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_2808842
7
10
1,356
1,770
0
1,459
85
2
1,850
bus+train
5,373
3,126
788
26
677
942.8
27,860.8
4,246.2
22,671.8
0
1
1
0
0
14
0
1003_2808842
8
10
1,272
1,770
0
1,875
117
2
1,850
bus+train
5,731
3,042
814
26
671
974.5
28,921.4
5,275.1
22,671.8
0
1
1
0
0
14
0
1003_2808842
9
10
7,229
1,650
0
522
189
1
2,150
bus+train
10,213
8,879
812
26
597
971.6
41,217.1
20,210.8
20,034.7
0
1
1
0
14
14
1
1003_2809
0
15
837
2,310
0
818
94
1
1,750
bus+train
4,193
3,147
228
26
108
271.9
24,178.8
3,067.4
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
1
15
884
2,310
0
818
94
1
1,750
bus+train
4,262
3,194
250
26
130
297.8
24,367.1
3,229.9
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
2
15
1,251
2,310
0
940
91
1
1,750
bus+train
4,777
3,561
276
26
159
329
24,368.1
3,199.6
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
3
15
737
2,310
0
1,004
98
2
1,750
bus+train
4,300
3,047
249
26
125
297.4
24,148.4
3,011.5
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
4
15
1,071
2,310
0
880
91
1
1,750
bus+train
4,726
3,381
465
26
348
555.8
24,143.7
2,748.4
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
5
15
767
2,310
0
878
94
1
1,750
bus+train
4,473
3,077
518
26
398
618.6
24,267.6
2,809.5
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
6
15
787
2,310
0
965
94
1
1,750
bus+train
4,567
3,097
505
26
385
604.3
24,788
3,344.2
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
7
15
796
2,310
0
1,715
94
1
1,750
bus+train
5,216
3,106
395
26
275
471.7
24,388.9
3,077.7
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
8
15
681
2,310
0
1,064
98
2
1,750
bus+train
4,532
2,991
477
26
353
569.2
24,215.1
2,806.4
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
9
15
825
2,310
0
1,715
94
1
1,750
bus+train
5,323
3,135
473
26
353
565.9
24,567.3
3,161.8
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
10
15
1,298
2,310
0
880
91
1
1,750
bus+train
5,041
3,608
553
26
436
661.9
24,946.5
3,445.1
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
11
15
709
2,310
0
1,556
94
1
1,750
bus+train
5,110
3,019
535
26
415
640.3
23,922.5
2,442.7
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
12
15
743
2,310
0
965
94
1
1,750
bus+train
4,646
3,053
628
26
508
752.1
24,759.5
3,168
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
13
15
745
2,310
0
1,860
94
1
1,750
bus+train
5,409
3,055
494
26
374
591
24,302.2
2,871.7
20,839.5
0
1
1
0
0
117
0.066667
1003_2809
14
15
796
2,310
0
1,920
94
1
1,750
bus+train
5,520
3,106
494
26
374
589.8
24,479
3,049.8
20,839.5
0
1
1
0
0
117
0.066667
1003_2810
0
8
3,216
180
0
553
156
2
1,850
bus+train
4,480
3,396
531
26
349
635.2
26,683.2
23,407.7
2,640.3
0
1
1
0
0
34
0.125
1003_2810
1
8
308
1,890
0
833
213
2
1,750
bus+train
3,619
2,198
588
26
349
704
20,771.4
2,228.8
17,838.5
0
1
1
0
0
34
0.125
1003_2810
2
8
3,719
0
0
787
169
1
1,800
bus_only
5,192
3,719
686
168
349
821
27,252.9
26,432
0
0
1
0
0
0
34
0.125
1003_2810
3
8
3,569
330
0
970
40
2
1,850
bus+train
5,283
3,899
414
26
348
495.4
29,467.9
24,932.8
4,039.8
0
1
1
0
0
34
0.125
1003_2810
4
8
136
2,320
0
1,306
125
2
1,750
bus+train
4,202
2,456
440
26
289
526
22,337.5
905
20,906.5
0
1
1
0
0
34
0.125
1003_2810
5
8
110
2,320
0
1,306
125
2
1,750
bus+train
4,204
2,430
468
26
317
559.9
22,179.7
713.3
20,906.5
0
1
1
0
0
34
0.125
1003_2810
6
8
340
1,890
0
893
213
2
1,750
bus+train
3,710
2,230
587
26
348
702.5
21,054.7
2,513.6
17,838.5
0
1
1
0
0
34
0.125
1003_2810
7
8
3,751
0
0
847
169
1
1,800
bus_only
5,283
3,751
685
168
348
819.5
27,536.2
26,716.8
0
0
1
0
0
0
34
0.125
1003_2811
0
11
2,614
300
0
577
57
2
1,850
bus+train
3,638
2,914
147
26
64
173.3
25,293.8
22,087.5
3,033.1
0
1
1
0
0
129
0
1003_2811
1
11
1,769
390
0
748
251
3
1,750
bus+train
3,191
2,159
284
26
7
337
20,600.6
15,804.1
4,459.5
0
1
1
0
0
129
0
1003_2811
2
11
3,338
0
0
1,124
169
1
1,800
bus_only
4,863
3,338
401
168
64
477.8
25,799.2
25,321.4
0
0
1
0
0
0
129
0
1003_2811
3
11
615
1,570
0
1,067
202
2
1,750
bus+train
3,551
2,185
299
26
71
355.3
23,734
5,545.4
17,833.3
0
1
1
0
0
129
0
1003_2811
4
11
1,524
690
0
631
313
2
1,750
bus+train
3,191
2,214
346
26
7
411.6
20,678.8
13,913.9
6,353.3
0
1
1
0
1
129
1
1003_2811
5
11
2,658
300
0
517
57
2
1,850
bus+train
3,963
2,958
488
26
405
583.6
26,124.1
22,507.4
3,033.1
0
1
1
0
0
129
0
1003_2811
6
11
2,574
300
0
517
57
2
1,750
bus+train
4,003
2,874
612
26
529
731.7
25,443.3
21,678.5
3,033.1
0
1
1
0
0
129
0
1003_2811
7
11
659
1,570
0
1,067
202
2
1,750
bus+train
3,929
2,229
633
26
405
756.7
24,555.4
5,965.4
17,833.3
0
1
1
0
0
129
0
1003_2811
8
11
575
1,570
0
1,067
202
2
1,750
bus+train
3,969
2,145
757
26
529
904.7
23,874.6
5,136.5
17,833.3
0
1
1
0
0
129
0
1003_2811
9
11
3,385
0
0
1,064
169
1
1,800
bus_only
5,191
3,385
742
168
405
888.2
26,629.5
25,741.3
0
0
1
0
0
0
129
0
1003_2811
10
11
3,296
0
0
1,064
169
1
1,700
bus_only
5,226
3,296
866
168
529
1,036.2
25,948.7
24,912.5
0
0
1
0
0
0
129
0
1003_2812
0
6
0
1,630
0
855
85
1
1,650
train_only
2,684
1,630
199
28
86
237.5
16,285.1
0
16,047.6
0
0
1
0
0
94
0.166667
1003_2812
1
6
1,597
600
0
399
137
1
1,650
bus+train
2,991
2,197
395
26
232
472.1
19,312.8
13,913.9
4,926.9
0
1
1
0
0
94
0.166667
1003_2812
2
6
3,553
0
0
794
144
1
1,700
bus_only
5,331
3,553
984
168
672
1,177.6
23,441.5
22,263.9
0
0
1
0
0
0
94
0.166667
1003_2812
3
6
3,305
180
0
420
30
2
1,750
bus+train
4,231
3,485
326
26
270
389.5
20,644.7
19,255.3
999.9
0
1
1
0
0
94
0.166667
1003_2812
4
6
3,362
180
0
420
30
2
1,750
bus+train
4,431
3,542
469
26
413
560.6
21,244.1
19,683.5
999.9
0
1
1
0
0
94
0.166667
1003_2812
5
6
3,344
0
0
836
169
1
1,700
bus_only
5,189
3,344
1,009
168
672
1,207.8
24,946.2
23,738.4
0
0
1
0
0
0
94
0.166667
1003_2813
0
25
0
1,970
0
947
151
2
1,650
train_only
3,143
1,970
226
26
49
268.6
18,978.5
0
18,709.9
0
0
1
0
6
94
1
1003_2813
1
25
494
1,445
0
700
301
2
1,650
bus+train
3,100
1,939
461
26
134
548.5
20,120.1
4,481.1
15,090.5
0
1
1
0
0
94
0
1003_2813
2
25
3,572
0
0
629
87
1
1,700
bus_only
4,564
3,572
363
168
108
433.2
22,784.3
22,351.1
0
0
1
0
0
0
94
0
1003_2813
3
25
3,022
330
0
801
40
2
1,850
bus+train
4,327
3,352
174
26
108
207.3
25,414.5
21,167.4
4,039.8
0
1
1
0
0
94
0
1003_2813
4
25
2,830
180
0
727
124
2
1,750
bus+train
3,995
3,010
258
26
108
307.3
20,989
18,041.3
2,640.3
0
1
1
0
0
94
0
1003_2813
5
25
174
1,990
0
911
85
2
1,750
bus+train
3,346
2,164
271
26
160
321.9
20,558.8
1,585.2
18,651.7
0
1
1
0
0
94
0
1003_2813
6
25
203
1,990
0
911
85
2
1,750
bus+train
3,390
2,193
286
26
175
339.5
20,871.9
1,880.7
18,651.7
0
1
1
0
0
94
0
1003_2813
7
25
372
1,725
0
753
202
2
1,750
bus+train
3,186
2,097
336
26
108
399.9
21,408.7
3,175.4
17,833.3
0
1
1
0
0
94
0
1003_2813
8
25
61
1,890
0
836
239
2
1,650
bus+train
3,212
1,951
425
26
160
506.5
19,014.4
669.4
17,838.5
0
1
1
0
0
94
0
1003_2813
9
25
90
1,890
0
836
239
2
1,650
bus+train
3,262
1,980
446
26
181
531.7
19,335.1
964.9
17,838.5
0
1
1
0
0
94
0
1003_2813
10
25
3,072
330
0
861
40
2
1,850
bus+train
4,609
3,402
346
26
280
412.8
25,972
21,519.4
4,039.8
0
1
1
0
0
94
0
1003_2813
11
25
295
1,980
0
651
196
2
1,750
bus+train
3,371
2,275
445
26
223
531.1
22,730
1,948.3
20,250.6
0
1
1
0
0
94
0
1003_2813
12
25
241
1,990
0
1,061
85
3
1,750
bus+train
3,628
2,231
336
26
225
400
20,779.1
1,727.4
18,651.7
0
1
1
0
0
94
0
1003_2813
13
25
2,444
600
0
936
137
2
1,750
bus+train
4,368
3,044
388
26
225
462.7
22,333.9
16,944.3
4,926.9
0
1
1
0
0
94
0
1003_2813
14
25
2,880
180
0
787
124
2
1,750
bus+train
4,282
3,060
435
26
285
519.7
21,553.4
18,393.3
2,640.3
0
1
1
0
0
94
0
1003_2813
15
25
422
1,725
0
813
202
2
1,750
bus+train
3,468
2,147
508
26
280
605.4
21,966.2
3,527.4
17,833.3
0
1
1
0
0
94
0
1003_2813
16
25
1,075
1,770
0
933
84
2
1,850
bus+train
4,178
2,845
400
26
290
478.4
26,021.8
8,636.7
16,906.8
0
1
1
0
0
94
0
1003_2813
17
25
203
1,890
0
747
224
2
1,650
bus+train
3,377
2,093
537
26
287
641.5
19,349
868.9
17,838.5
0
1
1
0
0
94
0
1003_2813
18
25
3,622
0
0
689
87
1
1,700
bus_only
4,830
3,622
519
168
264
620.4
23,323.4
22,703.1
0
0
1
0
0
0
94
0
1003_2813
19
25
544
1,445
0
700
301
2
1,650
bus+train
3,296
1,989
607
26
280
723.9
20,647.4
4,833.1
15,090.5
0
1
1
0
0
94
0
1003_2813
20
25
2,986
330
0
801
40
2
1,750
bus+train
4,609
3,316
492
26
426
588.8
25,510.8
20,882.2
4,039.8
0
1
1
0
0
94
0
1003_2813
21
25
2,794
180
0
727
124
2
1,750
bus+train
4,277
2,974
576
26
426
688.8
21,085.3
17,756.2
2,640.3
0
1
1
0
0
94
0
1003_2813
22
25
248
1,990
0
911
85
2
1,750
bus+train
3,743
2,238
594
26
483
709
21,512.9
2,152.1
18,651.7
0
1
1
0
0
94
0
1003_2813
23
25
336
1,725
0
753
202
2
1,750
bus+train
3,468
2,061
654
26
426
781.4
21,505
2,890.2
17,833.3
0
1
1
0
0
94
0
1003_2813
24
25
508
1,990
0
1,061
85
3
1,750
bus+train
4,065
2,498
506
26
395
604.8
22,574.7
3,318.2
18,651.7
0
1
1
0
0
94
0
1003_2814
0
25
0
1,790
0
752
149
2
1,650
train_only
2,742
1,790
200
26
25
237.6
19,907
0
19,669.3
0
0
1
0
17
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0.386364
1003_2814
1
25
192
1,570
0
670
202
2
1,650
bus+train
2,907
1,762
475
26
247
567.1
20,144.5
1,744.1
17,833.3
0
1
1
0
1
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0.022727
1003_2814
2
25
3,120
0
0
976
53
1
1,700
bus_only
4,434
3,120
338
168
117
403.8
21,662.1
21,258.3
0
0
1
0
0
0
44
0
1003_2814
3
25
2,343
330
0
676
40
2
1,750
bus+train
3,552
2,673
203
26
137
242.1
22,252.7
17,970.8
4,039.8
0
1
1
0
0
44
0
1003_2814
4
25
2,305
330
0
889
40
2
1,750
bus+train
3,837
2,635
313
26
247
374.5
24,150.4
19,736
4,039.8
0
1
1
0
0
44
0
1003_2814
5
25
2,256
180
0
986
30
2
1,650
bus+train
3,767
2,436
345
26
289
412
18,145.5
16,733.6
999.9
0
1
1
0
0
44
0
1003_2814
6
25
2,279
330
0
676
40
2
1,750
bus+train
3,721
2,609
436
26
370
521.6
22,086.4
17,525
4,039.8
0
1
1
0
0
44
0
1003_2814
7
25
2,135
0
0
645
0
3
1,600
bus_only
3,237
2,135
457
168
289
546.4
16,485.6
15,939.1
0
0
1
0
0
0
44
0
1003_2814
8
25
3,203
0
0
446
63
1
1,700
bus_only
4,185
3,203
536
168
305
641.2
22,883.4
22,242.2
0
0
1
0
0
0
44
0
1003_2814
9
25
1,997
0
0
639
0
4
1,600
bus_only
3,093
1,997
457
168
289
546.4
16,521.3
15,974.8
0
0
1
0
0
0
44
0
1003_2814
10
25
211
1,815
0
855
177
2
1,750
bus+train
3,381
2,026
500
26
297
595.5
23,046.9
2,200.8
20,250.6
0
1
1
0
0
44
0
1003_2814
11
25
2,706
0
0
459
0
2
1,600
bus_only
3,703
2,706
538
168
370
643.9
20,006
19,362.1
0
0
1
0
0
0
44
0
1003_2814
12
25
656
1,165
0
762
195
3
1,650
bus+train
3,093
1,821
510
26
289
608.7
19,038.3
4,834.1
13,595.5
0
1
1
0
0
44
0
1003_2814
13
25
2,273
330
0
889
40
2
1,750
bus+train
3,989
2,603
497
26
431
595.3
24,117.1
19,482
4,039.8
0
1
1
0
0
44
0
1003_2814
14
25
2,913
0
0
808
169
1
1,700
bus_only
4,290
2,913
569
168
232
679.6
22,199.6
21,520
0
0
1
0
0
0
44
0
1003_2814
15
25
711
1,165
0
774
272
2
1,650
bus+train
3,237
1,876
587
26
289
700.9
18,790
4,493.6
13,595.5
0
1
1
0
0
44
0
1003_2814
16
25
212
1,815
0
843
177
2
1,750
bus+train
3,441
2,027
571
26
368
682.2
23,003.6
2,070.8
20,250.6
0
1
1
0
0
44
0
1003_2814
17
25
0
1,945
0
943
103
2
1,750
train_only
3,455
1,945
567
26
438
678.4
22,148.3
0
21,470
0
0
1
0
26
44
0.590909
1003_2814
18
25
160
1,570
0
670
202
2
1,650
bus+train
3,059
1,730
659
26
431
787.9
20,111.3
1,490
17,833.3
0
1
1
0
0
44
0
1003_2814
19
25
2,975
0
0
981
87
1
1,700
bus_only
4,559
2,975
603
168
348
720
21,336.5
20,616.5
0
0
1
0
0
0
44
0
1003_2814
20
25
0
2,710
0
1,063
103
1
1,650
train_only
4,297
2,710
524
26
395
625.5
20,433.6
0
19,808.1
0
0
1
0
0
44
0
1003_2814
21
25
2,327
180
0
986
30
2
1,650
bus+train
4,091
2,507
598
26
542
716
19,168.3
17,452.4
999.9
0
1
1
0
0
44
0
1003_2814
22
25
521
1,320
0
681
301
2
1,650
bus+train
3,219
1,841
697
26
370
832.6
19,315.7
3,392.6
15,090.5
0
1
1
0
0
44
0
1003_2814
23
25
2,762
0
0
459
0
2
1,600
bus_only
3,931
2,762
710
168
542
850.5
20,763.4
19,912.9
0
0
1
0
0
0
44
0
1003_2814
24
25
249
1,570
0
730
202
2
1,650
bus+train
3,305
1,819
756
26
528
904
20,896.9
2,159.6
17,833.3
0
1
1
0
0
44
0
1003_2815
0
23
0
1,680
0
745
149
2
1,650
train_only
2,624
1,680
199
26
24
235.5
19,119.8
0
18,884.3
0
0
1
0
58
60
0.966667
1003_2815
1
23
217
1,325
0
546
301
2
1,650
bus+train
2,556
1,542
468
26
141
557.4
17,784.2
2,136.4
15,090.5
0
1
1
0
0
60
0
1003_2815
2
23
2,943
0
0
483
84
1
1,600
bus_only
3,713
2,943
287
168
35
342.4
20,082.6
19,740.2
0
0
1
0
0
0
60
0
1003_2815
3
23
2,118
180
0
633
124
2
1,650
bus+train
3,222
2,298
291
26
141
346.4
18,683.2
15,696.6
2,640.3
0
1
1
0
0
60
0
1003_2815
4
23
2,871
0
0
543
84
1
1,600
bus_only
3,777
2,871
363
168
111
432.9
20,045.1
19,612.1
0
0
1
0
0
0
60
0
1003_2815
5
23
0
1,950
0
533
81
1
1,650
train_only
2,936
1,950
453
26
346
540.2
18,662.4
0
18,122.3
0
0
1
0
2
60
0.033333
1003_2815
6
23
2,308
300
0
977
75
3
1,750
bus+train
3,979
2,608
394
26
293
469.8
21,015
17,512.1
3,033.1
0
1
1
0
0
60
0