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data-route_choice_simulation

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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
10003_10661
0
6
3,014
0
0
423
0
0
1,500
bus_only
3,447
3,014
10
9
1
11
13,505.6
13,494.6
0
0
1
0
0
13
13
1
10003_10661
1
6
362
810
0
410
161
1
1,550
bus+train
2,027
1,172
445
283
1
531.7
13,996.1
3,418.4
10,046
0
1
1
0
0
13
0
10003_10661
2
6
787
660
0
437
127
1
1,550
bus+train
2,295
1,447
411
283
1
491.6
13,806.1
5,118.5
8,196
0
1
1
0
0
13
0
10003_10661
3
6
582
1,140
0
398
67
1
1,650
bus+train
2,890
1,722
770
283
420
922
16,320.8
1,654.9
13,743.8
0
1
1
0
0
13
0
10003_10661
4
6
212
1,140
0
665
37
1
1,550
bus+train
2,818
1,352
801
283
481
959.1
15,589
886
13,743.8
0
1
1
0
0
13
0
10003_10661
5
6
200
1,140
0
497
67
1
1,550
bus+train
2,697
1,340
860
283
510
1,029.6
15,200.3
426.9
13,743.8
0
1
1
0
0
13
0
10003_10700
0
14
2,756
0
0
355
0
0
1,500
bus_only
3,130
2,756
19
9
10
21.5
12,193.3
12,171.8
0
0
1
0
0
16
16
1
10003_10700
1
14
540
630
0
800
215
2
1,550
bus+train
2,204
1,170
234
9
10
277.8
12,494.1
4,294.7
7,921.6
0
1
1
0
0
16
0
10003_10700
2
14
511
690
0
783
127
1
1,550
bus+train
2,404
1,201
420
283
10
502
12,493.7
3,795.7
8,196
0
1
1
0
0
16
0
10003_10700
3
14
146
840
0
764
161
1
1,550
bus+train
2,204
986
454
283
10
542.2
12,683.8
2,095.6
10,046
0
1
1
0
0
16
0
10003_10700
4
14
251
1,020
0
917
109
1
1,550
bus+train
2,681
1,271
493
283
101
590.6
13,836.6
793.9
12,452.1
0
1
1
0
0
16
0
10003_10700
5
14
377
1,020
0
934
109
1
1,550
bus+train
2,861
1,397
530
283
138
634.6
14,083.9
997.2
12,452.1
0
1
1
0
0
16
0
10003_10700
6
14
409
1,020
0
869
64
1
1,550
bus+train
2,906
1,429
608
283
261
727.7
14,129.5
949.7
12,452.1
0
1
1
0
0
16
0
10003_10700
7
14
347
1,020
0
917
109
1
1,550
bus+train
2,923
1,367
639
283
247
765.6
14,254.1
1,036.4
12,452.1
0
1
1
0
0
16
0
10003_10700
8
14
298
1,020
0
869
64
1
1,550
bus+train
2,842
1,318
655
283
308
784.4
13,945.9
709.4
12,452.1
0
1
1
0
0
16
0
10003_10700
9
14
385
1,020
0
917
109
1
1,550
bus+train
3,020
1,405
698
283
306
836.6
14,417.2
1,128.6
12,452.1
0
1
1
0
0
16
0
10003_10700
10
14
478
1,020
0
869
64
1
1,550
bus+train
3,075
1,498
708
283
361
847.4
14,414.3
1,114.8
12,452.1
0
1
1
0
0
16
0
10003_10700
11
14
329
840
0
1,122
87
1
1,550
bus+train
3,136
1,169
845
283
475
1,011.4
12,884.9
1,827.5
10,046
0
1
1
0
0
16
0
10003_10700
12
14
301
840
0
1,122
87
1
1,550
bus+train
3,123
1,141
860
283
490
1,029.4
12,567.8
1,492.4
10,046
0
1
1
0
0
16
0
10003_10700
13
14
27
1,020
0
761
326
1
1,550
bus+train
2,738
1,047
930
283
321
1,114.3
13,808.3
241.9
12,452.1
0
1
1
0
0
16
0
10003_1451
0
5
433
1,020
0
525
54
1
1,550
bus+train
2,075
1,453
97
9
34
115.2
12,829.7
2,199
10,515.4
0
1
1
0
13
13
1
10003_1451
1
5
2,324
0
0
961
0
2
1,500
bus_only
3,571
2,324
286
32
254
342
15,064
14,722
0
0
1
0
0
0
13
0
10003_1451
2
5
2,149
0
0
961
0
2
1,500
bus_only
3,553
2,149
443
32
411
530.4
14,816.3
14,285.9
0
0
1
0
0
0
13
0
10003_1451
3
5
3,874
0
0
1,129
5
1
1,500
bus_only
5,428
3,874
425
9
411
508.3
15,388
14,879.7
0
0
1
0
0
0
13
0
10003_1451
4
5
2,675
0
0
938
0
2
1,600
bus_only
4,229
2,675
616
32
584
737
16,418.9
15,681.9
0
0
1
0
0
0
13
0
10003_1457
0
19
1,098
0
0
529
0
0
1,500
bus_only
1,717
1,098
90
9
81
106.2
5,263.7
5,157.5
0
0
1
0
0
0
14
0
10003_1457
1
19
397
180
0
841
54
1
1,550
bus+train
1,497
577
79
9
16
93.4
4,354.4
2,199
2,062
0
1
1
0
14
14
1
10003_1457
2
19
1,732
0
0
317
0
0
1,500
bus_only
2,208
1,732
159
32
127
189
4,766.8
4,577.7
0
0
1
0
0
0
14
0
10003_1457
3
19
1,144
0
0
417
5
2
1,500
bus_only
1,660
1,144
99
9
85
115.9
5,258.2
5,142.3
0
0
1
0
0
0
14
0
10003_1457
4
19
1,187
0
0
344
104
1
1,500
bus_only
1,729
1,187
198
9
85
235.3
5,751.7
5,516.4
0
0
1
0
0
0
14
0
10003_1457
5
19
962
0
0
318
0
1
1,500
bus_only
1,537
962
257
32
225
306.4
4,825.3
4,518.9
0
0
1
0
0
0
14
0
10003_1457
6
19
1,029
0
0
496
0
2
1,500
bus_only
1,684
1,029
159
32
127
189
4,840.4
4,651.4
0
0
1
0
0
0
14
0
10003_1457
7
19
1,010
0
0
448
0
2
1,500
bus_only
1,716
1,010
258
32
226
308
4,868.1
4,560.1
0
0
1
0
0
0
14
0
10003_1457
8
19
976
0
0
589
0
0
1,500
bus_only
1,950
976
385
9
376
459.8
5,267.3
4,807.5
0
0
1
0
0
0
14
0
10003_1457
9
19
1,279
0
0
589
0
0
1,500
bus_only
2,265
1,279
397
9
388
474.5
5,965
5,490.5
0
0
1
0
0
0
14
0
10003_1457
10
19
1,078
0
0
318
0
1
1,500
bus_only
1,820
1,078
424
32
392
506.8
5,604.3
5,097.4
0
0
1
0
0
0
14
0
10003_1457
11
19
1,306
0
0
357
5
2
1,500
bus_only
1,999
1,306
336
9
322
401
5,848.1
5,447.1
0
0
1
0
0
0
14
0
10003_1457
12
19
990
0
0
417
5
2
1,500
bus_only
1,818
990
411
9
397
491.1
5,284.3
4,793.2
0
0
1
0
0
0
14
0
10003_1457
13
19
956
0
0
251
251
1
1,500
bus_only
1,716
956
509
32
226
609
4,868.1
4,259.1
0
0
1
0
0
0
14
0
10003_1457
14
19
1,095
0
0
344
104
1
1,500
bus_only
1,963
1,095
524
9
411
626.6
5,793.9
5,167.3
0
0
1
0
0
0
14
0
10003_1457
15
19
1,106
0
0
375
0
2
1,500
bus_only
1,986
1,106
505
32
473
603.7
5,647.8
5,044.1
0
0
1
0
0
0
14
0
10003_1457
16
19
1,021
0
0
429
0
2
1,500
bus_only
1,985
1,021
535
32
503
640
4,841.3
4,201.3
0
0
1
0
0
0
14
0
10003_1457
17
19
1,175
0
0
242
280
1
1,500
bus_only
2,028
1,175
611
9
322
730.5
5,856.8
5,126.3
0
0
1
0
0
0
14
0
10003_1457
18
19
859
0
0
242
280
1
1,500
bus_only
1,801
859
700
9
411
837.9
5,310.3
4,472.4
0
0
1
0
0
0
14
0
10003_8001060
0
11
179
0
0
218
0
0
1,500
bus_only
436
179
39
9
30
45.4
893.3
847.8
0
0
1
0
0
28
28
1
10003_8001060
1
11
182
0
0
84
0
0
1,500
bus_only
331
182
65
32
33
76.9
953.3
876.4
0
0
1
0
0
0
28
0
10003_8001060
2
11
335
0
0
300
0
0
1,500
bus_only
845
335
210
32
178
250.2
1,215.4
965.2
0
0
1
0
0
0
28
0
10003_8001060
3
11
168
0
0
334
0
0
1,500
bus_only
740
168
238
32
206
283.6
1,048.2
764.7
0
0
1
0
0
0
28
0
10003_8001060
4
11
139
0
0
84
0
0
1,500
bus_only
575
139
352
32
320
421.3
985.6
564.4
0
0
1
0
0
0
28
0
10003_8001060
5
11
241
0
0
334
0
0
1,500
bus_only
983
241
408
32
376
487.6
1,575.2
1,087.6
0
0
1
0
0
0
28
0
10003_8001060
6
11
102
0
0
144
0
0
1,500
bus_only
777
102
531
32
499
634.7
1,009.5
374.8
0
0
1
0
0
0
28
0
10003_8001060
7
11
391
0
0
360
0
0
1,500
bus_only
1,240
391
489
32
457
585.3
1,816
1,230.8
0
0
1
0
0
0
28
0
10003_8001060
8
11
283
0
0
334
0
0
1,500
bus_only
1,210
283
593
32
561
709.5
1,963.6
1,254.1
0
0
1
0
0
0
28
0
10003_8001060
9
11
183
0
0
1,342
0
0
1,500
bus_only
2,018
183
493
32
461
589.6
1,361.3
771.7
0
0
1
0
0
0
28
0
10003_8001060
10
11
248
0
0
1,342
0
0
1,500
bus_only
2,107
248
517
32
485
619.4
1,641.5
1,022.1
0
0
1
0
0
0
28
0
10003_8001754
0
8
254
0
0
86
0
0
1,500
bus_only
378
254
38
32
6
44.6
1,536.9
1,492.3
0
0
1
0
0
0
72
0
10003_8001754
1
8
285
0
0
220
0
0
1,500
bus_only
524
285
19
9
10
21.4
1,485.4
1,464
0
0
1
0
0
72
72
1
10003_8001754
2
8
330
0
0
220
0
0
1,500
bus_only
862
330
312
9
303
373.6
2,114.4
1,740.8
0
0
1
0
0
0
72
0
10003_8001754
3
8
308
0
0
146
0
0
1,500
bus_only
794
308
340
32
308
406.3
2,175.3
1,769
0
0
1
0
0
0
72
0
10003_8001754
4
8
283
0
0
336
0
0
1,500
bus_only
977
283
358
32
326
428.2
1,682.3
1,254.1
0
0
1
0
0
0
72
0
10003_8001754
5
8
241
0
0
336
0
0
1,500
bus_only
1,044
241
467
32
435
559.2
1,646.7
1,087.6
0
0
1
0
0
0
72
0
10003_8001754
6
8
325
0
0
336
0
0
1,500
bus_only
1,140
325
479
32
447
573.2
1,986.6
1,413.4
0
0
1
0
0
0
72
0
10003_8001754
7
8
324
0
0
285
0
0
1,500
bus_only
1,156
324
547
32
515
654
2,361.4
1,707.4
0
0
1
0
0
0
72
0
10003_8001755
0
3
347
0
0
316
0
0
1,500
bus_only
684
347
21
9
12
22.9
1,763.7
1,740.8
0
0
1
0
0
101
101
1
10003_8001755
1
3
300
0
0
256
0
0
1,500
bus_only
888
300
332
9
323
397
1,861
1,464
0
0
1
0
0
0
101
0
10003_8001755
2
3
410
0
0
316
0
0
1,500
bus_only
1,232
410
506
9
497
606
2,805
2,199
0
0
1
0
0
0
101
0
10003_8001757
0
5
550
0
0
413
0
0
1,500
bus_only
989
550
26
9
17
29.8
2,486.4
2,456.6
0
0
1
0
0
68
68
1
10003_8001757
1
5
509
0
0
254
0
1
1,500
bus_only
1,031
509
268
32
236
320.3
2,636.2
2,315.9
0
0
1
0
0
0
68
0
10003_8001757
2
5
435
0
0
473
0
0
1,500
bus_only
1,212
435
304
9
295
362.5
2,561.6
2,199
0
0
1
0
0
0
68
0
10003_8001757
3
5
607
0
0
473
0
0
1,500
bus_only
1,379
607
299
9
290
357.4
3,087.5
2,730.1
0
0
1
0
0
0
68
0
10003_8001757
4
5
0
180
0
493
0
0
1,550
train_only
1,197
180
524
283
241
626.9
2,751.3
0
2,124.4
0
0
1
0
0
68
0
10003_8001758
0
5
588
0
0
189
0
0
1,500
bus_only
798
588
21
9
12
23.9
2,754
2,730.1
0
0
1
0
0
18
18
1
10003_8001758
1
5
533
0
0
189
0
0
1,500
bus_only
1,050
533
328
9
319
392.6
2,849.2
2,456.6
0
0
1
0
0
0
18
0
10003_8001758
2
5
633
0
0
189
0
0
1,500
bus_only
1,166
633
344
9
335
411.9
3,448.7
3,036.8
0
0
1
0
0
0
18
0
10003_8001758
3
5
729
0
0
351
0
0
1,500
bus_only
1,502
729
422
32
390
504.9
4,022.9
3,518
0
0
1
0
0
0
18
0
10003_8001758
4
5
1,058
0
0
160
0
0
1,500
bus_only
1,809
1,058
591
32
559
708
3,388.5
2,680.5
0
0
1
0
0
0
18
0
10003_8001761
0
4
764
0
0
259
0
0
1,500
bus_only
1,056
764
33
9
24
37.5
3,906.1
3,868.5
0
0
1
0
0
84
84
1
10003_8001761
1
4
0
330
0
113
0
0
1,550
train_only
914
330
471
283
188
564.2
4,242.7
0
3,678.5
0
0
1
0
0
84
0
10003_8001761
2
4
689
0
0
199
0
0
1,500
bus_only
1,262
689
374
9
365
448
4,012.8
3,564.8
0
0
1
0
0
0
84
0
10003_8001761
3
4
852
0
0
259
0
0
1,500
bus_only
1,496
852
385
9
376
459.5
4,715.1
4,255.6
0
0
1
0
0
0
84
0
10003_8001764
0
7
1,608
0
0
183
0
0
1,500
bus_only
1,844
1,608
53
9
44
60.9
6,197.5
6,136.6
0
0
1
0
0
45
45
1
10003_8001764
1
7
0
510
0
173
0
0
1,550
train_only
1,256
510
573
283
290
684.6
6,551.8
0
5,867.1
0
0
1
0
0
45
0
10003_8001764
2
7
1,742
0
0
183
0
0
1,500
bus_only
2,267
1,742
342
9
333
409.5
6,888.5
6,479
0
0
1
0
0
0
45
0
10003_8001764
3
7
138
510
0
249
49
1
1,550
bus+train
1,264
648
367
283
35
438.5
6,869.4
563.8
5,867.1
0
1
1
0
0
45
0
10003_8001764
4
7
1,478
0
0
183
0
0
1,500
bus_only
2,050
1,478
389
9
380
464.8
6,284.2
5,819.4
0
0
1
0
0
0
45
0
10003_8001764
5
7
79
510
0
249
49
1
1,550
bus+train
1,379
589
541
283
209
648.1
6,876.3
361.1
5,867.1
0
1
1
0
0
45
0
10003_8001764
6
7
119
510
0
254
49
1
1,550
bus+train
1,635
629
752
283
420
900.2
7,241.1
473.7
5,867.1
0
1
1
0
0
45
0
10003_8503016
0
7
1,444
0
0
453
0
0
1,500
bus_only
1,913
1,444
16
9
7
17
5,836.4
5,819.4
0
0
1
0
0
102
102
1
10003_8503016
1
7
0
510
0
344
0
0
1,550
train_only
1,402
510
548
283
265
655.8
6,522.9
0
5,867.1
0
0
1
0
0
102
0
10003_8503016
2
7
1,717
0
0
115
0
0
1,500
bus_only
1,867
1,717
35
32
3
40.4
5,885
5,844.6
0
0
1
0
0
0
102
0
10003_8503016
3
7
1,587
0
0
393
0
0
1,500
bus_only
2,340
1,587
360
9
351
430.9
6,567.5
6,136.6
0
0
1
0
0
0
102
0
10003_8503016
4
7
1,231
0
0
453
0
0
1,500
bus_only
2,070
1,231
386
9
377
461.2
5,889.1
5,427.9
0
0
1
0
0
0
102
0
10003_8503016
5
7
1,876
0
0
115
0
0
1,500
bus_only
2,378
1,876
387
32
355
463.3
6,625.2
6,161.8
0
0
1
0
0
0
102
0
10003_8503016
6
7
49
510
0
511
33
1
1,550
bus+train
1,711
559
641
283
325
766.6
6,832.6
198.9
5,867.1
0
1
1
0
0
102
0
10003_9349
0
22
2,120
0
0
125
0
0
1,500
bus_only
2,263
2,120
18
9
9
20.7
7,382
7,361.4
0
0
1
0
0
13
13
1
10003_9349
1
22
353
510
0
385
248
1
1,550
bus+train
1,788
863
540
283
9
646.6
7,738.5
1,224.8
5,867.1
0
1
1
0
0
13
0
10003_9349
2
22
2,204
0
0
125
0
0
1,500
bus_only
2,648
2,204
319
9
310
381.3
8,024.7
7,643.4
0
0
1
0
0
0
13
0
10003_9349
3
22
2,654
0
0
431
0
0
1,500
bus_only
3,327
2,654
242
32
210
288.3
7,560.8
7,272.5
0
0
1
0
0
0
13
0
10003_9349
4
22
353
690
0
548
37
1
1,550
bus+train
1,975
1,043
384
283
64
458.9
9,623.4
968.4
8,196
0
1
1
0
0
13
0
10003_9349
5
22
229
690
0
425
156
1
1,550
bus+train
1,855
919
511
283
72
609.5
9,757.8
952.3
8,196
0
1
1
0
0
13
0
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