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_1319
0
7
0
3,330
0
1,159
17
1
2,050
train_only
4,608
3,330
119
26
76
141.1
38,669.6
0
38,528.5
0
0
1
0
111
111
1
1003_1319
1
7
2,717
2,100
0
366
90
1
2,050
bus+train
5,338
4,817
155
26
39
183.8
37,202.8
15,480.4
21,538.6
0
1
1
0
0
111
0
1003_1319
2
7
2,861
2,100
0
299
90
1
2,050
bus+train
5,553
4,961
293
26
177
349.4
37,572.7
15,684.7
21,538.6
0
1
1
0
0
111
0
1003_1319
3
7
2,805
2,100
0
366
90
1
2,050
bus+train
5,569
4,905
298
26
182
355.8
37,543.8
15,649.4
21,538.6
0
1
1
0
0
111
0
1003_1319
4
7
2,798
2,100
0
359
90
1
2,050
bus+train
5,626
4,898
369
26
253
440.1
37,293.8
15,315.2
21,538.6
0
1
1
0
0
111
0
1003_1319
5
7
3,019
2,100
0
299
90
1
2,050
bus+train
5,997
5,119
579
26
463
692.1
38,483.6
16,253
21,538.6
0
1
1
0
0
111
0
1003_1319
6
7
2,615
2,100
0
426
90
1
2,050
bus+train
5,766
4,715
625
26
509
746.5
37,308.4
15,023.4
21,538.6
0
1
1
0
0
111
0
1003_1320
0
3
0
4,380
0
298
0
1
2,250
train_only
4,709
4,380
31
26
5
35.5
45,439.4
0
45,404
0
0
1
0
14
14
1
1003_1320
1
3
2,527
2,250
0
2,514
50
1
2,150
bus+train
7,739
4,777
448
28
370
536.3
42,794.2
13,899.6
28,358.3
0
1
1
0
0
14
0
1003_1320
2
3
3,409
2,250
0
2,267
50
1
2,150
bus+train
8,476
5,659
550
28
472
658.4
43,278.9
14,262.2
28,358.3
0
1
1
0
0
14
0
1003_13260
0
7
0
660
0
539
0
0
1,550
train_only
1,511
660
312
26
286
371.6
6,527.4
0
6,155.8
0
0
1
0
0
29
0.142857
1003_13260
1
7
62
660
0
580
179
1
1,550
bus+train
1,857
722
555
26
350
664
7,180.8
361
6,155.8
0
1
1
0
0
29
0.142857
1003_13260
2
7
1,895
0
0
155
0
0
1,500
bus_only
2,744
1,895
694
344
350
831.4
11,508.5
10,677.1
0
0
1
0
0
0
29
0.142857
1003_13260
3
7
39
660
0
581
56
1
1,550
bus+train
1,929
699
649
26
567
776.8
7,135.2
202.6
6,155.8
0
1
1
0
0
29
0.142857
1003_13260
4
7
37
660
0
641
63
1
1,550
bus+train
2,057
697
719
26
630
859.8
7,336.4
320.9
6,155.8
0
1
1
0
0
29
0.142857
1003_13260
5
7
2,223
0
0
469
0
0
1,500
bus_only
3,439
2,223
747
344
403
894.8
12,562.5
11,667.7
0
0
1
0
0
0
29
0.142857
1003_13260
6
7
1,823
0
0
215
0
0
1,500
bus_only
3,193
1,823
1,155
344
811
1,384.1
11,700.1
10,316.1
0
0
1
0
0
0
29
0.142857
1003_1328
0
2
0
4,800
0
3,060
0
0
2,650
train_only
7,912
4,800
52
28
24
61.5
80,579.4
0
80,517.9
0
0
1
0
180
181
1
1003_1328
1
2
0
5,820
0
542
0
1
2,750
train_only
6,392
5,820
30
26
4
34.9
84,367.4
0
84,332.5
0
0
1
0
0
181
0
1003_13371
0
16
353
180
0
501
95
1
1,550
bus+train
1,166
533
132
26
11
156.4
4,327.8
1,531.1
2,640.3
0
1
1
0
71
71
1
1003_13371
1
16
234
180
0
342
95
1
1,550
bus+train
1,251
414
495
26
374
592.3
4,386.7
1,154.1
2,640.3
0
1
1
0
0
71
0
1003_13371
2
16
724
0
0
298
0
0
1,500
bus_only
1,339
724
317
306
11
378.5
4,794.7
4,416.3
0
0
1
0
0
0
71
0
1003_13371
3
16
275
180
0
501
95
1
1,550
bus+train
1,452
455
496
26
375
594.1
4,430.5
1,196.1
2,640.3
0
1
1
0
0
71
0
1003_13371
4
16
427
180
0
501
95
1
1,550
bus+train
1,610
607
502
26
381
600.8
5,111.2
1,870.1
2,640.3
0
1
1
0
0
71
0
1003_13371
5
16
212
180
0
431
95
1
1,550
bus+train
1,371
392
548
26
427
656.6
4,408.9
1,112
2,640.3
0
1
1
0
0
71
0
1003_13371
6
16
646
0
0
298
0
0
1,500
bus_only
1,625
646
681
306
375
816.2
4,897.4
4,081.2
0
0
1
0
0
0
71
0
1003_13371
7
16
798
0
0
298
0
0
1,500
bus_only
1,783
798
687
306
381
822.9
5,578.1
4,755.2
0
0
1
0
0
0
71
0
1003_13371
8
16
285
180
0
342
95
1
1,550
bus+train
1,483
465
676
26
555
809
4,912.8
1,463.4
2,640.3
0
1
1
0
0
71
0
1003_13371
9
16
605
0
0
211
0
0
1,500
bus_only
1,557
605
741
306
435
887
4,926.3
4,039.3
0
0
1
0
0
0
71
0
1003_13371
10
16
492
180
0
561
95
1
1,550
bus+train
1,870
672
637
26
516
762.3
5,424.6
2,021.9
2,640.3
0
1
1
0
0
71
0
1003_13371
11
16
624
0
0
671
0
0
1,500
bus_only
2,028
624
733
306
427
878.7
4,875.8
3,997.1
0
0
1
0
0
0
71
0
1003_13371
12
16
656
0
0
211
0
0
1,500
bus_only
1,728
656
861
306
555
1,031.1
5,379.7
4,348.6
0
0
1
0
0
0
71
0
1003_13371
13
16
863
0
0
358
0
0
1,500
bus_only
2,043
863
822
306
516
984.4
5,891.5
4,907.1
0
0
1
0
0
0
71
0
1003_13371
14
16
1,674
0
0
105
0
0
1,500
bus_only
2,561
1,674
782
306
476
936.8
12,315.1
11,378.3
0
0
1
0
0
0
71
0
1003_13371
15
16
578
0
0
184
232
1
1,500
bus_only
1,786
578
1,024
306
486
1,226.7
5,031.8
3,805.1
0
0
1
0
0
0
71
0
1003_13374
0
18
223
180
0
338
95
1
1,550
bus+train
870
403
129
26
8
152.9
3,905.3
1,112
2,640.3
0
1
1
0
54
54
1
1003_13374
1
18
242
180
0
451
95
1
1,550
bus+train
1,220
422
347
26
226
415.2
4,209.7
1,154.1
2,640.3
0
1
1
0
0
54
0
1003_13374
2
18
689
0
0
488
0
0
1,500
bus_only
1,491
689
314
306
8
375
4,372.2
3,997.1
0
0
1
0
0
0
54
0
1003_13374
3
18
601
180
0
407
95
1
1,550
bus+train
1,393
781
205
26
84
244.6
4,425.6
1,540.7
2,640.3
0
1
1
0
0
54
0
1003_13374
4
18
695
180
0
407
95
1
1,550
bus+train
1,505
875
223
26
102
266.5
4,511.9
1,605.2
2,640.3
0
1
1
0
0
54
0
1003_13374
5
18
283
180
0
508
95
1
1,550
bus+train
1,278
463
307
26
186
366.4
4,202.7
1,196.1
2,640.3
0
1
1
0
0
54
0
1003_13374
6
18
563
180
0
407
95
1
1,550
bus+train
1,444
743
294
26
173
351.1
4,449.5
1,458.1
2,640.3
0
1
1
0
0
54
0
1003_13374
7
18
669
0
0
317
0
0
1,500
bus_only
1,469
669
483
306
177
577.5
4,616.8
4,039.3
0
0
1
0
0
0
54
0
1003_13374
8
18
710
0
0
452
0
0
1,500
bus_only
1,654
710
492
306
186
588.5
4,669.7
4,081.2
0
0
1
0
0
0
54
0
1003_13374
9
18
170
180
0
398
95
1
1,550
bus+train
1,250
350
502
26
381
600.7
3,981.5
740.4
2,640.3
0
1
1
0
0
54
0
1003_13374
10
18
510
180
0
407
95
1
1,550
bus+train
1,602
690
505
26
384
604.7
4,513
1,268
2,640.3
0
1
1
0
0
54
0
1003_13374
11
18
361
180
0
448
95
1
1,550
bus+train
1,550
541
561
26
440
671.9
4,843.3
1,531.1
2,640.3
0
1
1
0
0
54
0
1003_13374
12
18
288
180
0
398
95
1
1,550
bus+train
1,456
468
590
26
469
706.4
4,913.7
1,567
2,640.3
0
1
1
0
0
54
0
1003_13374
13
18
597
0
0
317
0
0
1,500
bus_only
1,598
597
684
306
378
819.4
4,445
3,625.6
0
0
1
0
0
0
54
0
1003_13374
14
18
292
180
0
511
95
1
1,550
bus+train
1,635
472
652
26
531
780.3
4,884
1,463.4
2,640.3
0
1
1
0
0
54
0
1003_13374
15
18
788
0
0
392
0
0
1,500
bus_only
1,926
788
746
306
440
894
5,310.3
4,416.3
0
0
1
0
0
0
54
0
1003_13374
16
18
754
0
0
548
0
0
1,500
bus_only
2,077
754
775
306
469
928.5
5,380.6
4,452.2
0
0
1
0
0
0
54
0
1003_13374
17
18
719
0
0
317
0
0
1,500
bus_only
1,873
719
837
306
531
1,002.4
5,350.9
4,348.6
0
0
1
0
0
0
54
0
1003_13579
0
16
471
420
0
290
115
1
1,550
bus+train
1,323
891
142
26
1
168.2
7,741.6
2,744.7
4,828.7
0
1
1
0
16
16
1
1003_13579
1
16
418
420
0
290
115
1
1,550
bus+train
1,640
838
512
26
371
612.5
7,855.8
2,414.7
4,828.7
0
1
1
0
0
16
0
1003_13579
2
16
1,266
0
0
254
0
0
1,500
bus_only
1,967
1,266
447
207
240
535.2
9,360.5
8,825.3
0
0
1
0
0
0
16
0
1003_13579
3
16
510
420
0
350
115
1
1,550
bus+train
1,717
930
437
26
296
521.7
8,374.1
3,023.8
4,828.7
0
1
1
0
0
16
0
1003_13579
4
16
376
420
0
514
115
1
1,550
bus+train
1,773
796
463
26
322
553.4
8,014.4
2,632.3
4,828.7
0
1
1
0
0
16
0
1003_13579
5
16
367
420
0
395
115
2
1,550
bus+train
1,645
787
463
26
322
553.4
8,014.4
2,632.3
4,828.7
0
1
1
0
0
16
0
1003_13579
6
16
261
570
0
330
213
1
1,550
bus+train
1,722
831
561
26
322
671.3
8,229.2
1,760.5
5,797.4
0
1
1
0
0
16
0
1003_13579
7
16
1,230
0
0
254
0
0
1,500
bus_only
2,098
1,230
614
207
407
734.9
9,235.8
8,501
0
0
1
0
0
0
16
0
1003_13579
8
16
584
420
0
350
115
1
1,550
bus+train
1,917
1,004
563
26
422
673
8,703.1
3,201.5
4,828.7
0
1
1
0
0
16
0
1003_13579
9
16
428
420
0
574
115
1
1,550
bus+train
2,009
848
587
26
446
701.4
8,461.2
2,931.1
4,828.7
0
1
1
0
0
16
0
1003_13579
10
16
1,318
0
0
254
0
0
1,500
bus_only
2,225
1,318
653
207
446
782.2
9,906.3
9,124.1
0
0
1
0
0
0
16
0
1003_13579
11
16
340
420
0
514
115
1
1,550
bus+train
1,875
760
601
26
460
718.5
7,855.2
2,308
4,828.7
0
1
1
0
0
16
0
1003_13579
12
16
419
420
0
455
115
2
1,550
bus+train
1,881
839
587
26
446
701.4
8,461.2
2,931.1
4,828.7
0
1
1
0
0
16
0
1003_13579
13
16
330
420
0
395
115
2
1,550
bus+train
1,746
750
601
26
460
718.5
7,855.2
2,308
4,828.7
0
1
1
0
0
16
0
1003_13579
14
16
313
570
0
390
213
1
1,550
bus+train
1,958
883
685
26
446
819.3
8,676
2,059.2
5,797.4
0
1
1
0
0
16
0
1003_13579
15
16
224
570
0
330
213
1
1,550
bus+train
1,823
794
699
26
460
836.4
8,070
1,436.2
5,797.4
0
1
1
0
0
16
0
1003_13613
0
10
0
930
0
588
31
1
1,550
train_only
1,626
930
108
26
51
126.5
9,487.7
0
9,361.2
0
0
1
0
0
13
0
1003_13613
1
10
380
420
0
461
115
2
1,550
bus+train
1,405
800
144
26
3
170.1
7,409.7
2,411
4,828.7
0
1
1
0
0
13
0
1003_13613
2
10
276
570
0
317
213
1
1,550
bus+train
1,405
846
242
26
3
287.9
7,624.5
1,539.1
5,797.4
0
1
1
0
6
13
0.461538
1003_13613
3
10
418
420
0
521
115
2
1,550
bus+train
1,790
838
431
26
290
514.1
8,018.4
2,675.6
4,828.7
0
1
1
0
0
13
0
1003_13613
4
10
0
600
0
381
278
1
1,550
train_only
1,535
600
554
26
250
661.5
7,427.4
0
6,765.9
0
0
1
0
0
13
0
1003_13613
5
10
314
570
0
377
213
1
1,550
bus+train
1,790
884
529
26
290
632
8,233.2
1,803.8
5,797.4
0
1
1
0
0
13
0
1003_13613
6
10
422
420
0
621
115
2
1,550
bus+train
1,947
842
484
26
343
578.1
8,126.9
2,720.2
4,828.7
0
1
1
0
0
13
0
1003_13613
7
10
318
570
0
477
213
1
1,550
bus+train
1,947
888
582
26
343
696
8,341.7
1,848.3
5,797.4
0
1
1
0
7
13
0.538462
1003_13613
8
10
334
420
0
521
115
2
1,550
bus+train
1,818
754
543
26
402
648.3
7,529
2,052
4,828.7
0
1
1
0
0
13
0
1003_13613
9
10
230
570
0
377
213
1
1,550
bus+train
1,818
800
641
26
402
766.2
7,743.8
1,180.1
5,797.4
0
1
1
0
0
13
0
1003_13767
0
8
705
1,440
0
552
54
1
1,550
bus+train
2,778
2,145
81
26
1
94.5
14,084.7
3,425.4
10,564.8
0
1
1
0
26
26
1
1003_13767
1
8
639
1,440
0
552
54
1
1,550
bus+train
2,938
2,079
307
26
227
365.7
14,154.6
3,224
10,564.8
0
1
1
0
0
26
0
1003_13767
2
8
794
1,440
0
552
54
1
1,550
bus+train
3,085
2,234
299
26
219
356
14,540.2
3,619.3
10,564.8
0
1
1
0
0
26
0
1003_13767
3
8
912
1,200
0
581
45
1
1,550
bus+train
3,085
2,112
392
26
321
469
14,209.5
5,047.8
8,692.7
0
1
1
0
0
26
0
1003_13767
4
8
840
1,440
0
552
54
1
1,550
bus+train
3,290
2,280
458
26
378
546.9
14,921.6
3,809.8
10,564.8
0
1
1
0
0
26
0
1003_13767
5
8
208
1,890
0
770
116
1
1,650
bus+train
3,558
2,098
690
26
548
826
17,259.9
1,089.6
15,344.3
0
1
1
0
0
26
0
1003_13767
6
8
59
1,620
0
610
416
1
1,550
bus+train
3,070
1,679
781
26
339
935.4
15,848.7
379
14,534.4
0
1
1
0
0
26
0
1003_13767
7
8
99
1,620
0
605
400
1
1,650
bus+train
3,226
1,719
902
26
476
1,079.1
16,141.5
528
14,534.4
0
1
1
0
0
26
0
1003_13888
0
13
1,797
1,440
0
756
54
1
1,750
bus+train
4,099
3,237
106
26
26
124.4
20,969.9
10,280.6
10,564.8
0
1
1
0
5
15
0.333333
1003_13888
1
13
913
1,980
0
686
41
2
1,750
bus+train
3,672
2,893
93
26
26
109.2
20,949.1
5,656.1
15,183.8
0
1
1
0
0
15
0
1003_13888
2
13
902
1,980
0
952
63
1
1,750
bus+train
3,949
2,882
115
26
26
135.3
20,890.2
5,571
15,183.8
0
1
1
0
10
15
0.666667
1003_13888
3
13
879
1,980
0
746
41
2
1,750
bus+train
3,972
2,859
367
26
300
437.4
21,000.2
5,379
15,183.8
0
1
1
0
0
15
0
1003_13888
4
13
1,763
1,440
0
816
54
1
1,750
bus+train
4,399
3,203
380
26
300
452.6
21,021
10,003.5
10,564.8
0
1
1
0
0
15
0
1003_13888
5
13
868
1,980
0
1,012
63
1
1,750
bus+train
4,249
2,848
389
26
300
463.5
20,941.3
5,294
15,183.8
0
1
1
0
0
15
0
1003_13888
6
13
990
1,980
0
659
49
2
1,750
bus+train
4,064
2,970
435
26
360
518.5
21,105.5
5,403.2
15,183.8
0
1
1
0
0
15
0
1003_13888
7
13
1,942
1,440
0
756
54
1
1,750
bus+train
4,606
3,382
468
26
388
558.6
21,725.8
10,602.3
10,564.8
0
1
1
0
0
15
0
1003_13888
8
13
1,058
1,980
0
686
41
2
1,750
bus+train
4,179
3,038
455
26
388
543.4
21,705.1
5,977.8
15,183.8
0
1
1
0
0
15
0
1003_13888
9
13
1,039
1,980
0
1,012
63
1
1,750
bus+train
4,532
3,019
501
26
412
598.3
21,724.2
5,942.1
15,183.8
0
1
1
0
0
15
0
1003_13888
10
13
1,029
1,980
0
659
49
2
1,750
bus+train
4,199
3,009
531
26
456
634.3
21,404.1
5,586
15,183.8
0
1
1
0
0
15
0
1003_13888
11
13
1,568
1,980
0
1,229
47
1
1,750
bus+train
5,306
3,548
529
26
456
632.2
21,354.3
5,538.3
15,183.8
0
1
1
0
0
15
0
1003_13888
12
13
277
2,370
0
961
99
2
1,750
bus+train
4,297
2,647
689
26
564
823.5
23,850
1,291.2
21,735.3
0
1
1
0
0
15
0