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
9892_10646
3
10
885
0
0
556
22
1
1,500
bus_only
1,807
885
366
11
333
436.9
6,126.4
5,689.5
0
0
1
0
0
0
26
0
9892_10646
4
10
827
0
0
333
108
1
1,500
bus_only
1,612
827
452
11
333
540
6,112.2
5,572.2
0
0
1
0
0
0
26
0
9892_10646
5
10
955
0
0
441
22
1
1,500
bus_only
1,918
955
522
11
489
624.2
6,198
5,573.9
0
0
1
0
0
0
26
0
9892_10646
6
10
853
0
0
441
22
1
1,500
bus_only
1,834
853
540
11
507
644.9
5,743.8
5,098.9
0
0
1
0
0
0
26
0
9892_10646
7
10
817
0
0
409
57
1
1,500
bus_only
1,800
817
574
11
506
686
6,136.6
5,450.6
0
0
1
0
0
0
26
0
9892_10646
8
10
856
0
0
614
0
0
1,500
bus_only
2,082
856
612
279
333
732.8
5,580.1
4,847.3
0
0
1
0
0
0
26
0
9892_10646
9
10
748
0
0
393
108
1
1,500
bus_only
1,766
748
625
11
506
747.7
5,727.8
4,980
0
0
1
0
0
0
26
0
9892_10678
0
5
803
0
0
114
0
0
1,500
bus_only
937
803
20
11
9
22.3
4,031.5
4,009.2
0
0
1
0
0
23
23
1
9892_10678
1
5
776
0
0
114
0
0
1,500
bus_only
1,091
776
201
11
190
239.6
4,077.8
3,838.2
0
0
1
0
0
0
23
0
9892_10678
2
5
912
0
0
174
0
0
1,500
bus_only
1,364
912
278
11
267
332.8
4,578
4,245.1
0
0
1
0
0
0
23
0
9892_10678
3
5
495
0
0
329
21
1
1,500
bus_only
1,219
495
395
11
363
471.9
4,492.6
4,020.7
0
0
1
0
0
0
23
0
9892_10678
4
5
704
0
0
114
0
0
1,500
bus_only
1,386
704
568
11
557
680.1
4,138.9
3,458.9
0
0
1
0
0
0
23
0
9892_10696
0
11
797
0
0
368
21
1
1,500
bus_only
1,198
797
33
11
1
37.7
4,893.1
4,855.4
0
0
1
0
0
0
19
0
9892_10696
1
11
765
0
0
960
0
0
1,500
bus_only
1,737
765
12
11
1
13.2
3,851.4
3,838.2
0
0
1
0
0
19
19
1
9892_10696
2
11
791
0
0
1,020
0
0
1,500
bus_only
2,003
791
192
11
181
229.5
4,238.7
4,009.2
0
0
1
0
0
0
19
0
9892_10696
3
11
843
0
0
626
21
1
1,500
bus_only
1,768
843
299
11
267
357
5,448.9
5,091.9
0
0
1
0
0
0
19
0
9892_10696
4
11
725
0
0
368
21
1
1,500
bus_only
1,552
725
459
11
427
549
5,025.2
4,476.1
0
0
1
0
0
0
19
0
9892_10696
5
11
690
0
0
960
0
0
1,500
bus_only
2,088
690
438
11
427
524.5
3,983.4
3,458.9
0
0
1
0
0
0
19
0
9892_10696
6
11
900
0
0
1,020
0
0
1,500
bus_only
2,349
900
429
11
418
513.5
4,758.7
4,245.1
0
0
1
0
0
0
19
0
9892_10696
7
11
845
0
0
368
21
1
1,500
bus_only
1,739
845
526
11
494
629.5
5,923.5
5,294
0
0
1
0
0
0
19
0
9892_10696
8
11
777
0
0
360
0
1
1,500
bus_only
1,755
777
618
279
339
740.6
5,368.4
4,627.8
0
0
1
0
0
0
19
0
9892_10696
9
11
484
0
0
896
21
1
1,500
bus_only
1,961
484
581
11
549
696.1
4,716.7
4,020.7
0
0
1
0
0
0
19
0
9892_10696
10
11
893
0
0
693
83
2
1,500
bus_only
2,216
893
630
11
536
754.4
5,532.7
4,778.3
0
0
1
0
0
0
19
0
9892_10738
0
10
705
0
0
651
0
0
1,500
bus_only
1,368
705
12
11
1
13.4
3,472.3
3,458.9
0
0
1
0
0
19
19
1
9892_10738
1
10
786
0
0
411
21
1
1,500
bus_only
1,230
786
33
11
1
37.9
4,514
4,476.1
0
0
1
0
0
0
19
0
9892_10738
2
10
610
0
0
711
0
0
1,500
bus_only
1,666
610
345
11
334
411.1
3,566
3,154.9
0
0
1
0
0
0
19
0
9892_10738
3
10
691
0
0
471
21
1
1,500
bus_only
1,528
691
366
11
334
435.6
4,607.7
4,172.1
0
0
1
0
0
0
19
0
9892_10738
4
10
780
0
0
711
0
0
1,500
bus_only
1,923
780
432
11
421
516.1
4,354.2
3,838.2
0
0
1
0
0
0
19
0
9892_10738
5
10
861
0
0
471
21
1
1,500
bus_only
1,785
861
453
11
421
540.6
5,396
4,855.4
0
0
1
0
0
0
19
0
9892_10738
6
10
705
0
0
395
21
1
1,500
bus_only
1,613
705
513
11
481
613.7
4,947.5
4,333.8
0
0
1
0
0
0
19
0
9892_10738
7
10
676
0
0
411
23
1
1,500
bus_only
1,602
676
515
11
481
616
4,919.3
4,303.3
0
0
1
0
0
0
19
0
9892_10738
8
10
575
0
0
651
0
0
1,500
bus_only
1,796
575
570
11
559
682.6
3,644.7
2,962
0
0
1
0
0
0
19
0
9892_10738
9
10
805
0
0
651
0
0
1,500
bus_only
2,021
805
565
11
554
676.7
4,685.9
4,009.2
0
0
1
0
0
0
19
0
9892_10742
0
13
906
0
0
932
0
0
1,500
bus_only
1,858
906
20
11
9
22.9
4,611.7
4,588.8
0
0
1
0
0
13
13
1
9892_10742
1
13
1,098
0
0
439
46
2
1,500
bus_only
1,603
1,098
66
11
9
77.4
6,557
6,479.7
0
0
1
0
0
0
13
0
9892_10742
2
13
824
0
0
992
0
0
1,500
bus_only
2,311
824
495
11
484
592.2
4,704.3
4,112.1
0
0
1
0
0
0
13
0
9892_10742
3
13
997
0
0
690
0
1
1,500
bus_only
1,859
997
172
11
161
204.6
5,191.4
4,986.8
0
0
1
0
0
0
13
0
9892_10742
4
13
1,046
0
0
690
0
1
1,500
bus_only
1,940
1,046
204
11
193
243.1
5,564.6
5,321.5
0
0
1
0
0
0
13
0
9892_10742
5
13
1,472
0
0
299
70
1
1,500
bus_only
2,058
1,472
287
11
206
343
5,360.4
5,017.4
0
0
1
0
0
0
13
0
9892_10742
6
13
1,425
0
0
359
70
1
1,500
bus_only
2,231
1,425
447
11
366
533.2
5,395.2
4,861.9
0
0
1
0
0
0
13
0
9892_10742
7
13
1,343
0
0
483
56
1
1,500
bus_only
2,281
1,343
455
11
388
544
5,993.8
5,449.8
0
0
1
0
0
0
13
0
9892_10742
8
13
990
0
0
992
0
0
1,500
bus_only
2,463
990
481
11
470
574.8
5,630.7
5,055.9
0
0
1
0
0
0
13
0
9892_10742
9
13
1,093
0
0
488
172
2
1,500
bus_only
2,076
1,093
495
11
312
590.6
6,587.3
5,996.7
0
0
1
0
0
0
13
0
9892_10742
10
13
1,016
0
0
499
46
2
1,500
bus_only
2,056
1,016
541
11
484
646.6
6,649.6
6,003
0
0
1
0
0
0
13
0
9892_10742
11
13
1,181
0
0
499
46
2
1,500
bus_only
2,207
1,181
527
11
470
629.2
7,576.1
6,946.8
0
0
1
0
0
0
13
0
9892_10742
12
13
1,012
0
0
488
172
2
1,500
bus_only
2,135
1,012
635
11
452
758.6
6,443.5
5,684.8
0
0
1
0
0
0
13
0
9892_10790
0
5
604
0
0
375
0
0
1,500
bus_only
1,002
604
23
11
12
25.9
3,180.8
3,154.9
0
0
1
0
0
16
16
1
9892_10790
1
5
570
0
0
375
0
0
1,500
bus_only
1,183
570
238
11
227
284.4
3,246.4
2,962
0
0
1
0
0
0
16
0
9892_10790
2
5
693
0
0
435
0
0
1,500
bus_only
1,465
693
337
11
326
402
3,860.8
3,458.9
0
0
1
0
0
0
16
0
9892_10790
3
5
610
0
0
420
21
1
1,500
bus_only
1,436
610
406
11
374
485.1
4,312.9
3,827.8
0
0
1
0
0
0
16
0
9892_10790
4
5
692
0
0
307
25
2
1,500
bus_only
1,409
692
410
11
374
489.7
5,137.4
4,647.7
0
0
1
0
0
0
16
0
9892_115226
0
11
444
0
0
507
0
0
1,500
bus_only
969
444
18
11
7
20.3
3,236.5
3,216.2
0
0
1
0
0
50
50
1
9892_115226
1
11
348
0
0
204
0
0
1,500
bus_only
862
348
310
188
122
371.1
3,396.4
3,025.3
0
0
1
0
0
0
50
0
9892_115226
2
11
394
0
0
507
0
0
1,500
bus_only
1,117
394
216
11
205
257.5
3,288.2
3,030.7
0
0
1
0
0
0
50
0
9892_115226
3
11
611
0
0
507
0
0
1,500
bus_only
1,363
611
245
11
234
293.2
4,239.4
3,946.2
0
0
1
0
0
0
50
0
9892_115226
4
11
517
0
0
567
0
0
1,500
bus_only
1,413
517
329
11
318
393.5
3,890.2
3,496.7
0
0
1
0
0
0
50
0
9892_115226
5
11
834
0
0
966
0
0
1,500
bus_only
2,081
834
281
25
256
336.9
5,369
5,032.2
0
0
1
0
0
0
50
0
9892_115226
6
11
408
0
0
204
0
0
1,500
bus_only
1,056
408
444
188
256
532
3,795.4
3,263.4
0
0
1
0
0
0
50
0
9892_115226
7
11
832
0
0
536
0
0
1,500
bus_only
1,781
832
413
11
402
493.9
4,420.4
3,926.5
0
0
1
0
0
0
50
0
9892_115226
8
11
902
0
0
536
0
0
1,500
bus_only
1,865
902
427
11
416
511.7
4,705.3
4,193.6
0
0
1
0
0
0
50
0
9892_115226
9
11
409
0
0
392
0
0
1,500
bus_only
1,482
409
681
279
402
815.6
3,458.6
2,643
0
0
1
0
0
0
50
0
9892_115226
10
11
399
0
0
127
0
1
1,500
bus_only
1,207
399
681
279
402
815.6
3,458.6
2,643
0
0
1
0
0
0
50
0
9892_13227
0
6
585
0
0
70
0
0
1,500
bus_only
672
585
17
11
6
18.9
2,980.9
2,962
0
0
1
0
0
23
23
1
9892_13227
1
6
617
0
0
70
0
0
1,500
bus_only
912
617
225
11
214
268.7
3,423.6
3,154.9
0
0
1
0
0
0
23
0
9892_13227
2
6
430
0
0
130
0
0
1,500
bus_only
1,017
430
457
11
446
546
3,093.4
2,547.4
0
0
1
0
0
0
23
0
9892_13227
3
6
658
0
0
128
0
0
1,500
bus_only
1,262
658
476
11
465
570.4
4,516.6
3,946.2
0
0
1
0
0
0
23
0
9892_13227
4
6
453
0
0
188
0
0
1,500
bus_only
1,183
453
542
11
531
648.4
3,679.1
3,030.7
0
0
1
0
0
0
23
0
9892_13227
5
6
701
0
0
130
0
0
1,500
bus_only
1,390
701
559
11
548
668.7
4,127.6
3,458.9
0
0
1
0
0
0
23
0
9892_13254
0
4
382
0
0
331
0
0
1,500
bus_only
824
382
111
11
100
131.1
2,644.1
2,513
0
0
1
0
0
26
26
1
9892_13254
1
4
728
0
0
271
0
0
1,500
bus_only
1,228
728
229
11
218
273.2
4,765.8
4,492.6
0
0
1
0
0
0
26
0
9892_13254
2
4
824
0
0
271
0
0
1,500
bus_only
1,532
824
437
11
426
523.3
5,230.3
4,707
0
0
1
0
0
0
26
0
9892_13254
3
4
666
0
0
331
0
0
1,500
bus_only
1,514
666
517
11
506
619.1
4,565.3
3,946.2
0
0
1
0
0
0
26
0
9892_171330
0
8
1,239
0
0
428
0
0
1,500
bus_only
1,681
1,239
14
11
3
15.4
6,381.6
6,366.2
0
0
1
0
0
16
16
1
9892_171330
1
8
656
0
0
178
0
0
1,500
bus_only
1,116
656
282
279
3
337.2
3,649.7
3,312.6
0
0
1
0
0
0
16
0
9892_171330
2
8
1,156
0
0
488
0
0
1,500
bus_only
1,898
1,156
254
11
243
302.9
6,452.1
6,149.2
0
0
1
0
0
0
16
0
9892_171330
3
8
1,321
0
0
428
0
0
1,500
bus_only
2,173
1,321
424
11
413
507.4
7,242.1
6,734.7
0
0
1
0
0
0
16
0
9892_171330
4
8
573
0
0
238
0
0
1,500
bus_only
1,333
573
522
279
243
624.6
3,720.2
3,095.6
0
0
1
0
0
0
16
0
9892_171330
5
8
1,079
0
0
428
0
0
1,500
bus_only
1,992
1,079
485
11
474
581.4
6,513.4
5,932
0
0
1
0
0
0
16
0
9892_171330
6
8
742
0
0
178
0
0
1,500
bus_only
1,612
742
692
279
413
829.2
4,510.3
3,681.1
0
0
1
0
0
0
16
0
9892_171330
7
8
496
0
0
178
0
0
1,500
bus_only
1,427
496
753
279
474
903.2
3,781.5
2,878.4
0
0
1
0
0
0
16
0
9892_233
0
7
491
0
0
427
21
1
1,500
bus_only
1,011
491
93
11
61
109.6
4,130.2
4,020.7
0
0
1
0
0
0
13
0
9892_233
1
7
377
210
0
342
81
1
1,550
bus+train
1,031
587
102
11
10
120.2
4,755.2
2,513
2,121.9
0
1
1
0
13
13
1
9892_233
2
7
902
0
0
871
0
0
1,500
bus_only
1,919
902
146
11
135
172.5
4,417.7
4,245.1
0
0
1
0
0
0
13
0
9892_233
3
7
705
120
0
902
43
1
1,550
bus+train
1,966
825
239
11
185
286
5,369.3
3,660.6
1,422.6
0
1
1
0
0
13
0
9892_233
4
7
942
0
0
811
0
0
1,500
bus_only
2,063
942
310
11
299
370.7
4,928.8
4,558.1
0
0
1
0
0
0
13
0
9892_233
5
7
803
0
0
811
0
0
1,500
bus_only
2,010
803
396
11
385
474.6
4,483.9
4,009.2
0
0
1
0
0
0
13
0
9892_233
6
7
1,034
0
0
811
0
0
1,500
bus_only
2,271
1,034
426
11
415
510
5,410.3
4,900.3
0
0
1
0
0
0
13
0
9892_2732
0
10
776
1,290
0
356
54
1
1,550
bus+train
2,508
2,066
86
25
7
101.3
14,240
2,790.9
11,347.7
0
1
1
0
14
14
1
9892_2732
1
10
445
1,040
0
687
84
2
1,550
bus+train
2,288
1,485
116
25
7
136.4
12,733.1
2,975.6
9,621.1
0
1
1
0
0
14
0
9892_2732
2
10
1,823
0
0
862
0
2
1,500
bus_only
2,821
1,823
136
25
111
162.1
12,666.8
12,504.7
0
0
1
0
0
0
14
0
9892_2732
3
10
1,796
0
0
862
0
2
1,500
bus_only
2,813
1,796
155
25
130
185.8
12,479.1
12,293.3
0
0
1
0
0
0
14
0
9892_2732
4
10
2,206
0
0
564
0
2
1,500
bus_only
2,970
2,206
200
25
175
238.8
14,628.5
14,389.7
0
0
1
0
0
0
14
0
9892_2732
5
10
2,240
0
0
564
0
2
1,500
bus_only
3,049
2,240
245
25
220
292.9
15,029.9
14,737
0
0
1
0
0
0
14
0
9892_2732
6
10
1,753
0
0
862
0
2
1,500
bus_only
3,170
1,753
555
25
530
665.3
12,603.3
11,938.1
0
0
1
0
0
0
14
0
9892_2732
7
10
2,266
0
0
564
0
2
1,600
bus_only
3,374
2,266
544
25
519
651.8
15,655.3
15,003.5
0
0
1
0
0
0
14
0
9892_2732
8
10
2,136
0
0
564
0
2
1,500
bus_only
3,277
2,136
577
25
552
691.6
14,745.1
14,053.4
0
0
1
0
0
0
14
0
9892_2732
9
10
1,626
0
0
659
0
1
1,500
bus_only
3,170
1,626
885
355
530
1,060.6
12,605.9
11,545.3
0
0
1
0
0
0
14
0
9892_4401
0
21
199
660
0
441
18
1
1,550
bus+train
1,344
859
44
11
15
51.7
4,826.9
1,134.6
3,640.7
0
1
1
0
13
13
1
9892_4401
1
21
601
0
0
514
0
2
1,500
bus_only
1,277
601
162
11
151
192.9
5,061.5
4,868.5
0
0
1
0
0
0
13
0
9892_4401
2
21
537
0
0
303
0
0
1,500
bus_only
1,353
537
513
279
234
614.2
5,562.8
4,948.6
0
0
1
0
0
0
13
0