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_1855
4
23
2,946
300
0
552
59
2
1,850
bus+train
4,007
3,246
209
26
124
247.9
28,858.2
25,577.3
3,033.1
0
1
1
0
0
52
0
1003_1855
5
23
3,097
600
0
489
230
1
1,850
bus+train
4,552
3,697
366
26
110
436.9
30,012.3
24,648.5
4,926.9
0
1
1
0
0
52
0
1003_1855
6
23
4,120
0
0
446
14
1
3,000
bus_only
4,911
4,120
345
207
124
412.2
30,365.8
29,953.6
0
0
1
0
0
0
52
0
1003_1855
7
23
2,947
300
0
457
57
1
1,850
bus+train
4,161
3,247
457
26
374
545.6
28,798.3
25,219.6
3,033.1
0
1
1
0
0
52
0
1003_1855
8
23
2,698
300
0
555
63
2
1,850
bus+train
3,981
2,998
428
26
339
509.9
28,961.1
25,418.1
3,033.1
0
1
1
0
0
52
0
1003_1855
9
23
526
2,018
0
939
161
3
1,950
bus+train
3,814
2,544
331
26
144
394.1
30,808.7
2,429.4
27,985.1
0
1
1
0
0
52
0
1003_1855
10
23
2,640
300
0
615
63
2
1,850
bus+train
4,025
2,940
470
26
381
559.5
28,796
25,203.5
3,033.1
0
1
1
0
0
52
0
1003_1855
11
23
2,773
300
0
552
59
2
1,850
bus+train
4,124
3,073
499
26
414
596.5
28,768.8
25,139.3
3,033.1
0
1
1
0
0
52
0
1003_1855
12
23
2,751
300
0
744
141
2
1,850
bus+train
4,351
3,051
556
26
389
664.9
28,714.4
25,016.4
3,033.1
0
1
1
0
0
52
0
1003_1855
13
23
3,133
300
0
397
57
1
1,850
bus+train
4,460
3,433
630
26
547
754
29,587
25,800
3,033.1
0
1
1
0
0
52
0
1003_1855
14
23
2,987
300
0
561
63
2
1,850
bus+train
4,479
3,287
631
26
542
754
29,587.3
25,800.3
3,033.1
0
1
1
0
0
52
0
1003_1855
15
23
2,514
300
0
457
208
3
3,300
bus+train
3,919
2,814
648
26
414
774.7
28,768.6
24,960.9
3,033.1
0
1
1
0
0
52
0
1003_1855
16
23
2,460
600
0
258
366
1
1,850
bus+train
4,124
3,060
806
26
414
965.9
29,682.4
23,789.7
4,926.9
0
1
1
0
0
52
0
1003_1855
17
23
3,427
300
0
674
80
3
1,850
bus+train
5,005
3,727
604
26
498
722.5
29,961.4
26,205.8
3,033.1
0
1
1
0
0
52
0
1003_1855
18
23
500
1,810
0
884
225
4
1,850
bus+train
3,871
2,310
677
26
426
808.4
27,092.3
1,373.1
24,910.8
0
1
1
0
0
52
0
1003_1855
19
23
563
2,018
0
1,105
161
3
1,950
bus+train
4,402
2,581
716
26
529
856.8
30,887
2,045.1
27,985.1
0
1
1
0
0
52
0
1003_1855
20
23
2,660
300
0
530
208
4
3,300
bus+train
4,266
2,960
776
26
542
927.6
29,501.8
25,541.2
3,033.1
0
1
1
0
0
52
0
1003_1855
21
23
485
2,018
0
975
161
4
1,850
bus+train
4,194
2,503
716
26
529
856.1
30,824.5
1,983.2
27,985.1
0
1
1
0
0
52
0
1003_1855
22
23
2,055
1,440
0
652
14
1
1,850
bus+train
5,005
3,495
858
346
498
1,027.1
29,240.3
14,955.2
13,258
0
1
1
0
0
52
0
1003_1856
0
15
0
3,630
0
363
0
1
2,050
train_only
4,025
3,630
32
26
6
36.4
35,625
0
35,588.7
0
0
1
0
0
24
0
1003_1856
1
15
0
2,173
0
835
235
3
1,850
train_only
3,275
2,173
267
26
6
316.3
29,793.2
0
29,476.9
0
0
1
0
24
24
1
1003_1856
2
15
3,690
0
0
843
3
1
1,800
bus_only
4,829
3,690
296
168
125
353.2
27,759.6
27,406.4
0
0
1
0
0
0
24
0
1003_1856
3
15
2,574
300
0
759
62
3
3,300
bus+train
3,816
2,874
183
26
95
216.4
29,988.3
26,738.9
3,033.1
0
1
1
0
0
24
0
1003_1856
4
15
2,726
300
0
655
69
2
1,850
bus+train
3,871
3,026
190
26
95
223.7
29,930.4
26,673.7
3,033.1
0
1
1
0
0
24
0
1003_1856
5
15
2,145
390
0
633
345
2
1,850
bus+train
3,545
2,535
377
26
6
449
29,807.8
25,219.6
4,139.3
0
1
1
0
0
24
0
1003_1856
6
15
270
2,053
0
829
161
3
1,850
bus+train
3,485
2,323
333
26
146
396.1
29,730.4
1,349.1
27,985.1
0
1
1
0
0
24
0
1003_1856
7
15
3,600
180
0
406
30
2
1,950
bus+train
4,674
3,780
488
26
432
583.7
30,605.8
29,022.2
999.9
0
1
1
0
0
24
0
1003_1856
8
15
2,643
300
0
865
63
2
1,850
bus+train
4,330
2,943
522
26
433
623.1
29,908.7
26,252.6
3,033.1
0
1
1
0
0
24
0
1003_1856
9
15
2,178
300
0
975
141
2
1,850
bus+train
4,053
2,478
600
26
433
717.1
28,931.5
25,181.4
3,033.1
0
1
1
0
0
24
0
1003_1856
10
15
3,296
0
0
778
0
1
1,800
bus_only
4,674
3,296
600
168
432
718.1
28,353.6
27,635.5
0
0
1
0
0
0
24
0
1003_1856
11
15
2,512
300
0
770
62
3
3,300
bus+train
4,204
2,812
622
26
534
744.2
30,191.7
26,414.5
3,033.1
0
1
1
0
0
24
0
1003_1856
12
15
246
2,053
0
916
237
3
1,850
bus+train
3,862
2,299
647
26
384
773.3
29,998
1,239.5
27,985.1
0
1
1
0
0
24
0
1003_1856
13
15
237
2,053
0
812
161
3
1,850
bus+train
3,835
2,290
733
26
546
877
29,809.3
947.2
27,985.1
0
1
1
0
0
24
0
1003_1856
14
15
362
2,053
0
1,009
161
4
1,850
bus+train
4,073
2,415
649
26
462
775.1
30,568.6
1,808.4
27,985.1
0
1
1
0
0
24
0
1003_1857
0
7
3,282
0
0
674
44
1
1,800
bus_only
4,206
3,282
250
168
38
298.1
30,069.5
29,771.4
0
0
1
0
0
0
42
0
1003_1857
1
7
0
1,933
0
718
103
2
1,850
train_only
2,941
1,933
290
26
161
345.2
28,330.4
0
27,985.1
0
0
1
0
42
42
1
1003_1857
2
7
1,954
872
0
793
13
1
1,850
bus+train
3,938
2,826
319
168
138
379.2
28,892.2
13,325.5
15,187.4
0
1
1
0
0
42
0
1003_1857
3
7
2,615
450
0
420
415
1
3,400
bus+train
3,969
3,065
484
26
43
578.1
31,244.3
26,451.7
4,214.6
0
1
1
0
0
42
0
1003_1857
4
7
4,185
0
0
724
3
1
1,800
bus_only
5,575
4,185
666
168
495
797.4
30,180.7
29,383.3
0
0
1
0
0
0
42
0
1003_1857
5
7
3,383
0
0
741
44
2
1,900
bus_only
4,831
3,383
707
168
495
846.3
31,024
30,177.7
0
0
1
0
0
0
42
0
1003_1857
6
7
2,728
450
0
633
415
2
3,400
bus+train
4,747
3,178
936
26
495
1,120.4
32,193
26,858
4,214.6
0
1
1
0
0
42
0
1003_1858
0
7
0
2,098
0
984
103
2
1,850
train_only
3,239
2,098
157
26
28
186.1
30,100.7
0
29,914.6
0
0
1
0
19
19
1
1003_1858
1
7
1,984
1,037
0
969
13
1
1,950
bus+train
4,199
3,021
209
168
28
248.9
30,691.3
13,325.5
17,116.9
0
1
1
0
0
19
0
1003_1858
2
7
3,467
0
0
768
44
1
1,900
bus_only
4,522
3,467
287
168
75
343
31,800.2
31,457.2
0
0
1
0
0
0
19
0
1003_1858
3
7
4,061
0
0
691
57
1
1,900
bus_only
5,197
4,061
445
168
220
532.3
30,637.3
30,105
0
0
1
0
0
0
19
0
1003_1858
4
7
3,429
0
0
350
133
1
3,000
bus_only
4,331
3,429
552
344
75
660.6
33,623.5
32,962.9
0
0
1
0
0
0
19
0
1003_1858
5
7
4,191
0
0
691
57
1
1,900
bus_only
5,449
4,191
567
168
342
678.9
31,099.7
30,420.8
0
0
1
0
0
0
19
0
1003_1858
6
7
3,610
0
0
889
44
2
1,900
bus_only
5,053
3,610
554
168
342
663.2
32,478.5
31,815.3
0
0
1
0
0
0
19
0
1003_1859
0
15
0
4,050
0
435
0
1
2,050
train_only
4,518
4,050
33
26
7
38.3
40,035.8
0
39,997.5
0
0
1
0
0
22
0
1003_1859
1
15
0
2,203
0
1,390
112
3
1,950
train_only
3,738
2,203
145
26
7
170.7
31,227.5
0
31,056.8
0
0
1
0
22
22
1
1003_1859
2
15
4,100
300
0
846
57
1
2,050
bus+train
5,549
4,400
303
26
220
360.9
35,604.9
32,211
3,033.1
0
1
1
0
0
22
0
1003_1859
3
15
306
2,113
0
1,179
165
3
1,950
bus+train
3,848
2,419
250
26
59
296.1
31,374.1
1,163.4
29,914.6
0
1
1
0
0
22
0
1003_1859
4
15
296
2,113
0
1,132
200
3
1,950
bus+train
3,850
2,409
309
26
83
368.5
31,604.4
1,321.3
29,914.6
0
1
1
0
0
22
0
1003_1859
5
15
340
2,113
0
1,311
165
3
1,950
bus+train
4,198
2,453
434
26
243
518.2
31,872.3
1,439.5
29,914.6
0
1
1
0
0
22
0
1003_1859
6
15
4,326
300
0
786
57
1
2,050
bus+train
5,906
4,626
494
26
411
590.7
36,378.5
32,754.7
3,033.1
0
1
1
0
0
22
0
1003_1859
7
15
426
2,113
0
1,119
165
3
1,950
bus+train
4,190
2,539
532
26
341
635.6
32,062.4
1,512.2
29,914.6
0
1
1
0
0
22
0
1003_1859
8
15
329
2,113
0
1,289
165
3
1,950
bus+train
4,274
2,442
543
26
352
649.2
32,019.7
1,455.9
29,914.6
0
1
1
0
0
22
0
1003_1859
9
15
3,575
0
0
420
133
2
3,000
bus_only
4,828
3,575
833
344
356
996.9
35,472
34,475.1
0
0
1
0
0
0
22
0
1003_1859
10
15
205
2,113
0
1,179
165
3
1,950
bus+train
4,223
2,318
726
26
535
867.7
31,517
734.8
29,914.6
0
1
1
0
0
22
0
1003_1859
11
15
5,323
0
0
594
5
1
1,900
bus_only
6,625
5,323
708
168
535
847.1
33,236.1
32,389
0
0
1
0
0
0
22
0
1003_1859
12
15
4,308
0
0
1,390
47
1
1,900
bus_only
6,448
4,308
750
168
535
896.5
32,242.4
31,345.9
0
0
1
0
0
0
22
0
1003_1859
13
15
3,925
0
0
1,324
57
2
1,800
bus_only
6,009
3,925
760
168
535
909.5
28,465.6
27,556.1
0
0
1
0
0
0
22
0
1003_1859
14
15
3,701
0
0
555
133
2
3,000
bus_only
5,270
3,701
1,014
344
537
1,213.9
34,913.3
33,699.3
0
0
1
0
0
0
22
0
1003_1860
0
20
0
3,390
0
451
0
1
1,950
train_only
3,929
3,390
88
26
62
104
33,355.5
0
33,251.6
0
0
1
0
0
29
0
1003_1860
1
20
1,998
360
0
864
168
4
1,850
bus+train
3,604
2,358
382
26
188
455.5
26,716.7
23,753
2,508.2
0
1
1
0
0
29
0
1003_1860
2
20
2,947
300
0
584
77
2
1,850
bus+train
4,106
3,247
275
26
172
326.8
29,747.9
26,388
3,033.1
0
1
1
0
0
29
0
1003_1860
3
20
1,771
450
0
1,060
260
4
1,850
bus+train
3,629
2,221
348
26
62
414.6
27,236.7
23,083
3,739.1
0
1
1
0
0
29
0
1003_1860
4
20
0
1,965
0
1,638
118
3
1,850
train_only
3,912
1,965
309
26
165
367.1
26,703.7
0
26,336.7
0
0
1
0
29
29
1
1003_1860
5
20
2,880
300
0
583
121
2
1,850
bus+train
4,232
3,180
469
26
322
558.8
30,411.6
26,819.8
3,033.1
0
1
1
0
0
29
0
1003_1860
6
20
2,324
390
0
660
347
2
1,850
bus+train
3,912
2,714
538
26
165
642.1
28,822.5
24,541.2
3,639.2
0
1
1
0
0
29
0
1003_1860
7
20
2,873
300
0
631
77
3
1,850
bus+train
4,245
3,173
441
26
338
526.9
29,485.9
25,926
3,033.1
0
1
1
0
0
29
0
1003_1860
8
20
2,833
300
0
655
92
2
1,850
bus+train
4,315
3,133
527
26
409
628.5
29,526.3
25,864.7
3,033.1
0
1
1
0
0
29
0
1003_1860
9
20
2,030
360
0
875
201
3
1,850
bus+train
3,820
2,390
555
26
328
662.8
26,345.5
23,174.4
2,508.2
0
1
1
0
0
29
0
1003_1860
10
20
2,828
300
0
584
77
2
1,850
bus+train
4,296
3,128
584
26
481
698.3
29,504.8
25,773.5
3,033.1
0
1
1
0
0
29
0
1003_1860
11
20
1,897
360
0
924
168
4
1,850
bus+train
3,695
2,257
514
26
320
613.4
26,412.4
23,290.8
2,508.2
0
1
1
0
0
29
0
1003_1860
12
20
1,985
360
0
1,021
267
3
1,850
bus+train
3,979
2,345
613
26
320
731.5
27,450
24,210.3
2,508.2
0
1
1
0
0
29
0
1003_1860
13
20
2,096
360
0
875
201
3
1,850
bus+train
3,996
2,456
665
26
438
795.1
26,694.8
23,391.5
2,508.2
0
1
1
0
0
29
0
1003_1860
14
20
2,144
360
0
920
203
3
1,850
bus+train
4,134
2,504
710
26
481
849.2
27,280.8
23,923.4
2,508.2
0
1
1
0
0
29
0
1003_1860
15
20
1,836
360
0
924
168
4
1,850
bus+train
3,796
2,196
676
26
482
808.8
26,455.4
23,138.3
2,508.2
0
1
1
0
0
29
0
1003_1860
16
20
2,167
360
0
815
201
3
1,850
bus+train
4,077
2,527
735
26
508
879.7
27,074.3
23,686.5
2,508.2
0
1
1
0
0
29
0
1003_1860
17
20
1,931
360
0
961
267
3
1,850
bus+train
4,054
2,291
802
26
509
959.2
27,525.1
24,057.8
2,508.2
0
1
1
0
0
29
0
1003_1860
18
20
2,429
300
0
573
455
2
1,850
bus+train
4,192
2,729
890
26
409
1,064.1
28,974.6
24,877.4
3,033.1
0
1
1
0
0
29
0
1003_1860
19
20
3,483
2,160
0
313
206
1
2,150
bus+train
7,027
5,643
1,071
26
839
1,281.7
43,476.1
19,506.1
22,688.2
0
1
1
0
0
29
0
1003_1862
0
19
0
3,840
0
767
78
1
2,350
train_only
4,773
3,840
166
28
60
197.4
52,508.3
0
52,310.9
0
0
1
0
29
29
1
1003_1862
1
19
0
2,488
0
1,127
112
3
1,950
train_only
3,813
2,488
198
26
60
234.2
32,974.1
0
32,739.9
0
0
1
0
0
29
0
1003_1862
2
19
5,456
0
0
955
22
1
1,900
bus_only
7,101
5,456
690
168
500
825.4
34,194.6
33,369.1
0
0
1
0
0
0
29
0
1003_1862
3
19
2,638
1,020
0
624
345
2
2,050
bus+train
4,713
3,658
431
26
60
514.4
35,965.1
25,219.6
10,231.2
0
1
1
0
0
29
0
1003_1862
4
19
276
2,520
0
924
161
3
1,950
bus+train
4,181
2,796
461
26
274
550.1
34,892.5
1,145.9
33,196.5
0
1
1
0
0
29
0
1003_1862
5
19
678
2,188
0
1,109
200
3
1,950
bus+train
4,583
2,866
608
26
382
726.7
33,302.6
2,661.3
29,914.6
0
1
1
0
0
29
0
1003_1862
6
19
418
2,520
0
1,400
161
4
1,950
bus+train
4,898
2,938
560
26
373
669.1
35,562.3
1,696.7
33,196.5
0
1
1
0
0
29
0
1003_1862
7
19
198
2,520
0
984
161
3
1,950
bus+train
4,450
2,718
748
26
561
893.1
34,927.2
837.6
33,196.5
0
1
1
0
0
29
0
1003_1862
8
19
439
2,346
0
1,525
144
3
1,950
bus+train
4,980
2,785
670
26
500
800.8
34,238.7
2,077
31,360.9
0
1
1
0
0
29
0
1003_1862
9
19
834
2,188
0
974
165
4
1,950
bus+train
4,687
3,022
691
26
500
826.1
34,121.6
3,380.9
29,914.6
0
1
1
0
0
29
0
1003_1862
10
19
4,780
0
0
902
57
2
1,900
bus_only
6,407
4,780
725
168
500
868
31,070.2
30,202.3
0
0
1
0
0
0
29
0
1003_1862
11
19
637
2,188
0
1,367
212
3
1,950
bus+train
4,930
2,825
738
26
500
882.6
34,095.9
3,298.7
29,914.6
0
1
1
0
0
29
0
1003_1862
12
19
4,448
300
0
911
80
3
3,500
bus+train
6,360
4,748
701
26
595
839.1
35,856.8
31,984.7
3,033.1
0
1
1
0
0
29
0
1003_1862
13
19
614
2,188
0
1,109
200
3
1,950
bus+train
4,732
2,802
821
26
595
982.5
33,363.7
2,466.6
29,914.6
0
1
1
0
0
29
0
1003_1862
14
19
292
2,520
0
980
237
3
1,950
bus+train
4,620
2,812
828
26
565
991.2
35,818.2
1,630.5
33,196.5
0
1
1
0
0
29
0
1003_1862
15
19
149
2,520
0
1,340
218
3
1,950
bus+train
4,816
2,669
807
26
563
965.7
34,870.7
708.5
33,196.5
0
1
1
0
0
29
0
1003_1862
16
19
537
2,188
0
1,146
165
4
1,950
bus+train
4,657
2,725
786
26
595
940.6
33,282.4
2,427.2
29,914.6
0
1
1
0
0
29
0