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_1880
16
18
3,186
2,310
0
1,667
122
2
1,950
bus+train
7,922
5,496
759
62
575
908.8
34,383.3
11,703.8
21,770.7
0
1
1
0
0
14
0
1002_1880
17
18
4,233
2,880
0
956
104
1
2,050
bus+train
8,802
7,113
733
62
567
877.2
39,605.3
11,326.9
27,401.3
0
1
1
0
0
14
0
1002_1884
0
10
0
4,740
0
337
59
1
2,250
train_only
5,213
4,740
136
62
15
160.9
45,477.4
0
45,316.5
0
0
1
0
14
14
1
1002_1884
1
10
0
3,690
0
394
122
1
1,950
train_only
4,442
3,690
358
62
174
427.3
34,339.7
0
33,912.4
0
0
1
0
0
14
0
1002_1884
2
10
2,467
3,150
0
929
170
1
2,050
bus+train
7,117
5,617
571
62
339
683.3
37,390.2
6,929.2
29,777.8
0
1
1
0
0
14
0
1002_1884
3
10
2,689
2,730
0
751
94
2
1,950
bus+train
6,604
5,419
434
62
278
519
35,172.1
8,680
25,973.2
0
1
1
0
0
14
0
1002_1884
4
10
2,818
2,730
0
751
94
2
2,050
bus+train
6,794
5,548
495
62
339
591.9
35,652.7
9,087.5
25,973.2
0
1
1
0
0
14
0
1002_1884
5
10
2,954
3,150
0
399
202
1
2,050
bus+train
7,106
6,104
603
62
339
721.4
38,583.6
8,084.4
29,777.8
0
1
1
0
0
14
0
1002_1884
6
10
2,602
2,730
0
751
94
2
1,950
bus+train
6,709
5,332
626
62
470
749.1
35,183
8,460.7
25,973.2
0
1
1
0
0
14
0
1002_1884
7
10
2,234
3,150
0
929
170
1
2,050
bus+train
7,015
5,384
702
62
470
840.4
36,920.6
6,302.4
29,777.8
0
1
1
0
0
14
0
1002_1884
8
10
2,380
2,880
0
569
348
1
1,950
bus+train
6,709
5,260
880
62
470
1,053.5
35,672.3
7,217.5
27,401.3
0
1
1
0
0
14
0
1002_1884
9
10
2,119
3,030
0
391
394
1
1,950
bus+train
6,466
5,149
926
62
470
1,108.5
35,732.9
6,153.1
28,471.3
0
1
1
0
0
14
0
1002_1901
0
8
0
2,550
0
287
0
0
1,650
train_only
2,927
2,550
90
62
28
105.9
20,089.2
0
19,983.4
0
0
1
0
95
95
1
1002_1901
1
8
2,383
0
0
196
0
2
1,600
bus_only
3,002
2,383
423
184
239
506
17,209.7
16,703.8
0
0
1
0
0
0
95
0
1002_1901
2
8
2,664
0
0
621
0
1
1,600
bus_only
3,562
2,664
277
38
239
330.9
17,716.7
17,385.8
0
0
1
0
0
0
95
0
1002_1901
3
8
2,720
0
0
621
0
1
1,600
bus_only
3,631
2,720
290
38
252
346.9
18,128.1
17,781.2
0
0
1
0
0
0
95
0
1002_1901
4
8
2,526
0
0
117
0
1
1,600
bus_only
3,066
2,526
423
184
239
506
17,786.3
17,280.3
0
0
1
0
0
0
95
0
1002_1901
5
8
2,582
0
0
117
0
1
1,600
bus_only
3,135
2,582
436
184
252
521.9
18,197.7
17,675.8
0
0
1
0
0
0
95
0
1002_1901
6
8
2,439
0
0
196
0
2
1,600
bus_only
3,071
2,439
436
184
252
521.9
17,621.2
17,099.2
0
0
1
0
0
0
95
0
1002_1901
7
8
2,575
0
0
437
0
0
1,600
bus_only
4,327
2,575
1,315
371
944
1,576.3
18,675.4
17,099.1
0
0
1
0
0
0
95
0
1002_1902
0
10
0
2,790
0
466
0
0
1,750
train_only
3,322
2,790
66
62
4
78
22,522.9
0
22,444.9
0
0
1
0
64
64
1
1002_1902
1
10
980
1,500
0
554
71
2
1,750
bus+train
3,274
2,480
240
38
131
286.3
20,628
6,893.7
13,448
0
1
1
0
0
64
0
1002_1902
2
10
3,031
0
0
687
0
1
1,600
bus_only
3,883
3,031
165
38
127
196.1
20,148.4
19,952.3
0
0
1
0
0
0
64
0
1002_1902
3
10
2,985
0
0
162
0
1
1,600
bus_only
3,458
2,985
311
184
127
371.1
20,205.8
19,834.7
0
0
1
0
0
0
64
0
1002_1902
4
10
3,059
0
0
687
0
1
1,700
bus_only
3,975
3,059
229
38
191
273.5
20,444.9
20,171.5
0
0
1
0
0
0
64
0
1002_1902
5
10
3,013
0
0
162
0
1
1,700
bus_only
3,550
3,013
375
184
191
448.5
20,502.4
20,053.9
0
0
1
0
0
0
64
0
1002_1902
6
10
1,008
1,500
0
689
71
2
1,750
bus+train
3,497
2,508
300
38
191
358.5
20,919.4
7,112.9
13,448
0
1
1
0
0
64
0
1002_1902
7
10
603
1,740
0
293
55
1
1,650
bus+train
3,301
2,343
665
512
98
797.2
20,654.4
4,678
15,179.2
0
1
1
0
0
64
0
1002_1902
8
10
631
1,740
0
368
55
1
1,750
bus+train
3,498
2,371
759
512
192
909.7
20,986
4,897.1
15,179.2
0
1
1
0
0
64
0
1002_1902
9
10
2,942
0
0
443
0
0
1,600
bus_only
4,740
2,942
1,355
371
984
1,623.6
21,289.2
19,665.6
0
0
1
0
0
0
64
0
1002_1903
0
9
0
2,670
0
539
0
0
1,750
train_only
3,335
2,670
126
62
64
149.6
21,480.6
0
21,331
0
0
1
0
88
88
1
1002_1903
1
9
2,377
0
0
252
0
2
1,600
bus_only
2,896
2,377
267
38
229
318.7
18,439.9
18,121.1
0
0
1
0
0
0
88
0
1002_1903
2
9
2,445
0
0
440
0
0
1,600
bus_only
3,478
2,445
593
371
222
710.1
19,108.9
18,398.9
0
0
1
0
0
0
88
0
1002_1903
3
9
2,563
0
0
655
0
1
1,600
bus_only
3,478
2,563
260
38
222
310.4
18,995.9
18,685.5
0
0
1
0
0
0
88
0
1002_1903
4
9
2,444
0
0
576
0
1
1,600
bus_only
3,426
2,444
406
184
222
485.4
19,065.5
18,580.1
0
0
1
0
0
0
88
0
1002_1903
5
9
2,463
0
0
312
0
2
1,600
bus_only
3,215
2,463
440
38
402
525.7
19,255
18,729.3
0
0
1
0
0
0
88
0
1002_1903
6
9
2,649
0
0
655
0
1
1,600
bus_only
3,744
2,649
440
38
402
525.7
19,819.4
19,293.7
0
0
1
0
0
0
88
0
1002_1903
7
9
2,530
0
0
576
0
1
1,600
bus_only
3,692
2,530
586
184
402
700.7
19,889
19,188.3
0
0
1
0
0
0
88
0
1002_1903
8
9
2,531
0
0
440
0
0
1,600
bus_only
3,781
2,531
810
371
439
969.2
19,976.3
19,007.1
0
0
1
0
0
0
88
0
1002_1907
0
3
0
3,450
0
803
0
0
1,850
train_only
4,350
3,450
97
62
35
114.9
29,148.6
0
29,033.8
0
0
1
0
67
67
1
1002_1907
1
3
247
3,300
0
561
165
1
1,850
bus+train
4,446
3,547
338
62
111
402.6
29,268
973.1
27,892.3
0
1
1
0
0
67
0
1002_1907
2
3
152
3,300
0
621
165
1
1,850
bus+train
4,736
3,452
663
62
436
793.1
29,311.8
626.3
27,892.3
0
1
1
0
0
67
0
1002_1948
0
9
0
810
360
1,073
88
2
3,450
train+gtx
2,524
1,170
281
62
131
334.5
17,438.6
0
8,714.5
8,389.7
0
1
1
2
37
0.054054
1002_1948
1
9
1,016
150
360
744
127
2
3,450
bus+train+gtx
2,797
1,526
527
62
338
630.6
17,507.1
6,832.2
1,654.6
8,389.7
1
1
1
0
37
0
1002_1948
2
9
0
2,250
0
550
101
1
1,750
train_only
3,094
2,250
294
62
131
350.2
20,955.2
0
20,605
0
0
1
0
35
37
0.945946
1002_1948
3
9
3,995
0
0
2,385
6
2
1,700
bus_only
6,978
3,995
598
38
554
715.5
22,401.6
21,686.1
0
0
1
0
0
0
37
0
1002_1948
4
9
2,027
150
0
1,288
253
1
1,650
bus+train
4,118
2,177
653
62
338
781.7
17,396.9
14,960.6
1,654.6
0
1
1
0
0
37
0
1002_1948
5
9
4,362
0
0
1,777
87
1
1,700
bus_only
6,978
4,362
839
198
554
1,004.9
24,446.5
23,441.6
0
0
1
0
0
0
37
0
1002_1948
6
9
4,023
150
0
1,074
222
2
1,650
bus+train
6,489
4,173
1,242
62
958
1,487.6
18,029.8
14,887.6
1,654.6
0
1
1
0
0
37
0
1002_1948
7
9
2,107
0
0
851
416
1
1,600
bus_only
4,735
2,107
1,777
371
990
2,130
18,322.4
16,192.4
0
0
1
0
0
0
37
0
1002_1948
8
9
2,885
0
0
1,877
398
1
1,600
bus_only
6,489
2,885
1,727
371
958
2,070.1
18,203.1
16,133
0
0
1
0
0
0
37
0
1002_1950
0
16
231
510
360
786
54
2
3,200
bus+train+gtx
2,139
1,101
252
184
14
299.9
15,233.4
1,521.9
5,021.9
8,389.7
1
1
1
0
54
0
1002_1950
1
16
690
0
360
704
110
3
3,200
bus+gtx
2,316
1,050
562
184
268
670.5
15,219.1
6,158.9
0
8,389.7
1
0
1
0
54
0
1002_1950
2
16
0
2,100
0
582
101
1
1,650
train_only
2,859
2,100
177
62
14
210.2
18,777.3
0
18,567.1
0
0
1
0
54
54
1
1002_1950
3
16
2,784
0
0
825
56
1
1,600
bus_only
3,893
2,784
284
38
190
338.7
17,931.8
17,593.1
0
0
1
0
0
0
54
0
1002_1950
4
16
578
1,290
0
233
200
1
1,650
bus+train
2,499
1,868
398
184
14
475.9
17,052.1
4,216.3
12,360
0
1
1
0
0
54
0
1002_1950
5
16
2,920
0
0
885
56
1
1,600
bus_only
4,142
2,920
337
38
243
402.3
18,374.2
17,971.9
0
0
1
0
0
0
54
0
1002_1950
6
16
802
0
360
748
93
2
3,200
bus+gtx
2,458
1,162
548
184
271
654.1
15,288.7
6,244.9
0
8,389.7
1
0
1
0
54
0
1002_1950
7
16
733
0
360
744
110
3
3,200
bus+gtx
2,410
1,093
573
184
279
683.2
15,389.8
6,316.8
0
8,389.7
1
0
1
0
54
0
1002_1950
8
16
2,925
0
0
1,109
12
2
1,500
bus_only
4,406
2,925
372
38
322
444
15,226.2
14,782.2
0
0
1
0
0
0
54
0
1002_1950
9
16
2,859
0
0
359
12
2
1,500
bus_only
3,736
2,859
518
184
322
619.1
15,283.6
14,664.6
0
0
1
0
0
0
54
0
1002_1950
10
16
3,137
150
0
513
222
1
1,550
bus+train
4,406
3,287
606
62
322
724.4
15,324.8
12,945.9
1,654.6
0
1
1
0
0
54
0
1002_1950
11
16
3,492
0
0
867
7
2
1,700
bus_only
4,918
3,492
559
38
514
668.7
21,291.6
20,622.9
0
0
1
0
0
0
54
0
1002_1950
12
16
2,997
0
0
1,109
12
2
1,600
bus_only
4,707
2,997
601
38
551
718.1
15,800.6
15,082.5
0
0
1
0
0
0
54
0
1002_1950
13
16
2,929
0
0
359
12
2
1,500
bus_only
4,035
2,929
747
184
551
893.1
15,858
14,964.9
0
0
1
0
0
0
54
0
1002_1950
14
16
3,209
150
0
513
222
1
1,550
bus+train
4,707
3,359
835
62
551
998.4
15,899.2
13,246.2
1,654.6
0
1
1
0
0
54
0
1002_1950
15
16
2,565
0
0
316
398
2
1,500
bus_only
4,070
2,565
1,189
184
607
1,424.1
16,370.2
14,946.1
0
0
1
0
0
0
54
0
1002_1951
0
4
246
360
720
936
132
2
3,700
bus+train+gtx
2,436
1,326
174
38
4
206.3
24,230.2
1,635.9
4,211.5
18,176.4
1
1
1
0
20
0
1002_1951
1
4
605
1,740
0
267
116
1
1,750
bus+train
2,916
2,345
304
184
4
362.2
22,579.1
4,139.5
18,077.3
0
1
1
0
0
20
0
1002_1951
2
4
3,394
0
0
650
56
1
1,600
bus_only
4,214
3,394
170
38
76
201.5
18,788.3
18,586.9
0
0
1
0
0
0
20
0
1002_1951
3
4
0
2,430
0
859
101
1
1,750
train_only
3,456
2,430
167
62
4
198
23,428.6
0
23,230.6
0
0
1
0
20
20
1
1002_1952
0
10
253
150
720
832
132
2
3,700
bus+train+gtx
2,128
1,123
173
38
3
205.2
21,951.8
1,635.9
1,934.2
18,176.4
1
1
1
0
33
0
1002_1952
1
10
627
0
720
471
216
2
3,700
bus+gtx
2,362
1,347
544
38
290
648.5
22,616.4
3,791.6
0
18,176.4
1
0
1
0
33
0
1002_1952
2
10
0
2,640
0
672
101
1
1,850
train_only
3,478
2,640
166
62
3
197
25,704.9
0
25,507.9
0
0
1
0
33
33
1
1002_1952
3
10
4,351
0
0
312
56
1
1,700
bus_only
4,980
4,351
317
38
223
378.2
22,091.6
21,713.5
0
0
1
0
0
0
33
0
1002_1952
4
10
476
1,560
0
479
49
1
1,750
bus+train
2,938
2,036
423
371
3
505.9
22,195.9
4,871.1
16,818.9
0
1
1
0
0
33
0
1002_1952
5
10
800
0
720
471
216
2
3,700
bus+gtx
2,599
1,520
608
38
354
726.4
23,191.5
4,288.7
0
18,176.4
1
0
1
0
33
0
1002_1952
6
10
828
0
720
1,025
217
3
3,700
bus+gtx
3,149
1,548
576
38
321
688
23,172.7
4,308.3
0
18,176.4
1
0
1
0
33
0
1002_1952
7
10
3,550
0
0
397
0
1
1,600
bus_only
4,435
3,550
488
198
290
584.3
20,384.8
19,800.5
0
0
1
0
0
0
33
0
1002_1952
8
10
3,723
0
0
457
0
1
1,700
bus_only
4,698
3,723
518
198
320
620.3
20,917.9
20,297.7
0
0
1
0
0
0
33
0
1002_1952
9
10
4,465
0
0
372
56
1
1,700
bus_only
5,382
4,465
545
38
451
651.4
22,825.2
22,173.8
0
0
1
0
0
0
33
0
1002_1954
0
16
0
330
720
983
145
2
3,700
train+gtx
2,270
1,050
237
62
30
281.9
22,521.5
0
4,063.2
18,176.4
0
1
1
18
32
0.5625
1002_1954
1
16
379
150
720
523
170
2
3,700
bus+train+gtx
2,215
1,249
443
62
211
528.5
22,874.5
2,515
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
2
16
0
3,030
0
577
101
1
1,850
train_only
3,800
3,030
193
62
30
228.4
30,079.1
0
29,850.7
0
0
1
0
14
32
0.4375
1002_1954
3
16
3,427
0
0
1,140
39
2
1,800
bus_only
5,019
3,427
452
51
362
540.1
26,742.2
26,202.1
0
0
1
0
0
0
32
0
1002_1954
4
16
214
150
720
583
170
2
3,700
bus+train+gtx
2,248
1,084
581
62
349
693.4
22,641.9
2,117.5
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
5
16
383
150
720
774
170
2
3,700
bus+train+gtx
2,662
1,253
635
62
403
758.8
23,460.1
2,870.3
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
6
16
469
150
720
652
169
2
3,700
bus+train+gtx
2,670
1,339
679
62
448
811.8
23,513.6
2,870.9
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
7
16
402
150
720
722
172
3
3,700
bus+train+gtx
2,633
1,272
639
62
405
763
23,464.3
2,870.3
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
8
16
430
150
720
684
172
3
3,700
bus+train+gtx
2,707
1,300
723
62
489
864.1
23,466.9
2,771.8
1,654.6
18,176.4
1
1
1
0
32
0
1002_1954
9
16
3,863
150
0
336
222
1
1,750
bus+train
4,842
4,013
493
62
209
589.3
22,101.3
19,857.4
1,654.6
0
1
1
0
0
32
0
1002_1954
10
16
3,630
0
0
805
0
1
1,700
bus_only
5,022
3,630
587
198
389
704.1
23,128
22,424
0
0
1
0
0
0
32
0
1002_1954
11
16
3,686
0
0
506
40
1
1,700
bus_only
4,833
3,686
641
212
389
768.4
23,239
22,470.6
0
0
1
0
0
0
32
0
1002_1954
12
16
3,011
150
0
649
222
1
3,200
bus+train
4,482
3,161
672
62
388
803.3
21,793.6
19,335.7
1,654.6
0
1
1
0
0
32
0
1002_1954
13
16
3,790
0
0
805
0
1
1,700
bus_only
5,196
3,790
601
198
403
720.1
23,896.9
23,176.7
0
0
1
0
0
0
32
0
1002_1954
14
16
3,855
0
0
506
40
1
1,700
bus_only
5,016
3,855
655
212
403
784.5
24,007.9
23,223.4
0
0
1
0
0
0
32
0
1002_1954
15
16
5,067
0
0
536
0
1
1,700
bus_only
6,302
5,067
699
198
501
837.7
25,268.1
24,430.4
0
0
1
0
0
0
32
0
1002_1955
0
8
267
330
720
847
132
2
3,700
bus+train+gtx
2,348
1,317
184
38
14
218.3
23,796.6
1,635.9
3,766
18,176.4
1
1
1
0
13
0
1002_1955
1
8
917
0
720
864
157
2
3,700
bus+gtx
2,751
1,637
250
38
55
295.8
23,910.2
5,438
0
18,176.4
1
0
1
0
13
0
1002_1955
2
8
0
3,180
0
611
101
1
1,950
train_only
3,968
3,180
177
62
14
210
31,418.1
0
31,208.1
0
0
1
0
13
13
1