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
10019_9006147
8
11
430
0
0
195
0
1
1,500
bus_only
1,042
430
417
1
416
498.7
3,016.3
2,517.6
0
0
1
0
0
0
36
0
10019_9006147
9
11
765
0
0
186
29
1
1,500
bus_only
1,430
765
479
1
449
571.6
4,110.7
3,539.1
0
0
1
0
0
0
36
0
10019_9006147
10
11
405
0
0
269
144
1
1,500
bus_only
1,378
405
704
1
559
842.9
2,884.3
2,041.3
0
0
1
0
0
0
36
0
10019_9036637
0
6
654
0
0
552
0
0
1,500
bus_only
1,208
654
2
1
1
0.7
4,945.7
4,945
0
0
1
0
0
101
102
0.990196
10019_9036637
1
6
640
0
0
219
123
1
1,500
bus_only
984
640
125
1
1
147.5
5,238.2
5,090.7
0
0
1
0
0
0
102
0
10019_9036637
2
6
863
0
0
274
27
1
1,500
bus_only
1,166
863
29
1
1
32.8
5,852.5
5,819.7
0
0
1
0
0
1
102
0.009804
10019_9036637
3
6
245
360
0
477
23
1
1,550
bus+train
1,622
605
540
82
435
646.4
4,588.1
510.2
3,431.5
0
1
1
0
0
102
0
10019_9036637
4
6
606
0
0
405
110
1
1,500
bus_only
1,619
606
608
82
416
727.7
5,203.9
4,476.2
0
0
1
0
0
0
102
0
10019_9036637
5
6
0
360
0
161
0
0
1,550
train_only
1,381
360
860
486
374
1,030.6
4,462.1
0
3,431.5
0
0
1
0
0
102
0
1001_1002
0
8
0
150
0
190
0
0
1,550
train_only
446
150
106
44
62
125.9
1,780.5
0
1,654.6
0
0
1
0
230
230
1
1001_1002
1
8
311
0
0
69
0
0
1,500
bus_only
608
311
228
30
198
273.2
1,767
1,493.8
0
0
1
0
0
0
230
0
1001_1002
2
8
427
0
0
318
0
0
1,500
bus_only
826
427
81
30
51
96.3
1,772.7
1,676.4
0
0
1
0
0
0
230
0
1001_1002
3
8
349
0
0
69
0
0
1,500
bus_only
647
349
229
30
199
273.8
2,061.8
1,788
0
0
1
0
0
0
230
0
1001_1002
4
8
456
0
0
378
0
0
1,500
bus_only
1,125
456
291
30
261
348.1
2,270.5
1,922.3
0
0
1
0
0
0
230
0
1001_1002
5
8
273
0
0
133
0
0
1,500
bus_only
848
273
442
30
412
529
1,829.2
1,300.1
0
0
1
0
0
0
230
0
1001_1002
6
8
386
0
0
129
0
0
1,500
bus_only
1,009
386
494
30
464
590.9
2,668.6
2,077.7
0
0
1
0
0
0
230
0
1001_1002
7
8
389
0
0
318
0
0
1,500
bus_only
1,241
389
534
30
504
640.4
1,875.7
1,235.3
0
0
1
0
0
0
230
0
1001_1003
0
11
0
300
0
236
0
0
1,550
train_only
606
300
70
44
26
82.8
3,115.9
0
3,033.1
0
0
1
0
1,239
1,239
1
1001_1003
1
11
567
0
0
192
0
1
1,500
bus_only
957
567
198
30
168
236.3
3,683.8
3,447.5
0
0
1
0
0
0
1,239
0
1001_1003
2
11
565
0
0
280
0
0
1,500
bus_only
1,043
565
198
30
168
236.3
3,507.5
3,271.1
0
0
1
0
0
0
1,239
0
1001_1003
3
11
670
0
0
280
0
0
1,500
bus_only
1,244
670
294
30
264
351.4
3,794.6
3,443.1
0
0
1
0
0
0
1,239
0
1001_1003
4
11
590
0
0
128
0
0
1,500
bus_only
1,022
590
304
30
274
363.2
3,662.8
3,299.5
0
0
1
0
0
0
1,239
0
1001_1003
5
11
672
0
0
192
0
1
1,500
bus_only
1,158
672
294
30
264
351.4
3,970.9
3,619.5
0
0
1
0
0
0
1,239
0
1001_1003
6
11
494
0
0
252
0
1
1,500
bus_only
1,121
494
375
30
345
448.7
3,450.6
3,001.8
0
0
1
0
0
0
1,239
0
1001_1003
7
11
517
0
0
101
0
0
1,500
bus_only
1,122
517
504
30
474
604.1
3,551.4
2,947.3
0
0
1
0
0
0
1,239
0
1001_1003
8
11
483
0
0
101
0
0
1,500
bus_only
1,147
483
563
30
533
674
3,258.2
2,584.2
0
0
1
0
0
0
1,239
0
1001_1003
9
11
708
0
0
280
0
0
1,500
bus_only
1,550
708
562
30
532
673.8
4,363.3
3,689.5
0
0
1
0
0
0
1,239
0
1001_1003
10
11
710
0
0
192
0
1
1,500
bus_only
1,464
710
562
30
532
673.8
4,539.7
3,865.9
0
0
1
0
0
0
1,239
0
1001_1004
0
5
0
510
0
296
0
0
1,550
train_only
876
510
70
44
26
83.5
5,756.8
0
5,673.4
0
0
1
0
141
141
1
1001_1004
1
5
932
0
0
46
0
0
1,500
bus_only
1,162
932
184
30
154
220.3
6,405
6,184.7
0
0
1
0
0
0
141
0
1001_1004
2
5
902
0
0
331
0
0
1,500
bus_only
1,541
902
308
30
278
368.7
6,454.2
6,085.6
0
0
1
0
0
0
141
0
1001_1004
3
5
949
0
0
331
0
0
1,500
bus_only
1,626
949
346
30
316
414.5
7,017.7
6,603.2
0
0
1
0
0
0
141
0
1001_1004
4
5
1,026
0
0
106
0
0
1,500
bus_only
1,619
1,026
487
30
457
583
7,247.6
6,664.6
0
0
1
0
0
0
141
0
1001_1005
0
2
0
660
0
541
0
0
1,550
train_only
1,256
660
55
44
11
64.8
7,137.6
0
7,072.8
0
0
1
0
252
252
1
1001_1005
1
2
1,016
0
0
237
0
0
1,500
bus_only
1,510
1,016
257
30
227
307.8
8,205.2
7,897.3
0
0
1
0
0
0
252
0
1001_1006
0
2
0
900
0
160
0
0
1,550
train_only
1,109
900
49
44
5
58
8,888.5
0
8,830.5
0
0
1
0
538
538
1
1001_1006
1
2
1,123
0
0
722
0
0
1,500
bus_only
2,029
1,123
184
30
154
219.7
8,718.6
8,498.9
0
0
1
0
0
0
538
0
1001_1007
0
3
0
1,050
0
262
0
0
1,550
train_only
1,368
1,050
56
44
12
66.7
10,497
0
10,430.3
0
0
1
0
90
90
1
1001_1007
1
3
1,284
0
0
69
0
0
1,500
bus_only
1,667
1,284
314
30
284
375.5
10,305.9
9,930.4
0
0
1
0
0
0
90
0
1001_1007
2
3
1,340
0
0
129
0
0
1,500
bus_only
1,755
1,340
286
30
256
341.1
10,593.8
10,252.6
0
0
1
0
0
0
90
0
1001_1008
0
8
855
0
0
710
0
0
1,500
bus_only
1,637
855
72
30
42
84
4,575.1
4,491.1
0
0
1
0
0
0
27
0
1001_1008
1
8
264
330
0
211
76
1
1,550
bus+train
1,012
594
207
30
101
245.9
4,361.2
1,300.1
2,815.1
0
1
1
0
0
27
0
1001_1008
2
8
0
450
0
214
0
0
1,550
train_only
1,052
450
388
307
81
462.4
4,230.5
0
3,768.1
0
0
1
0
27
27
1
1001_1008
3
8
921
0
0
582
0
1
1,500
bus_only
1,594
921
91
49
42
106.1
4,744.9
4,638.8
0
0
1
0
0
0
27
0
1001_1008
4
8
804
0
0
710
0
0
1,500
bus_only
1,984
804
470
30
440
563.1
4,605
4,042
0
0
1
0
0
0
27
0
1001_1008
5
8
870
0
0
582
0
1
1,500
bus_only
1,941
870
489
49
440
585.2
4,774.9
4,189.6
0
0
1
0
0
0
27
0
1001_1008
6
8
948
0
0
650
0
0
1,500
bus_only
2,168
948
570
30
540
682.8
5,613.4
4,930.6
0
0
1
0
0
0
27
0
1001_1008
7
8
1,010
0
0
522
0
1
1,500
bus_only
2,121
1,010
589
49
540
704.9
5,783.2
5,078.3
0
0
1
0
0
0
27
0
1001_1009
0
15
0
660
0
838
0
1
1,550
train_only
1,546
660
48
44
4
56.3
5,597.6
0
5,541.3
0
0
1
0
17
17
1
1001_1009
1
15
739
0
0
513
97
1
1,500
bus_only
1,651
739
399
44
258
477.6
6,293.9
5,816.3
0
0
1
0
0
0
17
0
1001_1009
2
15
1,557
0
0
423
0
0
1,500
bus_only
2,391
1,557
411
294
117
490.9
8,353.2
7,862.3
0
0
1
0
0
0
17
0
1001_1009
3
15
1,113
0
0
496
0
1
1,500
bus_only
1,783
1,113
174
30
144
207.9
6,317.5
6,109.6
0
0
1
0
0
0
17
0
1001_1009
4
15
770
0
0
783
0
1
1,500
bus_only
1,768
770
215
44
171
256.2
6,070.9
5,814.7
0
0
1
0
0
0
17
0
1001_1009
5
15
848
0
0
573
97
1
1,500
bus_only
1,706
848
285
44
144
340.4
6,262.4
5,922.1
0
0
1
0
0
0
17
0
1001_1009
6
15
730
0
0
783
0
1
1,500
bus_only
1,815
730
302
44
258
361.3
6,098.2
5,736.9
0
0
1
0
0
0
17
0
1001_1009
7
15
1,122
0
0
575
0
1
1,500
bus_only
2,139
1,122
442
30
412
529.4
7,393.3
6,864
0
0
1
0
0
0
17
0
1001_1009
8
15
705
0
0
783
0
1
1,500
bus_only
1,969
705
481
44
437
576.1
6,112.8
5,536.7
0
0
1
0
0
0
17
0
1001_1009
9
15
1,147
0
0
436
0
1
1,500
bus_only
2,100
1,147
517
30
487
619.7
7,036.5
6,416.8
0
0
1
0
0
0
17
0
1001_1009
10
15
714
0
0
513
97
1
1,500
bus_only
1,805
714
578
44
437
692.4
6,308.5
5,616.1
0
0
1
0
0
0
17
0
1001_1009
11
15
1,409
0
0
446
0
0
1,500
bus_only
2,470
1,409
615
343
272
735.2
8,515.3
7,780.1
0
0
1
0
0
0
17
0
1001_1009
12
15
882
0
0
513
97
1
1,500
bus_only
2,023
882
628
44
487
752.2
6,981.4
6,229.2
0
0
1
0
0
0
17
0
1001_1009
13
15
953
0
0
380
329
1
1,500
bus_only
2,104
953
771
30
412
923.2
6,509.5
5,586.3
0
0
1
0
0
0
17
0
1001_1009
14
15
1,591
0
0
363
0
0
1,500
bus_only
2,735
1,591
781
294
487
936.2
9,105.6
8,169.4
0
0
1
0
0
0
17
0
1001_1013
0
14
168
840
0
384
35
1
1,550
bus+train
1,589
1,008
197
69
93
234.2
8,027.4
1,087
6,706.2
0
1
1
0
0
58
0.071429
1001_1013
1
14
214
780
0
270
123
1
1,550
bus+train
1,587
994
323
69
131
385.7
8,631.6
1,937.4
6,308.6
0
1
1
0
0
58
0.071429
1001_1013
2
14
1,229
0
0
414
0
0
1,500
bus_only
2,006
1,229
363
44
319
433.7
6,300.3
5,866.6
0
0
1
0
0
0
58
0.071429
1001_1013
3
14
1,397
0
0
484
0
1
1,500
bus_only
2,247
1,397
366
69
297
437.1
8,446.9
8,009.8
0
0
1
0
0
0
58
0.071429
1001_1013
4
14
1,215
0
0
373
0
1
1,500
bus_only
1,963
1,215
375
69
306
448.2
6,895.4
6,447.2
0
0
1
0
0
0
58
0.071429
1001_1013
5
14
1,358
0
0
335
0
1
1,500
bus_only
2,090
1,358
397
69
328
474.8
8,792.7
8,317.9
0
0
1
0
0
0
58
0.071429
1001_1013
6
14
1,684
0
0
630
0
0
1,500
bus_only
2,750
1,684
436
108
328
522.4
9,070.4
8,548
0
0
1
0
0
0
58
0.071429
1001_1013
7
14
1,322
0
0
252
89
1
1,500
bus_only
2,060
1,322
486
69
328
580.7
8,874.2
8,293.5
0
0
1
0
0
0
58
0.071429
1001_1013
8
14
1,266
0
0
373
0
1
1,500
bus_only
2,117
1,266
478
69
409
572.5
7,290.2
6,717.7
0
0
1
0
0
0
58
0.071429
1001_1013
9
14
1,310
0
0
484
0
1
1,500
bus_only
2,252
1,310
458
69
389
548
7,101.6
6,553.6
0
0
1
0
0
0
58
0.071429
1001_1013
10
14
1,201
0
0
414
0
0
1,500
bus_only
2,192
1,201
577
44
533
690.9
6,327.8
5,636.9
0
0
1
0
0
0
58
0.071429
1001_1013
11
14
1,368
0
0
484
0
1
1,500
bus_only
2,363
1,368
511
69
442
611.6
8,357.7
7,746
0
0
1
0
0
0
58
0.071429
1001_1013
12
14
1,261
0
0
414
0
0
1,500
bus_only
2,464
1,261
789
44
745
945.4
7,135
6,189.6
0
0
1
0
0
0
58
0.071429
1001_1013
13
14
3,450
0
0
690
0
0
1,600
bus_only
5,045
3,450
905
108
797
1,084.3
16,869.5
15,785.3
0
0
1
0
0
0
58
0.071429
1001_1014
0
7
1,091
0
0
344
0
0
1,500
bus_only
1,716
1,091
281
69
212
335.3
7,786.1
7,450.8
0
0
1
0
0
0
180
0
1001_1014
1
7
1,098
0
0
323
0
1
1,500
bus_only
1,702
1,098
281
69
212
335.3
7,947.1
7,611.8
0
0
1
0
0
0
180
0
1001_1014
2
7
0
1,110
0
314
0
0
1,550
train_only
1,808
1,110
384
44
340
459.4
7,991.2
0
7,531.8
0
0
1
0
180
180
1
1001_1014
3
7
1,123
0
0
255
0
1
1,500
bus_only
1,720
1,123
342
69
273
409
8,022.3
7,613.2
0
0
1
0
0
0
180
0
1001_1014
4
7
1,125
0
0
1,053
0
0
1,500
bus_only
2,629
1,125
451
69
382
539.2
8,186.2
7,647
0
0
1
0
0
0
180
0
1001_1014
5
7
1,135
0
0
245
0
0
1,500
bus_only
2,025
1,135
645
69
576
772
8,576.3
7,804.3
0
0
1
0
0
0
180
0
1001_1014
6
7
1,181
0
0
1,053
0
0
1,500
bus_only
2,854
1,181
620
69
551
741.9
8,590.7
7,848.8
0
0
1
0
0
0
180
0
1001_1015
0
13
0
1,290
0
453
0
0
1,550
train_only
1,844
1,290
101
44
57
120.1
9,170.8
0
9,050.7
0
0
1
0
838
838
1
1001_1015
1
13
1,219
0
0
332
0
2
1,500
bus_only
1,827
1,219
276
77
199
329.9
9,617.3
9,287.5
0
0
1
0
0
0
838
0
1001_1015
2
13
1,234
0
0
476
0
0
1,500
bus_only
1,978
1,234
268
69
199
320.1
9,291.3
8,971.3
0
0
1
0
0
0
838
0
1001_1015
3
13
1,373
0
0
204
0
1
1,500
bus_only
1,963
1,373
386
77
309
460.9
10,060.8
9,599.9
0
0
1
0
0
0
838
0
1001_1015
4
13
1,276
0
0
204
0
1
1,500
bus_only
1,879
1,276
399
77
322
476.3
9,426.3
8,950
0
0
1
0
0
0
838
0
1001_1015
5
13
1,198
0
0
476
0
0
1,500
bus_only
2,094
1,198
420
69
351
501.9
9,200.6
8,698.7
0
0
1
0
0
0
838
0
1001_1015
6
13
1,660
0
0
471
0
0
1,500
bus_only
2,557
1,660
426
69
357
508.9
10,883.3
10,374.4
0
0
1
0
0
0
838
0
1001_1015
7
13
1,183
0
0
332
0
2
1,500
bus_only
1,943
1,183
428
77
351
511.8
9,526.6
9,014.8
0
0
1
0
0
0
838
0
1001_1015
8
13
1,261
0
0
476
0
0
1,500
bus_only
2,262
1,261
525
69
456
628.1
9,921.4
9,293.3
0
0
1
0
0
0
838
0
1001_1015
9
13
1,588
0
0
192
0
0
1,500
bus_only
2,382
1,588
602
241
361
720.8
10,984.9
10,264.1
0
0
1
0
0
0
838
0
1001_1015
10
13
1,491
0
0
132
0
0
1,500
bus_only
2,246
1,491
623
241
382
747.3
10,361.4
9,614.1
0
0
1
0
0
0
838
0
1001_1015
11
13
1,473
0
0
411
0
0
1,500
bus_only
2,489
1,473
605
69
536
724.8
10,297.7
9,572.9
0
0
1
0
0
0
838
0
1001_1015
12
13
1,246
0
0
332
0
2
1,500
bus_only
2,111
1,246
533
77
456
637.9
10,247.4
9,609.5
0
0
1
0
0
0
838
0
1001_1016
0
3
0
1,410
0
263
0
0
1,550
train_only
1,731
1,410
58
44
14
68.7
10,024.3
0
9,955.5
0
0
1
0
388
388
1
1001_1016
1
3
1,473
0
0
122
0
0
1,500
bus_only
2,055
1,473
460
69
391
549.8
10,112.2
9,562.4
0
0
1
0
0
0
388
0
1001_1016
2
3
1,557
0
0
182
0
0
1,500
bus_only
2,337
1,557
598
69
529
715
10,847.3
10,132.4
0
0
1
0
0
0
388
0