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
1002_4313
7
10
4,168
150
0
1,420
80
2
1,950
bus+train
6,192
4,318
454
62
312
542.7
32,813
30,615.8
1,654.6
0
1
1
0
0
21
0
1002_4313
8
10
4,129
0
0
197
3
1
1,800
bus_only
5,057
4,129
731
416
312
876.7
29,330.9
28,454.2
0
0
1
0
0
0
21
0
1002_4313
9
10
3,753
0
0
298
57
1
1,800
bus_only
4,836
3,753
785
416
312
941.4
28,793.8
27,852.4
0
0
1
0
0
0
21
0
1002_4402
0
3
0
480
0
363
0
0
1,550
train_only
1,021
480
178
62
116
211.9
5,630.1
0
5,418.2
0
0
1
0
62
62
1
1002_4402
1
3
581
0
0
84
0
1
1,500
bus_only
1,233
581
568
199
369
680.3
6,001.7
5,321.3
0
0
1
0
0
0
62
0
1002_4402
2
3
603
0
0
400
0
0
1,500
bus_only
1,418
603
415
51
364
495.7
6,147.4
5,651.8
0
0
1
0
0
0
62
0
1002_4404
0
13
720
0
0
766
0
0
1,500
bus_only
1,679
720
193
51
142
230.3
7,140.6
6,910.3
0
0
1
0
0
0
45
0
1002_4404
1
13
0
630
0
505
103
1
1,550
train_only
1,310
630
175
62
10
208.4
7,059.2
0
6,850.9
0
0
1
0
45
45
1
1002_4404
2
13
666
0
0
766
0
0
1,500
bus_only
1,947
666
515
51
464
615.4
6,904.3
6,288.9
0
0
1
0
0
0
45
0
1002_4404
3
13
739
0
0
797
0
1
1,500
bus_only
1,788
739
252
51
201
300.8
7,104.9
6,804
0
0
1
0
0
0
45
0
1002_4404
4
13
180
480
0
626
84
1
1,550
bus+train
1,597
660
311
62
165
370.5
7,516.3
1,727.6
5,418.2
0
1
1
0
0
45
0
1002_4404
5
13
469
330
0
554
95
2
1,550
bus+train
1,631
799
278
62
121
332.3
7,180.9
2,829.9
4,018.8
0
1
1
0
0
45
0
1002_4404
6
13
701
0
0
875
0
1
1,500
bus_only
1,891
701
315
51
264
376.4
6,903.9
6,527.5
0
0
1
0
0
0
45
0
1002_4404
7
13
500
330
0
554
95
2
1,550
bus+train
1,698
830
314
62
157
375.2
7,458.8
3,064.8
4,018.8
0
1
1
0
0
45
0
1002_4404
8
13
798
0
0
354
0
1
1,500
bus_only
1,565
798
413
198
215
494.5
7,409
6,914.4
0
0
1
0
0
0
45
0
1002_4404
9
13
126
480
0
626
84
1
1,550
bus+train
1,842
606
610
62
464
728.5
7,252.8
1,106.1
5,418.2
0
1
1
0
0
45
0
1002_4404
10
13
865
0
0
354
0
1
1,500
bus_only
1,861
865
642
198
444
769.4
7,959.1
7,189.7
0
0
1
0
0
0
45
0
1002_4404
11
13
684
0
0
414
0
1
1,500
bus_only
1,760
684
662
198
464
792.3
7,045
6,252.7
0
0
1
0
0
0
45
0
1002_4404
12
13
581
330
0
614
95
2
1,550
bus+train
2,219
911
694
62
537
830.3
8,215.5
3,366.5
4,018.8
0
1
1
0
0
45
0
1002_4405
0
3
685
0
0
356
0
0
1,500
bus_only
1,296
685
255
51
204
303.7
7,619.9
7,316.1
0
0
1
0
0
0
43
0.333333
1002_4405
1
3
624
0
0
296
0
0
1,500
bus_only
1,460
624
540
51
489
646.6
7,556.9
6,910.3
0
0
1
0
0
0
43
0.333333
1002_4405
2
3
733
0
0
356
0
0
1,500
bus_only
1,773
733
684
51
633
818.1
8,588.2
7,770
0
0
1
0
0
0
43
0.333333
1002_4406
0
11
608
150
0
362
134
1
1,550
bus+train
1,337
758
217
51
32
258.4
8,318.6
6,910.3
1,149.9
0
1
1
0
0
99
0.090909
1002_4406
1
11
1,161
0
0
426
0
0
1,500
bus_only
2,334
1,161
747
416
331
895.4
8,492.3
7,596.9
0
0
1
0
0
0
99
0.090909
1002_4406
2
11
892
0
0
562
0
1
1,500
bus_only
1,925
892
471
51
420
562.9
8,728.9
8,166
0
0
1
0
0
0
99
0.090909
1002_4406
3
11
850
0
0
502
0
1
1,500
bus_only
1,834
850
482
51
431
577.2
8,325.2
7,748.1
0
0
1
0
0
0
99
0.090909
1002_4406
4
11
937
0
0
600
0
1
1,500
bus_only
2,131
937
594
51
543
711.2
9,025.3
8,314.1
0
0
1
0
0
0
99
0.090909
1002_4406
5
11
1,032
0
0
594
34
1
1,500
bus_only
2,243
1,032
617
51
532
737.8
9,385
8,647.2
0
0
1
0
0
0
99
0.090909
1002_4406
6
11
1,066
0
0
383
196
1
1,500
bus_only
2,133
1,066
684
51
437
819.3
11,083.7
10,264.4
0
0
1
0
0
0
99
0.090909
1002_4406
7
11
925
0
0
602
0
2
1,500
bus_only
2,121
925
594
51
543
711.2
8,988.6
8,277.4
0
0
1
0
0
0
99
0.090909
1002_4406
8
11
608
210
0
362
134
1
1,550
bus+train
1,893
818
713
51
528
853.5
9,362.1
6,910.3
1,598.3
0
1
1
0
0
99
0.090909
1002_4406
9
11
591
330
0
459
95
1
1,550
bus+train
2,080
921
700
62
543
837.9
8,098.3
3,241.6
4,018.8
0
1
1
0
0
99
0.090909
1002_4406
10
11
1,246
0
0
426
0
0
1,500
bus_only
2,579
1,246
907
416
491
1,086.3
9,212.5
8,126.2
0
0
1
0
0
0
99
0.090909
1002_4407
0
7
1,531
150
0
361
51
1
1,550
bus+train
2,182
1,681
140
62
27
165.6
11,246.5
9,426.3
1,654.6
0
1
1
0
0
64
0
1002_4407
1
7
598
330
0
627
95
1
1,550
bus+train
1,739
928
184
62
27
219.4
7,479.8
3,241.6
4,018.8
0
1
1
0
0
64
0
1002_4407
2
7
1,259
0
0
480
0
0
1,500
bus_only
2,182
1,259
443
416
27
531.2
8,657.4
8,126.2
0
0
1
0
0
0
64
0
1002_4407
3
7
0
810
0
808
103
1
1,550
train_only
2,257
810
639
62
474
764.1
8,764.9
0
8,000.8
0
0
1
0
64
64
1
1002_4407
4
7
685
330
0
627
95
1
1,550
bus+train
2,299
1,015
657
62
500
786.5
8,470.3
3,665
4,018.8
0
1
1
0
0
64
0
1002_4407
5
7
1,165
330
0
463
95
1
1,550
bus+train
2,618
1,495
660
62
503
789.3
9,417.6
4,609.6
4,018.8
0
1
1
0
0
64
0
1002_4407
6
7
1,346
0
0
480
0
0
1,500
bus_only
2,742
1,346
916
416
500
1,098.3
9,647.9
8,549.6
0
0
1
0
0
0
64
0
1002_4408
0
19
0
990
0
542
103
1
1,550
train_only
1,735
990
203
62
38
241.4
9,331.9
0
9,090.5
0
0
1
0
67
67
1
1002_4408
1
19
697
330
0
423
95
1
1,550
bus+train
1,789
1,027
339
62
182
405.1
8,088.9
3,665
4,018.8
0
1
1
0
0
67
0
1002_4408
2
19
1,486
0
0
146
0
0
1,500
bus_only
2,203
1,486
571
416
155
683.6
9,233.2
8,549.6
0
0
1
0
0
0
67
0
1002_4408
3
19
0
1,410
0
494
31
1
1,550
train_only
2,102
1,410
198
62
105
235.8
14,385.1
0
14,149.3
0
0
1
0
0
67
0
1002_4408
4
19
1,134
0
0
871
0
1
1,500
bus_only
2,211
1,134
206
51
155
245.1
8,982.5
8,737.5
0
0
1
0
0
0
67
0
1002_4408
5
19
732
330
0
423
95
1
1,550
bus+train
1,811
1,062
326
62
169
389.1
8,329.1
3,921.2
4,018.8
0
1
1
0
0
67
0
1002_4408
6
19
1,244
0
0
871
0
1
1,500
bus_only
2,438
1,244
323
51
272
385.8
9,532.6
9,146.8
0
0
1
0
0
0
67
0
1002_4408
7
19
1,694
0
0
306
120
1
1,500
bus_only
2,430
1,694
430
38
272
513.6
9,874.9
9,361.4
0
0
1
0
0
0
67
0
1002_4408
8
19
880
330
0
601
95
1
1,550
bus+train
2,240
1,210
429
62
272
512.5
8,605.6
4,074.3
4,018.8
0
1
1
0
0
67
0
1002_4408
9
19
1,471
0
0
277
0
0
1,500
bus_only
2,315
1,471
567
416
151
679.4
9,485.1
8,805.7
0
0
1
0
0
0
67
0
1002_4408
10
19
2,901
0
0
267
0
1
1,600
bus_only
3,560
2,901
392
38
354
469.3
16,183.2
15,714
0
0
1
0
0
0
67
0
1002_4408
11
19
1,154
330
0
521
95
1
1,550
bus+train
2,516
1,484
511
62
354
611.9
9,531.9
4,901.3
4,018.8
0
1
1
0
0
67
0
1002_4408
12
19
741
330
0
578
95
2
1,550
bus+train
2,163
1,071
514
62
357
613.8
8,719.9
4,087.3
4,018.8
0
1
1
0
0
67
0
1002_4408
13
19
1,259
0
0
429
37
1
1,500
bus_only
2,280
1,259
592
198
357
708.1
9,959.9
9,251.7
0
0
1
0
0
0
67
0
1002_4408
14
19
1,719
0
0
306
120
1
1,500
bus_only
2,609
1,719
584
38
426
699
10,194
9,495
0
0
1
0
0
0
67
0
1002_4408
15
19
1,596
0
0
146
0
0
1,500
bus_only
2,430
1,596
688
416
272
824.3
9,783.2
8,958.9
0
0
1
0
0
0
67
0
1002_4408
16
19
823
330
0
720
95
2
1,550
bus+train
2,463
1,153
590
62
433
706.4
8,933.1
4,207.9
4,018.8
0
1
1
0
0
67
0
1002_4408
17
19
1,621
0
0
146
0
0
1,500
bus_only
2,609
1,621
842
416
426
1,009.7
10,102.2
9,092.5
0
0
1
0
0
0
67
0
1002_4408
18
19
1,893
0
0
394
0
0
1,500
bus_only
3,057
1,893
770
416
354
923.7
10,709.5
9,785.8
0
0
1
0
0
0
67
0
1002_4409
0
16
0
1,050
0
466
103
1
1,550
train_only
1,686
1,050
170
62
5
202.1
10,080
0
9,877.9
0
0
1
0
55
55
1
1002_4409
1
16
962
330
0
412
95
1
1,550
bus+train
1,917
1,292
213
62
56
254.1
8,952
4,679.1
4,018.8
0
1
1
0
0
55
0
1002_4409
2
16
1,665
0
0
512
0
0
1,500
bus_only
2,641
1,665
464
416
48
555.5
10,126.2
9,570.7
0
0
1
0
0
0
55
0
1002_4409
3
16
1,369
0
0
967
0
1
1,500
bus_only
2,443
1,369
107
51
56
127.4
9,878.9
9,751.5
0
0
1
0
0
0
55
0
1002_4409
4
16
1,410
0
0
967
0
1
1,500
bus_only
2,887
1,410
510
51
459
610.6
10,774.6
10,164
0
0
1
0
0
0
55
0
1002_4409
5
16
1,003
330
0
412
95
1
1,550
bus+train
2,361
1,333
616
62
459
737.4
9,847.7
5,091.5
4,018.8
0
1
1
0
0
55
0
1002_4409
6
16
1,316
330
0
526
95
2
1,550
bus+train
2,728
1,646
556
62
399
665.2
10,180.2
5,496.3
4,018.8
0
1
1
0
0
55
0
1002_4409
7
16
2,132
0
0
250
60
1
1,500
bus_only
3,006
2,132
624
38
526
747
12,775.5
12,028.5
0
0
1
0
0
0
55
0
1002_4409
8
16
1,485
0
0
1,022
0
2
1,500
bus_only
3,022
1,485
515
51
464
617.2
10,965.2
10,348.1
0
0
1
0
0
0
55
0
1002_4409
9
16
1,261
330
0
526
95
2
1,550
bus+train
2,697
1,591
580
62
423
694.8
10,136.4
5,422.9
4,018.8
0
1
1
0
0
55
0
1002_4409
10
16
1,298
0
0
960
0
2
1,500
bus_only
2,835
1,298
577
51
526
691.1
9,934.8
9,243.7
0
0
1
0
0
0
55
0
1002_4409
11
16
854
330
0
723
95
1
1,550
bus+train
2,590
1,184
683
62
526
817.8
9,044.5
4,207.9
4,018.8
0
1
1
0
0
55
0
1002_4409
12
16
1,185
330
0
526
95
2
1,550
bus+train
2,662
1,515
621
62
464
743.9
10,038.3
5,275.7
4,018.8
0
1
1
0
0
55
0
1002_4409
13
16
913
330
0
513
95
2
1,550
bus+train
2,439
1,243
683
62
526
817.8
9,044.5
4,207.9
4,018.8
0
1
1
0
0
55
0
1002_4409
14
16
1,705
0
0
452
0
0
1,500
bus_only
3,032
1,705
875
416
459
1,049.2
11,032.3
9,983.2
0
0
1
0
0
0
55
0
1002_4409
15
16
1,612
0
0
512
0
0
1,500
bus_only
3,123
1,612
999
416
583
1,197.9
10,290.4
9,092.5
0
0
1
0
0
0
55
0
1002_4410
0
20
0
1,230
0
884
103
1
1,550
train_only
2,284
1,230
170
62
5
202.3
10,770.2
0
10,567.9
0
0
1
0
157
157
1
1002_4410
1
20
976
330
0
585
95
1
1,550
bus+train
2,177
1,306
286
62
129
341
9,929.1
5,569.3
4,018.8
0
1
1
0
0
157
0
1002_4410
2
20
2,966
0
0
272
0
0
1,600
bus_only
3,788
2,966
550
416
134
659.3
16,857
16,197.7
0
0
1
0
0
0
157
0
1002_4410
3
20
1,272
330
0
1,016
95
1
1,550
bus+train
3,022
1,602
404
62
247
482.5
11,619.7
7,118.4
4,018.8
0
1
1
0
0
157
0
1002_4410
4
20
1,023
330
0
585
95
1
1,550
bus+train
2,393
1,353
455
62
298
544.2
10,509.2
5,946.2
4,018.8
0
1
1
0
0
157
0
1002_4410
5
20
1,045
330
0
801
95
2
1,550
bus+train
2,580
1,375
404
62
247
482.5
10,379.2
5,877.9
4,018.8
0
1
1
0
0
157
0
1002_4410
6
20
993
330
0
646
95
2
1,550
bus+train
2,496
1,323
527
62
370
631.1
9,925.5
5,275.7
4,018.8
0
1
1
0
0
157
0
1002_4410
7
20
1,088
330
0
646
95
2
1,550
bus+train
2,583
1,418
519
62
362
621.2
10,062.9
5,422.9
4,018.8
0
1
1
0
0
157
0
1002_4410
8
20
1,143
330
0
646
95
2
1,550
bus+train
2,685
1,473
566
62
409
677.7
10,192.7
5,496.3
4,018.8
0
1
1
0
0
157
0
1002_4410
9
20
924
330
0
645
95
1
1,550
bus+train
2,580
1,254
681
62
524
815.2
9,925.5
5,091.5
4,018.8
0
1
1
0
0
157
0
1002_4410
10
20
2,138
0
0
496
60
2
1,500
bus_only
3,224
2,138
590
38
492
705.1
14,254.9
13,549.8
0
0
1
0
0
0
157
0
1002_4410
11
20
1,260
330
0
1,216
95
2
1,550
bus+train
3,396
1,590
590
62
433
706
10,694.5
5,969.7
4,018.8
0
1
1
0
0
157
0
1002_4410
12
20
1,345
330
0
1,016
95
1
1,550
bus+train
3,373
1,675
682
62
525
816.1
12,183.1
7,348.1
4,018.8
0
1
1
0
0
157
0
1002_4410
13
20
1,118
330
0
801
95
2
1,550
bus+train
2,931
1,448
682
62
525
816.1
10,942.6
6,107.7
4,018.8
0
1
1
0
0
157
0
1002_4410
14
20
3,006
0
0
212
0
0
1,600
bus_only
3,932
3,006
714
416
298
856
17,306.9
16,450.9
0
0
1
0
0
0
157
0
1002_4410
15
20
1,912
0
0
674
120
2
1,500
bus_only
3,271
1,912
685
38
527
820.7
12,071.1
11,250.4
0
0
1
0
0
0
157
0
1002_4410
16
20
1,333
330
0
1,045
95
2
1,550
bus+train
3,383
1,663
675
62
518
808.8
11,523.4
6,695.8
4,018.8
0
1
1
0
0
157
0
1002_4410
17
20
1,389
330
0
1,045
95
2
1,550
bus+train
3,446
1,719
682
62
525
816.1
11,647.1
6,812.2
4,018.8
0
1
1
0
0
157
0
1002_4410
18
20
1,267
330
0
1,045
95
2
1,550
bus+train
3,343
1,597
701
62
544
839.5
11,430.4
6,572.1
4,018.8
0
1
1
0
0
157
0
1002_4410
19
20
1,709
0
0
488
0
1
1,500
bus_only
3,139
1,709
942
416
526
1,130.1
12,122.3
10,992.2
0
0
1
0
0
0
157
0
1002_4411
0
16
0
1,380
0
296
103
1
1,550
train_only
1,870
1,380
194
62
29
230.6
11,852.1
0
11,621.5
0
0
1
0
28
28
1
1002_4411
1
16
1,263
330
0
312
95
1
1,550
bus+train
2,314
1,593
409
62
252
489.5
11,477.7
6,969.4
4,018.8
0
1
1
0
0
28
0
1002_4411
2
16
1,707
0
0
515
0
0
1,500
bus_only
2,835
1,707
613
416
197
734.1
10,868.8
10,134.7
0
0
1
0
0
0
28
0
1002_4411
3
16
1,888
0
0
515
0
2
1,500
bus_only
2,652
1,888
249
51
198
297.9
13,208.1
12,910.2
0
0
1
0
0
0
28
0
1002_4411
4
16
1,670
0
0
437
0
1
1,500
bus_only
2,410
1,670
303
51
252
362.1
12,403.9
12,041.8
0
0
1
0
0
0
28
0