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
10018_8501761
9
10
1,207
0
0
416
163
1
1,500
bus_only
2,490
1,207
867
274
430
1,037.1
10,592.7
9,555.6
0
0
1
0
0
0
13
0
10018_9001568
0
3
437
0
0
45
0
0
1,500
bus_only
497
437
15
9
6
16.8
3,188.3
3,171.5
0
0
1
0
0
39
64
1
10018_9001568
1
3
378
0
0
45
0
0
1,500
bus_only
920
378
497
9
488
595.2
3,333.9
2,738.7
0
0
1
0
0
0
64
0
10018_9001568
2
3
495
0
0
45
0
0
1,500
bus_only
971
495
431
9
422
515.9
4,066.2
3,550.3
0
0
1
0
0
0
64
0
10018_9001569
0
3
552
0
0
344
0
0
1,500
bus_only
906
552
10
9
1
10.6
3,560.9
3,550.3
0
0
1
0
0
18
27
1
10018_9001569
1
3
300
210
0
257
61
1
1,550
bus+train
991
510
224
9
154
267.6
3,904.4
1,448.4
2,188.4
0
1
1
0
0
27
0
10018_9001569
2
3
476
0
0
404
0
0
1,500
bus_only
1,309
476
429
9
420
512.7
3,684.2
3,171.5
0
0
1
0
0
0
27
0
10018_9003491
0
2
698
0
0
322
0
0
1,500
bus_only
1,035
698
15
9
6
16.3
4,880.3
4,864
0
0
1
0
0
111
111
1
10018_9003491
1
2
638
0
0
322
0
0
1,500
bus_only
1,359
638
399
9
390
477.1
4,995.4
4,518.4
0
0
1
0
0
0
111
0
10018_9003493
0
5
764
0
0
267
0
0
1,500
bus_only
1,045
764
14
9
5
15.2
5,414.8
5,399.5
0
0
1
0
0
37
40
0.925
10018_9003493
1
5
753
0
0
214
0
1
1,500
bus_only
982
753
15
9
6
16.5
5,416.1
5,399.5
0
0
1
0
0
3
40
0.075
10018_9003493
2
5
800
0
0
185
0
0
1,500
bus_only
1,178
800
193
9
184
230
5,764.7
5,534.7
0
0
1
0
0
0
40
0
10018_9003493
3
5
835
0
0
185
0
0
1,500
bus_only
1,407
835
387
9
378
461.4
6,182.6
5,721.2
0
0
1
0
0
0
40
0
10018_9003493
4
5
835
0
0
207
0
0
1,500
bus_only
1,568
835
526
9
517
629.3
6,487.6
5,858.3
0
0
1
0
0
0
40
0
10018_9003496
0
8
844
0
0
254
0
0
1,500
bus_only
1,114
844
16
9
7
17.3
5,875.6
5,858.3
0
0
1
0
0
19
30
0.633333
10018_9003496
1
8
834
0
0
248
0
1
1,500
bus_only
1,098
834
16
9
7
17.3
5,875.6
5,858.3
0
0
1
0
0
2
30
0.066667
10018_9003496
2
8
928
0
0
156
0
0
1,500
bus_only
1,411
928
327
9
318
390.3
6,355.3
5,965
0
0
1
0
0
9
30
0.3
10018_9003496
3
8
877
0
0
254
0
0
1,500
bus_only
1,505
877
374
9
365
447.3
6,629.9
6,182.6
0
0
1
0
0
0
30
0
10018_9003496
4
8
831
0
0
216
0
0
1,500
bus_only
1,439
831
392
9
383
469
6,190.2
5,721.2
0
0
1
0
0
0
30
0
10018_9003496
5
8
786
0
0
156
0
0
1,500
bus_only
1,341
786
399
9
390
477.2
6,011.9
5,534.7
0
0
1
0
0
0
30
0
10018_9003496
6
8
981
0
0
156
0
0
1,500
bus_only
1,611
981
474
9
465
566.6
6,861.6
6,295
0
0
1
0
0
0
30
0
10018_9003496
7
8
771
0
0
314
0
0
1,500
bus_only
1,678
771
593
9
584
709.4
6,109
5,399.5
0
0
1
0
0
0
30
0
10018_9003530
0
4
929
0
0
82
0
0
1,500
bus_only
1,027
929
16
9
7
17.1
6,498.5
6,481.4
0
0
1
0
0
27
27
1
10018_9003530
1
4
883
0
0
82
0
0
1,500
bus_only
1,310
883
345
9
336
412.9
6,595.5
6,182.6
0
0
1
0
0
0
27
0
10018_9003530
2
4
1,030
0
0
101
0
0
1,500
bus_only
1,572
1,030
441
9
432
527.9
7,102
6,574.1
0
0
1
0
0
0
27
0
10018_9003530
3
4
985
0
0
101
0
0
1,500
bus_only
1,575
985
489
9
480
584.8
6,879.8
6,295
0
0
1
0
0
0
27
0
10018_9004247
0
3
1,343
0
0
363
0
0
1,500
bus_only
1,722
1,343
16
9
7
17
9,354.3
9,337.3
0
0
1
0
0
15
15
1
10018_9004247
1
3
1,312
0
0
363
0
0
1,500
bus_only
2,055
1,312
380
9
371
453.7
9,467.2
9,013.5
0
0
1
0
0
0
15
0
10018_9004247
2
3
1,430
0
0
363
0
0
1,500
bus_only
2,152
1,430
359
9
350
428.9
10,082
9,653.1
0
0
1
0
0
0
15
0
10018_9034543
0
3
808
0
0
140
0
1
1,500
bus_only
966
808
18
9
9
19.5
5,149.6
5,130
0
0
1
0
0
15
15
1
10018_9034543
1
3
840
0
0
612
0
1
1,500
bus_only
1,947
840
495
9
486
592
6,866.4
6,274.4
0
0
1
0
0
0
15
0
10018_9034543
2
3
1,015
0
0
429
22
1
1,500
bus_only
2,019
1,015
575
9
544
687.6
6,984.5
6,296.9
0
0
1
0
0
0
15
0
10018_9034952
0
2
666
0
0
570
0
0
1,500
bus_only
1,246
666
10
9
1
10.1
5,492.6
5,482.6
0
0
1
0
0
19
19
1
10018_9034952
1
2
381
0
0
163
0
0
1,500
bus_only
819
381
275
274
1
328.5
4,438.5
4,110
0
0
1
0
0
0
19
0
10018_9034954
0
2
748
0
0
567
0
0
1,500
bus_only
1,330
748
15
9
6
16.2
4,988
4,971.8
0
0
1
0
0
23
23
1
10018_9034954
1
2
411
0
0
101
0
0
1,500
bus_only
792
411
280
274
6
334.6
3,933.9
3,599.3
0
0
1
0
0
0
23
0
10018_9034956
0
4
550
0
0
546
0
0
1,500
bus_only
1,106
550
10
9
1
10.3
4,394.4
4,384.1
0
0
1
0
0
75
75
1
10018_9034956
1
4
258
0
0
45
0
0
1,500
bus_only
578
258
275
274
1
328.6
3,340.2
3,011.5
0
0
1
0
0
0
75
0
10018_9034956
2
4
482
0
0
606
0
0
1,500
bus_only
1,581
482
493
9
484
589.3
4,521
3,931.7
0
0
1
0
0
0
75
0
10018_9034956
3
4
190
0
0
105
0
0
1,500
bus_only
1,053
190
758
274
484
907.7
3,466.8
2,559.2
0
0
1
0
0
0
75
0
10018_9034958
0
4
544
0
0
50
0
0
1,500
bus_only
604
544
10
9
1
9.9
3,941.6
3,931.7
0
0
1
0
0
29
29
1
10018_9034958
1
4
219
0
0
61
0
0
1,500
bus_only
555
219
275
274
1
328.3
2,887.4
2,559.2
0
0
1
0
0
0
29
0
10018_9034958
2
4
612
0
0
110
0
0
1,500
bus_only
1,236
612
514
9
505
615.3
4,999.4
4,384.1
0
0
1
0
0
0
29
0
10018_9034958
3
4
287
0
0
121
0
0
1,500
bus_only
1,187
287
779
274
505
933.7
3,945.2
3,011.5
0
0
1
0
0
0
29
0
10018_9036732
0
14
303
0
0
298
0
0
1,500
bus_only
611
303
10
9
1
10.6
2,114.8
2,104.2
0
0
1
0
0
16
16
1
10018_9036732
1
14
299
0
0
197
0
1
1,500
bus_only
506
299
10
9
1
10.6
2,114.8
2,104.2
0
0
1
0
0
0
16
0
10018_9036732
2
14
375
0
0
149
0
0
1,500
bus_only
710
375
186
9
177
221.7
2,486
2,264.3
0
0
1
0
0
0
16
0
10018_9036732
3
14
324
0
0
197
0
1
1,500
bus_only
708
324
187
9
178
222.9
2,485.4
2,262.5
0
0
1
0
0
0
16
0
10018_9036732
4
14
284
0
0
209
0
0
1,500
bus_only
768
284
275
9
266
327.6
2,166.5
1,838.9
0
0
1
0
0
0
16
0
10018_9036732
5
14
406
0
0
209
0
0
1,500
bus_only
1,052
406
437
9
428
521.1
3,031
2,509.9
0
0
1
0
0
0
16
0
10018_9036732
6
14
385
0
0
204
0
0
1,500
bus_only
1,170
385
581
87
494
695.1
1,787.1
1,092.1
0
0
1
0
0
0
16
0
10018_9036732
7
14
535
0
0
221
0
1
1,500
bus_only
1,273
535
517
127
390
619
1,711
1,092.1
0
0
1
0
0
0
16
0
10018_9036732
8
14
432
0
0
242
0
0
1,500
bus_only
1,273
432
599
209
390
718.1
1,702.7
984.6
0
0
1
0
0
0
16
0
10018_9036732
9
14
321
0
0
204
0
0
1,500
bus_only
1,148
321
623
87
536
746.4
1,601.4
855
0
0
1
0
0
0
16
0
10018_9036732
10
14
291
0
0
268
31
1
1,500
bus_only
1,152
291
593
9
553
710
2,628.7
1,918.7
0
0
1
0
0
0
16
0
10018_9036732
11
14
46
0
0
127
0
0
1,500
bus_only
886
46
713
274
439
853.6
1,852.4
998.8
0
0
1
0
0
0
16
0
10018_9036732
12
14
485
0
0
221
0
1
1,500
bus_only
1,386
485
680
127
553
814.5
1,751.2
936.7
0
0
1
0
0
0
16
0
10018_9036732
13
14
382
0
0
242
0
0
1,500
bus_only
1,386
382
762
209
553
913.6
1,742.8
829.2
0
0
1
0
0
0
16
0
10018_9312
0
2
578
0
0
60
0
0
1,500
bus_only
658
578
20
9
11
22.8
4,257.4
4,234.6
0
0
1
0
0
142
142
1
10018_9312
1
2
625
0
0
60
0
0
1,500
bus_only
1,023
625
338
9
329
404
4,922.4
4,518.4
0
0
1
0
0
0
142
0
10018_9542
0
3
352
0
0
68
0
0
1,500
bus_only
439
352
19
9
10
20.7
2,456
2,435.3
0
0
1
0
0
28
28
1
10018_9542
1
3
279
0
0
68
0
0
1,500
bus_only
803
279
456
9
447
545.3
2,577.9
2,032.7
0
0
1
0
0
0
28
0
10018_9542
2
3
409
0
0
128
0
0
1,500
bus_only
996
409
459
9
450
549.4
3,411.8
2,862.4
0
0
1
0
0
0
28
0
10018_9646
0
8
259
0
0
678
0
0
1,500
bus_only
952
259
15
9
6
16.5
2,049.2
2,032.7
0
0
1
0
0
49
49
1
10018_9646
1
8
200
0
0
441
0
1
1,500
bus_only
717
200
76
9
67
89.4
2,037.9
1,948.5
0
0
1
0
0
0
49
0
10018_9646
2
8
218
0
0
405
0
0
1,500
bus_only
762
218
139
87
52
164.6
2,168.4
2,003.8
0
0
1
0
0
0
49
0
10018_9646
3
8
260
0
0
501
0
1
1,500
bus_only
1,158
260
397
9
388
473.4
2,879.1
2,405.6
0
0
1
0
0
0
49
0
10018_9646
4
8
0
230
0
299
0
0
1,550
train_only
971
230
442
222
220
530
2,458.2
0
1,928.2
0
0
1
0
0
49
0
10018_9646
5
8
278
0
0
405
0
0
1,500
bus_only
1,158
278
475
87
388
567
3,027.9
2,460.9
0
0
1
0
0
0
49
0
10018_9646
6
8
313
0
0
738
0
0
1,500
bus_only
1,492
313
441
9
432
527
2,962.3
2,435.3
0
0
1
0
0
0
49
0
10018_9646
7
8
205
0
0
738
0
0
1,500
bus_only
1,422
205
479
9
470
573
2,183.1
1,610.2
0
0
1
0
0
0
49
0
10018_9667
0
5
627
0
0
493
23
1
1,500
bus_only
1,153
627
33
9
1
37.5
3,353.3
3,315.9
0
0
1
0
0
10
18
0.555556
10018_9667
1
5
468
0
0
237
90
1
1,500
bus_only
805
468
100
9
1
118.1
2,815.7
2,697.6
0
0
1
0
0
8
18
0.444444
10018_9667
2
5
529
0
0
493
23
1
1,500
bus_only
1,438
529
416
9
384
496.7
3,471.7
2,975.1
0
0
1
0
0
0
18
0
10018_9667
3
5
370
0
0
237
90
1
1,500
bus_only
1,090
370
483
9
384
577.4
2,934.1
2,356.8
0
0
1
0
0
0
18
0
10018_9667
4
5
417
330
0
485
81
1
1,550
bus+train
1,726
747
494
9
404
590.2
5,911.5
2,738.7
2,582.6
0
1
1
0
0
18
0
10018_9670
0
16
677
0
0
336
23
1
1,500
bus_only
1,046
677
33
9
1
37.7
3,882.8
3,845.2
0
0
1
0
0
8
24
0.333333
10018_9670
1
16
1,476
0
0
232
23
1
1,500
bus_only
1,839
1,476
131
9
99
155.3
6,171.1
6,015.8
0
0
1
0
0
0
24
0
10018_9670
2
16
1,377
0
0
292
23
1
1,500
bus_only
1,934
1,377
265
9
233
316
6,157.2
5,841.2
0
0
1
0
0
0
24
0
10018_9670
3
16
1,257
0
0
330
23
2
1,500
bus_only
1,797
1,257
210
9
178
250.4
6,062.7
5,812.4
0
0
1
0
0
0
24
0
10018_9670
4
16
855
0
0
709
23
2
1,500
bus_only
1,915
855
351
9
319
417.9
4,309.1
3,891.3
0
0
1
0
0
0
24
0
10018_9670
5
16
805
0
0
709
23
2
1,500
bus_only
1,881
805
367
9
335
436.9
4,251
3,814
0
0
1
0
0
0
24
0
10018_9670
6
16
662
0
0
649
23
2
1,500
bus_only
1,713
662
402
9
370
481
4,055.2
3,574.2
0
0
1
0
0
0
24
0
10018_9670
7
16
754
0
0
336
23
1
1,500
bus_only
1,599
754
509
9
477
608.7
4,877.2
4,268.6
0
0
1
0
0
0
24
0
10018_9670
8
16
733
0
0
709
23
2
1,500
bus_only
1,877
733
435
9
403
518.4
4,195.2
3,676.8
0
0
1
0
0
0
24
0
10018_9670
9
16
1,206
0
0
292
23
1
1,500
bus_only
2,020
1,206
522
9
490
623.7
5,836.8
5,213.1
0
0
1
0
0
0
24
0
10018_9670
10
16
676
0
0
649
202
1
1,500
bus_only
1,857
676
532
9
321
635.2
3,634.9
2,999.6
0
0
1
0
0
12
24
0.5
10018_9670
11
16
626
0
0
649
202
1
1,500
bus_only
1,827
626
552
9
341
659.8
3,582.2
2,922.4
0
0
1
0
0
0
24
0
10018_9670
12
16
483
0
0
649
202
1
1,500
bus_only
1,713
483
581
9
370
695.1
3,377.7
2,682.6
0
0
1
0
0
0
24
0
10018_9670
13
16
554
0
0
709
202
1
1,500
bus_only
1,877
554
614
9
403
732.5
3,517.7
2,785.2
0
0
1
0
0
0
24
0
10018_9670
14
16
374
330
0
772
81
1
1,550
bus+train
2,076
704
600
9
510
716.3
6,037.6
2,738.7
2,582.6
0
1
1
0
0
24
0
10018_9670
15
16
855
0
0
220
66
1
1,500
bus_only
1,809
855
734
104
564
878.2
6,779
5,900.8
0
0
1
0
0
4
24
0.166667
10018_9671
0
2
591
0
0
199
0
0
1,500
bus_only
808
591
18
9
9
19.5
4,621
4,601.5
0
0
1
0
0
33
33
1
10018_9671
1
2
634
0
0
199
0
0
1,500
bus_only
1,226
634
393
9
384
469.4
5,418.2
4,948.7
0
0
1
0
0
0
33
0
10018_9684
0
5
284
0
0
317
0
1
1,500
bus_only
618
284
17
9
8
18.3
1,995.3
1,976.9
0
0
1
0
0
16
21
0.8
10018_9684
1
5
275
0
0
312
0
0
1,500
bus_only
835
275
248
9
239
295
2,327.6
2,032.7
0
0
1
0
0
0
21
0
10018_9684
2
5
222
0
0
312
0
0
1,500
bus_only
881
222
347
9
338
413.8
2,024
1,610.2
0
0
1
0
0
4
21
0.2
10018_9684
3
5
376
0
0
317
0
1
1,500
bus_only
1,079
376
386
9
377
461.3
2,779
2,317.8
0
0
1
0
0
0
21
0
10018_9684
4
5
0
230
0
200
0
0
1,550
train_only
857
230
427
222
205
510.5
2,438.6
0
1,928.2
0
0
1
0
0
21
0
10018_9704
0
16
869
0
0
193
23
1
1,500
bus_only
1,095
869
33
9
1
37.8
4,306.4
4,268.6
0
0
1
0
0
9
21
0.428571