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
9902_170755
4
9
794
0
0
1,049
0
1
1,500
bus_only
1,979
794
136
8
128
160.5
5,245.5
5,085
0
0
1
0
0
0
25
0
9902_170755
5
9
844
0
0
561
0
0
1,500
bus_only
1,722
844
317
8
309
378.6
5,663.4
5,284.8
0
0
1
0
0
0
25
0
9902_170755
6
9
1,189
0
0
626
0
0
1,500
bus_only
2,103
1,189
288
8
280
344
7,334.9
6,991
0
0
1
0
0
0
25
0
9902_170755
7
9
1,108
0
0
626
0
0
1,500
bus_only
2,314
1,108
580
8
572
695
7,415.3
6,720.3
0
0
1
0
0
0
25
0
9902_170755
8
9
866
0
0
354
0
1
1,500
bus_only
2,028
866
808
236
572
968.2
6,627.6
5,659.3
0
0
1
0
0
0
25
0
9902_60015
0
2
886
0
0
107
0
0
1,500
bus_only
1,008
886
15
8
7
16.6
5,220.2
5,203.6
0
0
1
0
0
20
20
1
9902_60015
1
2
849
0
0
107
0
0
1,500
bus_only
1,382
849
426
8
418
510.1
5,337.1
4,827
0
0
1
0
0
0
20
0
9902_60060
0
4
671
0
0
96
0
0
1,500
bus_only
783
671
16
8
8
17.4
4,439.7
4,422.3
0
0
1
0
0
10
29
0.344828
9902_60060
1
4
738
0
0
96
0
0
1,500
bus_only
1,183
738
349
8
341
416.9
5,140.7
4,723.8
0
0
1
0
0
0
29
0
9902_60060
2
4
767
0
0
104
0
0
1,500
bus_only
1,298
767
427
8
419
511.5
5,303.6
4,792.1
0
0
1
0
0
19
29
0.655172
9902_60060
3
4
623
0
0
156
0
0
1,500
bus_only
1,271
623
492
8
484
589
4,533.4
3,944.5
0
0
1
0
0
0
29
0
9902_71294
0
10
486
0
0
52
0
0
1,500
bus_only
555
486
17
8
9
18.6
2,951.8
2,933.2
0
0
1
0
0
37
40
0.925
9902_71294
1
10
517
0
0
52
0
0
1,500
bus_only
881
517
312
8
304
373.4
3,569.7
3,196.3
0
0
1
0
0
0
40
0
9902_71294
2
10
426
0
0
112
0
0
1,500
bus_only
989
426
451
8
443
538.8
3,049.7
2,510.9
0
0
1
0
0
0
40
0
9902_71294
3
10
483
0
0
378
0
0
1,500
bus_only
1,271
483
410
8
402
490.7
3,410.9
2,920.2
0
0
1
0
0
0
40
0
9902_71294
4
10
457
0
0
280
0
0
1,500
bus_only
1,187
457
450
8
442
538
3,305.1
2,767
0
0
1
0
0
0
40
0
9902_71294
5
10
472
0
0
169
0
1
1,500
bus_only
1,051
472
410
8
402
490.7
3,410.9
2,920.2
0
0
1
0
0
3
40
0.075
9902_71294
6
10
773
0
0
262
0
0
1,500
bus_only
1,480
773
445
92
353
533.3
3,586.4
3,053.1
0
0
1
0
0
0
40
0
9902_71294
7
10
510
0
0
378
0
0
1,500
bus_only
1,367
510
479
8
471
573
3,626.8
3,053.8
0
0
1
0
0
0
40
0
9902_71294
8
10
447
0
0
226
0
1
1,500
bus_only
1,123
447
450
8
442
538
3,305.1
2,767
0
0
1
0
0
0
40
0
9902_71294
9
10
881
0
0
262
0
0
1,500
bus_only
1,686
881
543
92
451
650.8
4,064.3
3,413.5
0
0
1
0
0
0
40
0
9902_71353
0
3
688
0
0
274
0
0
1,500
bus_only
977
688
15
8
7
16.2
4,321.9
4,305.7
0
0
1
0
0
23
23
1
9902_71353
1
3
617
0
0
274
0
0
1,500
bus_only
1,357
617
466
8
458
557.5
4,455.6
3,898.1
0
0
1
0
0
0
23
0
9902_71353
2
3
747
0
0
334
0
0
1,500
bus_only
1,407
747
326
8
318
389.7
4,993.1
4,603.4
0
0
1
0
0
0
23
0
9902_71355
0
5
906
0
0
228
0
0
1,500
bus_only
1,143
906
9
8
1
9.4
4,879.9
4,870.5
0
0
1
0
0
22
22
1
9902_71355
1
5
462
0
0
107
0
0
1,500
bus_only
966
462
397
8
389
474.6
4,742.1
4,267.5
0
0
1
0
0
0
22
0
9902_71355
2
5
822
0
0
228
0
0
1,500
bus_only
1,359
822
309
8
301
369.1
4,972.6
4,603.4
0
0
1
0
0
0
22
0
9902_71355
3
5
653
0
0
361
0
1
1,500
bus_only
1,203
653
189
8
181
225.4
5,044.6
4,819.3
0
0
1
0
0
0
22
0
9902_71355
4
5
444
0
0
124
0
1
1,500
bus_only
1,070
444
502
8
494
600.8
4,909.2
4,308.5
0
0
1
0
0
0
22
0
9902_71985
0
6
577
0
0
205
0
0
1,500
bus_only
805
577
23
8
15
26.2
2,946.4
2,920.2
0
0
1
0
0
118
119
0.991597
9902_71985
1
6
602
0
0
205
0
0
1,500
bus_only
952
602
145
8
137
172.4
3,226.2
3,053.8
0
0
1
0
0
0
119
0
9902_71985
2
6
519
0
0
517
0
0
1,500
bus_only
1,277
519
241
8
233
287.5
3,054.5
2,767
0
0
1
0
0
1
119
0.008403
9902_71985
3
6
483
0
0
265
0
0
1,500
bus_only
1,161
483
413
8
405
493.8
3,004.7
2,510.9
0
0
1
0
0
0
119
0
9902_71985
4
6
546
0
0
512
0
0
1,500
bus_only
1,477
546
419
8
411
501.5
3,434.7
2,933.2
0
0
1
0
0
0
119
0
9902_71985
5
6
863
0
0
120
0
0
1,500
bus_only
1,516
863
533
92
441
638.1
4,343.3
3,705.2
0
0
1
0
0
0
119
0
9902_72789
0
3
292
0
0
150
0
0
1,500
bus_only
451
292
9
8
1
9.9
2,483.4
2,473.5
0
0
1
0
0
22
22
1
9902_72789
1
3
259
0
0
210
0
0
1,500
bus_only
855
259
386
8
378
461.9
2,564.7
2,102.8
0
0
1
0
0
0
22
0
9902_72789
2
3
318
0
0
150
0
0
1,500
bus_only
881
318
413
8
405
494.3
3,327.9
2,833.7
0
0
1
0
0
0
22
0
9902_74913
0
5
216
0
0
450
0
0
1,500
bus_only
677
216
11
8
3
11.4
1,811.8
1,800.4
0
0
1
0
0
118
118
1
9902_74913
1
5
206
0
0
244
0
0
1,500
bus_only
637
206
187
8
179
223.2
1,898.9
1,675.7
0
0
1
0
0
0
118
0
9902_74913
2
5
236
0
0
304
0
0
1,500
bus_only
697
236
157
8
149
187.3
2,097.9
1,910.6
0
0
1
0
0
0
118
0
9902_74913
3
5
321
0
0
304
0
0
1,500
bus_only
1,091
321
466
8
458
557.7
2,770.1
2,212.3
0
0
1
0
0
0
118
0
9902_74913
4
5
279
0
0
510
0
0
1,500
bus_only
1,255
279
466
8
458
557.9
2,764.2
2,206.2
0
0
1
0
0
0
118
0
9902_74914
0
6
262
0
0
120
0
0
1,500
bus_only
396
262
14
8
6
15.9
2,222.2
2,206.2
0
0
1
0
0
117
117
1
9902_74914
1
6
199
0
0
180
0
0
1,500
bus_only
826
199
447
8
439
533.9
2,334.3
1,800.4
0
0
1
0
0
0
117
0
9902_74914
2
6
310
0
0
180
0
0
1,500
bus_only
959
310
469
8
461
561.1
3,221.2
2,660.1
0
0
1
0
0
0
117
0
9902_74914
3
6
321
0
0
690
0
0
1,500
bus_only
1,417
321
406
8
398
485.7
2,698.1
2,212.3
0
0
1
0
0
0
117
0
9902_74914
4
6
236
0
0
690
0
0
1,500
bus_only
1,385
236
459
8
451
549.3
2,459.9
1,910.6
0
0
1
0
0
0
117
0
9902_74914
5
6
381
0
0
750
0
0
1,500
bus_only
1,655
381
524
8
516
626.4
3,080.1
2,453.7
0
0
1
0
0
0
117
0
9902_74915
0
2
314
0
0
303
0
0
1,500
bus_only
632
314
15
8
7
17
2,677.1
2,660.1
0
0
1
0
0
132
132
1
9902_74915
1
2
266
0
0
303
0
0
1,500
bus_only
1,085
266
516
8
508
618.3
2,824.5
2,206.2
0
0
1
0
0
0
132
0
9902_75871
0
4
1,396
0
0
56
0
0
1,500
bus_only
1,466
1,396
14
8
6
15.3
7,122.7
7,107.4
0
0
1
0
0
14
14
1
9902_75871
1
4
1,515
0
0
56
0
0
1,500
bus_only
2,035
1,515
464
8
456
555.2
8,071
7,515.8
0
0
1
0
0
0
14
0
9902_75871
2
4
90
730
0
346
147
1
1,550
bus+train
1,782
820
616
76
393
738
7,082
301.3
6,042.7
0
1
1
0
0
14
0
9902_75871
3
4
28
730
0
367
79
1
1,550
bus+train
1,796
758
671
76
516
804
7,120.9
274.3
6,042.7
0
1
1
0
0
14
0
9902_8000226
0
4
432
0
0
78
0
0
1,500
bus_only
519
432
9
8
1
9.4
4,198.6
4,189.2
0
0
1
0
0
42
42
1
9902_8000226
1
4
395
0
0
78
0
0
1,500
bus_only
872
395
399
8
391
477.3
4,319.2
3,841.9
0
0
1
0
0
0
42
0
9902_8000226
2
4
465
0
0
78
0
0
1,500
bus_only
893
465
350
8
342
418.6
4,911.3
4,492.7
0
0
1
0
0
0
42
0
9902_8000226
3
4
615
0
0
843
0
0
1,500
bus_only
2,017
615
559
8
551
669.5
5,236.8
4,567.4
0
0
1
0
0
0
42
0
9902_8001573
0
15
751
0
0
209
57
1
1,500
bus_only
1,026
751
66
8
1
77.1
6,792.7
6,715.7
0
0
1
0
0
3
18
0.166667
9902_8001573
1
15
692
0
0
269
57
1
1,500
bus_only
1,452
692
491
8
426
586.4
6,867.2
6,280.8
0
0
1
0
0
0
18
0
9902_8001573
2
15
1,542
0
0
247
0
0
1,500
bus_only
1,882
1,542
93
92
1
110.5
7,701.4
7,590.9
0
0
1
0
0
1
18
0.055556
9902_8001573
3
15
968
0
0
652
18
1
1,500
bus_only
1,734
968
114
8
88
135.2
7,225.6
7,090.3
0
0
1
0
0
14
18
0.777778
9902_8001573
4
15
732
0
0
630
76
1
1,500
bus_only
1,689
732
327
8
243
390.7
6,048.8
5,658.1
0
0
1
0
0
0
18
0
9902_8001573
5
15
899
0
0
712
18
1
1,500
bus_only
1,938
899
327
8
301
390.5
7,154.8
6,764.3
0
0
1
0
0
0
18
0
9902_8001573
6
15
988
0
0
352
0
1
1,500
bus_only
1,796
988
456
8
448
545.5
6,543.1
5,997.6
0
0
1
0
0
0
18
0
9902_8001573
7
15
955
0
0
412
0
1
1,500
bus_only
1,845
955
478
8
470
572.2
6,300.6
5,728.4
0
0
1
0
0
0
18
0
9902_8001573
8
15
1,483
0
0
307
0
0
1,500
bus_only
2,308
1,483
518
92
426
619.9
7,775.9
7,156
0
0
1
0
0
0
18
0
9902_8001573
9
15
925
0
0
347
57
2
1,500
bus_only
1,785
925
513
8
448
613
7,471
6,858.1
0
0
1
0
0
0
18
0
9902_8001573
10
15
866
0
0
690
76
1
1,500
bus_only
2,159
866
603
8
519
721.7
7,066.4
6,344.7
0
0
1
0
0
0
18
0
9902_8001573
11
15
842
0
0
488
57
2
1,500
bus_only
1,914
842
584
8
519
698.5
7,875.8
7,177.4
0
0
1
0
0
0
18
0
9902_8001573
12
15
1,320
0
0
254
39
1
1,500
bus_only
2,271
1,320
697
8
650
833.8
10,347.1
9,513.3
0
0
1
0
0
0
18
0
9902_8001573
13
15
857
0
0
473
57
2
1,500
bus_only
2,045
857
715
8
650
855.5
8,045.2
7,189.7
0
0
1
0
0
0
18
0
9902_8001573
14
15
2,170
0
0
236
0
0
1,500
bus_only
3,148
2,170
742
92
650
888.9
10,375.3
9,486.4
0
0
1
0
0
0
18
0
9902_8002111
0
3
830
0
0
56
0
0
1,500
bus_only
903
830
17
8
9
18.6
4,622
4,603.4
0
0
1
0
0
23
23
1
9902_8002111
1
3
773
0
0
56
0
0
1,500
bus_only
1,178
773
349
8
341
417.5
4,723.3
4,305.7
0
0
1
0
0
0
23
0
9902_8002111
2
3
904
0
0
116
0
0
1,500
bus_only
1,321
904
301
8
293
359.4
5,229.8
4,870.5
0
0
1
0
0
0
23
0
9902_8002146
0
3
409
0
0
545
0
0
1,500
bus_only
963
409
9
8
1
9.3
3,781.5
3,772.2
0
0
1
0
0
44
44
1
9902_8002146
1
3
444
0
0
605
0
0
1,500
bus_only
1,588
444
539
8
531
645.4
4,912.9
4,267.5
0
0
1
0
0
0
44
0
9902_8002146
2
3
997
0
0
298
0
1
1,500
bus_only
1,761
997
466
8
458
556.8
5,896.9
5,340.2
0
0
1
0
0
0
44
0
9902_8002668
0
4
478
0
0
468
0
0
1,500
bus_only
955
478
9
8
1
9.1
4,501.9
4,492.7
0
0
1
0
0
43
43
1
9902_8002668
1
4
169
160
0
410
66
1
1,550
bus+train
1,261
329
522
96
360
625.1
3,409.7
1,052.9
1,731.7
0
1
1
0
0
43
0
9902_8002668
2
4
448
0
0
528
0
0
1,500
bus_only
1,325
448
349
8
341
417.6
4,606.8
4,189.2
0
0
1
0
0
0
43
0
9902_8002668
3
4
528
0
0
528
0
0
1,500
bus_only
1,428
528
372
8
364
444
5,270.6
4,826.6
0
0
1
0
0
0
43
0
9902_8003055
0
5
519
0
0
378
0
0
1,500
bus_only
913
519
16
8
8
17.6
2,784.6
2,767
0
0
1
0
0
53
53
1
9902_8003055
1
5
483
0
0
167
0
0
1,500
bus_only
873
483
223
8
215
266.2
2,777.1
2,510.9
0
0
1
0
0
0
53
0
9902_8003055
2
5
577
0
0
167
0
0
1,500
bus_only
958
577
214
8
206
254.9
3,175.1
2,920.2
0
0
1
0
0
0
53
0
9902_8003055
3
5
602
0
0
167
0
0
1,500
bus_only
1,143
602
374
8
366
446.9
3,500.7
3,053.8
0
0
1
0
0
0
53
0
9902_8003055
4
5
546
0
0
267
0
0
1,500
bus_only
1,307
546
494
8
486
591.2
3,524.4
2,933.2
0
0
1
0
0
0
53
0
9902_8003058
0
7
264
0
0
640
0
0
1,500
bus_only
919
264
15
8
7
16.6
2,119.5
2,102.8
0
0
1
0
0
26
31
0.83871
9902_8003058
1
7
254
0
0
332
0
1
1,500
bus_only
601
254
15
8
7
16.6
2,119.5
2,102.8
0
0
1
0
0
5
31
0.16129
9902_8003058
2
7
212
0
0
294
0
0
1,500
bus_only
877
212
371
8
363
443.8
2,119.5
1,675.7
0
0
1
0
0
0
31
0
9902_8003058
3
7
212
30
0
419
94
1
1,550
bus+train
1,015
242
354
8
252
422.3
2,724.8
1,675.7
626.8
0
1
1
0
0
31
0
9902_8003058
4
7
298
0
0
700
0
0
1,500
bus_only
1,377
298
379
8
371
453.3
2,926.8
2,473.5
0
0
1
0
0
0
31
0
9902_8003058
5
7
289
0
0
332
0
1
1,500
bus_only
1,040
289
419
8
411
501.7
2,975.2
2,473.5
0
0
1
0
0
0
31
0
9902_8003058
6
7
244
0
0
294
0
0
1,500
bus_only
1,122
244
584
8
576
699.5
2,610.1
1,910.6
0
0
1
0
0
0
31
0
9902_8501741
0
6
240
0
0
298
0
0
1,500
bus_only
554
240
16
8
8
17.6
1,928.2
1,910.6
0
0
1
0
0
20
20
1
9902_8501741
1
6
208
0
0
298
0
0
1,500
bus_only
785
208
279
8
271
333.8
2,009.5
1,675.7
0
0
1
0
0
0
20
0
9902_8501741
2
6
210
0
0
509
0
0
1,500
bus_only
922
210
203
8
195
241.7
2,042.1
1,800.4
0
0
1
0
0
0
20
0
9902_8501741
3
6
321
0
0
358
0
0
1,500
bus_only
984
321
305
8
297
364.8
2,577.1
2,212.3
0
0
1
0
0
0
20
0