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_1888
18
19
1,888
2,460
0
563
170
1
1,950
bus+train
5,589
4,348
678
26
482
812.4
33,841.2
5,313.6
27,715.2
0
1
1
0
0
36
0
1003_1889
0
14
506
2,640
0
815
60
1
1,950
bus+train
4,155
3,146
194
26
108
229.9
31,843.4
1,881.3
29,732.2
0
1
1
0
28
28
1
1003_1889
1
14
314
2,640
0
755
60
1
1,950
bus+train
4,224
2,954
515
26
429
616.1
31,773.4
1,425.1
29,732.2
0
1
1
0
0
28
0
1003_1889
2
14
656
2,850
0
642
190
1
1,950
bus+train
4,491
3,506
343
26
127
410.3
34,253.5
1,799.1
32,044.2
0
1
1
0
0
28
0
1003_1889
3
14
615
2,640
0
1,100
60
2
1,950
bus+train
4,783
3,255
428
26
342
511.6
32,322.4
2,078.6
29,732.2
0
1
1
0
0
28
0
1003_1889
4
14
539
2,640
0
1,291
60
1
1,950
bus+train
4,904
3,179
434
26
348
518.2
31,814.7
1,564.2
29,732.2
0
1
1
0
0
28
0
1003_1889
5
14
616
2,640
0
1,291
60
1
1,950
bus+train
4,994
3,256
447
26
361
533.3
32,001.2
1,735.6
29,732.2
0
1
1
0
0
28
0
1003_1889
6
14
1,011
2,640
0
725
166
1
1,950
bus+train
4,910
3,651
534
26
342
639.5
32,605.4
2,233.7
29,732.2
0
1
1
0
0
28
0
1003_1889
7
14
582
2,850
0
941
190
1
1,950
bus+train
4,930
3,432
557
26
341
666.2
34,375
1,664.6
32,044.2
0
1
1
0
0
28
0
1003_1889
8
14
1,035
2,640
0
910
60
1
1,950
bus+train
5,151
3,675
566
26
480
677.1
32,877.2
2,467.8
29,732.2
0
1
1
0
0
28
0
1003_1889
9
14
896
2,640
0
910
60
1
1,950
bus+train
5,079
3,536
633
26
547
757.3
32,771.6
2,282.1
29,732.2
0
1
1
0
0
28
0
1003_1889
10
14
727
2,640
0
1,160
60
2
1,950
bus+train
5,097
3,367
570
26
484
681.6
32,769.5
2,355.6
29,732.2
0
1
1
0
0
28
0
1003_1889
11
14
1,138
2,640
0
785
166
1
1,950
bus+train
5,239
3,778
676
26
484
809.6
33,052.5
2,510.7
29,732.2
0
1
1
0
0
28
0
1003_1889
12
14
650
2,640
0
1,029
60
2
1,950
bus+train
5,049
3,290
730
26
644
873
32,960.9
2,355.7
29,732.2
0
1
1
0
0
28
0
1003_1889
13
14
1,210
2,850
0
642
190
1
1,950
bus+train
5,499
4,060
797
26
581
955
35,732.9
2,733.7
32,044.2
0
1
1
0
0
28
0
1003_1891
0
18
0
4,950
0
757
59
1
2,250
train_only
5,802
4,950
95
26
10
112.7
47,619.7
0
47,507
0
0
1
0
48
48
1
1003_1891
1
18
1,984
1,650
0
1,221
63
2
1,950
bus+train
5,218
3,634
363
26
274
433.3
30,578.5
10,110.5
20,034.7
0
1
1
0
0
48
0
1003_1891
2
18
2,897
1,650
0
1,455
122
1
1,950
bus+train
6,377
4,547
375
26
227
448.5
31,471.8
10,988.5
20,034.7
0
1
1
0
0
48
0
1003_1891
3
18
2,137
1,650
0
1,293
63
3
1,950
bus+train
5,396
3,787
316
26
227
377.1
30,818.4
10,406.6
20,034.7
0
1
1
0
0
48
0
1003_1891
4
18
2,734
1,650
0
1,515
122
1
1,950
bus+train
6,319
4,384
420
26
272
502.4
31,229.6
10,692.4
20,034.7
0
1
1
0
0
48
0
1003_1891
5
18
2,985
960
0
825
104
1
3,500
bus+train
5,424
3,945
654
346
204
782
37,854.1
27,602.1
9,470
0
1
1
0
0
48
0
1003_1891
6
18
2,194
1,650
0
1,281
63
2
1,950
bus+train
5,635
3,844
510
26
421
608.8
31,260.5
10,617
20,034.7
0
1
1
0
0
48
0
1003_1891
7
18
3,207
2,580
0
698
94
1
2,050
bus+train
6,983
5,787
498
26
378
596.2
35,847.9
10,656.9
24,594.7
0
1
1
0
0
48
0
1003_1891
8
18
2,157
1,650
0
1,429
63
3
1,950
bus+train
5,764
3,807
528
26
439
631.1
31,088.2
10,422.4
20,034.7
0
1
1
0
0
48
0
1003_1891
9
18
3,003
1,650
0
1,815
122
1
1,950
bus+train
6,969
4,653
501
26
353
599.7
32,601.2
11,966.8
20,034.7
0
1
1
0
0
48
0
1003_1891
10
18
3,103
2,580
0
698
94
1
1,950
bus+train
6,927
5,683
546
26
426
653.1
35,520.3
10,272.4
24,594.7
0
1
1
0
0
48
0
1003_1891
11
18
2,619
1,650
0
1,515
122
1
1,950
bus+train
6,425
4,269
641
26
493
768
31,258.8
10,456.2
20,034.7
0
1
1
0
0
48
0
1003_1891
12
18
2,969
1,650
0
1,455
122
1
1,950
bus+train
6,701
4,619
627
26
479
751.1
32,006.1
11,220.2
20,034.7
0
1
1
0
0
48
0
1003_1891
13
18
2,342
1,650
0
1,259
63
3
1,950
bus+train
5,861
3,992
610
26
521
729.4
32,175.3
11,411.2
20,034.7
0
1
1
0
0
48
0
1003_1891
14
18
3,453
2,580
0
698
94
1
2,050
bus+train
7,290
6,033
559
26
439
668.6
36,379.2
11,115.8
24,594.7
0
1
1
0
0
48
0
1003_1891
15
18
2,739
1,830
0
1,217
172
3
1,950
bus+train
6,410
4,569
624
26
426
746
34,437.6
11,071.1
22,620.5
0
1
1
0
0
48
0
1003_1891
16
18
2,575
1,830
0
1,112
172
2
1,950
bus+train
6,236
4,405
719
26
521
859.8
34,569.3
11,089.1
22,620.5
0
1
1
0
0
48
0
1003_1891
17
18
2,386
1,830
0
1,160
373
1
1,950
bus+train
6,312
4,216
936
26
537
1,119.8
34,215.1
10,474.8
22,620.5
0
1
1
0
0
48
0
1003_1901
0
3
0
2,700
0
280
0
0
1,750
train_only
3,034
2,700
54
26
28
62.8
21,424.7
0
21,361.8
0
0
1
0
455
456
1
1003_1901
1
3
2,756
0
0
533
0
0
1,600
bus_only
4,577
2,756
1,288
344
944
1,543.9
20,650.4
19,106.5
0
0
1
0
0
0
456
0
1003_1901
2
3
3,665
0
0
566
0
1
1,700
bus_only
5,343
3,665
1,112
168
944
1,332.6
25,204.6
23,872
0
0
1
0
0
0
456
0
1003_1902
0
3
0
2,940
0
109
0
0
1,750
train_only
3,079
2,940
30
26
4
35
23,858.3
0
23,823.3
0
0
1
0
260
260
1
1003_1902
1
3
2,914
0
0
216
0
0
1,700
bus_only
4,458
2,914
1,328
344
984
1,591.2
23,264.3
21,673
0
0
1
0
0
0
260
0
1003_1902
2
3
2,941
0
0
216
0
0
1,700
bus_only
4,490
2,941
1,333
344
989
1,598.1
23,490.3
21,892.2
0
0
1
0
0
0
260
0
1003_1903
0
4
0
2,820
0
340
0
0
1,750
train_only
3,250
2,820
90
26
64
106.6
22,816.1
0
22,709.4
0
0
1
0
236
236
1
1003_1903
1
4
2,278
300
0
237
75
1
1,750
bus+train
3,145
2,578
330
26
229
393.4
20,472.5
17,046
3,033.1
0
1
1
0
0
236
0
1003_1903
2
4
2,738
0
0
303
0
0
1,700
bus_only
3,614
2,738
573
344
229
686
21,092.3
20,406.3
0
0
1
0
0
0
236
0
1003_1903
3
4
2,359
300
0
297
75
1
1,750
bus+train
3,459
2,659
503
26
402
600.3
21,287.6
17,654.2
3,033.1
0
1
1
0
0
236
0
1003_1910
0
4
0
4,170
0
1,529
0
0
2,050
train_only
5,765
4,170
66
26
40
77.7
38,405.7
0
38,328
0
0
1
0
258
258
1
1003_1910
1
4
2,618
1,890
0
649
197
2
2,150
bus+train
5,551
4,508
394
26
171
471.3
43,530.4
27,011
16,048.1
0
1
1
0
0
258
0
1003_1910
2
4
2,881
1,890
0
649
197
2
2,150
bus+train
6,165
4,771
745
26
522
892.3
44,469.2
27,528.9
16,048.1
0
1
1
0
0
258
0
1003_1910
3
4
2,650
1,890
0
940
197
3
2,150
bus+train
5,767
4,540
287
26
64
343.4
43,418.4
27,026.9
16,048.1
0
1
1
0
0
258
0
1003_1948
0
8
0
2,490
0
297
0
1
1,850
train_only
2,944
2,490
157
26
131
187
25,369.4
0
25,182.4
0
0
1
0
164
200
0.82
1003_1948
1
8
0
960
360
1,019
88
2
3,450
train+gtx
2,584
1,320
245
26
131
291.4
18,774.1
0
10,092.9
8,389.7
0
1
1
34
200
0.17
1003_1948
2
8
1,385
1,440
0
839
63
1
1,750
bus+train
3,862
2,825
198
26
109
234.8
20,965.2
6,247
14,483.4
0
1
1
0
0
200
0
1003_1948
3
8
1,406
1,440
0
884
63
2
1,750
bus+train
4,024
2,846
294
26
205
350.2
21,128.3
6,294.7
14,483.4
0
1
1
0
0
200
0
1003_1948
4
8
968
300
360
838
127
2
3,450
bus+train+gtx
2,957
1,628
491
26
338
587.6
18,842.5
6,832.2
3,033.1
8,389.7
1
1
1
0
200
0
1003_1948
5
8
1,988
300
0
1,089
253
1
1,650
bus+train
3,994
2,288
617
26
338
738.7
18,732.3
14,960.6
3,033.1
0
1
1
0
2
200
0.01
1003_1948
6
8
2,072
1,950
0
953
104
1
1,850
bus+train
5,672
4,022
697
26
567
834.2
28,078.8
8,899.4
18,345.3
0
1
1
0
0
200
0
1003_1948
7
8
2,190
930
0
1,542
176
1
1,650
bus+train
5,418
3,120
756
26
554
904.6
20,432.4
11,519.9
8,007.9
0
1
1
0
0
200
0
1003_1950
0
18
0
810
360
673
88
2
3,450
train+gtx
1,971
1,170
128
26
14
151.4
16,596.1
0
8,055
8,389.7
0
1
1
61
357
0.170868
1003_1950
1
18
1,002
300
360
604
131
2
3,450
bus+train+gtx
2,745
1,662
479
26
322
572.8
16,801.7
4,806.2
3,033.1
8,389.7
1
1
1
0
357
0
1003_1950
2
18
0
2,640
0
701
0
1
1,850
train_only
3,381
2,640
40
26
14
46.9
27,267.3
0
27,220.3
0
0
1
0
0
357
0
1003_1950
3
18
0
2,250
0
870
101
1
1,650
train_only
3,261
2,250
141
26
14
167.2
20,112.7
0
19,945.5
0
0
1
0
296
357
0.829132
1003_1950
4
18
2,183
300
0
345
67
2
1,650
bus+train
3,111
2,483
283
26
190
337.3
18,728.5
15,358.2
3,033.1
0
1
1
0
0
357
0
1003_1950
5
18
1,246
300
360
508
131
2
3,450
bus+train+gtx
2,839
1,906
425
26
268
507.5
16,601.3
4,671.1
3,033.1
8,389.7
1
1
1
0
357
0
1003_1950
6
18
1,183
300
360
939
131
2
3,450
bus+train+gtx
3,166
1,843
384
26
227
458.2
16,952
5,071
3,033.1
8,389.7
1
1
1
0
357
0
1003_1950
7
18
2,338
300
0
405
67
2
1,650
bus+train
3,379
2,638
336
26
243
400.9
19,170.9
15,737
3,033.1
0
1
1
0
0
357
0
1003_1950
8
18
1,744
300
0
616
69
3
1,650
bus+train
2,982
2,044
322
26
227
383.6
16,997.6
13,581
3,033.1
0
1
1
0
0
357
0
1003_1950
9
18
1,056
300
360
664
131
2
3,450
bus+train+gtx
3,088
1,716
708
26
551
846.2
17,375.5
5,106.5
3,033.1
8,389.7
1
1
1
0
357
0
1003_1950
10
18
1,526
300
0
556
69
3
1,650
bus+train
2,991
1,826
609
26
514
728.4
16,749.4
12,988
3,033.1
0
1
1
0
0
357
0
1003_1950
11
18
3,309
300
0
458
222
1
1,650
bus+train
4,637
3,609
570
26
322
680.9
17,146.9
13,433
3,033.1
0
1
1
0
0
357
0
1003_1950
12
18
3,006
0
0
427
7
1
1,600
bus_only
4,106
3,006
673
344
322
806.1
17,314.3
16,508.2
0
0
1
0
0
0
357
0
1003_1950
13
18
1,844
300
0
616
69
3
1,650
bus+train
3,427
2,144
667
26
572
797.4
17,732.4
13,902
3,033.1
0
1
1
0
0
357
0
1003_1950
14
18
2,992
300
0
398
222
1
1,650
bus+train
4,452
3,292
762
26
514
912.1
16,676.4
12,731.2
3,033.1
0
1
1
0
0
357
0
1003_1950
15
18
3,356
300
0
458
222
1
1,650
bus+train
4,913
3,656
799
26
551
955.4
17,721.8
13,733.3
3,033.1
0
1
1
0
0
357
0
1003_1950
16
18
3,060
0
0
487
7
1
1,600
bus_only
4,449
3,060
902
344
551
1,079.5
17,888.1
16,808.5
0
0
1
0
0
0
357
0
1003_1950
17
18
2,236
930
0
1,259
176
1
1,650
bus+train
5,199
3,166
774
26
572
925.9
20,305
11,371.1
8,007.9
0
1
1
0
0
357
0
1003_1951
0
4
0
660
720
979
145
2
3,950
train+gtx
2,534
1,380
175
26
4
208.5
25,629.5
0
7,244.6
18,176.4
0
1
1
3
139
0.021583
1003_1951
1
4
0
2,310
0
794
0
1
1,750
train_only
3,134
2,310
30
26
4
34.8
22,591.6
0
22,556.8
0
0
1
0
136
139
0.978417
1003_1951
2
4
1,253
2,280
0
758
79
1
1,850
bus+train
4,686
3,533
395
26
290
472.8
26,807.9
4,686
21,649
0
1
1
0
0
139
0
1003_1951
3
4
965
300
720
925
230
3
3,950
bus+train+gtx
4,126
1,985
1,216
26
960
1,456.3
27,535.6
4,869.8
3,033.1
18,176.4
1
1
1
0
139
0
1003_1952
0
14
0
450
720
1,074
145
2
3,700
train+gtx
2,418
1,170
174
26
3
207.4
23,351.2
0
4,967.3
18,176.4
0
1
1
5
265
0.018939
1003_1952
1
14
349
300
720
721
229
2
3,700
bus+train+gtx
2,635
1,369
545
26
290
650.7
24,015.8
2,155.7
3,033.1
18,176.4
1
1
1
0
265
0
1003_1952
2
14
0
2,100
0
1,279
0
1
1,750
train_only
3,408
2,100
29
26
3
33.7
20,313.3
0
20,279.5
0
0
1
0
259
265
0.981061
1003_1952
3
14
965
1,950
0
2,224
20
1
1,750
bus+train
5,528
2,915
389
26
343
464.5
22,934.6
4,124.8
18,345.3
0
1
1
0
0
265
0
1003_1952
4
14
762
1,560
0
300
49
1
1,750
bus+train
3,018
2,322
396
344
3
473.5
24,171
6,878.5
16,818.9
0
1
1
0
0
265
0
1003_1952
5
14
508
300
720
721
229
2
3,700
bus+train+gtx
2,858
1,528
609
26
354
728.6
24,590.9
2,652.8
3,033.1
18,176.4
1
1
1
0
265
0
1003_1952
6
14
1,075
1,440
0
1,288
74
1
1,650
bus+train
4,194
2,515
391
26
291
467.2
18,851.4
3,900.8
14,483.4
0
1
1
0
0
265
0
1003_1952
7
14
404
300
720
1,306
230
2
3,700
bus+train+gtx
3,328
1,424
598
26
342
714.2
24,364.8
2,441.1
3,033.1
18,176.4
1
1
1
0
265
0
1003_1952
8
14
360
1,950
0
1,180
104
1
1,750
bus+train
3,911
2,310
421
26
291
503.5
21,003.3
2,154.5
18,345.3
0
1
1
0
0
265
0
1003_1952
9
14
942
1,560
0
1,312
72
1
1,650
bus+train
4,245
2,502
431
26
333
515.3
18,491.2
2,692.3
15,283.6
0
1
1
0
0
265
0
1003_1952
10
14
570
1,950
0
1,180
104
1
1,750
bus+train
4,185
2,520
485
26
355
580
21,577
2,651.7
18,345.3
0
1
1
0
0
265
0
1003_1952
11
14
1,009
1,440
0
1,288
74
1
1,650
bus+train
4,317
2,449
580
26
480
693.5
18,842.3
3,665.4
14,483.4
0
1
1
0
0
265
0
1003_1952
12
14
811
1,950
0
2,224
20
1
1,750
bus+train
5,404
2,761
419
26
373
500.1
22,345.3
3,499.9
18,345.3
0
1
1
0
0
265
0
1003_1952
13
14
1,440
1,560
0
1,387
99
1
1,750
bus+train
4,959
3,000
572
26
447
685.2
21,440.2
5,471.4
15,283.6
0
1
1
0
0
265
0
1003_1953
0
2
0
300
720
688
64
1
3,700
train+gtx
1,900
1,020
192
26
102
228.5
21,437.9
0
3,033.1
18,176.4
0
1
1
0
127
0
1003_1953
1
2
0
1,950
0
497
0
0
1,650
train_only
2,514
1,950
67
26
41
78.8
18,424.1
0
18,345.3
0
0
1
0
127
127
1
1003_1954
0
14
0
480
720
1,018
145
2
3,700
train+gtx
2,419
1,200
201
26
30
238.9
23,856.9
0
5,441.7
18,176.4
0
1
1
18
259
0.069498
1003_1954
1
14
203
300
720
1,051
170
2
3,700
bus+train+gtx
2,872
1,223
598
26
402
715.4
24,042.4
2,117.5
3,033.1
18,176.4
1
1
1
0
259
0
1003_1954
2
14
0
2,130
0
773
0
1
1,750
train_only
2,959
2,130
56
26
30
65.2
20,819
0
20,753.9
0
0
1
0
241
259
0.930502
1003_1954
3
14
347
1,950
0
628
72
1
1,750
bus+train
3,234
2,297
309
26
211
368.5
21,228.8
2,515
18,345.3
0
1
1
0
0
259
0
1003_1954
4
14
456
300
720
1,178
169
2
3,700
bus+train+gtx
3,058
1,476
404
26
209
482.2
24,206.2
2,514.6
3,033.1
18,176.4
1
1
1
0
259
0
1003_1954
5
14
227
1,950
0
601
71
1
1,750
bus+train
3,263
2,177
485
26
388
578.5
21,041.9
2,118.1
18,345.3
0
1
1
0
0
259
0
1003_1954
6
14
363
300
720
1,111
170
2
3,700
bus+train+gtx
3,093
1,383
599
26
403
715.8
24,795.5
2,870.3
3,033.1
18,176.4
1
1
1
0
259
0