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
1003_2626
11
12
13
510
0
589
119
1
1,550
bus+train
1,671
523
559
26
414
668.2
4,750.9
300.1
3,782.6
0
1
1
0
0
264
0
1003_2628
0
5
0
180
0
151
0
0
1,550
train_only
457
180
126
26
100
149.3
1,149.3
0
999.9
0
0
1
0
364
364
1
1003_2628
1
5
139
0
0
251
0
0
1,500
bus_only
1,018
139
628
207
421
752.3
1,752.1
999.8
0
0
1
0
0
0
364
0
1003_2628
2
5
414
0
0
251
0
0
1,500
bus_only
1,180
414
515
207
308
616.8
2,432.5
1,815.7
0
0
1
0
0
0
364
0
1003_2628
3
5
195
0
0
618
0
1
1,500
bus_only
1,508
195
695
207
488
833.2
2,142.7
1,309.5
0
0
1
0
0
0
364
0
1003_2628
4
5
192
0
0
505
0
0
1,500
bus_only
1,508
192
811
323
488
971.6
2,217.1
1,245.5
0
0
1
0
0
0
364
0
1003_2629
0
3
152
0
0
112
0
0
1,500
bus_only
667
152
403
344
59
481.3
1,579.8
1,098.5
0
0
1
0
0
0
61
0
1003_2629
1
3
0
60
0
192
0
0
1,550
train_only
848
60
596
346
250
714.2
1,386.8
0
672.5
0
0
1
0
61
61
1
1003_2629
2
3
743
0
0
616
0
0
1,500
bus_only
1,845
743
486
299
187
581.8
1,505.2
923.4
0
0
1
0
0
0
61
0
1003_2630
0
7
0
410
0
498
90
1
1,550
train_only
1,044
410
136
26
20
161.5
3,474.5
0
3,313
0
0
1
0
1
78
1
1003_2630
1
7
308
180
0
764
30
1
1,550
bus+train
1,465
488
213
26
157
253.6
3,342.9
2,089.4
999.9
0
1
1
0
0
78
0
1003_2630
2
7
903
0
0
393
0
0
1,500
bus_only
1,718
903
422
299
123
504.7
2,304.2
1,799.4
0
0
1
0
0
0
78
0
1003_2630
3
7
528
300
0
496
51
1
1,550
bus+train
1,719
828
395
26
318
472
7,153.3
3,648.3
3,033.1
0
1
1
0
0
78
0
1003_2630
4
7
565
300
0
800
57
1
1,550
bus+train
2,137
865
472
26
389
563.4
7,354.6
3,758.2
3,033.1
0
1
1
0
0
78
0
1003_2630
5
7
628
0
0
501
0
2
1,500
bus_only
1,637
628
508
168
340
607
5,318.2
4,711.3
0
0
1
0
0
0
78
0
1003_2630
6
7
1,213
0
0
393
0
0
1,500
bus_only
2,245
1,213
639
299
340
764.3
2,879.6
2,115.3
0
0
1
0
0
0
78
0
1003_2631
0
6
876
0
0
178
0
0
1,500
bus_only
1,315
876
261
168
93
311.5
5,395.1
5,083.7
0
0
1
0
0
0
293
0.166667
1003_2631
1
6
143
190
0
414
45
1
1,550
bus+train
1,166
333
419
344
30
500.8
3,390.4
1,098.5
1,791.2
0
1
1
0
0
293
0.166667
1003_2631
2
6
919
0
0
178
0
0
1,500
bus_only
1,507
919
410
168
242
490.5
5,849.6
5,359.1
0
0
1
0
0
0
293
0.166667
1003_2631
3
6
467
0
0
243
135
1
1,500
bus_only
1,307
467
597
344
118
714.5
3,413.7
2,699.2
0
0
1
0
0
0
293
0.166667
1003_2631
4
6
815
0
0
178
0
0
1,500
bus_only
1,691
815
698
168
530
834.5
5,497.4
4,662.9
0
0
1
0
0
0
293
0.166667
1003_2631
5
6
357
0
0
303
135
1
1,500
bus_only
1,592
357
932
344
453
1,114.8
3,510.6
2,395.7
0
0
1
0
0
0
293
0.166667
1003_2632
0
11
1,034
0
0
443
0
0
1,500
bus_only
1,779
1,034
302
168
134
359.8
6,585.5
6,225.7
0
0
1
0
0
0
253
0.090909
1003_2632
1
11
158
310
0
283
45
1
1,550
bus+train
1,151
468
400
344
11
477
4,237.1
1,098.5
2,661.6
0
1
1
0
0
253
0.090909
1003_2632
2
11
1,060
0
0
383
0
0
1,500
bus_only
1,843
1,060
400
168
232
477.9
6,809.1
6,331.2
0
0
1
0
0
0
253
0.090909
1003_2632
3
11
276
440
0
657
40
1
1,550
bus+train
1,631
716
258
207
11
307.3
5,713.6
1,551.6
3,854.7
0
1
1
0
0
253
0.090909
1003_2632
4
11
681
300
0
479
57
1
1,550
bus+train
1,775
981
315
26
232
375.2
7,284.3
3,876.1
3,033.1
0
1
1
0
0
253
0.090909
1003_2632
5
11
963
0
0
383
0
0
1,500
bus_only
1,865
963
519
168
351
621
6,397.6
5,776.6
0
0
1
0
0
0
253
0.090909
1003_2632
6
11
829
0
0
577
0
1
1,500
bus_only
1,868
829
462
168
294
552.3
6,572
6,019.7
0
0
1
0
0
0
253
0.090909
1003_2632
7
11
558
300
0
479
57
1
1,550
bus+train
1,876
858
539
26
456
644.9
7,044.8
3,366.9
3,033.1
0
1
1
0
0
253
0.090909
1003_2632
8
11
619
0
0
395
135
1
1,500
bus_only
1,649
619
635
344
156
759.7
4,657.7
3,897.9
0
0
1
0
0
0
253
0.090909
1003_2632
9
11
645
0
0
395
135
1
1,500
bus_only
1,751
645
711
344
232
850.4
4,853.9
4,003.4
0
0
1
0
0
0
253
0.090909
1003_2632
10
11
548
0
0
395
135
1
1,500
bus_only
1,773
548
830
344
351
993.5
4,442.4
3,448.9
0
0
1
0
0
0
253
0.090909
1003_2633
0
6
0
730
0
919
90
1
1,550
train_only
1,800
730
151
26
35
180.2
6,079.6
0
5,899.4
0
0
1
0
39
39
1
1003_2633
1
6
165
420
0
371
45
1
1,550
bus+train
1,380
585
424
344
35
506.7
5,311.6
1,098.5
3,706.3
0
1
1
0
0
39
0
1003_2633
2
6
1,169
180
0
603
124
1
1,550
bus+train
2,165
1,349
213
26
63
253.8
11,627.2
8,733.1
2,640.3
0
1
1
0
0
39
0
1003_2633
3
6
505
960
0
242
116
1
1,550
bus+train
1,924
1,465
217
26
75
258.2
11,173.2
3,507.1
7,408
0
1
1
0
0
39
0
1003_2633
4
6
408
960
0
242
116
1
1,550
bus+train
2,056
1,368
446
26
304
533.8
11,153.1
3,211.3
7,408
0
1
1
0
0
39
0
1003_2633
5
6
597
960
0
242
116
1
1,550
bus+train
2,463
1,557
664
26
522
795
12,114.8
3,911.8
7,408
0
1
1
0
0
39
0
1003_2634
0
20
0
820
0
1,034
90
1
1,550
train_only
1,979
820
125
26
9
148.8
6,781.9
0
6,633.1
0
0
1
0
0
19
0
1003_2634
1
20
194
510
0
277
45
1
1,550
bus+train
1,379
704
398
344
9
475.4
6,013.9
1,098.5
4,440.1
0
1
1
0
0
19
0
1003_2634
2
20
0
1,340
0
497
97
1
1,550
train_only
1,969
1,340
132
26
9
156.7
10,191.7
0
10,034.9
0
0
1
0
19
19
1
1003_2634
3
20
339
1,080
0
356
103
1
1,550
bus+train
1,938
1,419
163
26
34
193.6
10,455.8
2,353.3
7,908.9
0
1
1
0
0
19
0
1003_2634
4
20
0
1,080
0
673
101
1
1,550
train_only
1,946
1,080
193
26
66
229.2
8,864.2
0
8,635
0
0
1
0
0
19
0
1003_2634
5
20
1,458
180
0
614
124
1
1,550
bus+train
2,576
1,638
324
26
174
386.9
12,400.8
9,373.7
2,640.3
0
1
1
0
0
19
0
1003_2634
6
20
748
300
0
785
75
2
1,550
bus+train
2,146
1,048
313
26
212
372.6
8,544
5,138.4
3,033.1
0
1
1
0
0
19
0
1003_2634
7
20
305
1,080
0
356
103
1
1,550
bus+train
2,106
1,385
365
26
236
436.2
10,463.1
2,118.1
7,908.9
0
1
1
0
0
19
0
1003_2634
8
20
291
960
0
469
188
1
1,550
bus+train
2,146
1,251
426
26
212
508.3
10,209.3
2,293
7,408
0
1
1
0
0
19
0
1003_2634
9
20
699
300
0
725
75
2
1,550
bus+train
2,118
999
394
26
293
470.1
8,207.8
4,704.6
3,033.1
0
1
1
0
0
19
0
1003_2634
10
20
292
960
0
746
116
1
1,550
bus+train
2,433
1,252
435
26
293
519.9
10,403.5
2,475.7
7,408
0
1
1
0
0
19
0
1003_2634
11
20
242
960
0
409
188
1
1,550
bus+train
2,118
1,202
507
26
293
605.9
9,873.1
1,859.3
7,408
0
1
1
0
0
19
0
1003_2634
12
20
186
750
0
339
50
1
1,550
bus+train
1,964
936
689
346
293
824.6
8,245.8
1,097.1
6,324.1
0
1
1
0
0
19
0
1003_2634
13
20
620
300
0
725
75
2
1,550
bus+train
2,297
920
652
26
551
780.3
8,283.2
4,469.8
3,033.1
0
1
1
0
0
19
0
1003_2634
14
20
439
1,080
0
356
103
1
1,550
bus+train
2,557
1,519
682
26
553
816.8
11,542.6
2,816.9
7,908.9
0
1
1
0
0
19
0
1003_2634
15
20
492
600
0
646
137
1
1,550
bus+train
2,452
1,092
714
26
551
854.9
9,519.2
3,737.5
4,926.9
0
1
1
0
0
19
0
1003_2634
16
20
163
960
0
409
188
1
1,550
bus+train
2,297
1,123
765
26
551
916.1
9,948.4
1,624.4
7,408
0
1
1
0
0
19
0
1003_2634
17
20
107
750
0
339
50
1
1,550
bus+train
2,143
857
947
346
551
1,134.7
8,321.1
862.3
6,324.1
0
1
1
0
0
19
0
1003_2634
18
20
281
540
0
902
325
1
1,550
bus+train
2,607
821
884
26
533
1,059
7,792.4
2,099.8
4,633.6
0
1
1
0
0
19
0
1003_2634
19
20
325
750
0
339
50
1
1,550
bus+train
2,363
1,075
949
346
553
1,136.9
9,293.7
1,832.8
6,324.1
0
1
1
0
0
19
0
1003_2635
0
12
866
300
0
697
57
2
1,550
bus+train
1,996
1,166
133
26
50
155.9
7,696.9
4,508
3,033.1
0
1
1
0
0
76
0.083333
1003_2635
1
12
161
620
0
219
45
1
1,550
bus+train
1,399
781
399
344
10
475.7
6,768.9
1,098.5
5,194.7
0
1
1
0
0
76
0.083333
1003_2635
2
12
274
740
0
578
40
1
1,550
bus+train
1,849
1,014
257
207
10
306
8,245.4
1,551.6
6,387.8
0
1
1
0
0
76
0.083333
1003_2635
3
12
1,286
0
0
245
11
1
1,500
bus_only
1,944
1,286
413
344
58
492.7
8,520.8
8,028.1
0
0
1
0
0
0
76
0.083333
1003_2635
4
12
1,447
0
0
372
46
1
1,500
bus_only
2,199
1,447
380
168
166
454.6
8,904.3
8,449.7
0
0
1
0
0
0
76
0.083333
1003_2635
5
12
712
300
0
697
57
2
1,550
bus+train
2,139
1,012
430
26
347
512.9
7,725.4
4,179.5
3,033.1
0
1
1
0
0
76
0.083333
1003_2635
6
12
1,502
0
0
372
46
1
1,500
bus_only
2,389
1,502
515
168
301
615.7
9,478.2
8,862.5
0
0
1
0
0
0
76
0.083333
1003_2635
7
12
946
300
0
637
57
2
1,550
bus+train
2,418
1,246
535
26
452
639.1
8,538.1
4,866
3,033.1
0
1
1
0
0
76
0.083333
1003_2635
8
12
1,132
0
0
305
11
1
1,500
bus_only
2,139
1,132
702
344
347
839.3
8,538.9
7,699.6
0
0
1
0
0
0
76
0.083333
1003_2635
9
12
1,012
300
0
637
57
2
1,550
bus+train
2,568
1,312
619
26
536
739.9
8,784.6
5,011.7
3,033.1
0
1
1
0
0
76
0.083333
1003_2635
10
12
1,366
0
0
245
11
1
1,500
bus_only
2,418
1,366
807
344
452
965.5
9,351.6
8,386.1
0
0
1
0
0
0
76
0.083333
1003_2635
11
12
1,432
0
0
245
11
1
1,500
bus_only
2,568
1,432
891
344
536
1,066.3
9,598.1
8,531.8
0
0
1
0
0
0
76
0.083333
1003_2636
0
14
0
1,140
0
805
97
1
1,550
train_only
2,189
1,140
244
26
121
290.9
8,881.4
0
8,590.5
0
0
1
0
143
143
1
1003_2636
1
14
178
720
0
231
45
1
1,550
bus+train
1,639
898
510
344
121
609.6
7,592.6
1,098.5
5,884.5
0
1
1
0
0
143
0
1003_2636
2
14
157
1,200
0
495
93
1
1,550
bus+train
2,137
1,357
285
26
166
339.6
10,660.2
1,627.9
8,692.7
0
1
1
0
0
143
0
1003_2636
3
14
951
300
0
704
57
1
1,550
bus+train
2,263
1,251
308
26
225
366.5
7,751.5
4,351.9
3,033.1
0
1
1
0
0
143
0
1003_2636
4
14
824
300
0
644
57
1
1,550
bus+train
2,094
1,124
326
26
243
389.1
7,352.5
3,930.4
3,033.1
0
1
1
0
0
143
0
1003_2636
5
14
770
300
0
635
97
1
1,550
bus+train
2,071
1,070
366
26
243
437.4
7,356.8
3,886.4
3,033.1
0
1
1
0
0
143
0
1003_2636
6
14
897
300
0
635
97
1
1,550
bus+train
2,193
1,197
361
26
238
430.9
7,771.8
4,307.8
3,033.1
0
1
1
0
0
143
0
1003_2636
7
14
0
990
0
576
236
1
1,550
train_only
2,060
990
494
26
232
589.3
8,769.1
0
8,179.8
0
0
1
0
0
143
0
1003_2636
8
14
203
1,200
0
495
93
1
1,550
bus+train
2,375
1,403
477
26
358
569.5
11,354.5
2,092.3
8,692.7
0
1
1
0
0
143
0
1003_2636
9
14
61
1,080
0
667
103
1
1,550
bus+train
2,312
1,141
504
26
375
603.1
9,151.7
639.8
7,908.9
0
1
1
0
0
143
0
1003_2636
10
14
145
1,080
0
667
103
1
1,550
bus+train
2,419
1,225
527
26
398
630.9
9,800
1,260.3
7,908.9
0
1
1
0
0
143
0
1003_2636
11
14
861
300
0
878
67
1
1,550
bus+train
2,724
1,161
685
26
592
819.5
8,417
4,564.4
3,033.1
0
1
1
0
0
143
0
1003_2636
12
14
690
300
0
926
67
2
1,550
bus+train
2,601
990
685
26
592
819.5
8,116.9
4,264.4
3,033.1
0
1
1
0
0
143
0
1003_2636
13
14
629
300
0
1,160
67
2
1,550
bus+train
2,755
929
666
26
573
797.4
7,874.5
4,044.1
3,033.1
0
1
1
0
0
143
0
1003_2637
0
9
0
1,080
0
1,599
0
0
1,550
train_only
2,806
1,080
127
26
101
150
8,058.8
0
7,908.9
0
0
1
0
424
424
1
1003_2637
1
9
1,168
0
0
220
9
1
1,500
bus_only
1,928
1,168
540
344
187
645.9
8,648.8
8,002.8
0
0
1
0
0
0
424
0
1003_2637
2
9
1,180
0
0
503
0
0
2,500
bus_only
2,167
1,180
484
344
140
579
8,587.2
8,008.3
0
0
1
0
0
0
424
0
1003_2637
3
9
1,233
0
0
503
0
0
2,500
bus_only
2,388
1,233
652
344
308
780.1
9,237.8
8,457.7
0
0
1
0
0
0
424
0
1003_2637
4
9
1,221
0
0
280
9
1
1,500
bus_only
2,162
1,221
661
344
308
790
9,242.2
8,452.3
0
0
1
0
0
0
424
0
1003_2637
5
9
1,093
0
0
576
0
2
1,500
bus_only
2,404
1,093
735
344
391
881
8,298.9
7,417.9
0
0
1
0
0
0
424
0
1003_2637
6
9
1,208
0
0
536
0
1
1,500
bus_only
2,623
1,208
879
344
535
1,052.8
9,829.5
8,776.7
0
0
1
0
0
0
424
0
1003_2637
7
9
1,084
0
0
392
193
1
1,500
bus_only
2,404
1,084
928
344
391
1,111.7
8,367.6
7,255.9
0
0
1
0
0
0
424
0
1003_2637
8
9
1,240
0
0
297
9
2
1,500
bus_only
2,425
1,240
888
344
535
1,062.7
9,684.2
8,621.5
0
0
1
0
0
0
424
0
1003_2638
0
7
0
1,160
0
525
97
1
1,550
train_only
1,843
1,160
158
26
35
187
8,918.2
0
8,731.2
0
0
1
0
55
55
1
1003_2638
1
7
236
1,080
0
358
102
1
1,550
bus+train
1,900
1,316
226
26
98
268.9
8,673.6
495.9
7,908.9
0
1
1
0
0
55
0
1003_2638
2
7
317
1,080
0
358
102
1
1,550
bus+train
2,003
1,397
248
26
120
295.9
8,889.9
685.1
7,908.9
0
1
1
0
0
55
0
1003_2638
3
7
383
1,080
0
358
102
1
1,550
bus+train
2,141
1,463
320
26
192
381.4
9,127.2
836.9
7,908.9
0
1
1
0
0
55
0
1003_2638
4
7
177
1,080
0
358
102
1
1,550
bus+train
1,992
1,257
377
26
249
450.7
8,720.4
360.9
7,908.9
0
1
1
0
0
55
0
1003_2638
5
7
478
1,080
0
358
102
1
1,550
bus+train
2,367
1,558
451
26
323
538.4
9,544.1
1,096.8
7,908.9
0
1
1
0
0
55
0