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_341
2
5
2,374
0
0
576
0
0
1,700
bus_only
3,369
2,374
419
44
375
500.6
22,085.7
21,585.1
0
0
1
0
0
0
24
0.2
1001_341
3
5
2,592
0
0
373
17
2
1,600
bus_only
3,500
2,592
535
30
488
639.8
20,000.8
19,361
0
0
1
0
0
0
24
0.2
1001_341
4
5
2,291
0
0
576
0
0
1,700
bus_only
3,491
2,291
624
44
580
746.8
21,711.5
20,964.7
0
0
1
0
0
0
24
0.2
1001_342
0
15
2,664
0
0
903
6
1
1,700
bus_only
3,640
2,664
73
44
23
85.8
22,436
22,350.2
0
0
1
0
0
0
15
0.066667
1001_342
1
15
400
1,890
0
208
142
1
1,750
bus+train
2,809
2,290
311
77
92
370.1
20,873.5
3,607.5
16,895.9
0
1
1
0
0
15
0.066667
1001_342
2
15
413
2,490
0
467
53
1
1,750
bus+train
3,523
2,903
153
44
56
182.1
25,016.1
2,111.9
22,722
0
1
1
0
0
15
0.066667
1001_342
3
15
2,639
0
0
588
0
2
1,700
bus_only
3,409
2,639
182
44
138
216.7
20,306
20,089.3
0
0
1
0
0
0
15
0.066667
1001_342
4
15
2,378
0
0
254
0
2
1,600
bus_only
2,881
2,378
249
77
172
296
19,413.1
19,117.1
0
0
1
0
0
0
15
0.066667
1001_342
5
15
3,635
0
0
463
0
1
1,800
bus_only
4,298
3,635
200
44
156
237.9
26,189.2
25,951.3
0
0
1
0
0
0
15
0.066667
1001_342
6
15
3,281
0
0
895
17
1
1,800
bus_only
4,478
3,281
302
44
241
359.9
26,952.8
26,592.8
0
0
1
0
0
0
15
0.066667
1001_342
7
15
2,762
0
0
820
125
1
1,700
bus_only
3,992
2,762
410
44
241
489.8
24,791.3
24,301.5
0
0
1
0
0
0
15
0.066667
1001_342
8
15
2,480
0
0
830
0
1
1,700
bus_only
3,807
2,480
497
44
453
594.9
22,659.9
22,065
0
0
1
0
0
0
15
0.066667
1001_342
9
15
2,506
0
0
830
0
1
1,700
bus_only
3,885
2,506
549
44
505
657.1
22,955.4
22,298.3
0
0
1
0
0
0
15
0.066667
1001_342
10
15
2,823
0
0
903
6
1
1,700
bus_only
4,243
2,823
517
44
467
618.3
23,373.4
22,755.1
0
0
1
0
0
0
15
0.066667
1001_342
11
15
2,588
0
0
528
0
2
1,600
bus_only
3,662
2,588
546
44
502
654.1
20,182
19,527.9
0
0
1
0
0
0
15
0.066667
1001_342
12
15
2,437
0
0
194
0
2
1,600
bus_only
3,262
2,437
631
77
554
755.9
20,492.7
19,736.9
0
0
1
0
0
0
15
0.066667
1001_342
13
15
3,020
0
0
641
8
1
1,700
bus_only
4,240
3,020
579
69
502
693.3
22,999.5
22,306.2
0
0
1
0
0
0
15
0.066667
1001_342
14
15
245
2,580
0
319
96
1
1,850
bus+train
4,232
2,825
1,088
77
915
1,304.2
26,722.9
2,136.2
23,282.5
0
1
1
0
0
15
0.066667
1001_3755
0
12
1,060
2,000
0
714
37
1
1,750
bus+train
3,844
3,060
70
30
3
83
25,025.5
7,393
17,549.5
0
1
1
0
0
24
0
1001_3755
1
12
939
1,900
0
338
124
1
1,750
bus+train
3,334
2,839
157
30
3
186.7
23,472.1
6,655.4
16,630
0
1
1
0
0
24
0
1001_3755
2
12
1,398
2,100
0
912
19
1
1,750
bus+train
4,668
3,498
258
44
195
309.1
23,112.8
3,109.5
19,694.2
0
1
1
0
23
24
1
1001_3755
3
12
4,005
0
0
946
10
1
1,700
bus_only
5,225
4,005
274
69
195
327.4
20,594
20,266.6
0
0
1
0
0
0
24
0
1001_3755
4
12
219
1,080
720
1,157
149
2
4,200
bus+train+gtx
3,697
2,019
521
49
323
622.9
33,995
666.2
14,529.4
18,176.4
1
1
1
0
24
0
1001_3755
5
12
3,890
0
0
1,006
10
1
1,600
bus_only
5,298
3,890
402
69
323
481
20,273.7
19,792.7
0
0
1
0
0
0
24
0
1001_3755
6
12
4,082
0
0
946
10
1
1,700
bus_only
5,516
4,082
488
69
409
583.8
21,041.5
20,457.8
0
0
1
0
0
0
24
0
1001_3755
7
12
1,471
2,100
0
912
19
1
1,750
bus+train
4,955
3,571
472
44
409
565.5
23,560.4
3,300.7
19,694.2
0
1
1
0
0
24
0
1001_3755
8
12
707
2,370
0
1,006
111
1
1,850
bus+train
4,611
3,077
528
44
373
632.7
25,935
2,871.2
22,431
0
1
1
0
0
24
0
1001_3755
9
12
1,220
2,100
0
972
19
1
1,750
bus+train
4,851
3,320
559
44
496
669.1
23,022.2
2,658.9
19,694.2
0
1
1
0
0
24
0
1001_3755
10
12
699
2,220
0
750
192
1
1,750
bus+train
4,401
2,919
732
44
496
875.9
23,342.3
1,636.7
20,829.7
0
1
1
0
0
24
0
1001_3755
11
12
552
2,220
0
698
265
1
1,750
bus+train
4,275
2,772
805
44
496
963.7
23,244
1,450.6
20,829.7
0
1
1
0
0
24
0
1001_3756
0
22
1,204
2,050
0
295
37
1
1,850
bus+train
3,668
3,254
119
30
52
142.4
26,065.7
7,393
18,530.4
0
1
1
0
0
47
0
1001_3756
1
22
676
2,220
0
660
219
1
1,750
bus+train
4,136
2,896
580
44
317
694.4
23,425.2
1,901.1
20,829.7
0
1
1
0
46
47
0.978723
1001_3756
2
22
4,371
0
0
903
0
0
1,700
bus_only
5,744
4,371
470
214
256
563.1
21,177
20,613.9
0
0
1
0
0
0
47
0
1001_3756
3
22
1,452
2,100
0
678
19
2
1,750
bus+train
4,558
3,552
328
44
265
392.5
23,855
3,768.3
19,694.2
0
1
1
0
0
47
0
1001_3756
4
22
3,149
0
0
823
26
1
1,700
bus_only
4,326
3,149
354
69
259
422.6
21,333.8
20,911.3
0
0
1
0
0
0
47
0
1001_3756
5
22
3,314
0
0
823
26
1
1,700
bus_only
4,500
3,314
363
69
268
433.7
21,623.4
21,189.7
0
0
1
0
0
0
47
0
1001_3756
6
22
1,309
2,100
0
851
19
1
1,750
bus+train
4,640
3,409
380
44
317
455.2
23,355.8
3,206.4
19,694.2
0
1
1
0
1
47
0.021277
1001_3756
7
22
1,316
2,100
0
634
19
1
1,750
bus+train
4,469
3,416
419
44
356
502
23,415.5
3,219.4
19,694.2
0
1
1
0
0
47
0
1001_3756
8
22
920
2,220
0
877
117
1
1,750
bus+train
4,443
3,140
426
44
265
509.3
24,067.3
2,728.3
20,829.7
0
1
1
0
0
47
0
1001_3756
9
22
1,086
2,490
0
635
34
1
1,850
bus+train
4,606
3,576
395
44
317
472.2
26,915.7
3,018.2
23,425.3
0
1
1
0
0
47
0
1001_3756
10
22
987
2,220
0
786
117
1
1,750
bus+train
4,447
3,207
454
44
293
542.6
24,135.9
2,763.6
20,829.7
0
1
1
0
0
47
0
1001_3756
11
22
787
2,220
0
817
117
1
1,750
bus+train
4,302
3,007
478
44
317
571.8
23,651.1
2,249.7
20,829.7
0
1
1
0
0
47
0
1001_3756
12
22
4,536
0
0
815
0
0
1,700
bus_only
5,833
4,536
482
214
268
577.3
21,469.7
20,892.4
0
0
1
0
0
0
47
0
1001_3756
13
22
909
2,490
0
601
183
1
1,850
bus+train
4,518
3,399
518
44
291
619.9
27,014.5
2,969.2
23,425.3
0
1
1
0
0
47
0
1001_3756
14
22
512
2,370
0
1,421
111
1
1,750
bus+train
4,799
2,882
496
44
341
594.4
25,104.6
2,079.2
22,431
0
1
1
0
0
47
0
1001_3756
15
22
1,183
2,100
0
694
19
1
1,750
bus+train
4,564
3,283
587
44
524
702.4
23,408.3
3,011.7
19,694.2
0
1
1
0
0
47
0
1001_3756
16
22
1,443
2,100
0
1,156
19
1
1,750
bus+train
5,203
3,543
504
44
441
603.5
24,060
3,762.3
19,694.2
0
1
1
0
0
47
0
1001_3756
17
22
910
2,490
0
635
34
1
1,850
bus+train
4,624
3,400
589
44
511
705.3
26,630.6
2,499.9
23,425.3
0
1
1
0
0
47
0
1001_3756
18
22
1,519
2,100
0
1,096
19
1
1,750
bus+train
5,227
3,619
512
44
449
614.1
24,301.1
3,992.8
19,694.2
0
1
1
0
0
47
0
1001_3756
19
22
1,026
2,220
0
716
192
1
1,750
bus+train
4,639
3,246
677
44
441
810.3
24,380
2,740.1
20,829.7
0
1
1
0
0
47
0
1001_3756
20
22
1,102
2,220
0
656
192
1
1,750
bus+train
4,663
3,322
685
44
449
820.8
24,621.1
2,970.6
20,829.7
0
1
1
0
0
47
0
1001_3756
21
22
478
2,370
0
1,421
111
1
1,750
bus+train
4,894
2,848
625
44
470
749.1
25,144.5
1,964.3
22,431
0
1
1
0
0
47
0
1001_3757
0
16
1,161
1,930
0
372
51
1
1,850
bus+train
3,549
3,091
86
30
5
101.6
25,354.9
7,338.8
17,914.5
0
1
1
0
0
54
0
1001_3757
1
16
4,173
0
0
308
10
1
1,700
bus_only
4,750
4,173
269
69
190
320.5
22,219.9
21,899.4
0
0
1
0
0
0
54
0
1001_3757
2
16
5,102
0
0
1,746
0
0
1,700
bus_only
7,211
5,102
363
214
149
433.3
21,987.2
21,554
0
0
1
0
0
0
54
0
1001_3757
3
16
4,334
0
0
308
10
1
1,700
bus_only
4,969
4,334
327
69
248
390
22,671.4
22,281.4
0
0
1
0
0
0
54
0
1001_3757
4
16
1,445
2,490
0
993
33
1
1,850
bus+train
5,281
3,935
353
44
276
421.4
26,456.5
2,609.7
23,425.3
0
1
1
0
0
54
0
1001_3757
5
16
1,941
2,100
0
890
19
1
1,750
bus+train
5,435
4,041
504
44
441
604.3
24,420.8
4,122.3
19,694.2
0
1
1
0
3
54
1
1001_3757
6
16
1,047
2,490
0
1,098
34
1
1,850
bus+train
5,174
3,537
539
44
461
644.2
25,971.6
1,902.1
23,425.3
0
1
1
0
0
54
0
1001_3757
7
16
1,562
2,490
0
993
33
1
1,850
bus+train
5,567
4,052
522
44
445
625
26,837.2
2,786.9
23,425.3
0
1
1
0
0
54
0
1001_3757
8
16
657
2,490
0
1,211
34
2
1,850
bus+train
4,897
3,147
539
44
461
644.2
25,980.9
1,911.4
23,425.3
0
1
1
0
0
54
0
1001_3757
9
16
881
2,490
0
1,164
34
1
1,850
bus+train
5,129
3,371
594
44
516
710.2
26,027.6
1,892.1
23,425.3
0
1
1
0
0
54
0
1001_3757
10
16
5,246
0
0
1,686
0
0
1,700
bus_only
7,394
5,246
462
214
248
553.3
22,489.2
21,935.9
0
0
1
0
0
0
54
0
1001_3757
11
16
921
2,370
0
830
179
1
1,750
bus+train
4,785
3,291
664
44
441
796.2
25,484.5
2,257.2
22,431
0
1
1
0
0
54
0
1001_3757
12
16
811
2,370
0
1,056
179
1
1,750
bus+train
4,921
3,181
684
44
461
819.1
25,461
2,210.9
22,431
0
1
1
0
0
54
0
1001_3757
13
16
736
2,490
0
1,204
34
3
1,850
bus+train
4,960
3,226
530
44
452
633.8
26,261.4
2,202.3
23,425.3
0
1
1
0
0
54
0
1001_3757
14
16
548
2,490
0
1,019
145
1
1,850
bus+train
4,762
3,038
705
44
516
844
26,062.9
1,793.6
23,425.3
0
1
1
0
0
54
0
1001_3757
15
16
1,685
2,220
0
858
192
1
1,750
bus+train
5,457
3,905
694
44
458
831.6
25,262.7
3,601.4
20,829.7
0
1
1
0
0
54
0
1001_3758
0
11
1,107
2,250
0
242
37
1
1,850
bus+train
3,673
3,357
74
30
7
87.5
28,054.3
7,393
20,573.7
0
1
1
0
0
44
0
1001_3758
1
11
0
2,800
0
406
116
1
1,850
train_only
3,373
2,800
167
44
7
199.2
26,891.3
0
26,692
0
0
1
0
44
44
1
1001_3758
2
11
6,011
0
0
1,673
0
0
1,700
bus_only
8,067
6,011
383
214
169
457.6
22,924
22,466.5
0
0
1
0
0
0
44
0
1001_3758
3
11
1,685
2,490
0
944
22
1
1,850
bus+train
5,493
4,175
374
44
308
447.5
26,773.8
2,901.1
23,425.3
0
1
1
0
0
44
0
1001_3758
4
11
4,269
0
1,020
931
55
2
4,950
bus+gtx
6,629
5,289
409
49
305
489
48,118.8
22,804.5
0
24,825.3
1
0
1
0
44
0
1001_3758
5
11
989
2,490
0
927
22
1
1,850
bus+train
4,997
3,479
591
44
525
707.6
25,805.4
1,672.5
23,425.3
0
1
1
0
0
44
0
1001_3758
6
11
905
2,490
0
1,193
34
1
1,850
bus+train
5,204
3,395
616
44
538
736.2
26,053.6
1,892.1
23,425.3
0
1
1
0
0
44
0
1001_3758
7
11
1,608
2,490
0
1,344
33
1
1,850
bus+train
6,010
4,098
568
44
491
679.4
27,040.7
2,936
23,425.3
0
1
1
0
0
44
0
1001_3758
8
11
572
2,490
0
1,049
145
1
1,850
bus+train
4,843
3,062
732
44
543
876.8
26,095.8
1,793.6
23,425.3
0
1
1
0
0
44
0
1001_3758
9
11
718
2,490
0
877
183
1
1,750
bus+train
4,837
3,208
752
44
525
900.7
25,829.8
1,503.8
23,425.3
0
1
1
0
0
44
0
1001_3758
10
11
1,306
2,490
0
996
176
1
1,850
bus+train
5,509
3,796
717
44
497
858.8
27,048
2,764
23,425.3
0
1
1
0
0
44
0
1001_3759
0
13
0
2,640
0
467
51
1
1,750
train_only
3,269
2,640
162
44
67
193.6
25,135.7
0
24,942.1
0
0
1
0
19
19
1
1001_3759
1
13
676
2,610
0
329
159
1
1,850
bus+train
4,108
3,286
493
44
290
590.1
26,836
1,706.5
24,539.4
0
1
1
0
0
19
0
1001_3759
2
13
4,871
0
0
2,611
0
0
1,700
bus_only
7,918
4,871
436
214
222
521.9
22,948.2
22,426.3
0
0
1
0
0
0
19
0
1001_3759
3
13
1,462
2,490
0
472
22
1
1,850
bus+train
4,660
3,952
236
44
170
282.3
26,799.4
3,091.8
23,425.3
0
1
1
0
0
19
0
1001_3759
4
13
1,360
2,490
0
472
22
1
1,850
bus+train
4,673
3,850
351
44
285
419.7
26,708.5
2,863.5
23,425.3
0
1
1
0
0
19
0
1001_3759
5
13
847
2,610
0
204
158
1
1,850
bus+train
4,180
3,457
519
44
317
621.2
27,716.1
2,555.5
24,539.4
0
1
1
0
0
19
0
1001_3759
6
13
806
2,610
0
329
159
1
1,850
bus+train
4,283
3,416
538
44
335
643.5
27,207.5
2,024.7
24,539.4
0
1
1
0
0
19
0
1001_3759
7
13
839
2,610
0
755
158
1
1,850
bus+train
4,771
3,449
567
44
365
678.6
27,388.4
2,170.5
24,539.4
0
1
1
0
0
19
0
1001_3759
8
13
559
2,610
0
389
159
1
1,850
bus+train
4,245
3,169
687
44
484
821.8
26,858.9
1,497.7
24,539.4
0
1
1
0
0
19
0
1001_3759
9
13
1,441
2,610
0
576
115
1
1,850
bus+train
5,193
4,051
566
44
407
677.8
27,112.6
1,895.4
24,539.4
0
1
1
0
0
19
0
1001_3759
10
13
888
2,610
0
356
158
2
1,850
bus+train
4,500
3,498
646
44
444
774.4
28,072.3
2,758.5
24,539.4
0
1
1
0
0
19
0
1001_3759
11
13
1,226
2,610
0
755
158
1
1,850
bus+train
5,204
3,836
613
44
411
733.9
28,194.4
2,921.1
24,539.4
0
1
1
0
0
19
0
1001_3759
12
13
946
2,610
0
731
158
1
1,850
bus+train
4,962
3,556
675
44
473
808.4
27,678.6
2,330.8
24,539.4
0
1
1
0
0
19
0
1001_3760
0
19
1,093
2,460
0
330
37
1
1,850
bus+train
3,957
3,553
74
30
7
88
29,984.6
7,393
22,503.6
0
1
1
0
0
18
0.052632
1001_3760
1
19
3,586
0
0
489
12
1
1,700
bus_only
4,310
3,586
235
69
154
280.2
23,881.7
23,601.5
0
0
1
0
0
0
18
0.052632
1001_3760
2
19
3,523
0
0
3,623
0
0
1,700
bus_only
7,477
3,523
331
214
117
395
23,657.4
23,262.4
0
0
1
0
0
0
18
0.052632
1001_3760
3
19
3,617
0
0
946
20
2
1,700
bus_only
4,826
3,617
263
69
174
313.4
25,032.4
24,719
0
0
1
0
0
0
18
0.052632
1001_3760
4
19
4,267
0
0
686
20
2
1,900
bus_only
5,390
4,267
437
69
348
521.7
31,020.3
30,498.6
0
0
1
0
0
0
18
0.052632
1001_3760
5
19
3,628
0
0
792
12
2
1,700
bus_only
4,915
3,628
495
69
414
592.4
24,426
23,833.6
0
0
1
0
0
0
18
0.052632
1001_3760
6
19
3,572
0
0
1,006
20
2
1,700
bus_only
5,068
3,572
490
69
401
584.8
25,100.4
24,515.7
0
0
1
0
0
0
18
0.052632
1001_3760
7
19
3,623
0
0
1,005
20
3
1,700
bus_only
5,065
3,623
437
69
348
521.7
25,219.7
24,698
0
0
1
0
0
0
18
0.052632