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_3119
14
19
197
2,010
0
629
249
1
1,750
bus+train
3,497
2,207
661
26
386
791.1
23,991.1
446.9
22,753.2
0
1
1
0
0
436
0
1003_3119
15
19
93
2,010
0
530
309
1
1,750
bus+train
3,346
2,103
713
26
378
853.5
23,869.9
263.1
22,753.2
0
1
1
0
0
436
0
1003_3119
16
19
107
2,010
0
521
309
1
1,750
bus+train
3,357
2,117
719
26
384
860.2
23,913.5
300.2
22,753.2
0
1
1
0
0
436
0
1003_3119
17
19
281
2,010
0
708
309
1
1,750
bus+train
3,680
2,291
681
26
346
814.5
24,514.2
946.5
22,753.2
0
1
1
0
0
436
0
1003_3119
18
19
237
2,010
0
758
203
1
1,750
bus+train
3,714
2,247
709
26
480
847.6
24,947.2
1,346.4
22,753.2
0
1
1
0
0
436
0
1003_312
0
16
0
390
360
918
88
2
3,200
train+gtx
1,795
750
127
26
13
150
12,847.9
0
4,308.2
8,389.7
0
1
1
2
404
0.00495
1003_312
1
16
790
300
0
449
67
2
1,550
bus+train
1,853
1,090
314
26
221
374.7
10,413.8
7,006
3,033.1
0
1
1
0
0
404
0
1003_312
2
16
0
1,590
0
485
101
1
1,550
train_only
2,215
1,590
140
26
13
165.7
13,814.1
0
13,648.4
0
0
1
0
402
404
0.99505
1003_312
3
16
172
300
360
820
106
2
3,200
bus+train+gtx
1,903
832
251
26
119
298.7
13,161.6
1,440.2
3,033.1
8,389.7
1
1
1
0
404
0
1003_312
4
16
818
300
0
906
67
1
1,550
bus+train
2,292
1,118
268
26
175
318.3
10,357.4
7,006
3,033.1
0
1
1
0
0
404
0
1003_312
5
16
926
300
0
543
79
2
1,550
bus+train
2,031
1,226
262
26
157
310.8
10,653.6
7,309.8
3,033.1
0
1
1
0
0
404
0
1003_312
6
16
864
300
0
509
67
2
1,550
bus+train
2,007
1,164
334
26
241
398.3
10,877.8
7,446.5
3,033.1
0
1
1
0
0
404
0
1003_312
7
16
892
300
0
906
67
1
1,550
bus+train
2,432
1,192
334
26
241
398.3
10,877.8
7,446.5
3,033.1
0
1
1
0
0
404
0
1003_312
8
16
1,675
120
0
534
94
2
1,550
bus+train
2,678
1,795
349
26
229
417.1
12,516.3
10,720.7
1,378.4
0
1
1
0
0
404
0
1003_312
9
16
1,630
120
0
534
94
2
1,550
bus+train
2,646
1,750
362
26
242
431.9
12,190.6
10,380.2
1,378.4
0
1
1
0
0
404
0
1003_312
10
16
1,251
0
0
293
0
1
1,500
bus_only
2,067
1,251
523
344
179
626
10,953.9
10,327.9
0
0
1
0
0
0
404
0
1003_312
11
16
1,846
300
0
928
67
1
1,550
bus+train
3,396
2,146
322
26
229
384.4
13,686
10,268.6
3,033.1
0
1
1
0
0
404
0
1003_312
12
16
1,704
600
0
577
96
1
1,550
bus+train
3,232
2,304
351
26
229
419.3
14,130.2
8,784
4,926.9
0
1
1
0
0
404
0
1003_312
13
16
119
300
360
760
106
2
3,200
bus+train+gtx
2,038
779
499
26
367
597
13,004.3
984.6
3,033.1
8,389.7
1
1
1
0
404
0
1003_312
14
16
1,325
0
0
293
0
1
1,500
bus_only
2,203
1,325
585
344
241
700.4
11,468.7
10,768.3
0
0
1
0
0
0
404
0
1003_312
15
16
888
300
0
640
67
3
1,550
bus+train
2,441
1,188
613
26
520
732.6
11,322.7
7,557.1
3,033.1
0
1
1
0
0
404
0
1003_3122
0
8
0
2,220
0
825
122
1
1,750
train_only
3,259
2,220
214
26
66
254.8
24,849.6
0
24,594.8
0
0
1
0
25
25
1
1003_3122
1
8
63
2,130
0
627
94
2
1,750
bus+train
3,153
2,193
333
26
213
397.4
25,132.2
364.9
24,369.9
0
1
1
0
0
25
0
1003_3122
2
8
177
2,130
0
687
94
2
1,850
bus+train
3,388
2,307
394
26
274
470.7
25,633.8
793.2
24,369.9
0
1
1
0
0
25
0
1003_3122
3
8
54
2,130
0
703
94
2
1,750
bus+train
3,286
2,184
399
26
279
476.7
25,152.9
306.2
24,369.9
0
1
1
0
0
25
0
1003_3122
4
8
352
2,010
0
541
213
1
1,750
bus+train
3,430
2,362
527
26
288
629.9
24,986.5
1,603.4
22,753.2
0
1
1
0
0
25
0
1003_3122
5
8
497
2,010
0
601
213
1
1,750
bus+train
3,628
2,507
520
26
281
621.3
25,486.2
2,111.7
22,753.2
0
1
1
0
0
25
0
1003_3122
6
8
225
2,250
0
712
86
1
1,850
bus+train
3,812
2,475
625
26
513
746.9
26,878.4
608.5
25,523
0
1
1
0
0
25
0
1003_3122
7
8
225
2,130
0
627
94
2
1,850
bus+train
3,640
2,355
658
26
538
787.8
26,176.8
1,019.1
24,369.9
0
1
1
0
0
25
0
1003_3123
0
6
0
2,340
0
750
122
1
1,850
train_only
3,322
2,340
232
26
84
276.1
26,071.1
0
25,795
0
0
1
0
126
126
1
1003_3123
1
6
335
2,250
0
504
104
1
1,850
bus+train
3,417
2,585
328
26
198
390.8
26,852.8
939
25,523
0
1
1
0
0
126
0
1003_3123
2
6
227
2,250
0
868
30
1
1,850
bus+train
3,567
2,477
222
26
166
263.7
26,498.1
711.4
25,523
0
1
1
0
0
126
0
1003_3123
3
6
136
2,250
0
868
30
1
1,850
bus+train
3,711
2,386
457
26
401
546.4
26,517.4
448
25,523
0
1
1
0
0
126
0
1003_3123
4
6
154
2,250
0
571
104
1
1,850
bus+train
3,491
2,404
516
26
386
615.9
26,551.2
412.3
25,523
0
1
1
0
0
126
0
1003_3123
5
6
332
2,250
0
571
104
1
1,850
bus+train
3,652
2,582
499
26
369
595
27,084
966.1
25,523
0
1
1
0
0
126
0
1003_3124
0
4
0
2,520
0
460
122
1
1,850
train_only
3,142
2,520
162
26
14
192.3
27,164.9
0
26,972.6
0
0
1
0
118
119
0.991597
1003_3124
1
4
0
2,763
0
255
43
1
1,950
train_only
3,223
2,763
205
26
136
244.4
30,505.1
0
30,260.7
0
0
1
0
0
119
0
1003_3124
2
4
756
2,460
0
439
170
2
1,950
bus+train
4,134
3,216
479
26
283
573.4
30,861.2
2,572.5
27,715.2
0
1
1
0
1
119
0.008403
1003_3124
3
4
682
2,460
0
688
170
2
1,850
bus+train
4,538
3,142
708
26
512
848.2
30,443.4
1,880
27,715.2
0
1
1
0
0
119
0
1003_3125
0
7
0
2,640
0
621
122
1
1,850
train_only
3,441
2,640
180
26
32
213.6
28,095
0
27,881.3
0
0
1
0
284
284
1
1003_3125
1
7
1,824
2,010
0
475
172
1
1,850
bus+train
4,763
3,834
454
26
256
542.2
29,428.6
6,133.2
22,753.2
0
1
1
0
0
284
0
1003_3125
2
7
864
2,880
0
1,111
52
2
1,850
bus+train
5,251
3,744
396
26
318
473.1
29,894.9
2,329
27,092.8
0
1
1
0
0
284
0
1003_3125
3
7
1,012
2,250
0
1,010
161
1
1,850
bus+train
4,715
3,262
443
26
256
529.2
29,168.1
3,115.9
25,523
0
1
1
0
0
284
0
1003_3125
4
7
1,951
2,010
0
475
172
1
1,850
bus+train
4,924
3,961
488
26
290
582.9
29,884.4
6,548.3
22,753.2
0
1
1
0
0
284
0
1003_3125
5
7
789
2,460
0
699
170
2
1,950
bus+train
4,415
3,249
467
26
271
558.6
30,886.4
2,612.6
27,715.2
0
1
1
0
0
284
0
1003_3125
6
7
1,031
2,880
0
1,111
52
2
1,850
bus+train
5,451
3,911
429
26
351
512.2
30,459.5
2,854.5
27,092.8
0
1
1
0
0
284
0
1003_3126
0
11
0
2,550
0
1,383
122
1
1,850
train_only
4,155
2,550
222
26
74
264.6
28,803
0
28,538.4
0
0
1
0
200
200
1
1003_3126
1
11
1,848
2,580
0
1,019
94
1
1,850
bus+train
5,768
4,428
321
26
201
383.4
30,325.2
5,347.1
24,594.7
0
1
1
0
0
200
0
1003_3126
2
11
1,755
2,580
0
1,019
94
1
1,850
bus+train
5,693
4,335
339
26
219
404.3
30,047.6
5,048.6
24,594.7
0
1
1
0
0
200
0
1003_3126
3
11
1,937
2,190
0
1,260
79
1
1,950
bus+train
5,757
4,127
370
26
265
442.4
31,770.8
3,889.3
27,439.1
0
1
1
0
0
200
0
1003_3126
4
11
1,556
2,580
0
1,079
94
1
1,850
bus+train
5,617
4,136
402
26
282
480
29,849.2
4,774.5
24,594.7
0
1
1
0
0
200
0
1003_3126
5
11
1,618
2,730
0
791
104
1
1,850
bus+train
5,564
4,348
425
26
295
507.4
30,215.3
3,685.1
26,022.8
0
1
1
0
0
200
0
1003_3126
6
11
1,747
2,190
0
1,260
79
1
1,950
bus+train
5,622
3,937
425
26
320
508.3
31,514.2
3,566.8
27,439.1
0
1
1
0
0
200
0
1003_3126
7
11
1,695
3,120
0
1,046
114
1
1,950
bus+train
6,379
4,815
518
26
378
620.1
34,237.4
4,263.7
29,353.6
0
1
1
0
0
200
0
1003_3126
8
11
1,958
2,580
0
1,019
94
1
1,950
bus+train
6,133
4,538
576
26
456
688.8
30,857.7
5,574.2
24,594.7
0
1
1
0
0
200
0
1003_3126
9
11
1,429
2,730
0
851
104
1
1,850
bus+train
5,679
4,159
669
26
539
798.9
30,257
3,435.4
26,022.8
0
1
1
0
0
200
0
1003_3126
10
11
1,606
2,190
0
1,260
79
1
1,950
bus+train
5,757
3,796
701
26
596
839.1
31,568.7
3,290.5
27,439.1
0
1
1
0
0
200
0
1003_3127
0
5
0
2,820
0
464
122
1
1,850
train_only
3,475
2,820
191
26
43
226.8
29,732.2
0
29,505.4
0
0
1
0
28
28
1
1003_3127
1
5
1,539
2,460
0
491
202
1
1,950
bus+train
5,092
3,999
602
26
374
720.9
32,776.7
4,340.5
27,715.2
0
1
1
0
0
28
0
1003_3127
2
5
1,627
2,250
0
860
104
2
1,950
bus+train
5,224
3,877
487
26
357
581.7
30,675.7
4,571
25,523
0
1
1
0
0
28
0
1003_3127
3
5
3,086
1,830
0
433
63
1
1,850
bus+train
6,000
4,916
651
26
562
778.6
30,579.3
9,633.3
20,167.5
0
1
1
0
0
28
0
1003_3127
4
5
1,779
2,580
0
512
94
1
1,950
bus+train
5,553
4,359
682
26
562
816.1
30,985
5,574.2
24,594.7
0
1
1
0
0
28
0
1003_3128
0
6
0
2,910
0
653
122
1
1,950
train_only
3,745
2,910
182
26
34
216.5
30,641.7
0
30,425.2
0
0
1
0
91
91
1
1003_3128
1
6
1,546
2,460
0
841
202
1
1,950
bus+train
5,366
4,006
519
26
291
620.7
32,953.6
4,617.7
27,715.2
0
1
1
0
0
91
0
1003_3128
2
6
2,060
1,680
0
1,987
58
1
1,950
bus+train
6,324
3,740
597
26
513
713.5
35,389.3
18,355
16,320.8
0
1
1
0
0
91
0
1003_3128
3
6
2,279
2,640
0
766
74
1
2,050
bus+train
6,289
4,919
604
26
504
722.3
37,716.4
7,261.9
29,732.2
0
1
1
0
0
91
0
1003_3128
4
6
1,953
2,460
0
841
202
1
1,950
bus+train
6,050
4,413
796
26
568
952.6
34,066.2
5,398.4
27,715.2
0
1
1
0
0
91
0
1003_3128
5
6
1,870
2,250
0
683
348
1
1,950
bus+train
5,681
4,120
878
26
504
1,050.8
32,684.4
6,110.6
25,523
0
1
1
0
0
91
0
1003_3129
0
4
0
3,030
0
789
122
1
1,950
train_only
3,985
3,030
166
26
18
196.9
31,680.6
0
31,483.7
0
0
1
0
84
84
1
1003_3129
1
4
2,623
2,640
0
709
74
1
2,050
bus+train
6,598
5,263
626
26
526
749.5
38,039.8
7,558.1
29,732.2
0
1
1
0
0
84
0
1003_3129
2
4
2,303
2,460
0
823
202
1
1,950
bus+train
6,332
4,763
746
26
518
893.5
35,049.9
6,441.2
27,715.2
0
1
1
0
0
84
0
1003_3129
3
4
2,610
2,460
0
763
202
1
2,050
bus+train
6,623
5,070
790
26
562
946.1
36,033.3
7,372
27,715.2
0
1
1
0
0
84
0
1003_313
0
12
727
300
0
675
72
2
1,550
bus+train
1,892
1,027
190
26
92
224.4
9,422.9
6,165.4
3,033.1
0
1
1
0
0
287
0
1003_313
1
12
649
300
0
667
67
2
1,550
bus+train
1,836
949
220
26
127
262.1
9,462.6
6,167.5
3,033.1
0
1
1
0
0
287
0
1003_313
2
12
1,153
0
0
129
0
0
1,500
bus_only
1,884
1,153
602
344
258
720.4
10,284.8
9,564.4
0
0
1
0
0
0
287
0
1003_313
3
12
720
300
0
517
67
1
1,550
bus+train
1,848
1,020
311
26
218
370
9,645.5
6,242.5
3,033.1
0
1
1
0
287
287
1
1003_313
4
12
872
120
0
514
94
2
1,550
bus+train
1,844
992
338
26
218
402.7
9,507.1
7,726
1,378.4
0
1
1
0
0
287
0
1003_313
5
12
654
300
0
476
253
1
1,550
bus+train
1,836
954
406
26
127
485.4
9,423
5,904.5
3,033.1
0
1
1
0
0
287
0
1003_313
6
12
1,164
0
0
227
5
1
1,500
bus_only
1,863
1,164
472
344
123
563.6
10,050.9
9,487.3
0
0
1
0
0
0
287
0
1003_313
7
12
845
120
0
405
230
1
1,550
bus+train
1,844
965
474
26
218
566.3
9,501.7
7,556.9
1,378.4
0
1
1
0
0
287
0
1003_313
8
12
828
300
0
457
67
1
1,550
bus+train
2,214
1,128
629
26
536
751.9
10,245.7
6,460.7
3,033.1
0
1
1
0
0
287
0
1003_313
9
12
735
300
0
727
67
2
1,550
bus+train
2,447
1,035
685
26
592
819.7
10,440.8
6,588
3,033.1
0
1
1
0
0
287
0
1003_313
10
12
1,273
0
0
69
0
0
1,500
bus_only
2,222
1,273
880
344
536
1,054
10,836.6
9,782.6
0
0
1
0
0
0
287
0
1003_313
11
12
740
300
0
536
253
1
1,550
bus+train
2,447
1,040
871
26
592
1,043
10,401.1
6,325.1
3,033.1
0
1
1
0
0
287
0
1003_3130
0
8
0
3,120
0
479
122
1
1,950
train_only
3,751
3,120
152
26
4
180.6
32,489.7
0
32,309.1
0
0
1
0
62
62
1
1003_3130
1
8
2,682
2,460
0
967
79
1
2,050
bus+train
6,628
5,142
519
26
414
620.1
36,552.8
8,217.5
27,715.2
0
1
1
0
0
62
0
1003_3130
2
8
2,788
2,460
0
907
79
1
2,050
bus+train
6,736
5,248
581
26
476
694.7
37,035
8,625.1
27,715.2
0
1
1
0
0
62
0
1003_3130
3
8
2,185
2,460
0
1,204
170
1
1,950
bus+train
6,460
4,645
611
26
415
731.1
34,968
6,521.6
27,715.2
0
1
1
0
0
62
0
1003_3130
4
8
2,607
2,460
0
907
79
1
2,050
bus+train
6,625
5,067
651
26
546
778.8
36,492.3
7,998.3
27,715.2
0
1
1
0
0
62
0
1003_3130
5
8
2,347
2,460
0
1,204
170
1
1,950
bus+train
6,683
4,807
672
26
476
804.3
35,448.8
6,929.2
27,715.2
0
1
1
0
0
62
0
1003_3130
6
8
2,089
2,460
0
1,204
170
1
1,950
bus+train
6,495
4,549
742
26
546
888.4
34,906
6,302.4
27,715.2
0
1
1
0
0
62
0
1003_3130
7
8
0
4,590
0
812
59
1
2,150
train_only
6,375
4,590
973
26
888
1,164.3
45,102.4
0
43,938
0
0
1
0
0
62
0
1003_3131
0
9
0
3,240
0
645
122
1
1,950
train_only
4,050
3,240
165
26
17
195.5
33,546.4
0
33,350.9
0
0
1
0
182
183
0.994536
1003_3131
1
9
3,173
2,460
0
824
79
1
2,050
bus+train
7,006
5,633
549
26
444
656.9
37,957.1
9,585
27,715.2
0
1
1
0
1
183
0.005464
1003_3131
2
9
2,908
2,580
0
854
52
3
1,950
bus+train
6,873
5,488
531
26
453
635.1
35,387.3
7,883.2
26,869.1
0
1
1
0
0
183
0
1003_3131
3
9
3,112
2,460
0
824
79
1
2,050
bus+train
6,954
5,572
558
26
453
667.6
37,653.1
9,270.4
27,715.2
0
1
1
0
0
183
0
1003_3131
4
9
2,984
2,460
0
959
79
1
1,950
bus+train
7,018
5,444
615
26
510
736.2
35,555
7,103.6
27,715.2
0
1
1
0
0
183
0
1003_3131
5
9
3,154
2,460
0
1,019
79
1
2,050
bus+train
7,263
5,614
630
26
525
752.6
35,845.4
7,377.6
27,715.2
0
1
1
0
0
183
0
1003_3131
6
9
2,873
2,250
0
1,207
161
1
2,050
bus+train
7,001
5,123
671
26
484
802.3
35,997.4
9,672.1
25,523
0
1
1
0
0
183
0
1003_3131
7
9
2,808
2,460
0
821
170
1
2,050
bus+train
6,795
5,268
706
26
510
845.8
36,300.6
7,739.6
27,715.2
0
1
1
0
0
183
0