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
1002_9684
5
13
973
0
0
679
0
1
1,500
bus_only
2,080
973
428
51
377
512.1
8,260.2
7,748.1
0
0
1
0
0
0
26
0
1002_9684
6
13
361
330
0
334
95
1
1,550
bus+train
1,545
691
520
62
363
621.9
6,645.4
2,004.7
4,018.8
0
1
1
0
10
26
0.384615
1002_9684
7
13
405
330
0
467
95
2
1,550
bus+train
1,666
735
464
62
307
554.4
7,000.5
2,427.2
4,018.8
0
1
1
0
0
26
0
1002_9684
8
13
519
330
0
320
95
1
1,550
bus+train
1,703
849
534
62
377
638.8
7,370
2,712.4
4,018.8
0
1
1
0
0
26
0
1002_9684
9
13
912
0
0
709
0
1
1,500
bus_only
2,169
912
548
51
497
655.9
8,292.8
7,636.9
0
0
1
0
0
0
26
0
1002_9684
10
13
810
0
0
719
89
1
1,500
bus_only
2,148
810
619
51
479
740.4
7,559.2
6,818.8
0
0
1
0
0
0
26
0
1002_9684
11
13
1,077
0
0
218
0
0
1,500
bus_only
2,103
1,077
808
416
392
968.8
7,858.1
6,889.3
0
0
1
0
0
0
26
0
1002_9684
12
13
1,235
0
0
158
0
0
1,500
bus_only
2,186
1,235
793
416
377
950.6
8,547.5
7,596.9
0
0
1
0
0
0
26
0
1002_9751
0
5
1,178
0
0
397
34
1
1,500
bus_only
1,804
1,178
229
184
11
271.6
7,410.6
7,139
0
0
1
0
0
0
50
0.2
1002_9751
1
5
1,002
0
0
375
0
0
1,500
bus_only
1,804
1,002
427
416
11
511.1
7,400.4
6,889.3
0
0
1
0
0
0
50
0.2
1002_9751
2
5
1,072
0
0
435
0
0
1,500
bus_only
2,314
1,072
807
416
391
967.4
8,223.4
7,256.1
0
0
1
0
0
0
50
0.2
1002_9751
3
5
723
0
0
837
0
1
1,500
bus_only
1,857
723
297
51
246
354.3
8,166.9
7,812.6
0
0
1
0
0
0
50
0.2
1002_9751
4
5
684
0
0
837
0
1
1,500
bus_only
1,945
684
424
51
373
506.4
7,676.9
7,170.5
0
0
1
0
0
0
50
0.2
1002_9865
0
18
492
330
0
304
95
1
1,550
bus+train
1,292
822
166
62
9
197.9
5,680.1
1,463.4
4,018.8
0
1
1
0
24
24
1
1002_9865
1
18
338
330
0
407
95
2
1,550
bus+train
1,241
668
166
62
9
197.9
5,680.1
1,463.4
4,018.8
0
1
1
0
0
24
0
1002_9865
2
18
1,081
0
0
224
0
0
1,500
bus_only
1,730
1,081
425
416
9
509.7
6,857.7
6,348
0
0
1
0
0
0
24
0
1002_9865
3
18
263
330
0
352
225
1
1,550
bus+train
1,241
593
296
62
9
353.1
5,558.7
1,186.8
4,018.8
0
1
1
0
0
24
0
1002_9865
4
18
548
330
0
660
66
1
1,550
bus+train
1,864
878
326
62
198
388.2
5,673.4
1,266.3
4,018.8
0
1
1
0
0
24
0
1002_9865
5
18
441
330
0
364
95
1
1,550
bus+train
1,616
771
481
62
324
574.7
5,747.6
1,154.1
4,018.8
0
1
1
0
0
24
0
1002_9865
6
18
293
330
0
577
95
1
1,550
bus+train
1,720
623
520
62
363
621.3
5,836.1
1,196.1
4,018.8
0
1
1
0
0
24
0
1002_9865
7
18
287
330
0
467
95
2
1,550
bus+train
1,565
617
481
62
324
574.7
5,747.6
1,154.1
4,018.8
0
1
1
0
0
24
0
1002_9865
8
18
469
330
0
552
95
2
1,550
bus+train
1,794
799
443
62
286
530
6,260.4
1,711.6
4,018.8
0
1
1
0
0
24
0
1002_9865
9
18
875
0
0
779
0
1
1,500
bus_only
2,174
875
520
51
469
622.6
8,259.5
7,636.9
0
0
1
0
0
0
24
0
1002_9865
10
18
453
330
0
660
66
1
1,550
bus+train
1,981
783
538
62
410
642.9
5,700
1,038.3
4,018.8
0
1
1
0
0
24
0
1002_9865
11
18
212
330
0
412
225
1
1,550
bus+train
1,565
542
611
62
324
729.8
5,626.2
877.6
4,018.8
0
1
1
0
0
24
0
1002_9865
12
18
1,030
0
0
284
0
0
1,500
bus_only
2,054
1,030
740
416
324
886.5
6,925.1
6,038.7
0
0
1
0
0
0
24
0
1002_9865
13
18
224
330
0
485
95
1
1,550
bus+train
1,749
554
710
62
553
849.9
5,980.7
1,112
4,018.8
0
1
1
0
0
24
0
1002_9865
14
18
371
330
0
517
95
1
1,550
bus+train
1,914
701
696
62
539
833
6,382.9
1,531.1
4,018.8
0
1
1
0
0
24
0
1002_9865
15
18
1,032
0
0
463
0
0
1,500
bus_only
2,274
1,032
779
416
363
933.1
7,013.7
6,080.6
0
0
1
0
0
0
24
0
1002_9865
16
18
1,110
0
0
403
0
0
1,500
bus_only
2,468
1,110
955
416
539
1,144.8
7,560.4
6,415.6
0
0
1
0
0
0
24
0
1002_9865
17
18
1,013
0
0
696
0
0
1,500
bus_only
2,678
1,013
969
416
553
1,161.7
7,158.2
5,996.5
0
0
1
0
0
0
24
0
1002_9902
0
11
241
330
0
277
95
1
1,550
bus+train
1,013
571
165
62
8
196.2
5,369.1
1,154.1
4,018.8
0
1
1
0
20
20
1
1002_9902
1
11
288
330
0
389
95
1
1,550
bus+train
1,256
618
249
62
92
297.1
5,511.9
1,196.1
4,018.8
0
1
1
0
0
20
0
1002_9902
2
11
1,030
0
0
59
0
0
1,500
bus_only
1,513
1,030
424
416
8
508
6,546.7
6,038.7
0
0
1
0
0
0
20
0
1002_9902
3
11
224
330
0
365
95
1
1,550
bus+train
1,312
554
393
62
236
469.5
5,600.2
1,112
4,018.8
0
1
1
0
0
20
0
1002_9902
4
11
292
330
0
337
95
1
1,550
bus+train
1,434
622
475
62
318
567
6,049.2
1,463.4
4,018.8
0
1
1
0
0
20
0
1002_9902
5
11
173
330
0
337
95
1
1,550
bus+train
1,446
503
606
62
449
725.6
5,484.8
740.4
4,018.8
0
1
1
0
0
20
0
1002_9902
6
11
366
330
0
389
95
1
1,550
bus+train
1,706
696
621
62
464
743.2
6,293.1
1,531.1
4,018.8
0
1
1
0
0
20
0
1002_9902
7
11
1,081
0
0
119
0
0
1,500
bus_only
1,934
1,081
734
416
318
878.8
7,226.7
6,348
0
0
1
0
0
0
20
0
1002_9902
8
11
1,013
0
0
684
0
0
1,500
bus_only
2,349
1,013
652
416
236
781.2
6,777.8
5,996.5
0
0
1
0
0
0
20
0
1002_9902
9
11
962
0
0
119
0
0
1,500
bus_only
1,946
962
865
416
449
1,037.4
6,662.4
5,625
0
0
1
0
0
0
20
0
1002_9902
10
11
1,110
0
0
501
0
0
1,500
bus_only
2,491
1,110
880
416
464
1,055
7,470.6
6,415.6
0
0
1
0
0
0
20
0
10034_13197
0
3
856
0
0
457
0
0
1,500
bus_only
1,320
856
7
6
1
7.5
7,038.9
7,031.4
0
0
1
0
0
15
15
1
10034_13197
1
3
806
0
0
457
0
0
1,500
bus_only
1,681
806
418
6
412
500.5
7,166.7
6,666.2
0
0
1
0
0
0
15
0
10034_13197
2
3
897
0
0
517
0
0
1,500
bus_only
1,919
897
505
6
499
605
8,134.8
7,529.8
0
0
1
0
0
0
15
0
10034_16343
0
10
627
0
0
77
0
0
1,500
bus_only
711
627
7
6
1
8
3,383.6
3,375.6
0
0
1
0
0
63
63
1
10034_16343
1
10
706
0
0
77
0
0
1,500
bus_only
1,049
706
266
6
260
318.2
3,923.5
3,605.3
0
0
1
0
0
0
63
0
10034_16343
2
10
539
0
0
137
0
0
1,500
bus_only
1,113
539
437
6
431
523.8
3,492.5
2,968.7
0
0
1
0
0
0
63
0
10034_16343
3
10
519
0
0
536
0
1
1,500
bus_only
1,400
519
345
6
339
413.3
2,830.4
2,417.1
0
0
1
0
0
0
63
0
10034_16343
4
10
599
0
0
471
0
1
1,500
bus_only
1,482
599
412
6
406
493.9
3,869.2
3,375.4
0
0
1
0
0
0
63
0
10034_16343
5
10
651
0
0
119
0
1
1,500
bus_only
1,256
651
486
6
480
582.5
3,525.2
2,942.8
0
0
1
0
0
0
63
0
10034_16343
6
10
725
0
0
119
0
1
1,500
bus_only
1,326
725
482
6
476
577.1
3,661.3
3,084.3
0
0
1
0
0
0
63
0
10034_16343
7
10
801
0
0
119
0
1
1,500
bus_only
1,487
801
567
6
561
680.2
3,952.7
3,272.5
0
0
1
0
0
0
63
0
10034_16343
8
10
335
0
0
489
0
0
1,500
bus_only
1,933
335
1,109
297
812
1,329.7
2,941.3
1,611.6
0
0
1
0
0
0
63
0
10034_16343
9
10
530
0
0
145
0
0
1,500
bus_only
1,903
530
1,228
461
767
1,472
4,441.4
2,969.5
0
0
1
0
0
0
63
0
10034_4199769
0
13
2,694
0
0
386
3
2
1,700
bus_only
3,090
2,694
10
6
1
11.1
21,633
21,621.9
0
0
1
0
0
0
13
0
10034_4199769
1
13
2,484
0
0
330
12
3
1,700
bus_only
2,833
2,484
19
6
1
21.6
21,629.8
21,608.2
0
0
1
0
0
0
13
0
10034_4199769
2
13
1,829
0
0
1,559
12
1
1,600
bus_only
3,407
1,829
19
6
1
21.1
19,805.6
19,784.5
0
0
1
0
0
13
13
1
10034_4199769
3
13
3,225
0
0
435
26
1
1,900
bus_only
3,700
3,225
40
6
8
46.7
33,553.7
33,507
0
0
1
0
0
0
13
0
10034_4199769
4
13
2,456
0
0
612
63
2
1,900
bus_only
3,145
2,456
77
6
8
90.6
30,715.8
30,625.1
0
0
1
0
0
0
13
0
10034_4199769
5
13
1,485
802
0
553
23
2
1,750
bus+train
3,211
2,287
371
6
342
443.4
23,300.7
9,157.4
13,699.9
0
1
1
0
0
13
0
10034_4199769
6
13
2,776
0
0
446
3
2
1,700
bus_only
3,601
2,776
379
6
370
454
22,421.5
21,967.5
0
0
1
0
0
0
13
0
10034_4199769
7
13
1,915
0
0
1,619
12
1
1,700
bus_only
3,922
1,915
388
6
370
464
20,594.1
20,130.1
0
0
1
0
0
0
13
0
10034_4199769
8
13
2,566
0
0
390
12
3
1,700
bus_only
3,344
2,566
388
6
370
464.5
22,418.4
21,953.8
0
0
1
0
0
0
13
0
10034_4199769
9
13
3,331
0
0
435
26
1
1,900
bus_only
4,192
3,331
426
6
394
510.8
34,364
33,853.2
0
0
1
0
0
0
13
0
10034_4199769
10
13
2,274
0
0
1,288
12
1
1,700
bus_only
4,020
2,274
458
6
440
548.1
23,543.5
22,995.4
0
0
1
0
0
0
13
0
10034_4199769
11
13
1,291
802
0
434
336
1
1,750
bus+train
3,193
2,093
666
6
324
796.3
23,978.4
9,482.3
13,699.9
0
1
1
0
0
13
0
10034_4199769
12
13
2,620
0
0
566
12
4
1,700
bus_only
3,948
2,620
762
6
744
913
23,084.3
22,171.3
0
0
1
0
0
0
13
0
10034_4853
0
5
1,095
0
0
97
0
0
1,500
bus_only
1,199
1,095
7
6
1
7.8
7,091.8
7,083.9
0
0
1
0
0
43
44
0.977273
10034_4853
1
5
747
0
0
249
0
0
1,500
bus_only
1,402
747
406
6
400
486.3
6,839
6,352.7
0
0
1
0
0
1
44
0.022727
10034_4853
2
5
1,124
0
0
157
0
0
1,500
bus_only
1,503
1,124
222
6
216
265.4
7,542.1
7,276.7
0
0
1
0
0
0
44
0
10034_4853
3
5
777
0
0
309
0
0
1,500
bus_only
1,605
777
519
6
513
620.9
7,287.1
6,666.2
0
0
1
0
0
0
44
0
10034_4853
4
5
707
0
0
309
0
0
1,500
bus_only
1,650
707
634
6
628
759.5
6,927
6,167.5
0
0
1
0
0
0
44
0
10034_60028
0
12
585
0
0
274
0
0
1,500
bus_only
866
585
7
6
1
7.5
2,976.3
2,968.7
0
0
1
0
0
184
186
0.989247
10034_60028
1
12
567
0
0
419
0
1
1,500
bus_only
1,127
567
141
6
135
168.3
3,018.6
2,850.4
0
0
1
0
0
0
186
0
10034_60028
2
12
549
0
0
334
0
0
1,500
bus_only
1,236
549
353
6
347
422
3,063.9
2,641.9
0
0
1
0
0
0
186
0
10034_60028
3
12
567
0
0
665
0
1
1,500
bus_only
1,489
567
257
6
251
307.7
3,073.4
2,765.7
0
0
1
0
0
1
186
0.005376
10034_60028
4
12
770
0
0
500
0
1
1,500
bus_only
1,533
770
263
6
257
314.8
3,399
3,084.3
0
0
1
0
0
0
186
0
10034_60028
5
12
667
0
0
274
0
0
1,500
bus_only
1,406
667
465
6
459
556.8
3,932.3
3,375.6
0
0
1
0
0
0
186
0
10034_60028
6
12
640
0
0
521
0
1
1,500
bus_only
1,625
640
464
6
458
556.2
3,931.6
3,375.4
0
0
1
0
0
1
186
0.005376
10034_60028
7
12
835
0
0
500
0
1
1,500
bus_only
1,809
835
474
6
468
567.9
3,840.4
3,272.5
0
0
1
0
0
0
186
0
10034_60028
8
12
507
0
0
1,023
0
1
1,500
bus_only
2,026
507
496
6
490
594
3,011.1
2,417.1
0
0
1
0
0
0
186
0
10034_60028
9
12
307
0
0
189
0
0
1,500
bus_only
1,258
307
762
297
465
912.7
2,524.3
1,611.6
0
0
1
0
0
0
186
0
10034_60028
10
12
365
0
0
129
0
0
1,500
bus_only
1,250
365
756
297
459
905.6
2,818.7
1,913.1
0
0
1
0
0
0
186
0
10034_60028
11
12
311
0
0
241
0
1
1,500
bus_only
1,381
311
829
297
532
993.9
2,311.8
1,317.9
0
0
1
0
0
0
186
0
10034_60031
0
19
685
0
0
322
0
1
1,500
bus_only
1,021
685
14
6
8
16.6
4,392.7
4,376.1
0
0
1
0
0
2
32
0.0625
10034_60031
1
19
297
0
0
222
167
1
1,500
bus_only
931
297
412
142
103
492.9
2,827
2,334
0
0
1
0
0
0
32
0
10034_60031
2
19
303
0
0
497
0
0
1,500
bus_only
1,105
303
305
297
8
365.4
1,791.2
1,425.8
0
0
1
0
0
30
32
0.9375
10034_60031
3
19
391
0
0
396
68
1
1,500
bus_only
1,100
391
313
142
103
374.4
3,011.1
2,636.7
0
0
1
0
0
0
32
0
10034_60031
4
19
241
30
0
505
113
1
1,550
bus+train
1,131
271
355
142
100
425.1
2,941.7
1,729.3
787.4
0
1
1
0
0
32
0
10034_60031
5
19
764
0
0
322
0
1
1,500
bus_only
1,557
764
471
6
465
564.5
5,358.6
4,794.2
0
0
1
0
0
0
32
0
10034_60031
6
19
461
0
0
594
0
1
1,500
bus_only
1,528
461
473
6
467
567.2
2,390.6
1,823.4
0
0
1
0
0
0
32
0
10034_60031
7
19
621
0
0
253
63
1
1,500
bus_only
1,475
621
601
142
396
719.2
2,981.3
2,262.1
0
0
1
0
0
0
32
0
10034_60031
8
19
461
0
0
713
0
1
1,500
bus_only
1,734
461
560
6
554
670.8
2,610.1
1,939.3
0
0
1
0
0
0
32
0
10034_60031
9
19
359
0
0
503
68
1
1,500
bus_only
1,509
359
647
142
437
774.7
2,940.3
2,165.6
0
0
1
0
0
0
32
0
10034_60031
10
19
267
0
0
557
0
0
1,500
bus_only
1,533
267
709
297
412
849.2
1,867.1
1,017.9
0
0
1
0
0
0
32
0
10034_60031
11
19
468
0
0
253
63
1
1,500
bus_only
1,430
468
709
142
504
848.9
2,792.2
1,943.3
0
0
1
0
0
0
32
0
10034_60031
12
19
265
0
0
240
167
1
1,500
bus_only
1,251
265
746
142
437
893.3
2,756.2
1,862.9
0
0
1
0
0
0
32
0
10034_60031
13
19
538
0
0
253
63
1
1,500
bus_only
1,521
538
730
142
525
873
2,928.4
2,055.4
0
0
1
0
0
0
32
0
10034_60031
14
19
382
0
0
497
0
0
1,500
bus_only
1,641
382
762
297
465
913.3
2,757.1
1,843.8
0
0
1
0
0
0
32
0