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_4171058
4
7
90
2,698
0
847
132
3
1,950
bus+train
4,275
2,788
640
26
482
765.7
34,714.7
436.6
33,512.5
0
1
1
0
0
19
0
1003_4171058
5
7
3,582
570
0
437
305
2
1,950
bus+train
5,402
4,152
813
26
482
972.8
34,015.4
27,245.2
5,797.4
0
1
1
0
0
19
0
1003_4171058
6
7
4,484
570
0
506
305
1
1,950
bus+train
6,375
5,054
815
26
484
975.4
35,310.1
28,537.3
5,797.4
0
1
1
0
0
19
0
1003_4171167
0
20
3,440
630
0
742
175
1
1,950
bus+train
5,014
4,070
202
26
1
240.2
30,782.2
25,745.5
4,796.4
0
1
1
0
8
22
0.363636
1003_4171167
1
20
433
2,873
0
926
262
3
1,950
bus+train
4,564
3,306
332
26
44
394.1
35,210.7
1,292.2
33,524.4
0
1
1
0
14
22
0.636364
1003_4171167
2
20
3,397
630
0
856
175
1
1,950
bus+train
5,634
4,027
751
26
550
898.1
32,531.2
26,836.6
4,796.4
0
1
1
0
0
22
0
1003_4171167
3
20
1,201
1,829
0
1,704
56
3
1,950
bus+train
4,817
3,030
83
26
1
97.5
31,758.6
9,724.4
21,936.7
0
1
1
0
0
22
0
1003_4171167
4
20
3,043
690
0
905
145
3
3,400
bus+train
4,853
3,733
215
26
44
256.3
32,415.9
26,674.3
5,485.3
0
1
1
0
0
22
0
1003_4171167
5
20
993
1,829
0
1,838
56
4
1,950
bus+train
4,743
2,822
83
26
1
97.5
31,758.6
9,724.4
21,936.7
0
1
1
0
0
22
0
1003_4171167
6
20
3,617
359
0
412
122
2
1,950
bus+train
4,817
3,976
429
306
1
511.8
33,409
27,746.1
5,151.1
0
1
1
0
0
22
0
1003_4171167
7
20
3,156
690
0
917
145
3
3,400
bus+train
5,336
3,846
573
26
402
685.6
33,215.8
27,044.9
5,485.3
0
1
1
0
0
22
0
1003_4171167
8
20
977
1,829
0
1,764
56
3
1,950
bus+train
5,109
2,806
539
26
457
643.6
31,887.4
9,307.1
21,936.7
0
1
1
0
0
22
0
1003_4171167
9
20
364
2,788
0
1,240
133
3
2,050
bus+train
4,958
3,152
566
26
407
677.6
35,993.4
1,803.3
33,512.5
0
1
1
0
0
22
0
1003_4171167
10
20
561
2,482
0
1,194
162
4
1,950
bus+train
4,827
3,043
590
26
402
703
32,294.1
2,890.9
28,700.2
0
1
1
0
0
22
0
1003_4171167
11
20
319
2,788
0
1,300
133
3
2,050
bus+train
5,023
3,107
616
26
457
736
35,835.5
1,586.9
33,512.5
0
1
1
0
0
22
0
1003_4171167
12
20
5,232
0
0
282
5
1
1,900
bus_only
6,282
5,232
768
306
457
918.1
35,725.1
34,807
0
0
1
0
0
0
22
0
1003_4171167
13
20
2,837
690
0
1,104
145
3
3,400
bus+train
5,325
3,527
694
26
523
830.5
32,222.9
25,907.1
5,485.3
0
1
1
0
0
22
0
1003_4171167
14
20
2,795
690
0
1,002
145
3
3,400
bus+train
5,216
3,485
729
26
558
873.3
32,295.9
25,937.3
5,485.3
0
1
1
0
0
22
0
1003_4171167
15
20
520
2,482
0
1,254
162
4
1,950
bus+train
4,900
3,002
644
26
456
767.6
32,168.2
2,700.4
28,700.2
0
1
1
0
0
22
0
1003_4171167
16
20
180
2,788
0
1,240
133
3
1,950
bus+train
4,890
2,968
682
26
523
816
35,250.8
922.3
33,512.5
0
1
1
0
0
22
0
1003_4171167
17
20
3,393
359
0
412
122
2
1,950
bus+train
5,062
3,752
898
306
470
1,074.4
33,554.3
27,328.8
5,151.1
0
1
1
0
0
22
0
1003_4171167
18
20
797
2,312
0
972
337
3
1,950
bus+train
4,900
3,109
819
26
456
978.7
32,111.1
4,195.5
26,936.9
0
1
1
0
0
22
0
1003_4171167
19
20
333
2,873
0
866
262
3
1,950
bus+train
4,883
3,206
811
26
523
968.3
35,355.1
862.4
33,524.4
0
1
1
0
0
22
0
1003_4171315
0
11
2,603
510
0
693
175
1
1,850
bus+train
4,008
3,113
202
26
1
240.3
29,592.5
24,765.3
4,586.9
0
1
1
0
4
16
0.25
1003_4171315
1
11
2,554
420
0
600
172
2
1,950
bus+train
3,773
2,974
199
26
1
235.9
31,216.9
26,152.3
4,828.7
0
1
1
0
12
16
0.75
1003_4171315
2
11
3,621
270
0
1,088
183
1
1,950
bus+train
5,514
3,891
535
26
326
640.2
31,532.8
29,101.7
1,790.9
0
1
1
0
0
16
0
1003_4171315
3
11
4,151
510
0
717
175
1
1,950
bus+train
5,891
4,661
513
26
312
613.3
31,092.7
25,892.4
4,586.9
0
1
1
0
0
16
0
1003_4171315
4
11
2,719
420
0
600
172
2
1,950
bus+train
4,263
3,139
524
26
326
626.2
31,896.9
26,442.1
4,828.7
0
1
1
0
0
16
0
1003_4171315
5
11
2,883
510
0
753
175
1
1,850
bus+train
4,791
3,393
645
26
444
771.5
30,557.5
25,199.1
4,586.9
0
1
1
0
0
16
0
1003_4171315
6
11
3,247
510
0
985
175
2
1,850
bus+train
5,255
3,757
513
26
312
613.3
29,828.5
24,628.2
4,586.9
0
1
1
0
0
16
0
1003_4171315
7
11
2,494
510
0
1,028
175
2
1,850
bus+train
4,657
3,004
625
26
424
746.7
29,870.1
24,536.5
4,586.9
0
1
1
0
0
16
0
1003_4171315
8
11
2,585
510
0
931
175
2
1,850
bus+train
4,748
3,095
722
26
521
864.3
29,681.8
24,230.5
4,586.9
0
1
1
0
0
16
0
1003_4171315
9
11
4,282
510
0
717
175
1
1,950
bus+train
6,237
4,792
728
26
527
871.2
31,872.8
26,414.7
4,586.9
0
1
1
0
0
16
0
1003_4171315
10
11
2,678
0
0
413
428
2
3,000
bus_only
4,155
2,678
1,064
306
330
1,274
35,617.2
34,343.2
0
0
1
0
0
0
16
0
1003_4173638
0
7
5,381
600
0
380
193
1
1,950
bus+train
6,581
5,981
220
26
1
261.6
35,091.3
29,902.9
4,926.9
0
1
1
0
3
16
0.1875
1003_4173638
1
7
1,561
3,870
0
884
53
2
2,050
bus+train
6,395
5,431
80
26
1
93.5
39,143.7
5,740.6
33,309.6
0
1
1
0
0
16
0
1003_4173638
2
7
1,666
3,870
0
782
53
1
2,050
bus+train
6,578
5,536
260
26
181
309.1
39,258
5,639.3
33,309.6
0
1
1
0
0
16
0
1003_4173638
3
7
1,816
3,870
0
782
53
1
2,050
bus+train
6,857
5,686
389
26
310
464.2
39,772.6
5,998.8
33,309.6
0
1
1
0
12
16
0.75
1003_4173638
4
7
1,598
3,870
0
782
53
1
2,050
bus+train
6,731
5,468
481
26
402
574.8
39,326
5,441.6
33,309.6
0
1
1
0
0
16
0
1003_4173638
5
7
602
4,170
0
2,151
54
1
2,150
bus+train
7,353
4,772
430
26
350
513.4
41,680.7
2,839.3
38,328
0
1
1
0
0
16
0
1003_4173638
6
7
1,361
4,380
0
799
64
1
2,250
bus+train
7,060
5,741
520
26
430
621.7
46,900.2
5,168.7
41,109.7
0
1
1
0
1
16
0.0625
1003_4173794
0
12
752
3,870
0
1,211
81
1
2,050
bus+train
5,940
4,622
107
26
0
126.9
37,261.9
3,825.3
33,309.6
0
1
1
0
13
17
0.764706
1003_4173794
1
12
3,220
930
0
833
184
2
2,050
bus+train
5,490
4,150
507
28
295
606.4
37,638.3
27,704.7
9,327.2
0
1
1
0
0
17
0
1003_4173794
2
12
1,540
2,940
0
937
80
1
2,050
bus+train
5,818
4,480
401
26
295
478.6
37,927
13,625
23,823.3
0
1
1
0
0
17
0
1003_4173794
3
12
1,757
2,940
0
1,032
80
2
2,050
bus+train
5,887
4,697
158
26
52
186.5
38,046.7
14,036.8
23,823.3
0
1
1
0
0
17
0
1003_4173794
4
12
1,579
2,940
0
1,091
80
2
2,050
bus+train
5,959
4,519
349
26
243
416
38,088.7
13,849.4
23,823.3
0
1
1
0
0
17
0
1003_4173794
5
12
1,176
3,870
0
1,199
53
1
2,050
bus+train
6,544
5,046
299
26
220
356.3
37,722
4,056.1
33,309.6
0
1
1
0
3
17
0.176471
1003_4173794
6
12
1,199
3,870
0
1,721
53
1
2,050
bus+train
7,116
5,069
326
26
247
388
38,338.3
4,640.7
33,309.6
0
1
1
0
0
17
0
1003_4173794
7
12
3,416
930
0
833
184
2
2,050
bus+train
5,880
4,346
701
28
489
838.6
38,231.8
28,066
9,327.2
0
1
1
0
0
17
0
1003_4173794
8
12
1,733
2,940
0
937
80
1
2,050
bus+train
6,205
4,673
595
26
489
710.8
38,520.5
13,986.3
23,823.3
0
1
1
0
0
17
0
1003_4173794
9
12
1,846
2,940
0
1,145
80
2
2,050
bus+train
6,434
4,786
503
26
397
601.4
38,568.1
14,143.4
23,823.3
0
1
1
0
0
17
0
1003_4173794
10
12
607
3,870
0
1,271
81
1
2,050
bus+train
6,350
4,477
602
26
495
720.4
37,356.9
3,326.9
33,309.6
0
1
1
0
0
17
0
1003_4173794
11
12
561
3,870
0
1,255
81
2
2,050
bus+train
6,354
4,431
668
26
561
799.8
37,436.3
3,326.9
33,309.6
0
1
1
0
1
17
0.058824
1003_4175770
0
5
353
3,360
0
582
78
1
2,050
bus+train
4,400
3,713
105
26
1
123.4
36,233.3
1,069
35,041
0
1
1
0
0
25
0.2
1003_4175770
1
5
410
3,360
0
572
78
1
2,050
bus+train
4,690
3,770
348
26
244
415.8
36,742.9
1,286.1
35,041
0
1
1
0
0
25
0.2
1003_4175770
2
5
188
3,360
0
664
78
1
2,050
bus+train
4,661
3,548
449
26
345
535.9
36,465.7
888.8
35,041
0
1
1
0
0
25
0.2
1003_4175770
3
5
88
3,360
0
640
78
1
2,050
bus+train
4,553
3,448
465
26
361
556
36,208.5
611.5
35,041
0
1
1
0
0
25
0.2
1003_4175770
4
5
293
3,360
0
604
78
1
2,050
bus+train
4,895
3,653
638
26
534
763.2
37,138.9
1,334.8
35,041
0
1
1
0
0
25
0.2
1003_4175786
0
5
451
3,000
0
957
39
1
1,950
bus+train
4,474
3,451
66
26
1
77.7
32,318
1,891.1
30,349.3
0
1
1
0
15
15
1
1003_4175786
1
5
216
3,000
0
938
151
1
1,950
bus+train
4,738
3,216
584
26
407
698.4
32,027.7
980.1
30,349.3
0
1
1
0
0
15
0
1003_4175786
2
5
522
3,000
0
957
39
1
1,950
bus+train
4,859
3,522
380
26
315
454.9
32,975
2,170.8
30,349.3
0
1
1
0
0
15
0
1003_4175786
3
5
2,836
930
0
996
120
1
1,950
bus+train
5,315
3,766
553
26
407
661.8
33,661.5
24,991.8
8,007.9
0
1
1
0
0
15
0
1003_4175786
4
5
344
3,000
0
957
39
1
1,950
bus+train
4,873
3,344
572
26
507
685
32,474.9
1,440.7
30,349.3
0
1
1
0
0
15
0
1003_4175867
0
5
196
3,030
0
417
39
1
1,950
bus+train
3,711
3,226
68
26
3
80.2
31,417.2
987.7
30,349.3
0
1
1
0
6
27
0.222222
1003_4175867
1
5
138
3,030
0
738
39
1
1,950
bus+train
4,304
3,168
398
26
333
476.4
31,607.7
782
30,349.3
0
1
1
0
6
27
0.222222
1003_4175867
2
5
259
3,030
0
738
39
1
1,950
bus+train
4,452
3,289
425
26
360
508
32,253.5
1,396.3
30,349.3
0
1
1
0
0
27
0
1003_4175867
3
5
307
3,030
0
738
39
1
1,950
bus+train
4,521
3,337
446
26
381
533.8
32,507.7
1,624.6
30,349.3
0
1
1
0
0
27
0
1003_4175867
4
5
344
3,030
0
904
39
1
1,950
bus+train
4,747
3,374
469
26
404
560.9
32,350.8
1,440.7
30,349.3
0
1
1
0
15
27
0.555556
1003_4176012
0
7
737
3,000
0
765
39
2
2,050
bus+train
4,568
3,737
66
26
1
77.7
35,385.8
4,958.8
30,349.3
0
1
1
0
0
16
0.142857
1003_4176012
1
7
702
3,000
0
765
39
2
2,050
bus+train
4,711
3,702
244
26
179
291
35,440.8
4,800.5
30,349.3
0
1
1
0
0
16
0.142857
1003_4176012
2
7
1,397
3,000
0
831
39
1
2,050
bus+train
5,294
4,397
66
26
1
77.7
35,385.8
4,958.8
30,349.3
0
1
1
0
0
16
0.142857
1003_4176012
3
7
854
3,210
0
962
45
1
2,050
bus+train
5,141
4,064
115
26
44
135.1
38,949.8
5,622.9
33,191.8
0
1
1
0
0
16
0.142857
1003_4176012
4
7
776
3,000
0
965
71
1
1,950
bus+train
4,971
3,776
230
26
133
273.9
34,918.3
4,295.1
30,349.3
0
1
1
0
0
16
0.142857
1003_4176012
5
7
906
3,210
0
962
45
1
2,050
bus+train
5,445
4,116
367
26
296
437.8
39,554.9
5,925.3
33,191.8
0
1
1
0
0
16
0.142857
1003_4176012
6
7
775
3,210
0
962
45
1
2,050
bus+train
5,520
3,985
573
26
502
685
39,004.1
5,127.3
33,191.8
0
1
1
0
0
16
0.142857
1003_4177066
0
4
224
2,670
0
592
77
1
1,750
bus+train
3,634
2,894
148
26
45
174
23,264.1
611.6
22,478.5
0
1
1
0
1
15
1
1003_4177066
1
4
192
2,670
0
638
77
1
1,750
bus+train
3,876
2,862
376
26
273
448.9
23,365.4
438.1
22,478.5
0
1
1
0
0
15
0
1003_4177066
2
4
360
2,670
0
638
77
1
1,750
bus+train
4,065
3,030
397
26
294
473.6
23,688.7
736.6
22,478.5
0
1
1
0
0
15
0
1003_4177066
3
4
256
2,670
0
816
77
1
1,750
bus+train
4,343
2,926
601
26
498
717.7
23,641
444.8
22,478.5
0
1
1
0
0
15
0
1003_4177095
0
6
314
2,490
0
796
90
1
1,750
bus+train
3,717
2,804
117
26
1
137.8
24,078.3
1,462
22,478.5
0
1
1
0
13
13
1
1003_4177095
1
6
260
2,490
0
796
90
1
1,750
bus+train
3,834
2,750
288
26
172
343.1
24,131.2
1,309.6
22,478.5
0
1
1
0
0
13
0
1003_4177095
2
6
186
2,490
0
796
90
1
1,750
bus+train
3,926
2,676
454
26
338
543
24,179.3
1,157.8
22,478.5
0
1
1
0
0
13
0
1003_4177095
3
6
419
2,490
0
920
90
1
1,750
bus+train
4,376
2,909
547
26
431
654.2
24,898.7
1,766
22,478.5
0
1
1
0
0
13
0
1003_4177095
4
6
447
2,490
0
796
90
1
1,750
bus+train
4,283
2,937
550
26
434
657.9
24,984.3
1,847.8
22,478.5
0
1
1
0
0
13
0
1003_4177095
5
6
149
2,490
0
796
90
1
1,750
bus+train
4,102
2,639
667
26
551
798
24,243.9
967.4
22,478.5
0
1
1
0
0
13
0
1003_4177480
0
8
679
2,280
0
280
79
1
1,750
bus+train
3,354
2,959
115
26
10
136.5
24,744.5
2,958.9
21,649
0
1
1
0
25
25
1
1003_4177480
1
8
627
2,280
0
280
79
1
1,750
bus+train
3,512
2,907
325
26
220
388.3
24,792.8
2,755.4
21,649
0
1
1
0
0
25
0
1003_4177480
2
8
764
2,280
0
340
79
1
1,750
bus+train
3,899
3,044
515
26
410
615.5
25,583.8
3,319.2
21,649
0
1
1
0
0
25
0
1003_4177480
3
8
792
2,280
0
565
79
1
1,750
bus+train
4,112
3,072
475
26
370
569.1
25,366.8
3,148.7
21,649
0
1
1
0
0
25
0
1003_4177480
4
8
571
2,280
0
280
79
1
1,750
bus+train
3,698
2,851
567
26
462
679.2
24,859.1
2,530.8
21,649
0
1
1
0
0
25
0
1003_4177480
5
8
699
2,280
0
386
79
1
1,750
bus+train
3,950
2,979
585
26
480
700.2
25,077.7
2,728.4
21,649
0
1
1
0
0
25
0
1003_4177480
6
8
1,012
2,280
0
326
79
1
1,850
bus+train
4,266
3,292
648
26
543
775.8
26,326.8
3,902
21,649
0
1
1
0
0
25
0
1003_4177480
7
8
920
2,430
0
797
104
1
1,850
bus+train
4,825
3,350
678
26
548
811.2
26,909.2
2,719.2
23,378.7
0
1
1
0
0
25
0
1003_4177483
0
5
764
2,280
0
506
79
1
1,750
bus+train
3,664
3,044
114
26
9
134.9
25,103.1
3,319.2
21,649
0
1
1
0
26
31
1
1003_4177483
1
5
814
2,280
0
506
79
1
1,850
bus+train
3,922
3,094
322
26
217
384.5
25,552.1
3,518.6
21,649
0
1
1
0
0
31
0
1003_4177483
2
5
1,012
2,280
0
732
79
1
1,850
bus+train
4,395
3,292
371
26
266
443.8
25,994.8
3,902
21,649
0
1
1
0
0
31
0
1003_4177483
3
5
799
2,430
0
631
104
1
1,850
bus+train
4,283
3,229
423
26
293
504.8
26,602.8
2,719.2
23,378.7
0
1
1
0
0
31
0
1003_4177483
4
5
679
2,280
0
506
79
1
1,750
bus+train
3,984
2,959
519
26
414
621.2
25,229.1
2,958.9
21,649
0
1
1
0
0
31
0
1003_4177630
0
9
228
2,430
0
758
123
1
1,750
bus+train
3,570
2,658
154
26
5
183.4
24,451
888.9
23,378.7
0
1
1
0
15
15
1
1003_4177630
1
9
179
2,430
0
758
123
1
1,750
bus+train
3,712
2,609
345
26
196
412.4
24,504.3
713.2
23,378.7
0
1
1
0
0
15
0