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_4197572
15
25
508
2,850
0
878
176
2
2,050
bus+train
4,793
3,358
557
26
355
665.9
36,105.9
3,744.3
31,695.7
0
1
1
0
0
13
0
1003_4197572
16
25
4,559
120
0
546
116
3
2,050
bus+train
5,775
4,679
550
26
408
658.1
36,943.7
34,907.1
1,378.4
0
1
1
0
0
13
0
1003_4197572
17
25
4,491
0
0
656
13
2
1,900
bus_only
5,775
4,491
628
207
408
753
35,067.7
34,314.7
0
0
1
0
0
0
13
0
1003_4197572
18
25
1,205
2,880
0
1,213
185
1
1,950
bus+train
5,835
4,085
537
26
326
642.8
34,995.7
5,593.7
28,759.2
0
1
1
0
0
13
0
1003_4197572
19
25
1,431
3,000
0
1,161
71
1
2,050
bus+train
6,108
4,431
516
26
419
617.2
37,699.8
6,733.3
30,349.3
0
1
1
0
0
13
0
1003_4197572
20
25
2,306
930
0
1,380
148
2
1,950
bus+train
5,298
3,236
682
26
508
816.5
32,121.5
23,297
8,007.9
0
1
1
0
0
13
0
1003_4197572
21
25
491
3,210
0
1,320
45
1
2,050
bus+train
5,638
3,701
617
26
546
738.2
37,259.1
3,329.1
33,191.8
0
1
1
0
0
13
0
1003_4197572
22
25
1,111
2,880
0
1,213
185
1
1,950
bus+train
5,834
3,991
630
26
419
754.4
34,680.4
5,166.9
28,759.2
0
1
1
0
0
13
0
1003_4197572
23
25
845
3,000
0
1,461
71
1
1,950
bus+train
5,911
3,845
605
26
508
723.9
34,610.6
3,537.5
30,349.3
0
1
1
0
0
13
0
1003_4197572
24
25
1,115
3,000
0
1,493
39
1
1,950
bus+train
6,207
4,115
599
26
534
716.7
35,666.5
4,600.5
30,349.3
0
1
1
0
0
13
0
1003_4198889
0
3
663
360
0
666
137
1
1,550
bus+train
1,860
1,023
171
28
6
202.9
9,484.3
4,029.7
5,251.6
0
1
1
0
0
17
0
1003_4198889
1
3
362
720
0
396
184
1
1,550
bus+train
1,694
1,082
216
26
6
257.7
9,931
2,276
7,397.3
0
1
1
0
17
17
1
1003_4198889
2
3
0
1,050
0
523
0
0
1,550
train_only
1,941
1,050
368
26
342
440
10,116
0
9,676
0
0
1
0
0
17
0
1003_4199634
0
18
1,161
1,770
0
823
19
1
1,650
bus+train
3,800
2,931
46
26
1
53.7
19,416.5
2,701.7
16,661.1
0
1
1
0
1
25
0.04
1003_4199634
1
18
683
1,890
0
477
117
1
1,650
bus+train
3,194
2,573
144
26
1
170.2
19,711.8
1,744.9
17,796.6
0
1
1
0
24
25
0.96
1003_4199634
2
18
398
2,040
0
642
111
1
1,750
bus+train
3,437
2,438
357
26
220
426.3
21,448.8
1,624.6
19,398
0
1
1
0
0
25
0
1003_4199634
3
18
1,265
1,770
0
823
19
1
1,650
bus+train
4,156
3,035
298
26
253
355.9
19,942.7
2,925.6
16,661.1
0
1
1
0
0
25
0
1003_4199634
4
18
797
1,890
0
477
117
1
1,650
bus+train
3,560
2,687
396
26
253
472.5
20,238
1,968.9
17,796.6
0
1
1
0
0
25
0
1003_4199634
5
18
685
1,890
0
548
117
1
1,650
bus+train
3,523
2,575
400
26
257
477.6
19,820.4
1,546.2
17,796.6
0
1
1
0
0
25
0
1003_4199634
6
18
1,494
1,620
0
756
81
1
1,650
bus+train
4,266
3,114
396
26
289
471.4
19,363.2
3,674.9
15,216.9
0
1
1
0
0
25
0
1003_4199634
7
18
1,272
1,620
0
696
81
1
1,650
bus+train
4,013
2,892
425
26
318
508
18,969.8
3,244.9
15,216.9
0
1
1
0
0
25
0
1003_4199634
8
18
964
1,770
0
867
19
2
1,650
bus+train
3,964
2,734
363
26
318
434.3
19,320.7
2,225.3
16,661.1
0
1
1
0
0
25
0
1003_4199634
9
18
1,259
1,770
0
547
19
1
1,650
bus+train
4,051
3,029
475
26
430
568.1
20,036.1
2,806.9
16,661.1
0
1
1
0
0
25
0
1003_4199634
10
18
1,357
1,620
0
756
81
1
1,650
bus+train
4,198
2,977
465
26
358
554.7
19,260.8
3,489.2
15,216.9
0
1
1
0
0
25
0
1003_4199634
11
18
1,049
1,770
0
927
19
2
1,650
bus+train
4,149
2,819
403
26
358
481.1
19,611.8
2,469.6
16,661.1
0
1
1
0
0
25
0
1003_4199634
12
18
1,158
1,770
0
547
19
1
1,650
bus+train
4,010
2,928
535
26
490
639.2
19,894.9
2,594.6
16,661.1
0
1
1
0
0
25
0
1003_4199634
13
18
143
2,260
0
443
259
2
1,750
bus+train
3,384
2,403
538
26
253
642.9
22,622
363.4
21,615.6
0
1
1
0
0
25
0
1003_4199634
14
18
527
1,890
0
1,011
192
1
1,650
bus+train
3,964
2,417
536
26
318
641.1
19,640.8
1,203.1
17,796.6
0
1
1
0
0
25
0
1003_4199634
15
18
478
2,040
0
642
111
1
1,750
bus+train
3,767
2,518
607
26
470
726.5
22,088.8
1,964.3
19,398
0
1
1
0
0
25
0
1003_4199634
16
18
333
2,040
0
642
111
1
1,750
bus+train
3,644
2,373
629
26
492
753.2
21,506.8
1,355.6
19,398
0
1
1
0
0
25
0
1003_4199634
17
18
760
1,890
0
548
117
1
1,650
bus+train
3,884
2,650
686
26
543
820.3
20,526.6
1,909.7
17,796.6
0
1
1
0
0
25
0
1003_420
0
9
0
990
0
247
0
0
1,550
train_only
1,608
990
371
346
25
443.7
8,854.1
0
8,410.4
0
0
1
0
860
891
0.970655
1003_420
1
9
401
450
0
474
134
1
1,550
bus+train
1,784
851
459
26
299
549
7,838.4
3,074.9
4,214.6
0
1
1
0
25
891
0.028217
1003_420
2
9
1,359
0
0
268
0
0
1,500
bus_only
2,105
1,359
478
344
134
572.3
9,887.9
9,315.5
0
0
1
0
0
0
891
0
1003_420
3
9
581
300
0
531
75
1
1,550
bus+train
1,812
881
400
26
299
477.2
7,858.8
4,348.6
3,033.1
0
1
1
0
0
891
0
1003_420
4
9
1,082
0
0
87
0
0
1,500
bus_only
1,812
1,082
643
344
299
769.8
8,478.7
7,708.8
0
0
1
0
0
0
891
0
1003_420
5
9
1,415
0
0
268
0
0
1,500
bus_only
2,294
1,415
611
344
267
730.8
10,431.6
9,700.8
0
0
1
0
0
0
891
0
1003_420
6
9
636
300
0
567
67
3
1,550
bus+train
2,098
936
595
26
502
711.4
8,159.4
4,414.9
3,033.1
0
1
1
0
0
891
0
1003_420
7
9
74
840
0
473
183
1
1,550
bus+train
2,098
914
711
26
502
850.4
8,025.3
575.4
6,599.5
0
1
1
0
1
891
0.001129
1003_420
8
9
1,283
0
0
268
0
0
1,500
bus_only
2,397
1,283
846
344
502
1,013.5
9,986.3
8,972.8
0
0
1
0
0
0
891
0
1003_4201
0
6
0
300
0
779
0
0
1,550
train_only
1,279
300
200
28
172
238.5
3,063
0
2,824.6
0
0
1
0
0
265
0
1003_4201
1
6
0
300
0
301
0
0
1,550
train_only
947
300
346
26
320
413
3,446.1
0
3,033.1
0
0
1
0
265
265
1
1003_4201
2
6
0
300
0
101
0
0
1,550
train_only
1,049
300
648
346
302
776.6
3,580.3
0
2,803.8
0
0
1
0
0
265
0
1003_4201
3
6
123
120
0
544
94
1
1,550
bus+train
1,311
243
524
26
404
627.1
3,030
1,024.4
1,378.4
0
1
1
0
0
265
0
1003_4201
4
6
84
120
0
372
230
1
1,550
bus+train
1,236
204
660
26
404
790.8
3,024.6
855.3
1,378.4
0
1
1
0
0
265
0
1003_4201
5
6
420
0
0
68
0
0
1,500
bus_only
1,236
420
748
344
404
896.5
3,759.3
2,862.8
0
0
1
0
0
0
265
0
1003_4204
0
3
0
750
0
725
11
1
1,550
train_only
1,575
750
100
26
63
118.9
8,268.6
0
8,149.7
0
0
1
0
243
244
1
1003_4204
1
3
0
930
0
466
0
0
1,550
train_only
1,626
930
230
26
204
274.3
8,282.2
0
8,007.9
0
0
1
0
0
244
0
1003_4204
2
3
0
1,050
0
526
0
0
1,550
train_only
2,203
1,050
627
26
601
750.4
9,345.3
0
8,594.9
0
0
1
0
0
244
0
1003_4206
0
4
0
1,290
0
1,257
11
1
1,550
train_only
2,597
1,290
50
26
13
59.1
14,564
0
14,504.9
0
0
1
0
0
233
0
1003_4206
1
4
0
1,245
0
600
103
1
1,550
train_only
2,254
1,245
409
26
280
487.8
14,765
0
14,277.1
0
0
1
0
232
233
1
1003_4206
2
4
2,095
420
0
489
115
4
1,650
bus+train
3,592
2,515
588
26
447
703.4
18,539.9
13,007.7
4,828.7
0
1
1
0
0
233
0
1003_4206
3
4
2,228
0
0
594
77
1
1,600
bus_only
3,652
2,228
830
306
447
994.7
17,825.9
16,831.2
0
0
1
0
0
0
233
0
1003_4207
0
9
0
1,380
0
578
11
1
1,650
train_only
2,064
1,380
106
26
69
125.6
16,911.3
0
16,785.7
0
0
1
0
194
195
1
1003_4207
1
9
0
2,250
0
559
0
1
1,750
train_only
3,047
2,250
238
26
212
283.8
23,463.7
0
23,180
0
0
1
0
0
195
0
1003_4207
2
9
2,384
0
0
567
0
0
1,600
bus_only
3,382
2,384
431
306
125
516.2
18,537.9
18,021.7
0
0
1
0
0
0
195
0
1003_4207
3
9
1,822
420
0
600
115
3
1,650
bus+train
3,434
2,242
592
26
451
708.2
18,588.3
13,051.5
4,828.7
0
1
1
0
0
195
0
1003_4207
4
9
2,584
0
0
567
0
0
1,600
bus_only
3,780
2,584
629
306
323
753.8
19,520.9
18,767
0
0
1
0
0
0
195
0
1003_4207
5
9
2,536
0
0
627
0
0
1,600
bus_only
3,914
2,536
751
306
445
898.6
19,287.7
18,389
0
0
1
0
0
0
195
0
1003_4207
6
9
2,680
0
0
627
0
0
1,600
bus_only
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2,680
757
306
451
906.8
20,353.4
19,446.6
0
0
1
0
0
0
195
0
1003_4207
7
9
1,967
420
0
660
115
3
1,650
bus+train
3,674
2,387
627
26
486
749.2
19,687
14,109.1
4,828.7
0
1
1
0
0
195
0
1003_4207
8
9
1,752
630
0
598
182
2
1,650
bus+train
3,674
2,382
694
26
486
829.7
19,055.1
13,428.9
4,796.4
0
1
1
0
0
195
0
1003_4208
0
6
0
1,770
0
739
11
1
1,750
train_only
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40
26
3
46.8
22,718.6
0
22,671.8
0
0
1
0
299
305
0.980328
1003_4208
1
6
3,003
1,650
0
1,054
122
2
1,950
bus+train
7,038
4,653
1,331
26
1,183
1,594.5
33,909.5
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0
1
1
0
0
305
0
1003_4208
2
6
3,561
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0
880
89
1
2,050
bus+train
8,319
6,141
1,298
26
1,183
1,554.6
38,119.9
11,970.6
24,594.7
0
1
1
0
6
305
0.019672
1003_4208
3
6
3,627
1,830
0
623
286
1
1,950
bus+train
7,575
5,457
1,495
26
1,183
1,791
34,607.5
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22,620.5
0
1
1
0
0
305
0
1003_4208
4
6
3,111
1,830
0
695
338
1
1,950
bus+train
7,183
4,941
1,547
26
1,183
1,853.5
34,758.9
10,284.9
22,620.5
0
1
1
0
0
305
0
1003_4208
5
6
2,491
1,830
0
1,112
396
1
1,950
bus+train
7,038
4,321
1,605
26
1,183
1,922.6
33,972.1
9,429.1
22,620.5
0
1
1
0
0
305
0
1003_4209
0
3
0
2,130
0
824
11
1
1,850
train_only
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2,130
83
26
46
98.2
28,263.4
0
28,165.2
0
0
1
0
0
279
0
1003_4209
1
3
0
3,735
0
732
43
1
2,050
train_only
5,521
3,735
1,054
26
985
1,262.9
40,937.5
0
39,674.6
0
0
1
0
279
279
1
1003_4209
2
3
4,675
2,280
0
412
158
1
2,050
bus+train
8,707
6,955
1,340
26
1,156
1,606
37,730.6
14,618.3
21,506.3
0
1
1
0
0
279
0
1003_421
0
5
0
960
0
337
0
0
1,550
train_only
1,475
960
178
26
152
211.3
7,619.3
0
7,408
0
0
1
0
623
623
1
1003_421
1
5
493
300
0
481
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1
1,550
bus+train
1,737
793
463
26
362
553.4
7,339.8
3,753.3
3,033.1
0
1
1
0
0
623
0
1003_421
2
5
509
300
0
498
75
2
1,550
bus+train
1,853
809
546
26
445
652.5
7,447.6
3,762.1
3,033.1
0
1
1
0
0
623
0
1003_421
3
5
965
0
0
518
0
0
1,500
bus_only
2,241
965
758
344
414
908.1
8,021.6
7,113.5
0
0
1
0
0
0
623
0
1003_421
4
5
0
840
0
407
0
0
1,550
train_only
2,519
840
1,272
346
926
1,524.8
8,505.7
0
6,980.9
0
0
1
0
0
623
0
1003_4210
0
3
0
2,430
0
1,739
11
1
1,950
train_only
4,331
2,430
162
26
125
192.5
32,899.7
0
32,707.2
0
0
1
0
0
321
0
1003_4210
1
3
0
2,635
0
739
146
2
1,950
train_only
3,671
2,635
297
26
125
352.6
33,071.7
0
32,719.1
0
0
1
0
0
321
0
1003_4210
2
3
0
2,760
0
463
297
1
2,050
train_only
3,671
2,760
448
26
125
534.7
36,242.6
0
35,707.9
0
0
1
0
319
321
1
1003_4211
0
4
0
3,270
0
668
11
1
2,250
train_only
3,992
3,270
54
26
17
63.8
46,357.1
0
46,293.3
0
0
1
0
329
332
1
1003_4211
1
4
6,360
0
0
1,159
196
1
2,500
bus_only
8,745
6,360
1,226
306
724
1,467.8
62,107.7
60,639.9
0
0
1
0
0
0
332
0
1003_4211
2
4
6,287
0
0
950
196
2
2,400
bus_only
8,674
6,287
1,437
306
935
1,721.6
58,451.4
56,729.8
0
0
1
0
0
0
332
0
1003_4211
3
4
6,213
0
0
932
288
1
2,400
bus_only
8,674
6,213
1,529
306
935
1,831.9
58,206.9
56,375
0
0
1
0
0
0
332
0
1003_4213
0
3
0
2,910
0
1,192
0
1
2,350
train_only
4,171
2,910
69
28
41
81.3
50,128
0
50,046.7
0
0
1
0
342
364
1
1003_4213
1
3
3,668
0
0
264
68
1
2,200
bus_only
4,490
3,668
558
168
322
667
47,249.8
46,582.8
0
0
1
0
0
0
364
0
1003_4213
2
3
3,592
0
0
330
0
0
2,200
bus_only
4,495
3,592
573
306
267
685
47,291.1
46,606.1
0
0
1
0
0
0
364
0
1003_4217
0
5
0
3,030
0
1,057
11
1
2,150
train_only
4,266
3,030
179
26
142
213.8
43,152.9
0
42,939.1
0
0
1
0
201
205
1
1003_4217
1
5
7,369
0
0
855
134
1
2,500
bus_only
9,491
7,369
1,267
306
827
1,518.1
65,788.7
64,270.5
0
0
1
0
0
0
205
0
1003_4217
2
5
7,090
0
0
596
16
2
2,300
bus_only
8,835
7,090
1,149
306
827
1,377.2
56,328.8
54,951.6
0
0
1
0
0
0
205
0
1003_4217
3
5
7,021
0
0
596
16
2
2,300
bus_only
8,798
7,021
1,181
306
859
1,415
56,322.2
54,907.2
0
0
1
0
0
0
205
0
1003_4217
4
5
7,287
0
0
855
134
1
2,500
bus_only
9,437
7,287
1,295
306
855
1,551.7
65,781.8
64,230.2
0
0
1
0
0
0
205
0
1003_422
0
20
569
300
0
236
97
1
1,550
bus+train
1,251
869
146
26
23
173.4
6,509.4
3,303
3,033.1
0
1
1
0
0
134
0
1003_422
1
20
595
300
0
236
97
1
1,550
bus+train
1,374
895
243
26
120
289.9
6,751.4
3,428.4
3,033.1
0
1
1
0
3
134
0.022556
1003_422
2
20
0
750
0
284
0
0
1,550
train_only
1,395
750
361
346
15
432.1
6,756.2
0
6,324.1
0
0
1
0
130
134
0.977444
1003_422
3
20
501
300
0
417
75
1
1,550
bus+train
1,522
801
304
26
203
362.4
6,851.4
3,455.9
3,033.1
0
1
1
0
0
134
0
1003_422
4
20
491
300
0
341
75
2
1,550
bus+train
1,436
791
304
26
203
362.4
6,851.4
3,455.9
3,033.1
0
1
1
0
0
134
0
1003_422
5
20
949
0
0
305
0
0
1,500
bus_only
1,673
949
419
344
75
501.9
7,469.7
6,967.8
0
0
1
0
0
0
134
0
1003_422
6
20
548
300
0
477
75
1
1,550
bus+train
1,711
848
386
26
285
460.2
7,246.6
3,753.3
3,033.1
0
1
1
0
0
134
0
1003_422
7
20
1,018
0
0
422
0
0
1,500
bus_only
1,904
1,018
464
344
120
555.6
7,340.7
6,785.1
0
0
1
0
0
0
134
0
1003_422
8
20
313
600
0
340
137
1
1,550
bus+train
1,675
913
422
26
259
504.2
8,030.8
2,599.8
4,926.9
0
1
1
0
0
134
0