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_229
13
16
1,013
0
0
556
68
1
1,500
bus_only
2,614
1,013
1,045
168
809
1,251.1
7,597
6,345.9
0
0
1
0
0
0
348
0
1003_229
14
16
962
0
0
537
0
0
1,500
bus_only
2,614
962
1,115
306
809
1,335.7
7,704.9
6,369.2
0
0
1
0
0
0
348
0
1003_229
15
16
962
0
0
303
136
2
1,500
bus_only
2,516
962
1,251
306
809
1,498.8
7,860.9
6,362
0
0
1
0
0
0
348
0
1003_230
0
14
0
840
0
453
103
1
1,550
train_only
1,485
840
192
26
63
228.6
7,940.6
0
7,712.1
0
0
1
0
984
985
0.998985
1003_230
1
14
744
180
0
298
95
1
1,550
bus+train
1,466
924
244
26
123
291.5
6,853
3,921.2
2,640.3
0
1
1
0
0
985
0
1003_230
2
14
1,114
0
0
311
0
0
1,500
bus_only
1,854
1,114
429
306
123
513.6
7,319.9
6,806.3
0
0
1
0
0
0
985
0
1003_230
3
14
839
180
0
434
95
1
1,550
bus+train
1,752
1,019
299
26
178
357.1
7,071.8
4,074.3
2,640.3
0
1
1
0
0
985
0
1003_230
4
14
706
180
0
358
95
1
1,550
bus+train
1,618
886
374
26
253
446.9
6,752.2
3,665
2,640.3
0
1
1
0
0
985
0
1003_230
5
14
766
180
0
440
95
2
1,550
bus+train
1,685
946
299
26
178
357.1
7,071.8
4,074.3
2,640.3
0
1
1
0
0
985
0
1003_230
6
14
1,188
0
0
108
0
0
1,500
bus_only
1,758
1,188
462
306
156
552.3
7,511.8
6,959.5
0
0
1
0
0
0
985
0
1003_230
7
14
635
330
0
239
217
1
1,550
bus+train
1,634
965
430
26
187
513
8,389.3
3,836.6
4,039.8
0
1
1
0
1
985
0.001015
1003_230
8
14
1,157
0
0
292
0
0
1,500
bus_only
1,920
1,157
471
306
165
564.3
8,700.4
8,136.1
0
0
1
0
0
0
985
0
1003_230
9
14
1,118
0
0
108
0
0
1,500
bus_only
1,757
1,118
531
306
225
635.5
7,185.7
6,550.2
0
0
1
0
0
0
985
0
1003_230
10
14
804
180
0
525
95
1
1,550
bus+train
1,961
984
452
26
331
540.5
7,388.8
4,207.9
2,640.3
0
1
1
0
0
985
0
1003_230
11
14
1,216
0
0
108
0
0
1,500
bus_only
1,961
1,216
637
306
331
762.6
7,855.7
7,093.1
0
0
1
0
0
0
985
0
1003_230
12
14
1,101
0
0
292
0
0
1,500
bus_only
2,070
1,101
677
306
371
810.6
8,471.9
7,661.3
0
0
1
0
0
0
985
0
1003_230
13
14
642
180
0
758
95
2
1,550
bus+train
2,193
822
613
26
492
733.6
6,950.7
3,576.8
2,640.3
0
1
1
0
0
985
0
1003_231
0
12
0
1,110
0
637
31
1
1,550
train_only
1,818
1,110
71
26
14
83.2
11,346.2
0
11,262.9
0
0
1
0
716
716
1
1003_231
1
12
561
330
0
638
192
2
1,550
bus+train
1,870
891
341
26
123
406.7
9,646.8
5,200.3
4,039.8
0
1
1
0
0
716
0
1003_231
2
12
592
330
0
638
192
2
1,550
bus+train
1,916
922
356
26
138
424.6
9,853.4
5,389.1
4,039.8
0
1
1
0
0
716
0
1003_231
3
12
1,011
0
0
382
108
1
1,500
bus_only
1,926
1,011
533
306
119
636.9
10,147.8
9,511
0
0
1
0
0
0
716
0
1003_231
4
12
1,042
0
0
322
108
1
1,500
bus_only
1,916
1,042
552
306
138
660.3
10,360
9,699.7
0
0
1
0
0
0
716
0
1003_231
5
12
1,151
0
0
291
132
1
1,500
bus_only
2,030
1,151
588
306
150
703.8
8,113.7
7,409.9
0
0
1
0
0
0
716
0
1003_231
6
12
880
0
0
489
196
1
1,500
bus_only
1,966
880
597
306
95
714.3
9,194.9
8,480.6
0
0
1
0
0
0
716
0
1003_231
7
12
961
180
0
634
95
2
1,550
bus+train
2,411
1,141
636
26
515
762.2
8,328
4,925.5
2,640.3
0
1
1
0
0
716
0
1003_231
8
12
708
180
0
703
227
2
1,550
bus+train
2,348
888
757
26
504
905.9
7,490.3
3,944.2
2,640.3
0
1
1
0
0
716
0
1003_231
9
12
1,308
0
0
282
0
1
1,500
bus_only
2,411
1,308
821
306
515
984.3
8,794.9
7,810.6
0
0
1
0
0
0
716
0
1003_231
10
12
1,130
0
0
322
108
1
1,500
bus_only
2,333
1,130
881
306
467
1,054.9
11,054.4
9,999.5
0
0
1
0
0
0
716
0
1003_231
11
12
1,055
0
0
291
132
1
1,500
bus_only
2,296
1,055
950
306
512
1,137.8
7,967.1
6,829.3
0
0
1
0
0
0
716
0
1003_232
0
7
672
180
0
605
95
1
1,550
bus+train
1,765
852
308
26
187
368.5
8,430.5
5,421.7
2,640.3
0
1
1
0
1,247
1,249
1
1003_232
1
7
394
330
0
459
84
1
1,550
bus+train
1,560
724
377
26
267
450.8
8,726.2
4,235.6
4,039.8
0
1
1
0
0
1,249
0
1003_232
2
7
846
0
0
201
0
0
1,500
bus_only
1,576
846
529
306
223
632.5
9,178.7
8,546.2
0
0
1
0
0
0
1,249
0
1003_232
3
7
350
330
0
519
84
1
1,550
bus+train
1,702
680
503
26
393
600.9
8,340
3,699.3
4,039.8
0
1
1
0
0
1,249
0
1003_232
4
7
802
0
0
201
0
0
1,500
bus_only
1,702
802
699
306
393
836.7
8,846.6
8,009.9
0
0
1
0
0
0
1,249
0
1003_232
5
7
439
330
0
650
121
2
1,550
bus+train
2,053
769
634
26
487
757.5
9,471.3
4,674
4,039.8
0
1
1
0
0
1,249
0
1003_232
6
7
891
0
0
332
37
1
1,500
bus_only
2,143
891
920
306
577
1,101.3
10,085.9
8,984.6
0
0
1
0
0
0
1,249
0
1003_233
0
12
0
870
0
575
31
1
1,550
train_only
1,512
870
67
26
10
77.8
9,218.8
0
9,141
0
0
1
0
981
981
1
1003_233
1
12
570
570
0
542
111
1
1,550
bus+train
1,989
1,140
307
26
170
366
9,646.3
3,482.9
5,797.4
0
1
1
0
0
981
0
1003_233
2
12
1,196
180
0
568
95
1
1,550
bus+train
2,235
1,376
291
26
170
347.8
8,314.1
5,326
2,640.3
0
1
1
0
0
981
0
1003_233
3
12
1,236
180
0
568
95
1
1,550
bus+train
2,404
1,416
420
26
299
502.3
8,781.6
5,638.9
2,640.3
0
1
1
0
0
981
0
1003_233
4
12
610
570
0
542
111
1
1,550
bus+train
2,158
1,180
436
26
299
520.5
10,113.8
3,795.8
5,797.4
0
1
1
0
0
981
0
1003_233
5
12
1,087
180
0
568
95
1
1,550
bus+train
2,341
1,267
506
26
385
606.2
8,336.6
5,090.1
2,640.3
0
1
1
0
0
981
0
1003_233
6
12
461
570
0
542
111
1
1,550
bus+train
2,095
1,031
522
26
385
624.5
9,668.8
3,247
5,797.4
0
1
1
0
0
981
0
1003_233
7
12
234
870
0
415
222
1
1,550
bus+train
2,082
1,104
563
26
315
673.7
11,071.1
1,931.2
8,466.2
0
1
1
0
0
981
0
1003_233
8
12
179
870
0
475
222
1
1,550
bus+train
2,237
1,049
713
26
465
852.9
10,825.5
1,506.5
8,466.2
0
1
1
0
0
981
0
1003_233
9
12
917
180
0
801
187
1
1,550
bus+train
2,583
1,097
685
26
472
819.3
9,469.3
6,009.7
2,640.3
0
1
1
0
0
981
0
1003_233
10
12
571
720
0
564
182
1
1,550
bus+train
2,571
1,291
716
26
508
856.2
11,868.1
3,614.6
7,397.3
0
1
1
0
0
981
0
1003_233
11
12
1,079
180
0
661
95
2
1,550
bus+train
2,590
1,259
670
26
549
802.6
8,372.5
4,929.6
2,640.3
0
1
1
0
0
981
0
1003_235
0
11
0
840
0
411
31
1
1,550
train_only
1,316
840
65
26
8
76.1
8,548.3
0
8,472.2
0
0
1
0
640
641
0.99844
1003_235
1
11
310
420
0
523
115
1
1,550
bus+train
1,565
730
312
26
171
372
7,371.6
2,170.9
4,828.7
0
1
1
0
1
641
0.00156
1003_235
2
11
1,122
0
0
820
0
0
1,500
bus_only
2,509
1,122
567
207
360
679.1
8,721.3
8,042.2
0
0
1
0
0
0
641
0
1003_235
3
11
919
330
0
617
84
3
1,550
bus+train
2,301
1,249
435
26
325
520.2
9,572.1
5,012.1
4,039.8
0
1
1
0
0
641
0
1003_235
4
11
265
420
0
583
115
1
1,550
bus+train
1,748
685
480
26
339
573.2
7,386.2
1,984.4
4,828.7
0
1
1
0
0
641
0
1003_235
5
11
407
420
0
583
115
1
1,550
bus+train
1,943
827
533
26
392
637.2
7,880.5
2,414.7
4,828.7
0
1
1
0
0
641
0
1003_235
6
11
250
420
0
664
115
1
1,550
bus+train
1,944
670
610
26
469
729.1
7,407
1,849.2
4,828.7
0
1
1
0
0
641
0
1003_235
7
11
325
870
0
613
142
2
1,550
bus+train
2,301
1,195
493
26
325
590.2
11,636.1
2,579.8
8,466.2
0
1
1
0
0
641
0
1003_235
8
11
310
570
0
362
179
1
1,550
bus+train
1,916
880
674
26
469
805.9
8,006.7
1,403.4
5,797.4
0
1
1
0
0
641
0
1003_235
9
11
658
180
0
536
187
1
1,550
bus+train
2,053
838
679
26
466
812.2
8,299.3
4,846.8
2,640.3
0
1
1
0
0
641
0
1003_235
10
11
133
570
0
340
213
1
1,550
bus+train
1,751
703
708
26
469
847
7,621.8
977.4
5,797.4
0
1
1
0
0
641
0
1003_236
0
19
0
930
0
515
31
1
1,550
train_only
1,508
930
63
26
6
73.7
9,434.9
0
9,361.2
0
0
1
0
604
604
1
1003_236
1
19
0
650
0
432
244
2
1,550
train_only
1,358
650
276
26
6
327.7
8,162.8
0
7,835.1
0
0
1
0
0
604
0
1003_236
2
19
1,037
0
0
316
0
0
1,500
bus_only
1,980
1,037
627
207
420
751.4
8,793.6
8,042.2
0
0
1
0
0
0
604
0
1003_236
3
19
356
420
0
565
115
2
1,550
bus+train
1,549
776
208
26
67
247
7,486.7
2,411
4,828.7
0
1
1
0
0
604
0
1003_236
4
19
547
420
0
364
196
2
1,550
bus+train
1,603
967
272
26
50
322.7
9,206.1
4,054.7
4,828.7
0
1
1
0
0
604
0
1003_236
5
19
439
360
0
351
304
1
1,550
bus+train
1,549
799
399
28
67
477.1
8,065
2,336.3
5,251.6
0
1
1
0
0
604
0
1003_236
6
19
0
640
0
548
118
2
1,550
train_only
1,531
640
343
26
199
407.2
7,661.3
0
7,254.1
0
0
1
0
0
604
0
1003_236
7
19
0
600
0
428
278
1
1,550
train_only
1,531
600
503
26
199
600.1
7,366
0
6,765.9
0
0
1
0
0
604
0
1003_236
8
19
241
420
0
286
115
1
1,550
bus+train
1,509
661
562
26
421
672
7,349.9
1,849.2
4,828.7
0
1
1
0
0
604
0
1003_236
9
19
346
420
0
556
119
2
1,550
bus+train
1,802
766
480
26
335
573.6
7,454.6
2,052.3
4,828.7
0
1
1
0
0
604
0
1003_236
10
19
305
420
0
625
115
2
1,550
bus+train
1,832
725
482
26
341
575.4
7,456
2,052
4,828.7
0
1
1
0
0
604
0
1003_236
11
19
393
420
0
766
115
2
1,550
bus+train
2,058
813
479
26
338
571.7
8,076
2,675.6
4,828.7
0
1
1
0
0
604
0
1003_236
12
19
1,109
0
0
663
0
1
1,500
bus_only
2,319
1,109
547
207
340
654.7
8,899.7
8,245
0
0
1
0
0
0
604
0
1003_236
13
19
200
570
0
610
213
1
1,550
bus+train
1,959
770
579
26
340
691.8
7,669.4
1,180.1
5,797.4
0
1
1
0
0
604
0
1003_236
14
19
288
570
0
623
213
1
1,550
bus+train
2,058
858
577
26
338
689.6
8,290.8
1,803.8
5,797.4
0
1
1
0
0
604
0
1003_236
15
19
395
420
0
625
115
2
1,550
bus+train
1,988
815
548
26
407
654.9
8,203.8
2,720.2
4,828.7
0
1
1
0
0
604
0
1003_236
16
19
494
420
0
304
196
2
1,550
bus+train
1,825
914
607
26
385
725.6
9,225.6
3,671.3
4,828.7
0
1
1
0
0
604
0
1003_236
17
19
290
570
0
610
213
1
1,550
bus+train
2,116
860
646
26
407
772.8
8,418.6
1,848.3
5,797.4
0
1
1
0
0
604
0
1003_236
18
19
478
360
0
411
304
1
1,550
bus+train
1,988
838
739
28
407
885
8,782.1
2,645.5
5,251.6
0
1
1
0
0
604
0
1003_237
0
8
0
1,050
0
478
31
1
1,550
train_only
1,610
1,050
82
26
25
96.3
10,613.5
0
10,517.2
0
0
1
0
67
69
0.971014
1003_237
1
8
0
560
0
756
103
1
1,550
train_only
1,613
560
297
26
168
354.2
7,033.3
0
6,679.1
0
0
1
0
0
69
0
1003_237
2
8
1,097
0
0
184
0
0
1,500
bus_only
1,750
1,097
469
306
163
560.8
9,041.6
8,480.8
0
0
1
0
0
0
69
0
1003_237
3
8
483
420
0
483
115
1
1,550
bus+train
1,736
903
350
26
209
417.3
8,317.4
3,071.5
4,828.7
0
1
1
0
2
69
0.028986
1003_237
4
8
448
420
0
543
115
1
1,550
bus+train
1,773
868
362
26
221
432.1
8,012.5
2,751.8
4,828.7
0
1
1
0
0
69
0
1003_237
5
8
1,062
0
0
184
0
0
1,500
bus_only
1,738
1,062
492
306
186
587.5
8,748.6
8,161.1
0
0
1
0
0
0
69
0
1003_237
6
8
468
420
0
561
115
2
1,550
bus+train
1,867
888
418
26
277
498.7
8,572.7
3,245.3
4,828.7
0
1
1
0
0
69
0
1003_237
7
8
362
570
0
419
213
1
1,550
bus+train
1,867
932
516
26
277
616.6
8,787.4
2,373.4
5,797.4
0
1
1
0
0
69
0
1003_238
0
23
0
1,230
0
446
31
1
1,550
train_only
1,751
1,230
75
26
18
87.4
12,578.3
0
12,490.8
0
0
1
0
705
706
0.998584
1003_238
1
23
0
740
0
543
244
2
1,550
train_only
1,571
740
288
26
18
341.5
8,994.3
0
8,652.8
0
0
1
0
1
706
0.001416
1003_238
2
23
1,072
300
0
533
67
1
1,550
bus+train
2,105
1,372
200
26
107
236.5
9,236
5,966.5
3,033.1
0
1
1
0
0
706
0
1003_238
3
23
1,602
120
0
460
28
2
1,550
bus+train
2,395
1,722
213
26
159
253.7
11,057.4
9,425.2
1,378.4
0
1
1
0
0
706
0
1003_238
4
23
0
720
0
657
240
1
1,550
train_only
1,661
720
284
26
18
337.7
6,235.6
0
5,897.9
0
0
1
0
0
706
0
1003_238
5
23
425
630
0
579
161
1
1,550
bus+train
1,908
1,055
274
26
87
327
6,401.3
1,277.9
4,796.4
0
1
1
0
0
706
0
1003_238
6
23
0
690
0
937
90
1
1,550
train_only
1,900
690
273
26
157
325.6
5,810.9
0
5,485.3
0
0
1
0
0
706
0
1003_238
7
23
1,204
600
0
311
96
1
1,550
bus+train
2,392
1,804
277
26
155
330.2
12,065.7
6,808.6
4,926.9
0
1
1
0
0
706
0
1003_238
8
23
491
780
0
697
56
1
1,550
bus+train
2,239
1,271
271
26
189
323.3
9,510.2
2,821.6
6,365.3
0
1
1
0
0
706
0
1003_238
9
23
459
780
0
697
56
1
1,550
bus+train
2,246
1,239
310
26
228
370.1
9,269.7
2,534.3
6,365.3
0
1
1
0
0
706
0
1003_238
10
23
519
630
0
660
110
1
1,550
bus+train
2,153
1,149
344
26
208
409.5
6,394
1,188
4,796.4
0
1
1
0
0
706
0
1003_238
11
23
1,659
120
0
460
28
2
1,550
bus+train
2,500
1,779
261
26
207
311.5
11,397.1
9,707.2
1,378.4
0
1
1
0
0
706
0
1003_238
12
23
148
630
0
897
182
1
1,550
bus+train
2,038
778
363
26
155
433.4
6,267.6
1,037.8
4,796.4
0
1
1
0
0
706
0
1003_238
13
23
370
630
0
639
161
1
1,550
bus+train
2,034
1,000
395
26
208
471.6
6,275.4
1,007.3
4,796.4
0
1
1
0
0
706
0