436
925.1
28,559.7
27,634.6
0
0
1
0
0
0
123
0
1003_2553
16
20
3,866
330
0
1,117
40
2
1,950
bus+train
5,921
4,196
608
26
542
728.5
31,255.6
26,487.3
4,039.8
0
1
1
0
0
123
0
1003_2553
17
20
3,769
0
0
264
0
2
1,800
bus_only
4,834
3,769
801
306
495
959.4
26,574.1
25,614.7
0
0
1
0
0
0
123
0
1003_2553
18
20
4,578
0
0
580
53
1
1,800
bus_only
5,921
4,578
763
168
542
913.7
30,688.6
29,774.9
0
0
1
0
0
0
123
0
1003_2553
19
20
3,887
0
0
264
0
2
1,800
bus_only
4,999
3,887
848
306
542
1,016.5
27,436
26,419.4
0
0
1
0
0
0
123
0
1003_2554
0
4
0
2,580
0
359
74
1
1,750
train_only
3,058
2,580
119
26
19
141.1
23,129.7
0
22,988.7
0
0
1
0
130
131
1
1003_2554
1
4
2,653
600
0
454
153
1
1,750
bus+train
4,385
3,253
678
26
499
810.5
24,948.2
19,210.8
4,926.9
0
1
1
0
0
131
0
1003_2554
2
4
4,058
180
0
633
124
2
1,850
bus+train
5,444
4,238
573
26
423
684.9
29,846.2
26,521
2,640.3
0
1
1
0
0
131
0
1003_2554
3
4
4,285
0
0
344
169
1
1,800
bus_only
5,909
4,285
1,280
168
943
1,532.7
30,519.4
28,986.6
0
0
1
0
0
0
131
0
1003_2555
0
18
3,143
330
0
751
40
2
1,850
bus+train
4,349
3,473
125
26
59
147.9
25,343
21,155.3
4,039.8
0
1
1
0
0
149
0
1003_2555
1
18
0
1,930
0
1,202
148
2
1,750
train_only
3,314
1,930
182
26
8
214.7
21,853.3
0
21,638.6
0
0
1
0
149
149
1
1003_2555
2
18
404
2,690
0
539
56
1
1,850
bus+train
3,904
3,094
271
207
8
323.7
28,810.4
4,526.3
23,960.3
0
1
1
0
0
149
0
1003_2555
3
18
0
2,050
0
1,456
74
2
1,650
train_only
3,614
2,050
108
26
8
127.6
19,731.1
0
19,603.5
0
0
1
0
0
149
0
1003_2555
4
18
2,064
300
0
846
116
3
1,750
bus+train
3,419
2,364
209
26
67
248.1
20,909.8
17,628.7
3,033.1
0
1
1
0
0
149
0
1003_2555
5
18
1,816
600
0
732
178
2
1,750
bus+train
3,419
2,416
271
26
67
322.7
20,988
15,738.5
4,926.9
0
1
1
0
0
149
0
1003_2555
6
18
2,111
300
0
1,086
75
4
1,750
bus+train
3,656
2,411
159
26
58
187.9
22,168.4
18,947.4
3,033.1
0
1
1
0
0
149
0
1003_2555
7
18
1,863
600
0
972
137
3
1,750
bus+train
3,656
2,463
221
26
58
262.5
22,246.6
17,057.2
4,926.9
0
1
1
0
0
149
0
1003_2555
8
18
103
1,830
0
1,175
196
2
1,750
bus+train
3,392
1,933
284
26
62
337.7
21,877.5
1,289.3
20,250.6
0
1
1
0
0
149
0
1003_2555
9
18
3,818
0
0
1,109
53
1
1,700
bus_only
5,210
3,818
283
168
62
337.5
24,780.4
24,442.9
0
0
1
0
0
0
149
0
1003_2555
10
18
3,115
330
0
751
40
2
1,750
bus+train
4,668
3,445
472
26
406
564.7
25,442.5
20,838.1
4,039.8
0
1
1
0
0
149
0
1003_2555
11
18
3,189
330
0
691
40
2
1,850
bus+train
4,687
3,519
477
26
411
571
26,183.3
21,572.5
4,039.8
0
1
1
0
0
149
0
1003_2555
12
18
2,028
300
0
846
116
3
1,750
bus+train
3,783
2,328
609
26
467
728
21,027.7
17,266.6
3,033.1
0
1
1
0
0
149
0
1003_2555
13
18
1,780
600
0
732
178
2
1,750
bus+train
3,783
2,380
671
26
467
802.6
21,105.9
15,376.4
4,926.9
0
1
1
0
0
149
0
1003_2555
14
18
75
1,830
0
1,235
196
2
1,750
bus+train
3,768
1,905
628
26
406
750.1
21,972.7
972
20,250.6
0
1
1
0
0
149
0
1003_2555
15
18
149
1,830
0
1,175
196
2
1,750
bus+train
3,787
1,979
633
26
411
756.5
22,713.5
1,706.4
20,250.6
0
1
1
0
0
149
0
1003_2555
16
18
3,790
0
0
1,169
53
1
1,700
bus_only
5,586
3,790
627
168
406
749.9
24,875.5
24,125.6
0
0
1
0
0
0
149
0
1003_2555
17
18
3,864
0
0
1,109
53
1
1,700
bus_only
5,605
3,864
632
168
411
756.3
25,616.3
24,860
0
0
1
0
0
0
149
0
1003_2556
0
6
0
1,815
0
461
103
1
1,750
train_only
2,485
1,815
209
26
80
248.6
20,499.2
0
20,250.6
0
0
1
0
19
19
1
1003_2556
1
6
2,563
330
0
524
40
2
1,750
bus+train
3,533
2,893
116
26
50
137.8
24,043.7
19,866.1
4,039.8
0
1
1
0
0
19
0
1003_2556
2
6
3,305
0
0
764
53
1
1,700
bus_only
4,728
3,305
659
168
438
789
23,560.5
22,771.4
0
0
1
0
0
0
19
0