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
1002_1955
3
8
3,716
0
0
619
0
1
1,700
bus_only
4,588
3,716
253
198
55
302.4
24,407.5
24,105.2
0
0
1
0
0
0
13
0
1002_1955
4
8
2,960
150
0
855
222
1
3,200
bus+train
4,302
3,110
337
62
53
402.4
23,071.4
21,014.4
1,654.6
0
1
1
0
0
13
0
1002_1955
5
8
989
0
720
832
156
3
3,700
bus+gtx
3,290
1,709
749
38
555
894.9
25,028.4
5,957
0
18,176.4
1
0
1
0
13
0
1002_1955
6
8
3,285
0
0
1,085
2
2
3,000
bus_only
4,965
3,285
595
38
555
711.7
24,100.7
23,389.1
0
0
1
0
0
0
13
0
1002_1955
7
8
3,121
150
0
855
222
1
3,200
bus+train
4,965
3,271
839
62
555
1,004.2
24,197.5
21,538.7
1,654.6
0
1
1
0
0
13
0
1002_1956
0
11
267
450
720
959
132
2
3,700
bus+train+gtx
2,571
1,437
175
38
5
206.9
24,677.3
1,635.9
4,658.1
18,176.4
1
1
1
0
15
0
1002_1956
1
11
1,017
0
720
952
156
3
3,700
bus+gtx
3,174
1,737
485
38
291
578.7
24,885.2
6,130.1
0
18,176.4
1
0
1
0
15
0
1002_1956
2
11
0
3,300
0
723
101
1
1,950
train_only
4,191
3,300
168
62
5
198.6
32,298.9
0
32,100.2
0
0
1
0
15
15
1
1002_1956
3
11
1,066
0
1,020
864
106
2
3,950
bus+gtx
3,325
2,086
375
38
231
446.7
30,178.6
4,906.6
0
24,825.3
1
0
1
0
15
0
1002_1956
4
11
1,118
0
720
1,036
157
2
3,700
bus+gtx
3,348
1,838
474
38
279
564.4
24,871.3
6,130.5
0
18,176.4
1
0
1
0
15
0
1002_1956
5
11
1,089
0
720
1,005
156
4
3,700
bus+gtx
3,256
1,809
442
38
248
527.2
25,255.2
6,551.6
0
18,176.4
1
0
1
0
15
0
1002_1956
6
11
1,153
0
1,020
1,112
106
3
3,950
bus+gtx
3,817
2,173
532
38
388
635
30,180.6
4,720.3
0
24,825.3
1
0
1
0
15
0
1002_1956
7
11
3,422
0
0
145
0
1
1,700
bus_only
4,160
3,422
593
371
222
708.9
24,855.2
24,146.2
0
0
1
0
0
0
15
0
1002_1956
8
11
3,904
0
0
791
0
1
1,700
bus_only
5,172
3,904
477
198
279
571.1
25,368.7
24,797.7
0
0
1
0
0
0
15
0
1002_1956
9
11
1,138
0
720
1,005
156
4
3,700
bus+gtx
3,460
1,858
597
38
403
713.2
25,622.9
6,733.3
0
18,176.4
1
0
1
0
15
0
1002_1956
10
11
1,341
0
720
1,081
156
4
3,700
bus+gtx
3,767
2,061
625
38
431
745.9
25,649.1
6,726.8
0
18,176.4
1
0
1
0
15
0
1002_1981
0
15
0
2,280
0
543
32
1
1,750
train_only
2,958
2,280
135
62
41
160
22,901.4
0
22,741.4
0
0
1
0
26
26
1
1002_1981
1
15
939
1,770
0
578
81
1
1,750
bus+train
3,540
2,709
253
62
110
301.3
21,315.3
4,418.7
16,595.3
0
1
1
0
0
26
0
1002_1981
2
15
1,016
1,770
0
578
81
1
1,750
bus+train
3,807
2,786
443
62
300
528.9
21,904.7
4,780.5
16,595.3
0
1
1
0
0
26
0
1002_1981
3
15
3,778
0
0
482
0
2
1,700
bus_only
4,366
3,778
106
38
68
125.2
21,319
21,193.8
0
0
1
0
0
0
26
0
1002_1981
4
15
1,423
1,920
0
628
19
1
1,750
bus+train
4,403
3,343
432
62
351
516.3
23,044.1
4,488.3
18,039.6
0
1
1
0
0
26
0
1002_1981
5
15
3,533
0
0
482
0
2
1,700
bus_only
4,473
3,533
458
38
420
548.3
21,347.2
20,798.9
0
0
1
0
0
0
26
0
1002_1981
6
15
3,909
0
0
482
0
2
1,700
bus_only
4,873
3,909
482
38
444
577.4
22,107.4
21,530
0
0
1
0
0
0
26
0
1002_1981
7
15
1,534
1,920
0
628
19
1
1,750
bus+train
4,630
3,454
548
62
467
655.4
23,421.2
4,726.2
18,039.6
0
1
1
0
0
26
0
1002_1981
8
15
1,329
1,770
0
638
81
1
1,750
bus+train
4,348
3,099
611
62
468
730.7
23,431
6,104.9
16,595.3
0
1
1
0
0
26
0
1002_1981
9
15
1,284
1,770
0
638
81
1
1,750
bus+train
4,321
3,054
629
62
486
751.6
23,263.9
5,916.9
16,595.3
0
1
1
0
0
26
0
1002_1981
10
15
1,092
1,770
0
698
81
2
1,750
bus+train
4,144
2,862
584
62
441
697.5
22,105.4
4,812.5
16,595.3
0
1
1
0
0
26
0
1002_1981
11
15
1,069
1,770
0
578
81
1
1,750
bus+train
4,091
2,839
674
62
531
806.7
22,416.1
5,014
16,595.3
0
1
1
0
0
26
0
1002_1981
12
15
1,103
1,770
0
638
81
1
1,750
bus+train
4,216
2,873
705
62
562
842.9
22,581.9
5,143.6
16,595.3
0
1
1
0
0
26
0
1002_1981
13
15
3,491
0
0
1,394
0
1
1,700
bus_only
5,489
3,491
604
184
420
723.3
23,041.1
22,317.8
0
0
1
0
0
0
26
0
1002_1981
14
15
3,403
0
0
279
0
1
1,700
bus_only
4,473
3,403
791
371
420
947.9
21,460.2
20,512.2
0
0
1
0
0
0
26
0
1002_201
0
6
357
0
0
186
0
1
1,500
bus_only
734
357
191
38
153
226.9
2,683.1
2,456.2
0
0
1
0
0
0
75
0
1002_201
1
6
0
300
0
194
0
0
1,550
train_only
796
300
302
62
240
359.6
3,195.8
0
2,836.2
0
0
1
0
75
75
1
1002_201
2
6
306
0
0
327
0
0
1,500
bus_only
1,003
306
370
184
186
441.8
2,780.4
2,338.6
0
0
1
0
0
0
75
0
1002_201
3
6
349
0
0
257
0
1
1,500
bus_only
1,092
349
486
38
448
581
3,012.8
2,431.8
0
0
1
0
0
0
75
0
1002_201
4
6
456
0
0
133
0
0
1,500
bus_only
1,250
456
661
38
623
790.9
3,006.6
2,215.8
0
0
1
0
0
0
75
0
1002_201
5
6
300
0
0
549
0
0
1,500
bus_only
1,481
300
632
184
448
756.1
3,070.2
2,314.2
0
0
1
0
0
0
75
0
1002_202
0
20
451
0
0
804
0
1
1,500
bus_only
1,414
451
159
38
121
189.8
3,354.3
3,164.4
0
0
1
0
0
0
120
0
1002_202
1
20
356
0
0
57
0
0
1,500
bus_only
905
356
492
371
121
589.5
3,467.3
2,877.8
0
0
1
0
0
0
120
0
1002_202
2
20
434
0
0
455
0
0
1,500
bus_only
1,269
434
380
184
196
453.3
3,696.2
3,242.8
0
0
1
0
0
0
120
0
1002_202
3
20
542
0
0
797
0
1
1,500
bus_only
1,575
542
236
38
198
281.9
3,895
3,613.1
0
0
1
0
0
0
120
0
1002_202
4
20
393
0
0
448
0
1
1,500
bus_only
1,146
393
305
184
121
364.9
3,420.7
3,055.8
0
0
1
0
0
0
120
0
1002_202
5
20
483
0
0
867
0
1
1,500
bus_only
1,616
483
266
38
228
318.1
3,678.5
3,360.4
0
0
1
0
0
0
120
0
1002_202
6
20
422
0
0
407
0
1
1,500
bus_only
1,209
422
380
184
196
453.3
3,696.2
3,242.8
0
0
1
0
0
0
120
0
1002_202
7
20
0
300
0
370
0
0
1,550
train_only
1,166
300
496
62
434
592.2
3,428.3
0
2,836.2
0
0
1
0
120
120
1
1002_202
8
20
418
0
0
864
0
1
1,500
bus_only
1,667
418
385
38
347
460
3,254.8
2,794.8
0
0
1
0
0
0
120
0
1002_202
9
20
0
450
0
370
0
0
1,550
train_only
1,332
450
512
62
450
612.4
4,160.8
0
3,548.4
0
0
1
0
0
120
0
1002_202
10
20
372
0
0
455
0
0
1,500
bus_only
1,358
372
531
184
347
635
3,321.2
2,686.2
0
0
1
0
0
0
120
0
1002_202
11
20
470
0
0
1,215
0
1
1,500
bus_only
2,023
470
338
38
300
403.6
3,654.5
3,250.9
0
0
1
0
0
0
120
0
1002_202
12
20
457
0
0
896
0
2
1,500
bus_only
1,691
457
338
38
300
403.6
3,645.6
3,241.9
0
0
1
0
0
0
120
0
1002_202
13
20
147
150
0
517
75
1
1,550
bus+train
1,298
297
484
62
347
577.7
3,396.6
1,164.3
1,654.6
0
1
1
0
0
120
0
1002_202
14
20
388
0
0
254
0
0
1,500
bus_only
1,239
388
597
371
226
714.9
3,788.7
3,073.8
0
0
1
0
0
0
120
0
1002_202
15
20
409
0
0
578
0
1
1,500
bus_only
1,471
409
484
184
300
578.6
3,711.9
3,133.3
0
0
1
0
0
0
120
0
1002_202
16
20
323
0
0
117
0
0
1,500
bus_only
1,158
323
718
371
347
859.7
3,367.8
2,508.2
0
0
1
0
0
0
120
0
1002_202
17
20
375
0
0
425
0
0
1,500
bus_only
1,471
375
671
371
300
803.3
3,767.5
2,964.2
0
0
1
0
0
0
120
0
1002_202
18
20
512
0
0
942
0
1
1,500
bus_only
2,063
512
609
38
571
728.6
4,258.3
3,529.7
0
0
1
0
0
0
120
0
1002_202
19
20
377
0
0
233
0
0
1,500
bus_only
1,474
377
864
184
680
1,033.9
4,063.7
3,029.8
0
0
1
0
0
0
120
0
1002_203
0
12
574
0
0
534
0
1
1,500
bus_only
1,191
574
83
38
45
98.1
3,873.8
3,775.7
0
0
1
0
0
0
83
0
1002_203
1
12
495
0
0
204
0
1
1,500
bus_only
938
495
239
184
55
285.2
3,943.3
3,658.1
0
0
1
0
0
0
83
0
1002_203
2
12
464
0
0
108
0
0
1,500
bus_only
988
464
416
371
45
497.8
3,986.8
3,489
0
0
1
0
0
0
83
0
1002_203
3
12
546
0
0
474
0
1
1,500
bus_only
1,274
546
254
38
216
302.8
3,843.9
3,541.1
0
0
1
0
0
0
83
0
1002_203
4
12
467
0
0
204
0
1
1,500
bus_only
1,071
467
400
184
216
477.8
3,901.4
3,423.5
0
0
1
0
0
0
83
0
1002_203
5
12
436
0
0
48
0
0
1,500
bus_only
1,071
436
587
371
216
702.5
3,956.9
3,254.4
0
0
1
0
0
0
83
0
1002_203
6
12
0
570
0
288
0
0
1,550
train_only
1,397
570
539
62
477
644.9
5,004.7
0
4,359.8
0
0
1
0
83
83
1
1002_203
7
12
597
0
0
584
0
1
1,500
bus_only
1,740
597
559
38
521
669.1
4,922.6
4,253.6
0
0
1
0
0
0
83
0
1002_203
8
12
624
0
0
534
0
1
1,500
bus_only
1,780
624
622
38
584
743.4
5,007.1
4,263.7
0
0
1
0
0
0
83
0
1002_203
9
12
757
0
0
470
0
0
1,500
bus_only
1,960
757
733
212
521
878.6
5,378.7
4,500
0
0
1
0
0
0
83
0
1002_203
10
12
545
0
0
264
0
1
1,500
bus_only
1,577
545
768
184
584
918.4
5,064.6
4,146.1
0
0
1
0
0
0
83
0
1002_203
11
12
514
0
0
108
0
0
1,500
bus_only
1,577
514
955
371
584
1,143.1
5,120.1
3,977.1
0
0
1
0
0
0
83
0
1002_204
0
12
600
0
0
920
0
1
1,500
bus_only
1,632
600
112
38
74
132.5
4,396.3
4,263.7
0
0
1
0
0
0
37
0
1002_204
1
12
307
150
0
345
75
1
1,550
bus+train
1,034
457
232
62
95
276.2
4,555
2,624.2
1,654.6
0
1
1
0
37
37
1
1002_204
2
12
486
0
0
142
0
0
1,500
bus_only
1,073
486
445
371
74
532.2
4,509.3
3,977.1
0
0
1
0
0
0
37
0
1002_204
3
12
635
0
0
920
0
1
1,500
bus_only
1,882
635
327
38
289
390.8
5,031.9
4,641.1
0
0
1
0
0
0
37
0
1002_204
4
12
341
150
0
405
75
1
1,550
bus+train
1,322
491
426
62
289
508.5
5,164.7
3,001.6
1,654.6
0
1
1
0
0
37
0
1002_204
5
12
520
0
0
142
0
0
1,500
bus_only
1,322
520
660
371
289
790.5
5,144.9
4,354.4
0
0
1
0
0
0
37
0
1002_204
6
12
660
0
0
797
0
1
1,500
bus_only
2,008
660
551
38
513
658
5,393.5
4,735.5
0
0
1
0
0
0
37
0
1002_204
7
12
735
0
0
124
0
0
1,500
bus_only
1,572
735
713
212
501
854.4
5,836.4
4,982
0
0
1
0
0
0
37
0
1002_204
8
12
393
150
0
399
67
1
1,550
bus+train
1,584
543
642
62
513
766.2
5,361.7
2,940.8
1,654.6
0
1
1
0
0
37
0
1002_204
9
12
446
150
0
282
67
1
1,550
bus+train
1,524
596
646
62
517
772.3
5,135.8
2,708.9
1,654.6
0
1
1
0
0
37
0
1002_204
10
12
548
0
0
920
0
1
1,500
bus_only
2,116
548
648
38
610
775.7
4,551.4
3,775.7
0
0
1
0
0
0
37
0
1002_204
11
12
254
150
0
405
75
1
1,550
bus+train
1,556
404
747
62
610
893.4
4,684.2
2,136.2
1,654.6
0
1
1
0
0
37
0
1002_206
0
18
790
0
0
816
0
1
1,500
bus_only
1,667
790
61
38
23
72
6,015.7
5,943.7
0
0
1
0
0
0
56
0.055556
1002_206
1
18
752
0
0
180
0
1
1,500
bus_only
1,139
752
207
184
23
247
6,073.2
5,826.1
0
0
1
0
0
0
56
0.055556
1002_206
2
18
729
0
0
544
0
0
1,500
bus_only
1,667
729
394
371
23
471.7
6,128.7
5,657.1
0
0
1
0
0
0
56
0.055556
1002_206
3
18
734
0
0
464
0
2
1,500
bus_only
1,259
734
61
38
23
72
6,355.3
6,283.3
0
0
1
0
0
0
56
0.055556
1002_206
4
18
791
0
0
524
0
2
1,500
bus_only
1,628
791
313
38
275
373
6,915.3
6,542.3
0
0
1
0
0
0
56
0.055556
1002_206
5
18
763
0
0
786
0
1
1,500
bus_only
2,008
763
459
184
275
548
6,972.7
6,424.7
0
0
1
0
0
0
56
0.055556
1002_206
6
18
839
0
0
876
0
1
1,500
bus_only
2,168
839
453
38
415
542.1
6,877.4
6,335.3
0
0
1
0
0
0
56
0.055556
1002_206
7
18
801
0
0
240
0
1
1,500
bus_only
1,640
801
599
184
415
717.2
6,934.8
6,217.7
0
0
1
0
0
0
56
0.055556
1002_206
8
18
719
0
0
816
0
1
1,500
bus_only
2,051
719
516
38
478
617.6
6,139.9
5,522.3
0
0
1
0
0
0
56
0.055556
1002_206
9
18
663
0
0
464
0
2
1,500
bus_only
1,643
663
516
38
478
617.6
6,479.5
5,861.8
0
0
1
0
0
0
56
0.055556
1002_206
10
18
681
0
0
180
0
1
1,500
bus_only
1,523
681
662
184
478
792.7
6,197.3
5,404.7
0
0
1
0
0
0
56
0.055556
1002_206
11
18
730
0
0
192
0
1
1,500
bus_only
1,588
730
666
371
295
798.1
7,053.8
6,255.7
0
0
1
0
0
0
56
0.055556
1002_206
12
18
820
0
0
464
0
2
1,500
bus_only
1,863
820
579
38
541
693.8
7,455.1
6,761.3
0
0
1
0
0
0
56
0.055556
1002_206
13
18
778
0
0
604
0
0
1,500
bus_only
2,168
778
786
371
415
941.8
6,990.4
6,048.6
0
0
1
0
0
0
56
0.055556
1002_206
14
18
792
0
0
726
0
1
1,500
bus_only
2,243
792
725
184
541
868.8
7,512.5
6,643.7
0
0
1
0
0
0
56
0.055556
1002_206
15
18
717
0
0
225
0
2
1,500
bus_only
1,691
717
749
184
565
897.6
6,592.3
5,694.7
0
0
1
0
0
0
56
0.055556
1002_206
16
18
658
0
0
544
0
0
1,500
bus_only
2,051
658
849
371
478
1,017.3
6,252.9
5,235.6
0
0
1
0
0
0
56
0.055556
1002_206
17
18
759
0
0
192
0
1
1,500
bus_only
1,863
759
912
371
541
1,093.5
7,568.1
6,474.6
0
0
1
0
0
0
56
0.055556
1002_207
0
21
1,268
0
0
640
0
2
1,500
bus_only
1,962
1,268
54
38
16
63.3
6,867
6,803.6
0
0
1
0
0
0
43
0