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
1001_1852
2
16
3,634
0
0
585
0
1
1,700
bus_only
4,420
3,634
201
44
157
239.1
24,628.7
24,389.7
0
0
1
0
0
0
13
0.0625
1001_1852
3
16
3,450
0
0
449
0
2
1,700
bus_only
4,108
3,450
209
44
165
249.7
24,704.7
24,455
0
0
1
0
0
0
13
0.0625
1001_1852
4
16
3,648
0
0
205
90
1
1,900
bus_only
4,112
3,648
259
44
125
309.3
30,647.9
30,338.5
0
0
1
0
0
0
13
0.0625
1001_1852
5
16
3,583
0
0
367
46
1
1,800
bus_only
4,230
3,583
280
69
165
333.7
26,327.9
25,994.2
0
0
1
0
0
0
13
0.0625
1001_1852
6
16
3,919
0
0
194
30
1
1,900
bus_only
4,433
3,919
320
44
246
382.1
31,702.9
31,320.8
0
0
1
0
0
0
13
0.0625
1001_1852
7
16
3,758
0
0
254
30
1
1,900
bus_only
4,451
3,758
439
44
365
524
31,305
30,781
0
0
1
0
0
0
13
0.0625
1001_1852
8
16
3,835
0
0
337
6
3
1,900
bus_only
4,473
3,835
301
44
251
359.4
31,678.2
31,318.8
0
0
1
0
0
0
13
0.0625
1001_1852
9
16
3,790
0
0
298
90
2
1,900
bus_only
4,473
3,790
385
44
251
460.7
31,125.5
30,664.9
0
0
1
0
0
0
13
0.0625
1001_1852
10
16
3,652
0
0
292
6
2
1,900
bus_only
4,353
3,652
409
44
359
489.2
31,268
30,778.8
0
0
1
0
0
0
13
0.0625
1001_1852
11
16
3,584
0
0
205
90
1
1,900
bus_only
4,282
3,584
493
44
359
590.5
30,715.4
30,124.9
0
0
1
0
0
0
13
0.0625
1001_1852
12
16
3,412
0
0
585
0
1
1,700
bus_only
4,588
3,412
591
44
547
706.9
24,580.5
23,873.6
0
0
1
0
0
0
13
0.0625
1001_1852
13
16
3,361
0
0
427
46
1
1,800
bus_only
4,450
3,361
662
69
547
790.9
26,269.1
25,478.2
0
0
1
0
0
0
13
0.0625
1001_1852
14
16
4,469
0
0
245
90
2
1,900
bus_only
5,292
4,469
578
44
444
691.9
32,725.5
32,033.6
0
0
1
0
0
0
13
0.0625
1001_1852
15
16
4,312
0
0
245
90
2
1,900
bus_only
5,162
4,312
605
44
471
723.9
32,525.1
31,801.2
0
0
1
0
0
0
13
0.0625
1001_1901
0
4
0
2,370
0
205
0
0
1,650
train_only
2,647
2,370
72
44
28
85.1
18,413.8
0
18,328.8
0
0
1
0
94
94
1
1001_1901
1
4
2,323
0
0
76
0
0
1,600
bus_only
2,715
2,323
316
77
239
377.8
16,124.1
15,746.3
0
0
1
0
0
0
94
0
1001_1901
2
4
2,377
0
0
76
0
0
1,600
bus_only
2,782
2,377
329
77
252
393.8
16,535.5
16,141.7
0
0
1
0
0
0
94
0
1001_1901
3
4
2,195
0
0
237
0
1
1,600
bus_only
2,742
2,195
310
77
233
371.2
15,561.8
15,190.7
0
0
1
0
0
0
94
0
1001_1902
0
2
2,482
0
0
254
0
0
1,600
bus_only
2,911
2,482
175
77
98
208.8
18,521.6
18,312.8
0
0
1
0
0
0
70
0.5
1001_1902
1
2
2,509
0
0
194
0
0
1,600
bus_only
2,973
2,509
270
77
193
322.3
18,854.3
18,532
0
0
1
0
0
0
70
0.5
1001_1903
0
11
0
2,490
0
513
0
0
1,650
train_only
3,111
2,490
108
44
64
128.9
19,805.2
0
19,676.4
0
0
1
0
69
69
1
1001_1903
1
11
599
1,500
0
482
71
2
1,650
bus+train
2,925
2,099
344
44
229
410.9
17,894.1
4,035.1
13,448
0
1
1
0
0
69
0
1001_1903
2
11
2,497
0
0
447
0
0
1,600
bus_only
3,243
2,497
299
77
222
357.3
17,403.4
17,046
0
0
1
0
0
0
69
0
1001_1903
3
11
2,566
0
0
268
0
1
1,600
bus_only
3,125
2,566
291
69
222
347.5
17,238.4
16,890.9
0
0
1
0
0
0
69
0
1001_1903
4
11
2,580
0
0
447
0
0
1,600
bus_only
3,506
2,580
479
77
402
572.6
18,226.8
17,654.2
0
0
1
0
0
0
69
0
1001_1903
5
11
2,649
0
0
268
0
1
1,600
bus_only
3,388
2,649
471
69
402
562.8
18,061.8
17,499.1
0
0
1
0
0
0
69
0
1001_1903
6
11
432
1,620
0
342
55
1
1,650
bus+train
2,978
2,052
584
307
222
699.1
18,336.5
3,411.2
14,226.2
0
1
1
0
0
69
0
1001_1903
7
11
682
1,500
0
542
71
2
1,650
bus+train
3,241
2,182
517
44
402
617.9
18,709.2
4,643.3
13,448
0
1
1
0
0
69
0
1001_1903
8
11
515
1,620
0
342
55
1
1,650
bus+train
3,241
2,135
764
307
402
914.4
19,160
4,019.4
14,226.2
0
1
1
0
0
69
0
1001_1903
9
11
609
1,620
0
433
107
1
1,650
bus+train
3,484
2,229
822
307
408
984.4
19,136.6
3,926
14,226.2
0
1
1
0
0
69
0
1001_1903
10
11
545
1,620
0
493
107
1
1,650
bus+train
3,556
2,165
898
307
484
1,074.6
18,977.7
3,676.9
14,226.2
0
1
1
0
0
69
0
1001_1907
0
2
0
3,270
0
560
0
0
1,850
train_only
3,909
3,270
79
44
35
94.1
27,473.2
0
27,379.2
0
0
1
0
38
38
1
1001_1907
1
2
167
2,670
0
478
35
2
1,850
bus+train
3,429
2,837
114
44
35
134.1
26,141.8
623.9
25,383.8
0
1
1
0
0
38
0
1001_1919
0
3
0
7,260
0
1,856
19
1
2,550
train_only
9,199
7,260
83
44
20
97.5
67,130
0
67,032.5
0
0
1
0
0
16
0
1001_1919
1
3
0
6,000
0
3,495
0
0
2,550
train_only
9,662
6,000
167
44
123
199.7
67,162.4
0
66,962.7
0
0
1
0
16
16
1
1001_1919
2
3
8,659
0
0
691
42
1
2,600
bus_only
9,944
8,659
594
77
475
710.9
69,474.8
68,763.9
0
0
1
0
0
0
16
0
1001_1948
0
3
0
660
360
435
24
1
3,450
train+gtx
1,659
1,020
204
49
131
242.8
15,692.4
0
7,059.9
8,389.7
0
1
1
77
100
1
1001_1948
1
3
955
0
360
813
63
1
3,450
bus+gtx
2,578
1,315
450
49
338
539
15,760.9
6,832.2
0
8,389.7
1
0
1
0
100
0
1001_1948
2
3
1,971
0
0
139
0
0
1,500
bus_only
2,784
1,971
674
379
295
807
15,767.6
14,960.6
0
0
1
0
0
0
100
0
1001_1950
0
16
0
510
360
599
24
1
3,200
train+gtx
1,556
870
87
49
14
102.8
13,514.4
0
5,021.9
8,389.7
0
1
1
177
203
1
1001_1950
1
16
462
0
360
565
80
2
3,200
bus+gtx
1,784
822
397
49
268
473.4
13,500.1
4,637
0
8,389.7
1
0
1
0
203
0
1001_1950
2
16
3,647
0
0
234
0
0
1,500
bus_only
4,442
3,647
561
338
223
671.9
13,482.7
12,810.8
0
0
1
0
0
0
203
0
1001_1950
3
16
2,692
0
0
222
5
1
1,500
bus_only
3,256
2,692
342
69
268
407.2
13,468.3
13,061.1
0
0
1
0
0
0
203
0
1001_1950
4
16
731
0
360
817
67
1
3,200
bus+gtx
2,342
1,091
434
49
318
518.7
13,714.6
4,806.2
0
8,389.7
1
0
1
0
203
0
1001_1950
5
16
1,126
0
360
1,130
67
1
3,200
bus+gtx
3,000
1,486
384
49
268
458.9
13,519.6
4,671.1
0
8,389.7
1
0
1
0
203
0
1001_1950
6
16
1,021
0
360
1,388
42
1
3,450
bus+gtx
3,131
1,381
362
49
271
433.1
16,388
7,565.2
0
8,389.7
1
0
1
0
203
0
1001_1950
7
16
788
0
360
817
67
1
3,200
bus+gtx
2,632
1,148
667
49
551
797.6
14,293.8
5,106.5
0
8,389.7
1
0
1
0
203
0
1001_1950
8
16
1,104
0
360
889
67
1
3,200
bus+gtx
2,983
1,464
630
49
514
754.4
13,735.6
4,591.5
0
8,389.7
1
0
1
0
203
0
1001_1950
9
16
803
0
360
895
67
2
3,200
bus+gtx
2,688
1,163
630
49
514
754.4
13,735.6
4,591.5
0
8,389.7
1
0
1
0
203
0
1001_1950
10
16
2,861
0
0
290
2
1
1,600
bus_only
3,794
2,861
643
69
572
768.4
18,082.5
17,314.1
0
0
1
0
0
0
203
0
1001_1950
11
16
1,141
0
360
955
67
2
3,200
bus+gtx
3,144
1,501
688
49
572
823.5
14,718.6
5,505.5
0
8,389.7
1
0
1
0
203
0
1001_1950
12
16
3,760
0
0
234
0
0
1,500
bus_only
4,611
3,760
617
338
279
738.8
13,766.6
13,027.8
0
0
1
0
0
0
203
0
1001_1950
13
16
2,756
0
0
358
5
2
1,500
bus_only
3,717
2,756
603
69
529
721.1
14,023.4
13,302.3
0
0
1
0
0
0
203
0
1001_1950
14
16
1,099
0
360
995
67
3
3,200
bus+gtx
3,142
1,459
688
49
572
823.5
14,718.6
5,505.5
0
8,389.7
1
0
1
0
203
0
1001_1950
15
16
3,833
0
0
234
0
0
1,500
bus_only
4,956
3,833
889
338
551
1,064.8
14,392.9
13,328.1
0
0
1
0
0
0
203
0
1001_1951
0
5
0
840
360
744
24
1
3,450
train+gtx
2,021
1,200
77
49
4
90.7
18,165.8
0
9,685.5
8,389.7
0
1
1
10
16
1
1001_1951
1
5
1,427
0
360
633
63
1
3,450
bus+gtx
2,630
1,787
210
49
98
250.7
18,334.5
9,694.1
0
8,389.7
1
0
1
0
16
0
1001_1951
2
5
2,725
0
0
830
0
0
1,600
bus_only
3,944
2,725
389
313
76
464.8
16,330.4
15,865.6
0
0
1
0
0
0
16
0
1001_1951
3
5
2,086
0
360
735
67
1
3,450
bus+gtx
3,597
2,446
416
49
300
498.1
18,940.1
10,052.3
0
8,389.7
1
0
1
0
16
0
1001_1951
4
5
2,439
0
0
757
0
0
1,600
bus_only
3,651
2,439
455
379
76
545
18,367.4
17,822.4
0
0
1
0
0
0
16
0
1001_1952
0
11
0
150
720
1,227
81
1
3,700
train+gtx
2,230
870
133
49
3
158.8
20,269.5
0
1,934.2
18,176.4
0
1
1
11
28
1
1001_1952
1
11
310
0
720
1,130
166
1
3,700
bus+gtx
2,666
1,030
506
49
291
605.5
20,936.4
2,154.5
0
18,176.4
1
0
1
0
28
0
1001_1952
2
11
3,529
0
0
425
0
0
1,600
bus_only
4,436
3,529
482
313
169
576.8
19,569
18,992.2
0
0
1
0
0
0
28
0
1001_1952
3
11
345
0
720
1,105
165
1
3,700
bus+gtx
2,674
1,065
504
49
290
602.1
20,934.2
2,155.7
0
18,176.4
1
0
1
0
28
0
1001_1952
4
11
504
0
720
1,105
165
1
3,700
bus+gtx
2,897
1,224
568
49
354
680
21,509.2
2,652.8
0
18,176.4
1
0
1
0
28
0
1001_1952
5
11
577
0
720
1,316
166
2
3,700
bus+gtx
3,149
1,297
536
49
321
641.6
21,490.4
2,672.4
0
18,176.4
1
0
1
0
28
0
1001_1952
6
11
1,049
0
720
1,130
166
1
3,700
bus+gtx
3,561
1,769
662
49
447
792.6
21,839.3
2,870.3
0
18,176.4
1
0
1
0
28
0
1001_1952
7
11
1,225
0
720
1,204
166
2
3,700
bus+gtx
3,865
1,945
716
49
501
857.3
22,118.2
3,084.5
0
18,176.4
1
0
1
0
28
0
1001_1952
8
11
3,238
0
0
1,134
0
0
1,600
bus_only
5,001
3,238
629
338
291
754.4
17,037.9
16,283.5
0
0
1
0
0
0
28
0
1001_1952
9
11
3,632
0
0
425
0
0
1,600
bus_only
4,785
3,632
728
313
415
871
20,323.5
19,452.6
0
0
1
0
0
0
28
0
1001_1952
10
11
3,334
0
0
1,134
0
0
1,600
bus_only
5,161
3,334
693
338
355
831
17,611.6
16,780.6
0
0
1
0
0
0
28
0
1001_1954
0
17
0
180
720
846
81
1
3,700
train+gtx
1,906
900
160
49
30
190.3
20,775.3
0
2,408.6
18,176.4
0
1
1
90
93
1
1001_1954
1
17
379
0
720
386
106
1
3,700
bus+gtx
1,851
1,099
366
49
211
436.9
21,128.3
2,515
0
18,176.4
1
0
1
0
93
0
1001_1954
2
17
3,863
0
0
128
0
0
1,600
bus_only
4,516
3,863
525
338
187
628.1
20,485.5
19,857.4
0
0
1
0
0
0
93
0
1001_1954
3
17
1,541
0
1,020
784
55
2
4,200
bus+gtx
3,725
2,561
380
49
276
454.1
30,700
5,420.6
0
24,825.3
1
0
1
0
93
0
1001_1954
4
17
214
0
720
446
106
1
3,700
bus+gtx
1,884
934
504
49
349
601.7
20,895.7
2,117.5
0
18,176.4
1
0
1
0
93
0
1001_1954
5
17
1,460
0
1,020
747
55
1
4,200
bus+gtx
3,612
2,480
385
49
281
459.6
32,096.9
6,812.1
0
24,825.3
1
0
1
0
93
0
1001_1954
6
17
383
0
720
637
106
1
3,700
bus+gtx
2,298
1,103
558
49
403
667.2
21,713.9
2,870.3
0
18,176.4
1
0
1
0
93
0
1001_1954
7
17
1,603
0
1,020
775
72
1
4,200
bus+gtx
3,795
2,623
397
49
276
474.3
32,317.6
7,017.9
0
24,825.3
1
0
1
0
93
0
1001_1954
8
17
469
0
720
515
105
1
3,700
bus+gtx
2,306
1,189
602
49
448
720.1
21,767.4
2,870.9
0
18,176.4
1
0
1
0
93
0
1001_1954
9
17
402
0
720
585
108
2
3,700
bus+gtx
2,269
1,122
562
49
405
671.4
21,718.1
2,870.3
0
18,176.4
1
0
1
0
93
0
1001_1954
10
17
1,623
0
1,020
775
72
1
4,200
bus+gtx
3,885
2,643
467
49
346
558.5
32,478.9
7,095.1
0
24,825.3
1
0
1
0
93
0
1001_1954
11
17
1,628
0
1,020
717
55
2
4,200
bus+gtx
3,815
2,648
450
49
346
538.2
31,207.9
5,844.4
0
24,825.3
1
0
1
0
93
0
1001_1954
12
17
430
0
720
547
108
2
3,700
bus+gtx
2,343
1,150
646
49
489
772.5
21,720.7
2,771.8
0
18,176.4
1
0
1
0
93
0
1001_1954
13
17
982
0
720
1,257
106
2
3,700
bus+gtx
3,444
1,702
485
49
330
579.4
23,623.5
4,867.8
0
18,176.4
1
0
1
0
93
0
1001_1954
14
17
3,011
0
0
381
0
0
3,000
bus_only
4,077
3,011
685
338
347
820.5
20,156.2
19,335.7
0
0
1
0
0
0
93
0
1001_1954
15
17
3,964
0
0
302
0
0
1,700
bus_only
5,009
3,964
743
338
405
890.2
21,094.5
20,204.4
0
0
1
0
0
0
93
0
1001_1954
16
17
3,221
0
0
982
0
0
1,700
bus_only
5,027
3,221
824
379
445
988.8
21,161.5
20,172.7
0
0
1
0
0
0
93
0
1001_1955
0
6
0
330
720
729
81
1
3,700
train+gtx
1,923
1,050
144
49
14
171.9
22,114.3
0
3,766
18,176.4
0
1
1
108
116
1
1001_1955
1
6
653
0
720
741
106
1
3,700
bus+gtx
2,324
1,373
210
49
55
249.4
22,227.9
3,802.1
0
18,176.4
1
0
1
0
116
0
1001_1955
2
6
3,353
0
0
204
0
0
3,000
bus_only
3,948
3,353
391
338
53
468.8
21,483.2
21,014.4
0
0
1
0
0
0
116
0
1001_1955
3
6
1,314
0
1,020
570
55
1
4,200
bus+gtx
3,553
2,334
649
49
545
777
31,767.9
6,165.6
0
24,825.3
1
0
1
0
116
0
1001_1955
4
6
1,036
0
720
1,393
106
1
3,700
bus+gtx
3,843
1,756
694
49
539
830.7
23,893.4
4,886.3
0
18,176.4
1
0
1
0
116
0
1001_1955
5
6
3,526
0
0
204
0
0
3,000
bus_only
4,623
3,526
893
338
555
1,070.7
22,609.3
21,538.7
0
0
1
0
0
0
116
0
1001_1956
0
11
0
450
720
1,096
81
1
3,700
train+gtx
2,401
1,170
135
49
5
160.5
22,995
0
4,658.1
18,176.4
0
1
1
78
81
1
1001_1956
1
11
698
0
720
718
108
2
3,700
bus+gtx
2,584
1,418
448
49
291
535.7
23,205.8
4,493.7
0
18,176.4
1
0
1
0
81
0
1001_1956
2
11
3,264
0
0
513
0
0
1,700
bus_only
4,378
3,264
601
379
222
719.4
22,512.9
21,793.6
0
0
1
0
0
0
81
0
1001_1956
3
11
799
0
1,020
581
55
1
3,950
bus+gtx
2,735
1,819
335
49
231
400.3
28,496.3
3,270.7
0
24,825.3
1
0
1
0
81
0
1001_1956
4
11
783
0
720
792
106
1
3,700
bus+gtx
2,729
1,503
434
49
279
518.1
23,189.1
4,494.6
0
18,176.4
1
0
1
0
81
0
1001_1956
5
11
913
0
720
1,219
105
2
3,700
bus+gtx
3,202
1,633
350
49
196
418.3
23,465.2
4,870.4
0
18,176.4
1
0
1
0
81
0