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_415
0
6
944
420
0
457
114
2
1,550
bus+train
1,993
1,364
172
26
32
203
13,593.5
8,825.3
4,565.1
0
1
1
0
0
113
0
1003_415
1
6
1,122
300
0
299
75
1
1,550
bus+train
2,106
1,422
385
26
284
459.9
13,624.1
10,131.1
3,033.1
0
1
1
0
1
113
0.00885
1003_415
2
6
0
1,680
0
115
0
0
1,550
train_only
2,173
1,680
378
346
32
451.9
14,795.8
0
14,343.9
0
0
1
0
112
113
0.99115
1003_415
3
6
1,203
300
0
359
75
1
1,550
bus+train
2,377
1,503
515
26
414
614.8
14,484
10,836.2
3,033.1
0
1
1
0
0
113
0
1003_415
4
6
1,755
0
0
288
0
0
1,500
bus_only
2,653
1,755
610
344
266
729.8
14,785.6
14,055.7
0
0
1
0
0
0
113
0
1003_415
5
6
1,836
0
0
228
0
0
1,500
bus_only
2,918
1,836
854
344
510
1,023.4
15,784.2
14,760.8
0
0
1
0
0
0
113
0
1003_4150080
0
23
977
1,620
0
522
117
1
1,750
bus+train
3,263
2,597
144
26
1
170
20,471.2
2,728.3
17,572.9
0
1
1
0
14
15
0.933333
1003_4150080
1
23
824
1,620
0
614
117
2
1,750
bus+train
3,202
2,444
144
26
1
170
20,471.2
2,728.3
17,572.9
0
1
1
0
0
15
0
1003_4150080
2
23
1,413
1,830
0
456
34
1
1,750
bus+train
3,827
3,243
128
26
68
151.4
23,315
2,996.1
20,167.5
0
1
1
0
0
15
0
1003_4150080
3
23
869
1,620
0
467
219
1
1,650
bus+train
3,202
2,489
246
26
1
292.6
20,245.2
2,379.7
17,572.9
0
1
1
0
1
15
0.066667
1003_4150080
4
23
1,331
1,830
0
456
34
1
1,750
bus+train
3,974
3,161
357
26
297
425.4
23,352.2
2,759.4
20,167.5
0
1
1
0
0
15
0
1003_4150080
5
23
0
2,270
0
609
116
1
1,750
train_only
3,338
2,270
459
26
317
549.5
22,165.1
0
21,615.6
0
0
1
0
0
15
0
1003_4150080
6
23
987
1,620
0
435
117
1
1,750
bus+train
3,536
2,607
494
26
351
590.2
20,926.7
2,763.6
17,572.9
0
1
1
0
0
15
0
1003_4150080
7
23
910
1,830
0
535
34
1
1,750
bus+train
3,730
2,740
455
26
395
542.8
23,210.2
2,499.9
20,167.5
0
1
1
0
0
15
0
1003_4150080
8
23
1,746
1,830
0
334
33
1
1,750
bus+train
4,372
3,576
462
26
403
551.9
24,289.5
3,570.1
20,167.5
0
1
1
0
0
15
0
1003_4150080
9
23
889
1,830
0
731
34
2
1,750
bus+train
3,912
2,719
462
26
402
552
23,271.3
2,551.8
20,167.5
0
1
1
0
0
15
0
1003_4150080
10
23
1,658
1,830
0
334
33
1
1,750
bus+train
4,346
3,488
524
26
465
627.1
24,108.3
3,313.7
20,167.5
0
1
1
0
0
15
0
1003_4150080
11
23
1,255
1,830
0
1,080
33
1
1,750
bus+train
4,627
3,085
462
26
403
551.9
23,432.8
2,713.5
20,167.5
0
1
1
0
0
15
0
1003_4150080
12
23
1,139
1,620
0
576
117
1
1,750
bus+train
3,930
2,759
595
26
452
710.8
21,449.3
3,165.6
17,572.9
0
1
1
0
0
15
0
1003_4150080
13
23
1,086
1,830
0
595
34
1
1,750
bus+train
4,085
2,916
574
26
514
686.1
23,871.8
3,018.2
20,167.5
0
1
1
0
0
15
0
1003_4150080
14
23
859
1,620
0
435
117
1
1,650
bus+train
3,571
2,479
657
26
514
785.7
20,608.3
2,249.7
17,572.9
0
1
1
0
0
15
0
1003_4150080
15
23
1,105
1,620
0
435
117
1
1,750
bus+train
3,819
2,725
659
26
516
787.3
21,358.9
2,998.7
17,572.9
0
1
1
0
0
15
0
1003_4150080
16
23
995
1,830
0
793
34
2
1,750
bus+train
4,144
2,825
526
26
466
629.1
23,622.3
2,825.7
20,167.5
0
1
1
0
0
15
0
1003_4150080
17
23
1,652
1,830
0
772
34
1
1,750
bus+train
4,780
3,482
526
26
466
629.1
24,788.2
3,991.6
20,167.5
0
1
1
0
0
15
0
1003_4150080
18
23
1,269
1,830
0
327
183
1
1,750
bus+train
4,100
3,099
674
26
465
807.6
24,083.9
3,108.8
20,167.5
0
1
1
0
0
15
0
1003_4150080
19
23
1,403
1,830
0
346
183
1
1,750
bus+train
4,254
3,233
675
26
466
808.8
24,778.6
3,802.4
20,167.5
0
1
1
0
0
15
0
1003_4150080
20
23
972
1,830
0
546
189
1
1,750
bus+train
4,041
2,802
693
26
478
829.6
23,683.2
2,686.1
20,167.5
0
1
1
0
0
15
0
1003_4150080
21
23
703
1,620
0
661
265
2
1,750
bus+train
3,662
2,323
678
26
387
811.5
21,120.2
2,735.7
17,572.9
0
1
1
0
0
15
0
1003_4150080
22
23
490
2,040
0
682
272
1
1,750
bus+train
3,912
2,530
700
26
402
838.3
21,739.9
1,503.6
19,398
0
1
1
0
0
15
0
1003_4150351
0
24
192
1,770
0
241
144
1
1,750
bus+train
2,374
1,962
171
26
1
203.4
21,560.6
922.6
20,434.7
0
1
1
0
17
17
1
1003_4150351
1
24
95
1,770
0
241
144
1
1,750
bus+train
2,773
1,865
667
26
497
798.6
21,714.3
481
20,434.7
0
1
1
0
0
17
0
1003_4150351
2
24
286
1,770
0
301
144
1
1,750
bus+train
2,914
2,056
557
26
387
665.8
22,376.3
1,275.9
20,434.7
0
1
1
0
0
17
0
1003_4150351
3
24
1,391
1,650
0
462
40
1
1,750
bus+train
3,952
3,041
449
26
383
536.3
22,191
5,333.9
16,320.8
0
1
1
0
0
17
0
1003_4150351
4
24
774
2,010
0
247
51
1
1,850
bus+train
3,510
2,784
479
26
402
572.2
27,651.7
2,903.7
24,175.8
0
1
1
0
0
17
0
1003_4150351
5
24
1,968
1,020
0
372
119
1
1,750
bus+train
3,883
2,988
523
28
376
625.5
20,707.9
5,626.7
14,455.7
0
1
1
0
0
17
0
1003_4150351
6
24
2,541
330
0
431
84
1
1,650
bus+train
3,814
2,871
512
26
402
611.9
19,565.8
14,914.1
4,039.8
0
1
1
0
0
17
0
1003_4150351
7
24
787
1,770
0
398
49
2
1,750
bus+train
3,406
2,557
451
26
376
538.7
22,561.3
1,587.9
20,434.7
0
1
1
0
0
17
0
1003_4150351
8
24
473
1,770
0
241
145
1
1,750
bus+train
3,059
2,243
575
26
404
687.5
22,302.1
1,179.9
20,434.7
0
1
1
0
0
17
0
1003_4150351
9
24
2,082
1,020
0
432
119
1
1,750
bus+train
4,076
3,102
542
28
395
649.1
21,201.1
6,096.3
14,455.7
0
1
1
0
0
17
0
1003_4150351
10
24
901
1,770
0
458
49
2
1,750
bus+train
3,599
2,671
470
26
395
562.3
23,054.5
2,057.5
20,434.7
0
1
1
0
0
17
0
1003_4150351
11
24
646
2,010
0
247
51
1
1,850
bus+train
3,453
2,656
550
26
473
657.3
27,264
2,430.9
24,175.8
0
1
1
0
0
17
0
1003_4150351
12
24
491
1,770
0
369
145
2
1,750
bus+train
3,177
2,261
547
26
376
653.9
22,152.3
1,063.7
20,434.7
0
1
1
0
0
17
0
1003_4150351
13
24
729
2,010
0
235
163
1
1,850
bus+train
3,539
2,739
565
26
376
675.8
27,609.9
2,758.2
24,175.8
0
1
1
0
0
17
0
1003_4150351
14
24
685
2,010
0
262
168
1
1,850
bus+train
3,534
2,695
577
26
383
689.9
27,617.6
2,751.8
24,175.8
0
1
1
0
0
17
0
1003_4150351
15
24
832
2,010
0
235
163
1
1,850
bus+train
3,667
2,842
590
26
401
706.4
28,110
3,227.8
24,175.8
0
1
1
0
0
17
0
1003_4150351
16
24
250
1,770
0
245
264
1
1,750
bus+train
2,959
2,020
694
26
404
830.2
22,116.9
852.1
20,434.7
0
1
1
0
0
17
0
1003_4150351
17
24
644
1,770
0
450
145
2
1,750
bus+train
3,426
2,414
562
26
391
673.1
22,686.4
1,578.7
20,434.7
0
1
1
0
0
17
0
1003_4150351
18
24
594
1,770
0
465
145
2
1,750
bus+train
3,401
2,364
572
26
401
684.5
22,652.4
1,533.3
20,434.7
0
1
1
0
0
17
0
1003_4150351
19
24
2,677
330
0
431
84
1
1,650
bus+train
4,067
3,007
629
26
519
752.8
20,119.8
15,327.2
4,039.8
0
1
1
0
0
17
0
1003_4150351
20
24
507
2,010
0
235
163
1
1,850
bus+train
3,414
2,517
662
26
473
792.8
27,151.8
2,183.2
24,175.8
0
1
1
0
0
17
0
1003_4150351
21
24
398
2,160
0
869
116
1
1,750
bus+train
3,988
2,558
561
26
419
671.2
24,911.9
1,552.5
22,688.2
0
1
1
0
0
17
0
1003_4150351
22
24
484
2,010
0
262
168
1
1,850
bus+train
3,426
2,494
670
26
476
802.1
27,151.4
2,173.5
24,175.8
0
1
1
0
0
17
0
1003_4150351
23
24
585
1,770
0
376
145
2
1,750
bus+train
3,410
2,355
679
26
508
812
22,848.3
1,601.7
20,434.7
0
1
1
0
0
17
0
1003_4151559
0
15
4,984
300
0
590
82
1
3,700
bus+train
5,983
5,284
109
26
1
128.5
47,591.2
44,429.6
3,033.1
0
1
1
0
21
22
0.954545
1003_4151559
1
15
903
3,840
0
383
113
1
2,250
bus+train
5,266
4,743
140
26
1
166.2
49,582.1
4,569.7
44,846.2
0
1
1
0
1
22
0.045455
1003_4151559
2
15
942
3,840
0
383
113
1
2,250
bus+train
5,494
4,782
329
26
190
393.2
49,977.5
4,738.1
44,846.2
0
1
1
0
0
22
0
1003_4151559
3
15
4,916
300
0
757
82
2
3,700
bus+train
6,346
5,216
373
26
265
445.8
47,681.4
44,202.6
3,033.1
0
1
1
0
0
22
0
1003_4151559
4
15
846
3,840
0
383
113
1
2,250
bus+train
5,506
4,686
437
26
298
522.9
49,674.1
4,305
44,846.2
0
1
1
0
0
22
0
1003_4151559
5
15
5,140
300
0
757
82
2
3,700
bus+train
6,675
5,440
478
26
370
571.1
48,182.3
44,578.1
3,033.1
0
1
1
0
0
22
0
1003_4151559
6
15
4,835
300
0
955
82
2
3,700
bus+train
6,577
5,135
487
26
379
581.9
47,712.1
44,097.1
3,033.1
0
1
1
0
0
22
0
1003_4151559
7
15
1,407
3,840
0
432
113
1
2,350
bus+train
6,188
5,247
509
26
370
608.7
51,438.1
5,983.2
44,846.2
0
1
1
0
0
22
0
1003_4151559
8
15
973
3,840
0
486
113
2
2,250
bus+train
5,826
4,813
527
26
388
630.1
49,956.1
4,479.8
44,846.2
0
1
1
0
0
22
0
1003_4151559
9
15
2,722
1,242
0
1,137
176
4
2,250
bus+train
5,682
3,964
581
26
379
694.2
46,316.6
31,276.4
14,346
0
1
1
0
0
22
0
1003_4151559
10
15
5,320
300
0
730
82
2
3,700
bus+train
7,000
5,620
650
26
542
777.9
48,877.9
45,066.9
3,033.1
0
1
1
0
0
22
0
1003_4151559
11
15
6,213
0
0
998
3
1
2,200
bus_only
7,924
6,213
713
168
542
854.1
49,638.9
48,784.9
0
0
1
0
0
0
22
0
1003_4151559
12
15
4,389
450
0
477
416
2
3,700
bus+train
6,300
4,839
984
26
542
1,178.6
48,961
43,567.8
4,214.6
0
1
1
0
0
22
0
1003_4151559
13
15
936
3,840
0
2,125
113
2
2,250
bus+train
7,726
4,776
825
26
686
986.8
50,482.9
4,649.9
44,846.2
0
1
1
0
0
22
0
1003_4151559
14
15
911
3,840
0
2,043
220
1
2,250
bus+train
7,726
4,751
932
26
686
1,115.2
50,468.9
4,507.5
44,846.2
0
1
1
0
0
22
0
1003_416
0
3
1,592
0
0
157
0
0
1,500
bus_only
2,137
1,592
388
344
44
463.6
12,649.1
12,185.6
0
0
1
0
0
0
189
0
1003_416
1
3
0
1,530
0
139
0
0
1,550
train_only
2,025
1,530
356
346
10
425.9
13,237.7
0
12,811.9
0
0
1
0
187
189
1
1003_416
2
3
1,869
0
0
168
0
0
1,500
bus_only
2,841
1,869
804
344
460
962.4
14,697.5
13,735.1
0
0
1
0
0
0
189
0
1003_417
0
6
830
450
0
404
134
1
1,550
bus+train
1,974
1,280
290
26
130
345.5
10,831.4
6,271.2
4,214.6
0
1
1
0
3
180
0.016667
1003_417
1
6
0
1,380
0
197
0
0
1,550
train_only
2,012
1,380
435
346
89
521
12,147.9
0
11,626.9
0
0
1
0
177
180
0.983333
1003_417
2
6
1,518
0
0
258
0
0
1,500
bus_only
2,250
1,518
474
344
130
566.4
11,471.6
10,905.2
0
0
1
0
0
0
180
0
1003_417
3
6
1,852
0
0
368
0
0
1,500
bus_only
2,676
1,852
456
344
112
545.6
12,607.5
12,061.9
0
0
1
0
0
0
180
0
1003_417
4
6
899
450
0
404
134
1
1,550
bus+train
2,359
1,349
606
26
446
724.2
11,697.4
6,758.6
4,214.6
0
1
1
0
0
180
0
1003_417
5
6
1,587
0
0
258
0
0
1,500
bus_only
2,640
1,587
795
344
451
951.7
12,344.3
11,392.5
0
0
1
0
0
0
180
0
1003_4170943
0
12
3,744
300
0
649
82
1
3,700
bus+train
4,802
4,044
109
26
1
128.7
46,601.3
43,439.6
3,033.1
0
1
1
0
16
18
0.888889
1003_4170943
1
12
3,419
300
0
564
200
2
3,700
bus+train
4,510
3,719
227
26
1
269.2
46,874.6
43,572.3
3,033.1
0
1
1
0
0
18
0
1003_4170943
2
12
4,551
0
0
586
47
1
2,100
bus_only
5,670
4,551
533
168
318
637.3
45,451
44,813.7
0
0
1
0
0
0
18
0
1003_4170943
3
12
3,948
300
0
426
82
2
3,700
bus+train
5,100
4,248
426
26
318
509.5
46,594.1
43,051.6
3,033.1
0
1
1
0
1
18
0.055556
1003_4170943
4
12
3,073
510
0
200
380
1
3,700
bus+train
4,510
3,583
727
346
1
870.4
46,847.3
41,630.4
4,346.6
0
1
1
0
0
18
0
1003_4170943
5
12
4,249
300
0
596
82
2
3,700
bus+train
5,710
4,549
565
26
457
674.3
47,994.6
44,287.2
3,033.1
0
1
1
0
1
18
0.055556
1003_4170943
6
12
4,392
300
0
1,134
82
2
3,700
bus+train
6,348
4,692
522
26
414
623.9
48,408.6
44,751.6
3,033.1
0
1
1
0
0
18
0
1003_4170943
7
12
5,342
0
0
500
3
1
2,200
bus_only
6,470
5,342
628
168
457
750.5
46,907.2
46,156.7
0
0
1
0
0
0
18
0
1003_4170943
8
12
4,168
300
0
596
82
2
3,700
bus+train
5,705
4,468
641
26
533
765.6
47,804.2
44,005.5
3,033.1
0
1
1
0
0
18
0
1003_4170943
9
12
5,288
0
0
500
3
1
2,200
bus_only
6,492
5,288
704
168
533
841.8
46,716.9
45,875.1
0
0
1
0
0
0
18
0
1003_4170943
10
12
3,145
510
0
400
380
2
3,700
bus+train
5,178
3,655
1,123
346
397
1,345.2
47,674.2
41,982.4
4,346.6
0
1
1
0
0
18
0
1003_4170943
11
12
3,222
510
0
400
380
2
3,700
bus+train
5,298
3,732
1,166
346
440
1,396.8
48,060.4
42,317.1
4,346.6
0
1
1
0
0
18
0
1003_4170976
0
7
3,976
300
0
677
82
1
3,600
bus+train
5,061
4,276
108
26
0
128
44,948.9
41,787.8
3,033.1
0
1
1
0
13
13
1
1003_4170976
1
7
1,878
1,242
0
1,041
176
3
2,150
bus+train
4,363
3,120
202
26
0
239.8
43,552.9
28,967.2
14,346
0
1
1
0
0
13
0
1003_4170976
2
7
3,715
0
0
318
133
1
3,300
bus_only
4,510
3,715
477
344
0
570.7
45,827.7
45,257
0
0
1
0
0
0
13
0
1003_4170976
3
7
3,130
450
0
768
136
2
3,600
bus+train
4,510
3,580
162
26
0
193.1
45,193.1
40,785.4
4,214.6
0
1
1
0
0
13
0
1003_4170976
4
7
5,306
0
0
227
7
1
2,100
bus_only
6,074
5,306
541
168
366
646.3
44,989.2
44,342.9
0
0
1
0
0
0
13
0
1003_4170976
5
7
5,126
0
0
227
7
1
2,100
bus_only
6,004
5,126
651
168
476
779
44,836.7
44,057.7
0
0
1
0
0
0
13
0
1003_4170976
6
7
1,231
3,330
0
917
173
1
2,250
bus+train
6,062
4,561
584
26
385
699
50,018.6
4,639.6
44,680.1
0
1
1
0
0
13
0
1003_4171058
0
7
1,948
1,050
0
922
66
2
2,050
bus+train
4,013
2,998
93
26
1
108.8
35,472.2
24,846.2
10,517.2
0
1
1
0
15
19
0.789474
1003_4171058
1
7
1,948
550
0
738
231
2
1,950
bus+train
3,494
2,498
258
26
1
306.8
31,832.1
24,846.2
6,679.1
0
1
1
0
4
19
0.210526
1003_4171058
2
7
2,835
0
0
814
57
1
1,900
bus_only
4,013
2,835
364
306
1
434.7
33,544.7
33,109.9
0
0
1
0
0
0
19
0
1003_4171058
3
7
3,345
630
0
878
175
1
1,950
bus+train
5,483
3,975
630
26
429
753.3
33,606.6
28,056.8
4,796.4
0
1
1
0
0
19
0