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
9914_9591
9
15
508
0
0
314
0
1
1,500
bus_only
1,307
508
485
12
473
580.9
2,682.8
2,101.9
0
0
1
0
0
0
25
0
9914_9591
10
15
1,303
0
0
271
0
1
1,500
bus_only
2,000
1,303
426
12
414
509.6
4,352
3,842.4
0
0
1
0
0
0
25
0
9914_9591
11
15
1,110
0
0
130
0
1
1,500
bus_only
1,738
1,110
498
43
455
595.8
5,058.1
4,462.4
0
0
1
0
0
0
25
0
9914_9591
12
15
1,252
0
0
271
0
1
1,500
bus_only
2,017
1,252
494
12
482
591.3
4,312
3,720.7
0
0
1
0
0
0
25
0
9914_9591
13
15
1,005
0
0
1,317
0
0
1,500
bus_only
2,807
1,005
485
12
473
580.9
4,285.8
3,704.9
0
0
1
0
0
0
25
0
9914_9591
14
15
793
0
0
328
0
0
1,500
bus_only
1,790
793
669
12
657
801
3,084.3
2,283.3
0
0
1
0
0
0
25
0
9914_9648
0
10
541
0
0
54
0
0
1,500
bus_only
618
541
23
6
17
26.6
1,545.5
1,519
0
0
1
0
0
48
48
1
9914_9648
1
10
394
0
0
54
0
0
1,500
bus_only
856
394
408
6
402
489.2
1,664.8
1,175.5
0
0
1
0
0
0
48
0
9914_9648
2
10
284
0
0
489
0
0
1,500
bus_only
1,072
284
299
12
287
357.9
1,684.1
1,326.2
0
0
1
0
0
0
48
0
9914_9648
3
10
1,350
0
0
229
0
1
1,500
bus_only
1,916
1,350
337
43
294
402.6
5,483.2
5,080.5
0
0
1
0
0
0
48
0
9914_9648
4
10
608
0
0
114
0
0
1,500
bus_only
1,077
608
355
6
349
424.7
2,273.6
1,848.9
0
0
1
0
0
0
48
0
9914_9648
5
10
328
0
0
489
0
0
1,500
bus_only
1,241
328
424
12
412
507.5
2,031.6
1,524.1
0
0
1
0
0
0
48
0
9914_9648
6
10
703
0
0
114
0
0
1,500
bus_only
1,353
703
536
6
530
641.8
2,652.5
2,010.6
0
0
1
0
0
0
48
0
9914_9648
7
10
1,118
0
0
229
0
1
1,500
bus_only
1,758
1,118
411
43
368
491.1
4,677.6
4,186.4
0
0
1
0
0
0
48
0
9914_9648
8
10
1,212
0
0
289
0
1
1,500
bus_only
1,906
1,212
405
43
362
482.7
5,009.7
4,527
0
0
1
0
0
0
48
0
9914_9648
9
10
1,166
0
0
229
0
1
1,500
bus_only
1,867
1,166
472
43
429
564.7
4,928.3
4,363.6
0
0
1
0
0
0
48
0
9914_9734
0
13
1,154
0
0
142
0
0
1,500
bus_only
1,321
1,154
25
12
13
28.9
2,645.9
2,617.1
0
0
1
0
0
0
13
0.076923
9914_9734
1
13
96
360
0
324
100
1
1,550
bus+train
1,320
456
540
43
397
644.8
3,872.8
258.7
2,969.3
0
1
1
0
0
13
0.076923
9914_9734
2
13
1,220
0
0
142
0
0
1,500
bus_only
1,544
1,220
182
12
170
217.8
2,980.2
2,762.5
0
0
1
0
0
0
13
0.076923
9914_9734
3
13
1,074
0
0
536
0
0
1,500
bus_only
1,788
1,074
178
6
172
212.5
3,398.4
3,185.9
0
0
1
0
0
0
13
0.076923
9914_9734
4
13
551
0
0
910
0
0
1,500
bus_only
1,647
551
186
12
174
221.7
2,903.8
2,682.1
0
0
1
0
0
0
13
0.076923
9914_9734
5
13
1,034
0
0
202
0
0
1,500
bus_only
1,509
1,034
273
12
261
325.9
2,649.1
2,323.2
0
0
1
0
0
0
13
0.076923
9914_9734
6
13
891
0
0
432
0
0
1,500
bus_only
1,741
891
418
12
406
500
3,042.1
2,542.1
0
0
1
0
0
0
13
0.076923
9914_9734
7
13
954
0
0
432
0
0
1,500
bus_only
1,913
954
527
12
515
631.4
3,331.6
2,700.1
0
0
1
0
0
0
13
0.076923
9914_9734
8
13
914
0
0
536
0
0
1,500
bus_only
1,967
914
517
6
511
619.6
3,435.2
2,815.6
0
0
1
0
0
0
13
0.076923
9914_9734
9
13
1,216
0
0
252
0
0
1,500
bus_only
2,029
1,216
561
12
549
672
3,459
2,787.1
0
0
1
0
0
0
13
0.076923
9914_9734
10
13
1,003
0
0
252
0
0
1,500
bus_only
1,861
1,003
606
12
594
725.4
2,938.3
2,213
0
0
1
0
0
0
13
0.076923
9914_9734
11
13
174
360
0
384
173
2
1,550
bus+train
1,512
534
594
43
378
709.7
4,186.7
507.8
2,969.3
0
1
1
0
0
13
0.076923
9914_9734
12
13
0
360
0
542
0
0
1,550
train_only
1,866
360
964
441
523
1,155.3
4,124.6
0
2,969.3
0
0
1
0
0
13
0.076923
9914_9769
0
8
677
0
0
241
0
0
1,500
bus_only
934
677
16
6
10
18.5
2,326.8
2,308.3
0
0
1
0
0
40
40
1
9914_9769
1
8
773
0
0
135
0
1
1,500
bus_only
929
773
21
12
9
23.6
2,456.9
2,433.3
0
0
1
0
0
0
40
0
9914_9769
2
8
885
0
0
248
0
0
1,500
bus_only
1,399
885
266
12
254
318.1
2,236.3
1,918.2
0
0
1
0
0
0
40
0
9914_9769
3
8
638
0
0
135
0
1
1,500
bus_only
1,039
638
266
12
254
318.1
2,531.1
2,213
0
0
1
0
0
0
40
0
9914_9769
4
8
769
0
0
301
0
0
1,500
bus_only
1,373
769
303
6
297
362.7
2,964.9
2,602.3
0
0
1
0
0
0
40
0
9914_9769
5
8
573
0
0
301
0
0
1,500
bus_only
1,231
573
357
6
351
427.7
2,424.5
1,996.8
0
0
1
0
0
0
40
0
9914_9769
6
8
551
0
0
130
0
0
1,500
bus_only
1,103
551
422
12
410
505.3
3,187.5
2,682.1
0
0
1
0
0
0
40
0
9914_9769
7
8
872
0
0
135
0
1
1,500
bus_only
1,342
872
335
12
323
400.9
3,128.1
2,727.2
0
0
1
0
0
0
40
0
9914_9806
0
9
409
0
0
126
0
0
1,500
bus_only
584
409
49
12
37
56.6
1,366.5
1,309.9
0
0
1
0
0
257
257
1
9914_9806
1
9
256
0
0
66
0
0
1,500
bus_only
791
256
469
12
457
561.1
1,492.8
931.7
0
0
1
0
0
0
257
0
9914_9806
2
9
511
0
0
66
0
0
1,500
bus_only
860
511
283
12
271
338.9
1,911.5
1,572.6
0
0
1
0
0
0
257
0
9914_9806
3
9
931
0
0
228
0
0
1,500
bus_only
1,507
931
348
12
336
415.9
3,837.7
3,421.8
0
0
1
0
0
0
257
0
9914_9806
4
9
305
0
0
241
0
0
1,500
bus_only
904
305
358
12
346
428.5
1,856
1,427.5
0
0
1
0
0
0
257
0
9914_9806
5
9
607
0
0
239
0
1
1,500
bus_only
1,194
607
348
12
336
415.9
2,234.7
1,818.7
0
0
1
0
0
0
257
0
9914_9806
6
9
512
0
0
99
0
0
1,500
bus_only
1,054
512
443
12
431
530.7
2,886
2,355.3
0
0
1
0
0
0
257
0
9914_9806
7
9
328
0
0
159
0
0
1,500
bus_only
990
328
503
12
491
601.7
2,125.8
1,524.1
0
0
1
0
0
0
257
0
9914_9806
8
9
267
0
0
241
0
0
1,500
bus_only
1,022
267
514
12
502
615.4
1,884.3
1,268.8
0
0
1
0
0
0
257
0
9914_9813
0
7
256
0
0
142
0
0
1,500
bus_only
483
256
85
12
73
100.8
1,032.5
931.7
0
0
1
0
0
98
98
1
9914_9813
1
7
344
0
0
190
0
1
1,500
bus_only
887
344
353
12
341
422.1
1,868.2
1,446.1
0
0
1
0
0
0
98
0
9914_9813
2
7
328
0
0
1,113
0
0
1,500
bus_only
1,794
328
353
12
341
422.1
1,946.2
1,524.1
0
0
1
0
0
0
98
0
9914_9813
3
7
319
0
0
190
0
1
1,500
bus_only
974
319
465
12
453
556.8
1,804.9
1,248.1
0
0
1
0
0
0
98
0
9914_9813
4
7
423
0
0
142
0
0
1,500
bus_only
1,073
423
508
12
496
608.5
1,918.3
1,309.9
0
0
1
0
0
0
98
0
9914_9813
5
7
346
0
0
152
0
0
1,500
bus_only
1,025
346
527
6
521
631.1
1,806.7
1,175.5
0
0
1
0
0
0
98
0
9914_9813
6
7
284
0
0
1,113
0
0
1,500
bus_only
1,862
284
465
12
453
556.8
1,883
1,326.2
0
0
1
0
0
0
98
0
9914_9842
0
10
540
0
0
429
0
0
1,500
bus_only
987
540
18
6
12
20.8
2,017.6
1,996.8
0
0
1
0
0
24
24
1
9914_9842
1
10
477
0
0
369
0
0
1,500
bus_only
1,089
477
243
6
237
291.2
2,067.5
1,776.3
0
0
1
0
0
0
24
0
9914_9842
2
10
801
0
0
138
0
0
1,500
bus_only
1,166
801
227
12
215
271.6
2,189.8
1,918.2
0
0
1
0
0
0
24
0
9914_9842
3
10
512
0
0
415
0
0
1,500
bus_only
1,226
512
299
12
287
357.7
2,713.1
2,355.3
0
0
1
0
0
0
24
0
9914_9842
4
10
637
0
0
369
0
0
1,500
bus_only
1,371
637
365
6
359
437.5
2,745.8
2,308.3
0
0
1
0
0
0
24
0
9914_9842
5
10
922
0
0
138
0
0
1,500
bus_only
1,430
922
370
12
358
442.4
2,581
2,138.6
0
0
1
0
0
0
24
0
9914_9842
6
10
551
0
0
198
0
0
1,500
bus_only
1,231
551
482
12
470
576.9
2,149.5
1,572.6
0
0
1
0
0
0
24
0
9914_9842
7
10
595
0
0
415
0
0
1,500
bus_only
1,510
595
500
12
488
598.4
3,395
2,796.5
0
0
1
0
0
0
24
0
9914_9842
8
10
92
240
0
335
100
1
1,550
bus+train
1,239
332
572
43
429
684.1
2,753.5
258.7
1,810.7
0
1
1
0
0
24
0
9914_9842
9
10
0
240
0
129
0
0
1,550
train_only
1,239
240
870
441
429
1,043.6
2,854.3
0
1,810.7
0
0
1
0
0
24
0
9914_9853
0
9
512
0
0
163
0
0
1,500
bus_only
740
512
65
12
53
77
2,432.3
2,355.3
0
0
1
0
0
0
39
0
9914_9853
1
9
305
0
0
245
0
0
1,500
bus_only
970
305
420
12
408
502.7
1,930.1
1,427.5
0
0
1
0
0
0
39
0
9914_9853
2
9
688
0
0
499
0
0
1,500
bus_only
1,447
688
260
12
248
311.4
2,323.7
2,012.3
0
0
1
0
0
0
39
0
9914_9853
3
9
529
0
0
655
0
0
1,500
bus_only
1,442
529
258
6
252
308.7
2,305.5
1,996.8
0
0
1
0
0
39
39
1
9914_9853
4
9
394
0
0
305
0
0
1,500
bus_only
1,068
394
369
12
357
440.6
2,307.9
1,867.3
0
0
1
0
0
0
39
0
9914_9853
5
9
761
0
0
312
0
0
1,500
bus_only
1,437
761
364
12
352
435.2
2,353.4
1,918.2
0
0
1
0
0
0
39
0
9914_9853
6
9
595
0
0
103
0
0
1,500
bus_only
1,155
595
457
12
445
546.8
3,343.3
2,796.5
0
0
1
0
0
0
39
0
9914_9853
7
9
419
0
0
163
0
0
1,500
bus_only
1,123
419
541
12
529
647.3
2,583
1,935.7
0
0
1
0
0
0
39
0
9914_9853
8
9
267
0
0
245
0
0
1,500
bus_only
1,071
267
559
12
547
670.1
1,938.9
1,268.8
0
0
1
0
0
0
39
0
9914_9921
0
10
1,002
0
0
234
0
0
1,500
bus_only
1,260
1,002
24
12
12
28.1
4,718.3
4,690.2
0
0
1
0
0
14
14
1
9914_9921
1
10
1,055
0
0
234
0
0
1,500
bus_only
1,568
1,055
279
12
267
333.3
5,258.3
4,925
0
0
1
0
0
0
14
0
9914_9921
2
10
927
0
0
234
0
0
1,500
bus_only
1,570
927
409
12
397
489.2
4,824.9
4,335.7
0
0
1
0
0
0
14
0
9914_9921
3
10
1,047
0
0
478
0
1
1,500
bus_only
1,725
1,047
200
12
188
238.8
4,470
4,231.2
0
0
1
0
0
0
14
0
9914_9921
4
10
927
0
0
538
0
1
1,500
bus_only
1,689
927
224
12
212
267.3
4,316.3
4,049
0
0
1
0
0
0
14
0
9914_9921
5
10
1,254
0
0
452
0
0
1,500
bus_only
2,104
1,254
398
12
386
476.5
6,989.8
6,513.3
0
0
1
0
0
0
14
0
9914_9921
6
10
789
0
0
436
0
0
1,500
bus_only
1,686
789
461
12
449
551.9
4,453.1
3,901.2
0
0
1
0
0
0
14
0
9914_9921
7
10
837
0
0
376
0
0
1,500
bus_only
1,681
837
468
12
456
560.3
4,676.3
4,116
0
0
1
0
0
0
14
0
9914_9921
8
10
822
0
0
478
0
1
1,500
bus_only
1,701
822
401
12
389
480.6
4,290.7
3,810.2
0
0
1
0
0
0
14
0
9914_9921
9
10
917
0
0
276
0
1
1,500
bus_only
1,661
917
468
12
456
560.3
4,885
4,324.7
0
0
1
0
0
0
14
0
9915_1003
0
5
169
180
0
708
61
1
1,550
bus+train
1,147
349
90
3
26
106.4
3,799.7
1,052.9
2,640.3
0
1
1
0
23
23
1
9915_1003
1
5
515
0
0
259
0
0
1,500
bus_only
1,321
515
547
286
261
654.2
4,838.5
4,184.3
0
0
1
0
0
0
23
0
9915_1003
2
5
488
0
0
622
0
0
1,500
bus_only
1,374
488
264
3
261
314.3
4,302.8
3,988.6
0
0
1
0
0
0
23
0
9915_1003
3
5
477
0
0
580
0
1
1,500
bus_only
1,369
477
312
3
309
372.9
4,361.5
3,988.6
0
0
1
0
0
0
23
0
9915_1003
4
5
2,006
0
0
622
0
0
1,500
bus_only
3,303
2,006
675
3
672
808.9
14,445.8
13,636.9
0
0
1
0
0
0
23
0
9915_150
0
3
1,104
0
0
168
0
0
1,500
bus_only
1,343
1,104
71
3
68
83.4
7,432.2
7,348.8
0
0
1
0
0
0
26
0
9915_150
1
3
197
510
0
467
61
1
1,550
bus+train
1,282
707
108
3
44
128.7
6,855
1,052.9
5,673.4
0
1
1
0
26
26
1
9915_150
2
3
1,518
0
0
168
0
0
1,500
bus_only
2,087
1,518
401
3
398
479.5
10,436.2
9,956.7
0
0
1
0
0
0
26
0
9915_151
0
8
197
660
0
601
61
1
1,550
bus+train
1,543
857
85
3
21
101.1
8,009
1,052.9
6,854.9
0
1
1
0
22
22
1
9915_151
1
8
1,309
0
0
214
0
0
1,500
bus_only
1,848
1,309
325
3
322
388.6
9,271.4
8,882.7
0
0
1
0
0
0
22
0
9915_151
2
8
1,452
0
0
214
0
0
1,500
bus_only
2,096
1,452
430
3
427
514.6
10,047.4
9,532.8
0
0
1
0
0
0
22
0
9915_151
3
8
1,298
0
0
460
0
2
1,500
bus_only
1,994
1,298
236
3
233
282.5
9,032.1
8,749.6
0
0
1
0
0
0
22
0
9915_151
4
8
1,442
0
0
341
34
1
1,500
bus_only
2,053
1,442
270
3
233
323.1
9,460.2
9,137.1
0
0
1
0
0
0
22
0
9915_151
5
8
1,271
0
0
350
0
1
1,500
bus_only
1,947
1,271
326
3
323
390.2
9,246.9
8,856.7
0
0
1
0
0
0
22
0
9915_151
6
8
1,375
0
0
440
0
1
1,500
bus_only
2,151
1,375
336
3
333
401.3
9,905
9,503.7
0
0
1
0
0
0
22
0
9915_151
7
8
1,197
0
0
350
0
1
1,500
bus_only
1,953
1,197
406
3
403
484.6
8,650.1
8,165.5
0
0
1
0
0
0
22
0
9915_152
0
10
212
810
0
342
61
1
1,550
bus+train
1,452
1,022
88
3
24
104.5
8,724.6
1,052.9
7,567.2
0
1
1
0
32
32
1
9915_152
1
10
1,383
0
0
238
0
1
1,500
bus_only
1,807
1,383
186
3
183
221.5
9,611.4
9,389.9
0
0
1
0
0
0
32
0