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_3131
8
9
2,983
2,460
0
821
170
1
2,050
bus+train
7,012
5,443
748
26
552
895.9
36,624.7
8,013.6
27,715.2
0
1
1
0
0
183
0
1003_3132
0
8
0
3,780
0
272
122
1
1,950
train_only
4,253
3,780
201
26
53
238.6
34,797.9
0
34,559.3
0
0
1
0
44
44
1
1003_3132
1
8
2,711
3,000
0
266
79
1
2,050
bus+train
6,580
5,711
603
26
498
721.8
36,915.2
7,794.1
28,399.3
0
1
1
0
0
44
0
1003_3132
2
8
2,765
3,000
0
598
79
2
2,050
bus+train
6,982
5,765
619
26
514
740.2
37,358.6
8,219.1
28,399.3
0
1
1
0
0
44
0
1003_3132
3
8
2,933
2,730
0
686
161
1
2,050
bus+train
7,050
5,663
701
26
514
838.5
39,176.1
12,314.8
26,022.8
0
1
1
0
0
44
0
1003_3132
4
8
3,020
2,580
0
292
210
2
2,150
bus+train
6,627
5,600
735
26
499
879.2
41,495.2
16,021.2
24,594.7
0
1
1
0
0
44
0
1003_3132
5
8
3,239
2,730
0
686
161
1
2,050
bus+train
7,386
5,969
731
26
544
874.6
39,362.7
12,465.3
26,022.8
0
1
1
0
0
44
0
1003_3132
6
8
2,831
3,000
0
326
79
1
2,050
bus+train
7,155
5,831
998
26
893
1,195
37,831.5
8,237.2
28,399.3
0
1
1
0
0
44
0
1003_3132
7
8
2,885
2,580
0
352
210
2
2,150
bus+train
6,935
5,465
1,118
26
882
1,338.7
41,545.6
15,612.2
24,594.7
0
1
1
0
0
44
0
1003_3133
0
9
0
3,510
0
625
122
1
2,050
train_only
4,293
3,510
158
26
10
187.8
36,082.8
0
35,895
0
0
1
0
196
197
0.994924
1003_3133
1
9
2,146
960
0
359
98
2
3,700
bus+train
3,951
3,106
486
346
42
581.7
48,461.5
38,409.8
9,470
0
1
1
0
0
197
0
1003_3133
2
9
3,665
0
0
960
51
1
3,100
bus_only
4,925
3,665
300
207
42
358.4
39,767.8
39,409.3
0
0
1
0
0
0
197
0
1003_3133
3
9
4,122
660
0
1,027
110
1
3,500
bus+train
6,229
4,782
420
26
284
501.6
37,747.9
32,449.9
4,796.4
0
1
1
0
0
197
0
1003_3133
4
9
2,302
960
0
313
98
1
3,700
bus+train
4,233
3,262
658
346
214
787.5
48,754.2
38,496.8
9,470
0
1
1
0
0
197
0
1003_3133
5
9
3,245
2,460
0
840
79
1
2,050
bus+train
7,169
5,705
624
26
519
746.4
38,327.6
9,866
27,715.2
0
1
1
0
0
197
0
1003_3133
6
9
4,193
660
0
1,462
110
2
3,500
bus+train
6,970
4,853
655
26
519
783.4
38,268.5
32,688.7
4,796.4
0
1
1
0
0
197
0
1003_3133
7
9
2,579
2,250
0
700
161
3
2,050
bus+train
6,235
4,829
706
26
519
844.6
37,665.9
11,298.3
25,523
0
1
1
0
0
197
0
1003_3133
8
9
5,300
1,830
0
751
122
1
2,150
bus+train
8,879
7,130
998
26
850
1,195.6
41,345.4
19,982.4
20,167.5
0
1
1
0
1
197
0.005076
1003_3135
0
2
0
3,750
0
799
122
1
2,050
train_only
4,751
3,750
202
26
54
240.7
37,996
0
37,755.3
0
0
1
0
98
98
1
1003_3135
1
2
4,154
2,640
0
826
122
2
2,150
bus+train
8,343
6,794
723
26
575
865.3
42,179.6
11,582
29,732.2
0
1
1
0
0
98
0
1003_3136
0
9
0
3,840
0
547
122
1
2,050
train_only
4,632
3,840
245
26
97
291.9
39,034.5
0
38,742.6
0
0
1
0
168
168
1
1003_3136
1
9
4,303
0
0
942
51
1
3,200
bus_only
5,786
4,303
541
207
283
646.9
43,050.9
42,403.9
0
0
1
0
0
0
168
0
1003_3136
2
9
4,693
960
0
1,128
119
1
2,150
bus+train
7,127
5,653
346
28
199
413.8
44,774.1
29,904.7
14,455.7
0
1
1
0
0
168
0
1003_3136
3
9
4,522
2,460
0
588
79
1
2,150
bus+train
8,040
6,982
470
26
365
561.3
40,749
12,472.5
27,715.2
0
1
1
0
0
168
0
1003_3136
4
9
4,589
2,460
0
588
79
1
2,150
bus+train
8,169
7,049
532
26
427
636.4
40,994.6
12,643
27,715.2
0
1
1
0
0
168
0
1003_3136
5
9
4,237
0
0
1,901
51
3
3,200
bus_only
6,957
4,237
819
207
561
980.7
42,403.3
41,422.6
0
0
1
0
0
0
168
0
1003_3136
6
9
4,944
1,830
0
1,152
63
2
2,150
bus+train
8,576
6,774
650
26
561
777.5
42,825.1
21,880.2
20,167.5
0
1
1
0
0
168
0
1003_3136
7
9
4,557
0
0
1,961
51
3
3,200
bus_only
7,705
4,557
1,187
207
929
1,422.2
43,694.9
42,272.7
0
0
1
0
0
0
168
0
1003_3136
8
9
4,949
0
0
1,365
321
2
3,200
bus_only
7,810
4,949
1,496
306
869
1,793.3
41,951.9
40,158.7
0
0
1
0
0
0
168
0
1003_3137
0
2
4,651
0
0
474
51
1
3,200
bus_only
5,443
4,651
318
207
60
380
43,734.6
43,354.6
0
0
1
0
0
0
95
0
1003_3137
1
2
0
3,930
0
701
122
1
2,050
train_only
4,857
3,930
226
26
78
269.4
39,901.3
0
39,631.8
0
0
1
0
95
95
1
1003_3139
0
4
5,614
0
0
599
21
1
3,600
bus_only
6,455
5,614
242
168
53
287.9
62,503.6
62,215.8
0
0
1
0
0
0
115
0
1003_3139
1
4
3,026
960
0
839
98
2
3,800
bus+train
5,322
3,986
497
346
53
594.7
54,296.2
44,231.6
9,470
0
1
1
0
0
115
0
1003_3139
2
4
0
4,590
0
1,333
122
1
2,150
train_only
6,108
4,590
185
26
37
220.4
41,784.9
0
41,564.4
0
0
1
0
115
115
1
1003_3139
3
4
8,378
300
0
1,640
126
1
2,250
bus+train
11,630
8,678
1,312
26
1,160
1,571.4
48,272.6
43,668.2
3,033.1
0
1
1
0
0
115
0
1003_314
0
4
490
300
0
469
67
1
1,550
bus+train
1,483
790
224
26
131
266.1
7,673.6
4,374.5
3,033.1
0
1
1
0
340
340
1
1003_314
1
4
943
0
0
399
0
0
1,500
bus_only
1,852
943
510
344
166
610.5
8,306.8
7,696.4
0
0
1
0
0
0
340
0
1003_314
2
4
883
0
0
459
0
0
1,500
bus_only
2,368
883
1,026
344
682
1,229.7
8,431.4
7,201.6
0
0
1
0
0
0
340
0
1003_314
3
4
430
300
0
469
67
1
1,550
bus+train
1,974
730
775
26
682
927.6
7,840.5
3,879.8
3,033.1
0
1
1
0
0
340
0
1003_315
0
4
370
300
0
317
67
1
1,550
bus+train
1,143
670
156
26
63
184.3
6,774
3,556.6
3,033.1
0
1
1
0
133
133
1
1003_315
1
4
449
300
0
257
67
1
1,550
bus+train
1,388
749
382
26
289
455.6
7,368.4
3,879.8
3,033.1
0
1
1
0
0
133
0
1003_315
2
4
843
0
0
604
0
0
1,500
bus_only
1,854
843
407
344
63
486.4
7,364.9
6,878.5
0
0
1
0
0
0
133
0
1003_315
3
4
922
0
0
544
0
0
1,500
bus_only
2,099
922
633
344
289
757.7
7,959.3
7,201.6
0
0
1
0
0
0
133
0
1003_316
0
4
229
300
0
329
67
1
1,550
bus+train
1,107
529
249
26
156
295.9
6,018.8
2,689.9
3,033.1
0
1
1
0
146
146
1
1003_316
1
4
667
0
0
119
0
0
1,500
bus_only
1,332
667
546
344
202
653.3
6,665.1
6,011.7
0
0
1
0
0
0
146
0
1003_316
2
4
771
0
0
246
0
0
1,500
bus_only
1,697
771
680
344
336
814
6,365.5
5,551.6
0
0
1
0
0
0
146
0
1003_316
3
4
337
300
0
474
67
1
1,550
bus+train
1,540
637
429
26
336
511.9
5,768.1
2,223.2
3,033.1
0
1
1
0
0
146
0
1003_317
0
18
0
930
0
648
101
1
1,550
train_only
1,737
930
159
26
32
188.5
7,774.1
0
7,585.6
0
0
1
0
632
632
1
1003_317
1
18
163
450
0
519
247
1
1,550
bus+train
1,733
613
601
26
328
719.3
6,169.3
1,235.3
4,214.6
0
1
1
0
0
632
0
1003_317
2
18
587
120
0
932
28
3
1,550
bus+train
1,924
707
285
26
231
339.5
6,398.5
4,680.6
1,378.4
0
1
1
0
0
632
0
1003_317
3
18
364
300
0
820
75
1
1,550
bus+train
1,850
664
366
26
265
436.5
6,163.9
2,694.4
3,033.1
0
1
1
0
0
632
0
1003_317
4
18
554
120
0
768
94
1
1,550
bus+train
1,827
674
385
26
265
459.7
6,054.5
4,216.3
1,378.4
0
1
1
0
0
632
0
1003_317
5
18
318
300
0
1,142
67
1
1,550
bus+train
2,096
618
336
26
243
401
6,060
2,625.9
3,033.1
0
1
1
0
0
632
0
1003_317
6
18
466
300
0
916
67
2
1,550
bus+train
2,018
766
336
26
243
401
7,025.8
3,591.7
3,033.1
0
1
1
0
0
632
0
1003_317
7
18
430
300
0
621
67
1
1,550
bus+train
1,860
730
509
26
416
608.2
6,798.8
3,157.6
3,033.1
0
1
1
0
0
632
0
1003_317
8
18
127
600
0
761
207
1
1,550
bus+train
1,966
727
478
26
245
570.8
6,501.1
1,003.4
4,926.9
0
1
1
0
0
632
0
1003_317
9
18
311
300
0
775
221
2
1,550
bus+train
1,867
611
481
26
234
574.6
6,859.1
3,251.4
3,033.1
0
1
1
0
0
632
0
1003_317
10
18
924
0
0
419
28
1
1,500
bus_only
1,960
924
617
344
245
737.7
7,829.7
7,092
0
0
1
0
0
0
632
0
1003_317
11
18
335
300
0
1,074
75
2
1,550
bus+train
2,200
635
491
26
390
586.2
6,362.5
2,743.2
3,033.1
0
1
1
0
0
632
0
1003_317
12
18
602
120
0
647
94
2
1,550
bus+train
1,942
722
573
26
453
686
6,405
4,340.5
1,378.4
0
1
1
0
0
632
0
1003_317
13
18
178
600
0
469
216
1
1,550
bus+train
1,942
778
695
26
453
832.2
6,856.8
1,097.7
4,926.9
0
1
1
0
0
632
0
1003_317
14
18
658
120
0
872
28
3
1,550
bus+train
2,193
778
543
26
489
649.1
7,349.2
5,321.7
1,378.4
0
1
1
0
0
632
0
1003_317
15
18
106
600
0
478
207
1
1,550
bus+train
1,906
706
722
26
489
863.4
6,497.8
707.6
4,926.9
0
1
1
0
0
632
0
1003_317
16
18
353
300
0
1,082
67
1
1,550
bus+train
2,415
653
680
26
587
814
6,796
2,948.9
3,033.1
0
1
1
0
0
632
0
1003_317
17
18
541
120
0
872
28
3
1,550
bus+train
2,161
661
628
26
574
751.8
6,503.7
4,373.5
1,378.4
0
1
1
0
0
632
0
1003_318
0
11
312
300
0
579
75
1
1,550
bus+train
1,417
612
226
26
125
267.9
5,918.5
2,617.6
3,033.1
0
1
1
0
544
547
1
1003_318
1
11
158
450
0
343
134
1
1,550
bus+train
1,273
608
322
26
162
385.1
5,943.6
1,343.9
4,214.6
0
1
1
0
0
547
0
1003_318
2
11
813
0
0
135
0
0
1,500
bus_only
1,417
813
469
344
125
560.5
6,538.3
5,977.9
0
0
1
0
0
0
547
0
1003_318
3
11
345
300
0
361
67
1
1,550
bus+train
1,459
645
453
26
360
541.4
6,233.7
2,659.3
3,033.1
0
1
1
0
0
547
0
1003_318
4
11
380
300
0
519
75
1
1,550
bus+train
1,659
680
460
26
359
549.6
6,656.1
3,073.5
3,033.1
0
1
1
0
0
547
0
1003_318
5
11
226
450
0
343
134
1
1,550
bus+train
1,538
676
519
26
359
621.3
6,635.7
1,799.8
4,214.6
0
1
1
0
0
547
0
1003_318
6
11
272
300
0
497
67
3
1,550
bus+train
1,527
572
458
26
365
547.1
6,276.9
2,696.7
3,033.1
0
1
1
0
0
547
0
1003_318
7
11
881
0
0
75
0
0
1,500
bus_only
1,659
881
703
344
359
842.2
7,276
6,433.8
0
0
1
0
0
0
547
0
1003_318
8
11
305
300
0
421
67
1
1,550
bus+train
1,656
605
630
26
537
752.1
6,068.3
2,283.2
3,033.1
0
1
1
0
0
547
0
1003_318
9
11
98
450
0
403
134
1
1,550
bus+train
1,648
548
697
26
537
833.3
6,017.1
969.2
4,214.6
0
1
1
0
0
547
0
1003_318
10
11
753
0
0
135
0
0
1,500
bus_only
1,966
753
1,078
344
734
1,291.9
6,895.1
5,603.2
0
0
1
0
0
0
547
0
1003_320
0
16
0
780
0
363
101
1
1,550
train_only
1,276
780
133
26
6
157.4
6,471.7
0
6,314.2
0
0
1
0
0
50
0
1003_320
1
16
0
720
0
194
0
0
1,550
train_only
1,327
720
413
26
387
493.4
6,231.7
0
5,738.2
0
0
1
0
50
50
1
1003_320
2
16
830
0
0
125
0
0
1,500
bus_only
1,431
830
476
344
132
570.2
6,066.7
5,496.4
0
0
1
0
0
0
50
0
1003_320
3
16
403
300
0
448
67
1
1,550
bus+train
1,376
703
225
26
132
268.1
5,477.6
2,176.4
3,033.1
0
1
1
0
0
50
0
1003_320
4
16
393
300
0
456
67
2
1,550
bus+train
1,374
693
225
26
132
268.1
5,477.6
2,176.4
3,033.1
0
1
1
0
0
50
0
1003_320
5
16
453
300
0
256
207
1
1,550
bus+train
1,374
753
365
26
132
435.9
5,779.9
2,310.9
3,033.1
0
1
1
0
0
50
0
1003_320
6
16
0
630
0
378
236
1
1,550
train_only
1,436
630
428
26
166
511.4
6,155.8
0
5,644.5
0
0
1
0
0
50
0
1003_320
7
16
368
300
0
448
67
1
1,550
bus+train
1,604
668
488
26
395
583.6
5,558.5
1,941.9
3,033.1
0
1
1
0
0
50
0
1003_320
8
16
457
300
0
508
67
1
1,550
bus+train
1,762
757
497
26
404
593.5
6,291.1
2,664.5
3,033.1
0
1
1
0
0
50
0
1003_320
9
16
358
300
0
456
67
2
1,550
bus+train
1,602
658
488
26
395
583.6
5,558.5
1,941.9
3,033.1
0
1
1
0
0
50
0
1003_320
10
16
385
300
0
570
75
2
1,550
bus+train
1,760
685
505
26
404
603
6,260.3
2,624.2
3,033.1
0
1
1
0
0
50
0
1003_320
11
16
418
300
0
256
207
1
1,550
bus+train
1,602
718
628
26
395
751.4
5,860.8
2,076.4
3,033.1
0
1
1
0
0
50
0
1003_320
12
16
507
300
0
316
207
1
1,550
bus+train
1,760
807
637
26
404
761.3
6,593.3
2,799
3,033.1
0
1
1
0
0
50
0
1003_320
13
16
795
0
0
125
0
0
1,500
bus_only
1,659
795
739
344
395
885.7
6,147.5
5,261.9
0
0
1
0
0
0
50
0
1003_320
14
16
884
0
0
185
0
0
1,500
bus_only
1,817
884
748
344
404
895.6
6,880.1
5,984.5
0
0
1
0
0
0
50
0
1003_320
15
16
489
300
0
497
67
1
1,550
bus+train
1,945
789
659
26
566
788.3
6,762.2
2,940.8
3,033.1
0
1
1
0
0
50
0
1003_3202
0
4
0
2,837
0
1,208
130
2
1,950
train_only
4,236
2,837
191
26
35
227.9
34,336.2
0
34,108.3
0
0
1
0
0
39
0
1003_3202
1
4
0
4,924
0
511
43
1
2,250
train_only
5,539
4,924
104
26
35
123.8
46,425.6
0
46,301.9
0
0
1
0
39
39
1
1003_3202
2
4
6,817
300
0
781
126
1
2,050
bus+train
8,374
7,117
476
26
324
568.6
35,983
32,381.3
3,033.1
0
1
1
0
0
39
0
1003_3202
3
4
5,597
0
0
990
77
2
2,000
bus_only
7,167
5,597
580
168
335
693.2
40,493.8
39,800.6
0
0
1
0
0
0
39
0
1003_3203
0
14
0
2,618
0
890
130
2
1,950
train_only
3,728
2,618
220
26
64
262.1
32,898.4
0
32,636.4
0
0
1
0
0
133
0
1003_3203
1
14
1,002
2,130
0
1,116
219
2
1,950
bus+train
4,867
3,132
619
26
374
740.2
33,328.9
4,423.5
28,165.2
0
1
1
0
0
133
0
1003_3203
2
14
0
4,253
0
1,207
43
1
2,150
train_only
5,593
4,253
133
26
64
157.9
44,303.7
0
44,145.8
0
0
1
0
132
133
1
1003_3203
3
14
4,133
630
0
1,618
110
1
1,950
bus+train
6,650
4,763
269
26
133
319.8
31,707
26,590.8
4,796.4
0
1
1
0
0
133
0