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_4104788
10
11
580
1,170
720
1,040
303
3
4,200
bus+train+gtx
4,146
2,470
636
26
307
760.5
34,382.9
2,107.7
13,338.2
18,176.4
1
1
1
0
23
0
1003_4104795
0
7
657
1,680
720
980
223
3
4,700
bus+train+gtx
4,287
3,057
250
26
1
297.2
42,128.1
3,925.8
19,728.8
18,176.4
1
1
1
4
13
0.333333
1003_4104795
1
7
598
1,680
720
980
223
3
4,700
bus+train+gtx
4,608
2,998
630
26
381
752.8
42,245.8
3,587.8
19,728.8
18,176.4
1
1
1
0
13
0
1003_4104795
2
7
657
3,360
0
1,394
78
1
2,050
bus+train
5,516
4,017
105
26
1
123.5
39,090.2
3,925.8
35,041
0
1
1
0
7
13
0.583333
1003_4104795
3
7
577
3,360
0
1,465
78
2
2,050
bus+train
5,507
3,937
105
26
1
123.5
39,089.6
3,925.1
35,041
0
1
1
0
1
13
0.083333
1003_4104795
4
7
715
1,680
720
980
223
3
4,700
bus+train+gtx
4,742
3,115
647
26
398
773.5
42,957.5
4,278.8
19,728.8
18,176.4
1
1
1
0
13
0
1003_4104795
5
7
598
3,360
0
1,394
78
1
2,050
bus+train
5,837
3,958
485
26
381
579.1
39,207.9
3,587.8
35,041
0
1
1
0
0
13
0
1003_4104795
6
7
715
3,360
0
1,394
78
1
2,050
bus+train
5,971
4,075
502
26
398
599.8
39,919.6
4,278.8
35,041
0
1
1
0
0
13
0
1003_4104860
0
5
146
3,000
0
375
39
1
1,950
bus+train
3,587
3,146
66
26
1
78.1
31,209.4
782
30,349.3
0
1
1
0
17
20
0.85
1003_4104860
1
5
71
3,000
0
375
39
1
1,950
bus+train
3,933
3,071
487
26
422
583
31,340.3
408
30,349.3
0
1
1
0
0
20
0
1003_4104860
2
5
196
3,000
0
356
39
1
1,950
bus+train
3,947
3,196
395
26
330
472.4
31,809.3
987.7
30,349.3
0
1
1
0
0
20
0
1003_4104860
3
5
114
3,000
0
568
39
1
1,950
bus+train
4,105
3,114
423
26
358
506.1
31,741.4
886
30,349.3
0
1
1
0
0
20
0
1003_4104860
4
5
307
3,000
0
550
39
1
1,950
bus+train
4,455
3,307
598
26
533
716.6
32,690.5
1,624.6
30,349.3
0
1
1
0
3
20
0.15
1003_4105
0
4
0
1,200
0
850
11
1
1,550
train_only
2,234
1,200
184
26
147
218.8
14,723.7
0
14,504.9
0
0
1
0
0
533
0
1003_4105
1
4
0
1,285
0
413
103
1
1,550
train_only
2,061
1,285
363
26
234
433.4
14,710.5
0
14,277.1
0
0
1
0
533
533
1
1003_4105
2
4
2,399
0
0
713
77
1
1,600
bus_only
4,170
2,399
1,058
306
675
1,267.2
18,098.3
16,831.2
0
0
1
0
0
0
533
0
1003_4105
3
4
2,384
0
0
592
154
1
1,600
bus_only
4,111
2,384
1,135
306
675
1,359.3
18,095.7
16,736.4
0
0
1
0
0
0
533
0
1003_4105468
0
3
812
3,870
0
697
81
1
2,050
bus+train
5,487
4,682
108
26
1
127.6
38,098.6
4,661.4
33,309.6
0
1
1
0
17
17
1
1003_4105468
1
3
400
4,170
0
787
151
1
2,050
bus+train
5,818
4,570
461
26
284
551.6
40,002.7
1,123.1
38,328
0
1
1
0
0
17
0
1003_4105468
2
3
1,000
3,870
0
697
81
1
2,050
bus+train
6,055
4,870
488
26
381
583
38,891.5
4,998.9
33,309.6
0
1
1
0
0
17
0
1003_4105902
0
13
344
3,000
0
1,311
39
1
1,950
bus+train
4,721
3,344
66
26
1
77.7
31,867.7
1,440.7
30,349.3
0
1
1
0
27
27
1
1003_4105902
1
13
196
1,350
720
1,129
184
3
4,200
bus+train+gtx
3,911
2,266
516
26
306
616.5
34,817.7
987.7
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
2
13
544
3,000
0
1,804
39
1
1,950
bus+train
5,647
3,544
299
26
234
357.2
33,292.7
2,586.3
30,349.3
0
1
1
0
0
27
0
1003_4105902
3
13
344
1,350
720
1,496
184
3
4,200
bus+train+gtx
4,121
2,414
211
26
1
251.4
34,905.6
1,440.7
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
4
13
544
1,350
720
1,468
184
3
4,450
bus+train+gtx
4,526
2,614
444
26
234
530.9
36,330.6
2,586.3
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
5
13
254
3,000
0
1,311
39
1
1,950
bus+train
5,041
3,254
476
26
411
570
31,994.9
1,075.6
30,349.3
0
1
1
0
0
27
0
1003_4105902
6
13
451
3,000
0
1,311
39
1
1,950
bus+train
5,334
3,451
572
26
507
684.5
32,924.8
1,891.1
30,349.3
0
1
1
0
0
27
0
1003_4105902
7
13
451
1,350
720
1,496
184
3
4,450
bus+train+gtx
4,734
2,521
717
26
507
858.2
35,962.7
1,891.1
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
8
13
478
1,350
720
1,468
184
3
4,450
bus+train+gtx
4,757
2,548
741
26
531
887.4
36,408
2,307.2
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
9
13
3,169
930
0
1,441
120
1
1,950
bus+train
6,160
4,099
620
26
474
741.9
33,741.7
24,991.8
8,007.9
0
1
1
0
0
27
0
1003_4105902
10
13
478
3,000
0
1,804
39
1
1,950
bus+train
5,878
3,478
596
26
531
713.7
33,370.1
2,307.2
30,349.3
0
1
1
0
0
27
0
1003_4105902
11
13
346
1,350
720
1,663
296
3
4,200
bus+train+gtx
4,875
2,416
796
26
474
952.3
35,145.8
980.1
15,037
18,176.4
1
1
1
0
27
0
1003_4105902
12
13
292
3,000
0
2,290
39
1
1,950
bus+train
6,160
3,292
578
26
513
691.6
32,547.3
1,506.4
30,349.3
0
1
1
0
0
27
0
1003_4106
0
21
0
1,740
0
429
103
1
1,550
train_only
2,312
1,740
143
26
14
169.5
13,800.8
0
13,631.3
0
0
1
0
567
567
1
1003_4106
1
21
192
1,115
0
670
223
2
1,550
bus+train
2,657
1,307
680
26
431
812.2
13,671.9
882.5
11,977.3
0
1
1
0
0
567
0
1003_4106
2
21
1,610
570
0
341
213
1
1,650
bus+train
2,956
2,180
435
26
196
519.7
15,801.4
9,484.3
5,797.4
0
1
1
0
0
567
0
1003_4106
3
21
1,768
420
0
490
115
2
1,650
bus+train
2,937
2,188
259
26
118
308.5
15,636.8
10,499.6
4,828.7
0
1
1
0
0
567
0
1003_4106
4
21
1,709
420
0
490
115
2
1,650
bus+train
2,956
2,129
337
26
196
401.8
15,586.6
10,356.2
4,828.7
0
1
1
0
0
567
0
1003_4106
5
21
1,453
420
0
634
115
3
1,550
bus+train
2,840
1,873
333
26
192
397.5
15,032.9
9,806.7
4,828.7
0
1
1
0
0
567
0
1003_4106
6
21
1,985
1,170
0
380
107
1
1,750
bus+train
3,860
3,155
325
26
192
387.6
24,899.7
13,657.5
10,854.6
0
1
1
0
0
567
0
1003_4106
7
21
1,677
420
0
550
115
2
1,550
bus+train
3,141
2,097
494
26
353
590.9
15,558.7
10,139.1
4,828.7
0
1
1
0
0
567
0
1003_4106
8
21
1,578
570
0
401
213
1
1,650
bus+train
3,141
2,148
592
26
353
708.8
15,773.5
9,267.3
5,797.4
0
1
1
0
0
567
0
1003_4106
9
21
1,930
420
0
709
115
3
1,650
bus+train
3,502
2,350
443
26
302
529.4
16,768.9
11,410.7
4,828.7
0
1
1
0
0
567
0
1003_4106
10
21
1,407
420
0
694
115
3
1,550
bus+train
3,076
1,827
555
26
414
663.5
14,927.5
9,435.3
4,828.7
0
1
1
0
0
567
0
1003_4106
11
21
1,865
420
0
550
115
2
1,650
bus+train
3,422
2,285
587
26
446
701
16,358.4
10,828.7
4,828.7
0
1
1
0
0
567
0
1003_4106
12
21
1,938
1,170
0
440
107
1
1,750
bus+train
4,095
3,108
547
26
414
653.6
24,794.3
13,286.1
10,854.6
0
1
1
0
0
567
0
1003_4106
13
21
1,411
420
0
1,127
115
2
1,550
bus+train
3,513
1,831
555
26
414
663.5
14,524.9
9,032.8
4,828.7
0
1
1
0
0
567
0
1003_4106
14
21
1,766
570
0
401
213
1
1,650
bus+train
3,457
2,336
720
26
481
861.6
16,615.9
9,956.9
5,797.4
0
1
1
0
0
567
0
1003_4106
15
21
2,188
0
0
605
0
1
1,500
bus_only
3,513
2,188
720
306
414
862.4
15,527.8
14,665.4
0
0
1
0
0
0
567
0
1003_4106
16
21
1,845
420
0
665
115
2
1,650
bus+train
3,569
2,265
639
26
498
764.1
16,829
11,236.2
4,828.7
0
1
1
0
0
567
0
1003_4106
17
21
1,529
420
0
694
115
3
1,550
bus+train
3,277
1,949
634
26
493
758.8
15,671.9
10,084.5
4,828.7
0
1
1
0
0
567
0
1003_4106
18
21
1,746
570
0
516
213
1
1,650
bus+train
3,569
2,316
737
26
498
882
17,043.8
10,364.3
5,797.4
0
1
1
0
0
567
0
1003_4106
19
21
2,061
1,170
0
380
107
1
1,750
bus+train
4,249
3,231
638
26
505
762.4
25,552.2
13,935.2
10,854.6
0
1
1
0
0
567
0
1003_4106
20
21
1,982
0
0
348
156
1
1,600
bus_only
3,290
1,982
960
306
498
1,150.1
16,453.3
15,303.2
0
0
1
0
0
0
567
0
1003_4106078
0
5
1,753
3,870
0
482
53
1
2,150
bus+train
6,185
5,623
80
26
1
93.4
40,234.8
6,831.8
33,309.6
0
1
1
0
10
13
0.769231
1003_4106078
1
5
1,614
3,870
0
589
81
1
2,150
bus+train
6,181
5,484
108
26
1
127.4
40,233.1
6,796.1
33,309.6
0
1
1
0
3
13
0.230769
1003_4106078
2
5
1,650
3,870
0
482
53
1
2,050
bus+train
6,390
5,520
388
26
309
462.7
40,330.1
6,557.8
33,309.6
0
1
1
0
0
13
0
1003_4106078
3
5
1,501
3,870
0
589
81
1
2,050
bus+train
6,376
5,371
416
26
309
496.8
40,328.4
6,522.1
33,309.6
0
1
1
0
0
13
0
1003_4106078
4
5
1,820
3,870
0
482
53
1
2,150
bus+train
6,611
5,690
439
26
360
524.8
40,986
7,151.6
33,309.6
0
1
1
0
0
13
0
1003_4106815
0
5
266
1,650
0
356
71
1
1,650
bus+train
2,370
1,916
98
26
1
115.2
20,027.1
2,118.1
17,793.8
0
1
1
0
25
31
1
1003_4106815
1
5
0
1,830
0
519
0
1
1,750
train_only
2,803
1,830
454
26
428
543.6
20,746
0
20,202.4
0
0
1
0
0
31
0
1003_4106815
2
5
379
1,650
0
756
72
1
1,750
bus+train
3,328
2,029
543
26
445
650.1
20,958.9
2,515
17,793.8
0
1
1
0
0
31
0
1003_4106815
3
5
447
1,650
0
466
71
2
1,750
bus+train
3,106
2,097
543
26
446
649.4
20,957.8
2,514.6
17,793.8
0
1
1
0
0
31
0
1003_4106815
4
5
470
1,950
0
723
81
1
1,750
bus+train
3,795
2,420
652
26
545
780.8
23,829.2
1,951.9
21,096.5
0
1
1
0
0
31
0
1003_4106965
0
25
2,368
180
0
474
95
1
1,550
bus+train
3,147
2,548
125
26
4
148.1
12,450.5
9,662.1
2,640.3
0
1
1
0
0
17
0
1003_4106965
1
25
409
1,290
0
504
346
2
1,550
bus+train
2,576
1,699
373
26
1
444.9
13,702.8
1,018
12,239.9
0
1
1
0
17
17
1
1003_4106965
2
25
3,810
0
0
356
0
0
1,600
bus_only
4,476
3,810
310
306
4
370.2
15,487
15,116.8
0
0
1
0
0
0
17
0
1003_4106965
3
25
1,953
960
0
577
45
1
1,750
bus+train
3,701
2,913
211
28
138
249.6
20,713.1
6,007.8
14,455.7
0
1
1
0
0
17
0
1003_4106965
4
25
967
1,170
0
678
184
2
1,550
bus+train
3,029
2,137
214
26
4
253.9
13,820.9
2,712.4
10,854.6
0
1
1
0
0
17
0
1003_4106965
5
25
445
1,290
0
568
266
2
1,550
bus+train
2,596
1,735
293
26
1
349.5
13,676.9
1,087.4
12,239.9
0
1
1
0
0
17
0
1003_4106965
6
25
1,966
330
0
525
84
3
1,550
bus+train
3,065
2,296
244
26
134
290.3
14,693.1
10,363
4,039.8
0
1
1
0
0
17
0
1003_4106965
7
25
1,816
960
0
517
45
1
1,750
bus+train
3,634
2,776
341
28
268
407.3
20,533.3
5,670.3
14,455.7
0
1
1
0
0
17
0
1003_4106965
8
25
1,267
1,320
0
466
120
1
1,650
bus+train
3,396
2,587
343
26
197
409.6
15,772.4
2,739.9
12,622.9
0
1
1
0
0
17
0
1003_4106965
9
25
2,448
180
0
474
95
1
1,550
bus+train
3,510
2,628
408
26
287
487.2
13,041.2
9,913.7
2,640.3
0
1
1
0
0
17
0
1003_4106965
10
25
838
1,320
0
491
120
2
1,550
bus+train
2,992
2,158
343
26
197
409.6
14,822.1
1,789.6
12,622.9
0
1
1
0
0
17
0
1003_4106965
11
25
914
1,320
0
597
120
3
1,550
bus+train
3,114
2,234
283
26
137
337.8
15,008.5
2,047.8
12,622.9
0
1
1
0
0
17
0
1003_4106965
12
25
1,387
1,320
0
466
120
1
1,650
bus+train
3,576
2,707
403
26
257
481.7
16,110.1
3,005.5
12,622.9
0
1
1
0
0
17
0
1003_4106965
13
25
1,990
330
0
475
88
3
1,550
bus+train
3,177
2,320
382
26
268
455.8
14,515.8
10,020.2
4,039.8
0
1
1
0
0
17
0
1003_4106965
14
25
1,893
330
0
525
84
3
1,550
bus+train
3,129
2,223
381
26
271
455.8
14,521.7
10,026.2
4,039.8
0
1
1
0
0
17
0
1003_4106965
15
25
958
1,320
0
491
120
2
1,550
bus+train
3,172
2,278
403
26
257
481.7
15,159.8
2,055.2
12,622.9
0
1
1
0
0
17
0
1003_4106965
16
25
2,218
180
0
474
95
1
1,550
bus+train
3,382
2,398
510
26
389
609.8
12,485.9
9,235.8
2,640.3
0
1
1
0
0
17
0
1003_4106965
17
25
760
1,320
0
537
274
2
1,550
bus+train
3,051
2,080
434
26
134
517.2
15,002.4
1,862.2
12,622.9
0
1
1
0
0
17
0
1003_4106965
18
25
1,052
1,320
0
443
145
2
1,550
bus+train
3,254
2,372
439
26
268
523.9
15,282.6
2,135.8
12,622.9
0
1
1
0
0
17
0
1003_4106965
19
25
777
1,320
0
597
120
3
1,550
bus+train
3,108
2,097
414
26
268
494.8
14,828
1,710.3
12,622.9
0
1
1
0
0
17
0
1003_4106965
20
25
3,890
0
0
356
0
0
1,600
bus_only
4,831
3,890
585
306
279
700
16,068.5
15,368.5
0
0
1
0
0
0
17
0
1003_4106965
21
25
1,791
330
0
334
84
2
1,550
bus+train
3,113
2,121
658
26
548
787.6
14,571
9,743.6
4,039.8
0
1
1
0
0
17
0
1003_4106965
22
25
1,714
1,320
0
466
120
1
1,650
bus+train
4,095
3,034
595
26
449
712.3
17,006.5
3,671.3
12,622.9
0
1
1
0
0
17
0
1003_4106965
23
25
1,285
1,320
0
491
120
2
1,650
bus+train
3,691
2,605
595
26
449
712.3
16,056.2
2,721
12,622.9
0
1
1
0
0
17
0
1003_4106965
24
25
896
1,290
0
612
134
2
1,550
bus+train
3,437
2,186
639
26
479
765.1
14,867.2
1,862.1
12,239.9
0
1
1
0
0
17
0
1003_4107
0
12
0
1,050
0
439
103
1
1,550
train_only
1,647
1,050
158
26
29
186.5
12,163.8
0
11,977.3
0
0
1
0
1,142
1,142
1
1003_4107
1
12
1,272
420
0
519
115
2
1,550
bus+train
2,682
1,692
471
26
330
562.7
13,772.6
8,381.2
4,828.7
0
1
1
0
0
1,142
0
1003_4107
2
12
1,249
420
0
877
115
2
1,550
bus+train
2,968
1,669
422
26
281
504.1
13,409.4
8,076.7
4,828.7
0
1
1
0
0
1,142
0
1003_4107
3
12
1,397
420
0
480
115
2
1,550
bus+train
2,794
1,817
497
26
356
593.9
14,278.9
8,856.3
4,828.7
0
1
1
0
0
1,142
0
1003_4107
4
12
1,425
510
0
429
182
1
1,550
bus+train
2,928
1,935
564
26
356
674.3
13,896.1
9,439.2
3,782.6
0
1
1
0
0
1,142
0
1003_4107
5
12
1,295
570
0
334
213
1
1,550
bus+train
2,794
1,865
595
26
356
711.8
14,493.6
7,984.4
5,797.4
0
1
1
0
0
1,142
0
1003_4107
6
12
1,881
0
0
225
0
1
1,500
bus_only
2,741
1,881
635
306
329
760.2
14,550.8
13,790.6
0
0
1
0
0
0
1,142
0
1003_4107
7
12
1,368
420
0
540
115
2
1,550
bus+train
2,869
1,788
541
26
400
645.6
14,088
8,613.7
4,828.7
0
1
1
0
0
1,142
0
1003_4107
8
12
1,396
510
0
489
182
1
1,550
bus+train
3,003
1,906
608
26
400
726
13,705.2
9,196.6
3,782.6
0
1
1
0
0
1,142
0
1003_4107
9
12
1,266
570
0
394
213
1
1,550
bus+train
2,869
1,836
639
26
400
763.5
14,302.7
7,741.8
5,797.4
0
1
1
0
0
1,142
0
1003_4107
10
12
1,403
420
0
519
115
2
1,550
bus+train
2,905
1,823
563
26
422
672.8
14,516
9,014.5
4,828.7
0
1
1
0
0
1,142
0