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_4123916
15
22
370
2,700
0
918
239
1
1,850
bus+train
4,647
3,070
659
26
394
789.5
29,005.8
1,495.5
26,720.8
0
1
1
0
0
33
0
1003_4123916
16
22
798
2,550
0
1,154
87
1
1,850
bus+train
5,102
3,348
600
26
487
717
29,182.2
3,281.3
25,183.8
0
1
1
0
0
33
0
1003_4123916
17
22
161
2,850
0
1,634
116
1
1,850
bus+train
5,214
3,011
569
26
427
681.2
30,451.5
1,011.2
28,759.2
0
1
1
0
0
33
0
1003_4123916
18
22
142
2,700
0
918
239
1
1,850
bus+train
4,512
2,842
752
26
487
900.3
28,239.2
618.1
26,720.8
0
1
1
0
0
33
0
1003_4123916
19
22
240
1,050
720
1,648
263
3
4,200
bus+train+gtx
4,474
2,010
816
26
527
977.1
31,155.3
593.3
11,408.5
18,176.4
1
1
1
0
33
0
1003_4123916
20
22
224
2,700
0
1,740
118
1
1,850
bus+train
5,335
2,924
671
26
527
803.4
28,117.4
593.3
26,720.8
0
1
1
0
0
33
0
1003_4123916
21
22
3,649
630
0
1,194
175
1
3,400
bus+train
6,229
4,279
756
26
555
905.3
31,357.7
25,656
4,796.4
0
1
1
0
0
33
0
1003_4124
0
5
752
110
0
450
39
2
1,550
bus+train
1,527
862
215
168
8
255.8
6,873.6
5,637
980.8
0
1
1
0
0
153
0.2
1003_4124
1
5
920
0
0
340
0
2
1,500
bus_only
1,506
920
246
168
78
294
7,004.1
6,710.1
0
0
1
0
0
0
153
0.2
1003_4124
2
5
2,265
0
0
361
0
0
1,500
bus_only
3,334
2,265
708
343
365
848.9
14,017.5
13,168.6
0
0
1
0
0
0
153
0.2
1003_4124
3
5
837
0
0
334
0
1
1,500
bus_only
1,704
837
533
168
365
638.3
7,094
6,455.7
0
0
1
0
0
0
153
0.2
1003_4124
4
5
958
0
0
400
0
2
1,500
bus_only
2,048
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690
168
522
825.9
7,941.1
7,115.2
0
0
1
0
0
0
153
0.2
1003_4124006
0
8
808
2,490
0
697
90
1
1,850
bus+train
4,111
3,298
116
26
0
137.4
25,319.5
2,703.5
22,478.5
0
1
1
0
11
13
0.846154
1003_4124006
1
8
2,470
300
0
751
232
3
1,850
bus+train
3,814
2,770
293
26
35
349.5
25,715.8
22,333.3
3,033.1
0
1
1
0
2
13
0.153846
1003_4124006
2
8
861
2,310
0
627
144
1
1,750
bus+train
4,273
3,171
475
26
305
566.8
24,693.6
3,287.3
20,839.5
0
1
1
0
0
13
0
1003_4124006
3
8
925
1,690
0
949
249
2
1,750
bus+train
3,865
2,615
301
26
26
358.8
25,015.1
8,767.1
15,889.2
0
1
1
0
0
13
0
1003_4124006
4
8
962
2,490
0
697
90
1
1,850
bus+train
4,616
3,452
467
26
351
558.6
26,052.5
3,015.5
22,478.5
0
1
1
0
0
13
0
1003_4124006
5
8
633
2,490
0
757
90
1
1,750
bus+train
4,436
3,123
556
26
440
663.4
25,454.4
2,312.6
22,478.5
0
1
1
0
0
13
0
1003_4124006
6
8
2,584
300
0
751
232
3
1,850
bus+train
4,340
2,884
705
26
447
843.7
26,601.2
22,724.5
3,033.1
0
1
1
0
0
13
0
1003_4124006
7
8
1,039
1,690
0
889
249
2
1,850
bus+train
4,340
2,729
722
26
447
863.8
25,911.4
9,158.3
15,889.2
0
1
1
0
0
13
0
1003_4124056
0
6
453
930
0
945
176
1
1,550
bus+train
2,535
1,383
207
26
5
245.7
10,667
2,413.3
8,007.9
0
1
1
0
31
32
0.96875
1003_4124056
1
6
787
930
0
1,250
96
1
1,550
bus+train
3,586
1,717
619
26
497
741.6
13,769.4
5,019.8
8,007.9
0
1
1
0
0
32
0
1003_4124056
2
6
536
930
0
1,005
176
1
1,550
bus+train
3,141
1,466
670
26
468
802
11,640.6
2,830.6
8,007.9
0
1
1
0
0
32
0
1003_4124056
3
6
310
930
0
1,458
127
1
1,550
bus+train
3,348
1,240
650
26
497
778.4
10,927.7
2,141.3
8,007.9
0
1
1
0
0
32
0
1003_4124056
4
6
629
930
0
1,051
155
1
1,550
bus+train
3,288
1,559
678
26
497
812.4
11,656.5
2,836.2
8,007.9
0
1
1
0
0
32
0
1003_4124056
5
6
329
930
0
997
210
2
1,550
bus+train
2,989
1,259
733
26
497
877.3
11,110.2
2,224.9
8,007.9
0
1
1
0
1
32
0.03125
1003_4124058
0
8
1,013
930
0
928
120
2
1,550
bus+train
3,018
1,943
147
26
1
174.6
11,114.2
2,931.7
8,007.9
0
1
1
0
3
36
0.083333
1003_4124058
1
8
536
930
0
1,408
176
1
1,550
bus+train
3,077
1,466
203
26
1
241.1
11,079.7
2,830.6
8,007.9
0
1
1
0
26
36
0.722222
1003_4124058
2
8
1,467
930
0
857
141
1
1,550
bus+train
3,422
2,397
168
26
1
199.5
11,222.8
3,015.3
8,007.9
0
1
1
0
7
36
0.194444
1003_4124058
3
8
1,183
930
0
928
120
2
1,550
bus+train
3,580
2,113
539
26
393
644.7
11,932.8
3,280.2
8,007.9
0
1
1
0
0
36
0
1003_4124058
4
8
1,621
930
0
857
141
1
1,550
bus+train
3,968
2,551
560
26
393
669.6
12,041.3
3,363.8
8,007.9
0
1
1
0
0
36
0
1003_4124058
5
8
792
930
0
928
120
2
1,550
bus+train
3,266
1,722
616
26
470
737.2
11,259.5
2,514.4
8,007.9
0
1
1
0
0
36
0
1003_4124058
6
8
1,246
930
0
857
141
1
1,550
bus+train
3,670
2,176
637
26
470
762.1
11,368.1
2,598.1
8,007.9
0
1
1
0
0
36
0
1003_4124058
7
8
453
930
0
1,408
176
1
1,550
bus+train
3,463
1,383
672
26
470
803.8
11,225
2,413.3
8,007.9
0
1
1
0
0
36
0
1003_4124087
0
10
973
2,490
0
648
77
1
1,750
bus+train
4,225
3,463
114
26
11
134.1
24,268.9
1,656.3
22,478.5
0
1
1
0
15
15
1
1003_4124087
1
10
633
2,490
0
711
90
1
1,750
bus+train
4,087
3,123
253
26
137
301.5
24,989.4
2,209.4
22,478.5
0
1
1
0
0
15
0
1003_4124087
2
10
676
2,490
0
771
90
1
1,750
bus+train
4,264
3,166
327
26
211
390.1
25,310.2
2,441.6
22,478.5
0
1
1
0
0
15
0
1003_4124087
3
10
1,168
2,490
0
648
77
1
1,750
bus+train
4,659
3,658
353
26
250
420.9
24,781.4
1,882
22,478.5
0
1
1
0
0
15
0
1003_4124087
4
10
1,291
2,490
0
643
77
1
1,750
bus+train
4,855
3,781
431
26
328
515
24,950.4
1,956.9
22,478.5
0
1
1
0
0
15
0
1003_4124087
5
10
571
2,490
0
771
90
1
1,750
bus+train
4,379
3,061
547
26
431
653.3
24,979.7
1,847.8
22,478.5
0
1
1
0
0
15
0
1003_4124087
6
10
870
2,490
0
648
77
1
1,750
bus+train
4,533
3,360
525
26
422
627.5
24,396.8
1,290.8
22,478.5
0
1
1
0
0
15
0
1003_4124087
7
10
1,288
2,490
0
648
77
1
1,750
bus+train
4,920
3,778
494
26
391
589.8
25,086.1
2,017.8
22,478.5
0
1
1
0
0
15
0
1003_4124087
8
10
808
2,490
0
711
90
1
1,850
bus+train
4,662
3,298
653
26
537
781.5
25,997.3
2,737.2
22,478.5
0
1
1
0
0
15
0
1003_4124087
9
10
1,417
2,490
0
648
77
1
1,750
bus+train
5,177
3,907
622
26
519
744
25,566
2,343.5
22,478.5
0
1
1
0
0
15
0
1003_4124147
0
9
743
930
0
1,383
176
1
1,550
bus+train
3,259
1,673
203
26
1
241.4
12,080.7
3,831.4
8,007.9
0
1
1
0
13
27
0.481481
1003_4124147
1
9
2,199
0
0
449
7
3
1,500
bus_only
2,863
2,199
215
207
1
256.8
12,751.4
12,494.6
0
0
1
0
0
0
27
0
1003_4124147
2
9
676
930
0
1,383
176
1
1,550
bus+train
3,550
1,606
561
26
359
671
12,191.3
3,512.4
8,007.9
0
1
1
0
0
27
0
1003_4124147
3
9
1,258
930
0
1,314
141
1
1,550
bus+train
4,047
2,188
545
26
378
651.7
12,023.5
3,363.8
8,007.9
0
1
1
0
14
27
0.518519
1003_4124147
4
9
812
930
0
1,443
176
1
1,550
bus+train
3,750
1,742
565
26
363
674.4
12,849
4,166.7
8,007.9
0
1
1
0
0
27
0
1003_4124147
5
9
2,119
0
0
449
7
3
1,500
bus_only
3,160
2,119
592
207
378
708.8
12,868.2
12,159.4
0
0
1
0
0
0
27
0
1003_4124147
6
9
2,278
0
0
509
7
3
1,500
bus_only
3,364
2,278
577
207
363
689.8
13,519.7
12,829.9
0
0
1
0
0
0
27
0
1003_4124147
7
9
2,564
0
0
320
7
1
1,600
bus_only
3,613
2,564
729
344
378
872.6
15,938.2
15,065.6
0
0
1
0
0
0
27
0
1003_4124147
8
9
635
930
0
1,383
176
1
1,550
bus+train
3,613
1,565
665
26
463
795.6
12,139.4
3,335.9
8,007.9
0
1
1
0
0
27
0
1003_4124149
0
8
1,377
780
0
616
53
2
1,550
bus+train
2,853
2,157
80
26
1
93.4
12,434.1
5,975.4
6,365.3
0
1
1
0
0
32
0
1003_4124149
1
8
860
930
0
548
134
2
1,550
bus+train
2,499
1,790
161
26
1
190.8
12,389.3
4,190.5
8,007.9
0
1
1
0
2
32
0.066667
1003_4124149
2
8
1,123
930
0
632
141
1
1,550
bus+train
2,853
2,053
168
26
1
199.7
12,490.3
4,282.7
8,007.9
0
1
1
0
28
32
0.933333
1003_4124149
3
8
1,301
780
0
616
53
2
1,550
bus+train
3,056
2,081
359
26
280
427.6
12,520
5,727.1
6,365.3
0
1
1
0
0
32
0
1003_4124149
4
8
1,047
930
0
632
141
1
1,550
bus+train
3,056
1,977
447
26
280
533.9
12,576.2
4,034.3
8,007.9
0
1
1
0
0
32
0
1003_4124149
5
8
784
930
0
548
134
2
1,550
bus+train
2,702
1,714
440
26
280
525
12,475.2
3,942.2
8,007.9
0
1
1
0
0
32
0
1003_4124149
6
8
1,188
930
0
632
141
1
1,550
bus+train
3,188
2,118
438
26
271
524.2
13,055.7
4,523.5
8,007.9
0
1
1
0
0
32
0
1003_4124149
7
8
925
930
0
548
134
2
1,550
bus+train
2,834
1,855
431
26
271
515.3
12,954.7
4,431.4
8,007.9
0
1
1
0
0
32
0
1003_4125
0
8
1,249
330
0
495
40
1
1,550
bus+train
2,179
1,579
105
26
39
123.4
13,731.3
9,568.2
4,039.8
0
1
1
0
0
1,273
0
1003_4125
1
8
0
825
0
929
103
1
1,550
train_only
1,926
825
172
26
43
204.4
10,511.2
0
10,306.8
0
0
1
0
1,273
1,273
1
1003_4125
2
8
1,654
0
0
832
0
0
1,500
bus_only
2,958
1,654
472
168
304
564.5
11,723.2
11,158.7
0
0
1
0
0
0
1,273
0
1003_4125
3
8
1,194
330
0
495
40
1
1,550
bus+train
2,424
1,524
405
26
339
484.4
13,717.5
9,193.3
4,039.8
0
1
1
0
0
1,273
0
1003_4125
4
8
984
180
0
545
124
1
1,550
bus+train
2,198
1,164
489
26
339
584.4
10,935.5
7,710.7
2,640.3
0
1
1
0
0
1,273
0
1003_4125
5
8
1,081
180
0
545
124
1
1,550
bus+train
2,312
1,261
506
26
356
604.5
11,605.7
8,360.9
2,640.3
0
1
1
0
0
1,273
0
1003_4125
6
8
1,557
0
0
832
0
0
1,500
bus_only
2,886
1,557
497
168
329
594.9
11,103.4
10,508.5
0
0
1
0
0
0
1,273
0
1003_4125
7
8
1,335
330
0
495
40
1
1,550
bus+train
2,756
1,665
596
26
530
712.9
14,819.9
10,067.2
4,039.8
0
1
1
0
0
1,273
0
1003_4125989
0
23
427
1,290
0
895
143
2
1,550
bus+train
2,789
1,717
177
26
8
210.3
14,067.9
1,617.7
12,239.9
0
1
1
0
0
13
0
1003_4125989
1
23
316
1,080
0
671
318
3
1,550
bus+train
2,646
1,396
579
26
235
691.1
13,741
2,191.7
10,858.2
0
1
1
0
0
13
0
1003_4125989
2
23
1,030
1,050
0
407
268
1
1,550
bus+train
2,789
2,080
302
26
8
359.5
13,867.2
3,831.7
9,676
0
1
1
0
13
13
1
1003_4125989
3
23
387
1,290
0
895
143
2
1,550
bus+train
2,899
1,677
327
26
158
390.3
14,114.4
1,484.2
12,239.9
0
1
1
0
0
13
0
1003_4125989
4
23
990
1,050
0
407
268
1
1,550
bus+train
2,899
2,040
452
26
158
539.5
13,913.6
3,698.2
9,676
0
1
1
0
0
13
0
1003_4125989
5
23
1,072
1,050
0
407
268
1
1,550
bus+train
2,974
2,122
445
26
151
531.2
14,178.6
3,971.4
9,676
0
1
1
0
0
13
0
1003_4125989
6
23
1,652
420
0
434
115
2
1,550
bus+train
2,951
2,072
445
26
304
531.2
13,978
8,618.1
4,828.7
0
1
1
0
0
13
0
1003_4125989
7
23
1,163
720
0
554
184
1
1,550
bus+train
2,951
1,883
514
26
304
614.3
13,999.2
5,987.6
7,397.3
0
1
1
0
0
13
0
1003_4125989
8
23
1,766
420
0
494
115
2
1,550
bus+train
3,141
2,186
461
26
320
549.9
14,224.9
8,846.3
4,828.7
0
1
1
0
0
13
0
1003_4125989
9
23
1,277
720
0
614
184
1
1,550
bus+train
3,141
1,997
530
26
320
633
14,246.1
6,215.8
7,397.3
0
1
1
0
0
13
0
1003_4125989
10
23
1,181
1,170
0
540
158
1
1,550
bus+train
3,403
2,351
512
26
328
612.8
13,798.8
2,413.5
10,772.5
0
1
1
0
0
13
0
1003_4125989
11
23
1,598
420
0
434
115
2
1,550
bus+train
3,028
2,018
576
26
435
689
13,938.5
8,420.8
4,828.7
0
1
1
0
0
13
0
1003_4125989
12
23
1,109
720
0
554
184
1
1,550
bus+train
3,028
1,829
645
26
435
772.1
13,959.7
5,790.4
7,397.3
0
1
1
0
0
13
0
1003_4125989
13
23
330
1,290
0
895
143
2
1,550
bus+train
3,072
1,620
557
26
388
666.9
14,184.1
1,277.3
12,239.9
0
1
1
0
0
13
0
1003_4125989
14
23
933
1,050
0
407
268
1
1,550
bus+train
3,072
1,983
682
26
388
816
13,983.4
3,491.4
9,676
0
1
1
0
0
13
0
1003_4125989
15
23
3,172
570
0
649
114
1
1,550
bus+train
4,898
3,742
507
26
367
605.6
15,410
9,007
5,797.4
0
1
1
0
0
13
0
1003_4125989
16
23
493
1,080
0
731
288
3
1,550
bus+train
2,925
1,573
621
26
307
741.5
14,090.4
2,490.7
10,858.2
0
1
1
0
0
13
0
1003_4125989
17
23
2,593
720
0
504
179
1
1,550
bus+train
4,389
3,313
572
26
367
683.6
15,325.1
7,244.3
7,397.3
0
1
1
0
0
13
0
1003_4125989
18
23
399
1,080
0
671
318
3
1,550
bus+train
2,816
1,479
666
26
322
795.7
14,073.7
2,419.8
10,858.2
0
1
1
0
0
13
0
1003_4125989
19
23
1,141
1,050
0
407
268
1
1,550
bus+train
3,334
2,191
736
26
442
880.2
14,786.5
4,230.4
9,676
0
1
1
0
0
13
0
1003_4125989
20
23
1,701
1,170
0
860
158
2
1,550
bus+train
4,282
2,871
551
26
367
659.1
15,152.7
3,721.1
10,772.5
0
1
1
0
0
13
0
1003_4125989
21
23
248
1,080
0
671
318
3
1,550
bus+train
2,746
1,328
747
26
403
892.7
13,744.5
1,993.7
10,858.2
0
1
1
0
0
13
0
1003_4125989
22
23
418
1,080
0
731
288
3
1,550
bus+train
2,982
1,498
753
26
439
899.8
14,050.6
2,292.7
10,858.2
0
1
1
0
0
13
0
1003_4126
0
12
0
1,435
0
475
103
1
1,550
train_only
2,055
1,435
145
26
16
171.3
11,465.9
0
11,294.6
0
0
1
0
261
261
1
1003_4126
1
12
1,372
0
0
436
0
1
1,500
bus_only
2,247
1,372
439
306
133
525.8
10,828.7
10,302.8
0
0
1
0
0
0
261
0
1003_4126
2
12
1,350
330
0
1,027
40
1
1,550
bus+train
2,906
1,680
199
26
133
237.8
14,744.5
10,467
4,039.8
0
1
1
0
0
261
0
1003_4126
3
12
1,755
0
0
745
0
1
1,500
bus_only
2,771
1,755
271
168
103
323.6
11,807.8
11,484.2
0
0
1
0
0
0
261
0
1003_4126
4
12
1,306
330
0
1,087
40
1
1,550
bus+train
3,097
1,636
374
26
308
446.6
14,553.6
10,067.2
4,039.8
0
1
1
0
0
261
0
1003_4126
5
12
1,811
0
0
745
0
1
1,500
bus_only
2,965
1,811
409
168
241
489.7
12,170.5
11,680.8
0
0
1
0
0
0
261
0
1003_4126
6
12
1,328
0
0
496
0
1
1,500
bus_only
2,438
1,328
614
306
308
734.7
10,637.8
9,903.1
0
0
1
0
0
0
261
0
1003_4126
7
12
1,988
300
0
703
57
1
1,550
bus+train
3,480
2,288
489
26
406
584
15,435.1
11,818
3,033.1
0
1
1
0
0
261
0