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_5000104
18
25
1,429
720
0
237
184
1
1,550
bus+train
2,936
2,149
550
26
340
657.6
13,099
5,044.2
7,397.3
0
1
1
0
0
14
0
1003_5000104
19
25
1,226
720
0
379
184
2
1,550
bus+train
2,845
1,946
520
26
310
621.1
12,680.8
4,662.4
7,397.3
0
1
1
0
0
14
0
1003_5000104
20
25
640
1,170
0
748
49
1
1,550
bus+train
3,079
1,810
521
26
446
622.8
12,461.9
1,066.6
10,772.5
0
1
1
0
0
14
0
1003_5000104
21
25
865
1,170
0
619
58
1
1,550
bus+train
3,174
2,035
520
26
436
622.2
12,600.8
1,206.1
10,772.5
0
1
1
0
0
14
0
1003_5000104
22
25
607
1,170
0
332
334
1
1,550
bus+train
2,728
1,777
619
26
259
740.9
12,973.6
1,460.2
10,772.5
0
1
1
0
0
14
0
1003_5000104
23
25
1,080
1,170
0
619
58
1
1,550
bus+train
3,398
2,250
529
26
445
632.7
13,080.2
1,674.9
10,772.5
0
1
1
0
0
14
0
1003_5000104
24
25
301
1,170
0
332
334
1
1,550
bus+train
2,498
1,471
695
26
335
832.5
12,462.4
857.5
10,772.5
0
1
1
0
0
14
0
1003_5050020
0
8
480
885
0
735
195
2
1,550
bus+train
2,334
1,365
234
26
13
278.4
11,054.8
1,217.3
9,559
0
1
1
0
21
21
1
1003_5050020
1
8
156
885
0
541
387
2
1,550
bus+train
2,235
1,041
653
26
240
780.6
11,185.4
845.8
9,559
0
1
1
0
0
21
0
1003_5050020
2
8
1,280
420
0
350
115
2
1,550
bus+train
2,475
1,700
425
26
284
506.1
12,403.4
7,068.6
4,828.7
0
1
1
0
0
21
0
1003_5050020
3
8
1,114
360
0
451
238
1
1,550
bus+train
2,431
1,474
506
28
240
605.9
11,976.7
6,119.2
5,251.6
0
1
1
0
0
21
0
1003_5050020
4
8
421
885
0
735
195
2
1,550
bus+train
2,471
1,306
430
26
209
513
11,113
1,041
9,559
0
1
1
0
0
21
0
1003_5050020
5
8
346
885
0
735
195
2
1,550
bus+train
2,524
1,231
558
26
337
666.6
11,152.3
926.6
9,559
0
1
1
0
0
21
0
1003_5050020
6
8
1,282
330
0
570
88
2
1,550
bus+train
2,871
1,612
689
26
575
825.6
11,470.6
6,605.3
4,039.8
0
1
1
0
0
21
0
1003_5050020
7
8
2,207
0
0
517
124
1
1,500
bus_only
3,436
2,207
712
306
282
851.6
13,445.5
12,593.9
0
0
1
0
0
0
21
0
1003_5050025
0
2
294
1,110
0
528
66
1
1,550
bus+train
2,226
1,404
294
26
202
350.2
11,526.4
448.3
10,728
0
1
1
0
15
15
1
1003_5050025
1
2
2,567
0
0
757
0
0
1,600
bus_only
3,917
2,567
593
207
386
709.8
18,008.8
17,299
0
0
1
0
0
0
15
0
1003_70041
0
6
878
1,200
0
404
45
1
1,550
bus+train
2,554
2,078
72
26
1
84.7
13,719.6
4,942.2
8,692.7
0
1
1
0
2
15
0.133333
1003_70041
1
6
533
1,440
0
287
78
1
1,550
bus+train
2,365
1,973
105
26
1
123.6
13,707.1
3,018.6
10,564.8
0
1
1
0
12
15
0.8
1003_70041
2
6
0
1,620
0
836
0
0
1,550
train_only
2,633
1,620
177
26
151
209.8
14,744.2
0
14,534.4
0
0
1
0
0
15
0
1003_70041
3
6
535
1,440
0
438
54
1
1,550
bus+train
2,494
1,975
81
26
1
94.5
13,699.8
3,040.4
10,564.8
0
1
1
0
1
15
0.066667
1003_70041
4
6
0
1,770
0
476
0
1
1,550
train_only
2,431
1,770
185
26
159
220.1
14,048.5
0
13,828.4
0
0
1
0
0
15
0
1003_70041
5
6
520
1,440
0
512
78
1
1,550
bus+train
2,802
1,960
330
26
226
393.4
13,806.9
2,848.6
10,564.8
0
1
1
0
0
15
0
1003_70330
0
12
192
720
0
307
182
1
1,550
bus+train
1,428
912
209
26
1
248.7
8,928.4
1,282.4
7,397.3
0
1
1
0
73
73
1
1003_70330
1
12
78
720
0
367
182
1
1,550
bus+train
1,648
798
483
26
275
576
8,956.8
983.5
7,397.3
0
1
1
0
0
73
0
1003_70330
2
12
1,358
180
0
438
95
1
1,550
bus+train
2,424
1,538
448
26
327
535
9,533.1
6,357.8
2,640.3
0
1
1
0
0
73
0
1003_70330
3
12
718
570
0
465
111
2
1,550
bus+train
2,217
1,288
464
26
327
553.3
10,865.3
4,514.7
5,797.4
0
1
1
0
0
73
0
1003_70330
4
12
555
570
0
414
111
1
1,550
bus+train
2,096
1,125
557
26
420
665.3
10,303.6
3,840.9
5,797.4
0
1
1
0
0
73
0
1003_70330
5
12
199
720
0
568
182
1
1,550
bus+train
2,054
919
567
26
359
678.1
9,397
1,321.7
7,397.3
0
1
1
0
0
73
0
1003_70330
6
12
514
720
0
694
182
1
1,550
bus+train
2,469
1,234
541
26
333
646.6
9,369.1
1,325.2
7,397.3
0
1
1
0
0
73
0
1003_70330
7
12
1,328
180
0
378
95
1
1,550
bus+train
2,493
1,508
607
26
486
727.5
9,348.9
5,981.1
2,640.3
0
1
1
0
0
73
0
1003_70330
8
12
218
720
0
367
182
1
1,550
bus+train
1,971
938
666
26
458
797.1
9,905.6
1,711.3
7,397.3
0
1
1
0
0
73
0
1003_70330
9
12
281
720
0
508
182
1
1,550
bus+train
2,195
1,001
686
26
478
820.4
9,899.2
1,681.5
7,397.3
0
1
1
0
0
73
0
1003_70330
10
12
688
570
0
405
111
2
1,550
bus+train
2,286
1,258
623
26
486
745.7
10,681.1
4,138
5,797.4
0
1
1
0
0
73
0
1003_70330
11
12
129
720
0
568
182
1
1,550
bus+train
2,126
849
709
26
501
848
9,079.6
834.3
7,397.3
0
1
1
0
0
73
0
1003_70338
0
22
1,811
0
0
172
0
1
1,500
bus_only
2,191
1,811
208
207
1
248.5
13,036.8
12,788.3
0
0
1
0
0
0
28
0
1003_70338
1
22
0
990
0
529
31
1
1,550
train_only
1,780
990
261
26
204
310.4
10,202.4
0
9,891.9
0
0
1
0
0
28
0
1003_70338
2
22
1,783
0
0
232
0
1
1,500
bus_only
2,485
1,783
470
207
263
563.1
13,105.6
12,542.5
0
0
1
0
0
0
28
0
1003_70338
3
22
743
570
0
708
111
2
1,550
bus+train
2,159
1,313
138
26
1
162.7
10,308.8
4,348.7
5,797.4
0
1
1
0
0
28
0
1003_70338
4
22
715
570
0
768
111
2
1,550
bus+train
2,453
1,285
400
26
263
477.4
10,377.7
4,102.9
5,797.4
0
1
1
0
0
28
0
1003_70338
5
22
428
720
0
832
184
1
1,550
bus+train
2,453
1,148
473
26
263
565.4
10,311.9
2,349.2
7,397.3
0
1
1
0
10
28
0.357143
1003_70338
6
22
189
870
0
739
202
1
1,550
bus+train
2,289
1,059
491
26
263
587.4
10,292
1,238.5
8,466.2
0
1
1
0
15
28
0.535714
1003_70338
7
22
1,856
0
0
232
0
1
1,500
bus_only
2,706
1,856
618
207
411
740.1
13,909.5
13,169.4
0
0
1
0
0
0
28
0
1003_70338
8
22
31
990
0
599
71
2
1,550
bus+train
2,189
1,021
569
26
472
680.3
10,873.6
301.4
9,891.9
0
1
1
0
0
28
0
1003_70338
9
22
844
420
0
588
115
2
1,550
bus+train
2,415
1,264
563
26
422
673.3
11,032.6
5,530.6
4,828.7
0
1
1
0
3
28
0.107143
1003_70338
10
22
788
570
0
768
111
2
1,550
bus+train
2,674
1,358
548
26
411
654.3
11,181.6
4,729.8
5,797.4
0
1
1
0
0
28
0
1003_70338
11
22
1,722
0
0
172
0
1
1,500
bus_only
2,562
1,722
668
207
461
800.5
13,154.6
12,354.1
0
0
1
0
0
0
28
0
1003_70338
12
22
501
720
0
832
184
1
1,550
bus+train
2,674
1,221
621
26
411
742.4
11,115.8
2,976.1
7,397.3
0
1
1
0
0
28
0
1003_70338
13
22
262
870
0
739
202
1
1,550
bus+train
2,510
1,132
639
26
411
764.4
11,095.9
1,865.4
8,466.2
0
1
1
0
0
28
0
1003_70338
14
22
1,779
180
0
515
95
1
1,550
bus+train
3,083
1,959
609
26
488
729.1
12,193.6
8,824.2
2,640.3
0
1
1
0
0
28
0
1003_70338
15
22
212
870
0
551
202
1
1,550
bus+train
2,349
1,082
716
26
488
857.3
10,615.4
1,291.9
8,466.2
0
1
1
0
0
28
0
1003_70338
16
22
1,305
420
0
692
115
3
1,550
bus+train
2,963
1,725
546
26
405
653.1
13,605.5
8,123.7
4,828.7
0
1
1
0
0
28
0
1003_70338
17
22
1,814
0
0
596
0
1
1,500
bus_only
3,089
1,814
679
207
472
814.3
13,703.2
12,888.8
0
0
1
0
0
0
28
0
1003_70338
18
22
2,678
0
0
354
27
1
1,600
bus_only
3,671
2,678
639
207
405
765.7
17,252.2
16,486.6
0
0
1
0
0
0
28
0
1003_70338
19
22
1,680
0
0
596
0
1
1,500
bus_only
3,045
1,680
769
207
562
921.5
13,103
12,181.5
0
0
1
0
0
0
28
0
1003_70338
20
22
1,158
420
0
692
115
3
1,550
bus+train
2,941
1,578
671
26
530
803
13,350.5
7,718.9
4,828.7
0
1
1
0
0
28
0
1003_70338
21
22
2,531
0
0
354
27
1
1,600
bus_only
3,649
2,531
764
207
530
915.5
16,997.2
16,081.7
0
0
1
0
0
0
28
0
1003_70339
0
10
481
720
0
317
184
1
1,550
bus+train
1,737
1,201
219
26
9
261
10,634.4
2,976.1
7,397.3
0
1
1
0
18
18
1
1003_70339
1
10
502
720
0
317
184
1
1,550
bus+train
1,966
1,222
427
26
217
509.8
11,074.1
3,167
7,397.3
0
1
1
0
0
18
0
1003_70339
2
10
1,175
1,110
0
331
41
1
1,550
bus+train
2,894
2,285
278
26
211
331.6
13,357.1
2,297.6
10,728
0
1
1
0
0
18
0
1003_70339
3
10
1,121
1,110
0
331
41
1
1,550
bus+train
2,999
2,231
437
26
370
522.3
13,389.2
2,139
10,728
0
1
1
0
0
18
0
1003_70339
4
10
541
720
0
317
184
1
1,550
bus+train
2,147
1,261
569
26
359
681.1
11,380.1
3,301.7
7,397.3
0
1
1
0
0
18
0
1003_70339
5
10
435
720
0
317
184
1
1,550
bus+train
2,108
1,155
636
26
426
761.6
10,753.9
2,595
7,397.3
0
1
1
0
0
18
0
1003_70339
6
10
1,094
1,110
0
331
41
1
1,550
bus+train
3,061
2,204
526
26
459
628
13,366.2
2,010.3
10,728
0
1
1
0
0
18
0
1003_70339
7
10
876
570
0
312
111
1
1,550
bus+train
2,418
1,446
660
26
523
789.5
11,406.7
4,819.8
5,797.4
0
1
1
0
0
18
0
1003_70339
8
10
1,040
570
0
312
111
1
1,550
bus+train
2,595
1,610
673
26
536
803.8
11,828.3
5,227
5,797.4
0
1
1
0
0
18
0
1003_70339
9
10
596
720
0
317
184
1
1,550
bus+train
2,365
1,316
732
26
522
876.6
11,877.5
3,603.7
7,397.3
0
1
1
0
0
18
0
1003_70620
0
15
1,259
1,440
0
625
54
1
1,650
bus+train
3,408
2,699
84
26
4
98.1
17,529.4
6,866.5
10,564.8
0
1
1
0
3
18
0.166667
1003_70620
1
15
1,518
840
0
846
69
2
1,650
bus+train
3,347
2,358
143
26
48
167.9
18,535.1
11,767.7
6,599.5
0
1
1
0
0
18
0
1003_70620
2
15
421
1,980
0
893
63
1
1,650
bus+train
3,387
2,401
93
26
4
108.9
17,305.9
2,013.1
15,183.8
0
1
1
0
15
18
0.833333
1003_70620
3
15
495
1,980
0
1,100
41
1
1,650
bus+train
3,811
2,475
236
26
169
280.6
17,822.3
2,357.9
15,183.8
0
1
1
0
0
18
0
1003_70620
4
15
1,303
1,440
0
625
54
1
1,650
bus+train
3,663
2,743
295
26
215
351.1
17,969.8
7,053.9
10,564.8
0
1
1
0
0
18
0
1003_70620
5
15
465
1,980
0
893
63
1
1,650
bus+train
3,642
2,445
304
26
215
361.9
17,746.3
2,200.6
15,183.8
0
1
1
0
0
18
0
1003_70620
6
15
1,193
1,440
0
685
54
1
1,650
bus+train
3,716
2,633
398
26
318
473.8
17,616.3
6,577.7
10,564.8
0
1
1
0
0
18
0
1003_70620
7
15
457
1,980
0
1,100
41
1
1,650
bus+train
3,881
2,437
344
26
277
410.7
17,740.5
2,146
15,183.8
0
1
1
0
0
18
0
1003_70620
8
15
1,585
840
0
846
69
2
1,650
bus+train
3,660
2,425
389
26
294
463.3
19,117.2
12,054.4
6,599.5
0
1
1
0
0
18
0
1003_70620
9
15
355
1,980
0
953
63
1
1,650
bus+train
3,695
2,335
407
26
318
484.7
17,392.8
1,724.3
15,183.8
0
1
1
0
0
18
0
1003_70620
10
15
1,450
840
0
906
69
2
1,650
bus+train
3,612
2,290
416
26
321
495.3
18,586.9
11,492.1
6,599.5
0
1
1
0
0
18
0
1003_70620
11
15
409
1,980
0
1,100
41
1
1,650
bus+train
3,935
2,389
446
26
379
533.2
17,705.8
1,988.8
15,183.8
0
1
1
0
0
18
0
1003_70620
12
15
562
1,980
0
1,100
41
1
1,650
bus+train
4,084
2,542
442
26
375
528.8
18,282
2,569.4
15,183.8
0
1
1
0
0
18
0
1003_70620
13
15
319
1,980
0
1,160
41
1
1,650
bus+train
4,084
2,299
625
26
558
747.1
17,720.7
1,789.8
15,183.8
0
1
1
0
0
18
0
1003_70620
14
15
462
2,010
0
456
152
2
1,650
bus+train
3,633
2,472
705
207
346
843.3
20,211.1
2,704.9
16,662.9
0
1
1
0
0
18
0
1003_70803
0
8
780
420
0
363
115
1
1,550
bus+train
1,704
1,200
141
26
0
167.5
10,196.1
5,199.9
4,828.7
0
1
1
0
61
72
0.847222
1003_70803
1
8
820
420
0
363
115
1
1,550
bus+train
2,041
1,240
438
26
297
522.8
10,814.6
5,463.2
4,828.7
0
1
1
0
0
72
0
1003_70803
2
8
837
420
0
1,058
115
2
1,550
bus+train
2,791
1,257
476
26
335
569.2
10,895.4
5,497.5
4,828.7
0
1
1
0
4
72
0.055556
1003_70803
3
8
744
420
0
423
115
1
1,550
bus+train
2,160
1,164
573
26
432
684.8
10,319.1
4,805.6
4,828.7
0
1
1
0
0
72
0
1003_70803
4
8
1,558
420
0
679
115
2
1,550
bus+train
3,172
1,978
515
26
374
615.9
13,947.2
8,502.6
4,828.7
0
1
1
0
0
72
0
1003_70803
5
8
1,018
420
0
860
115
3
1,550
bus+train
2,813
1,438
515
26
374
615.9
12,578.3
7,133.7
4,828.7
0
1
1
0
0
72
0
1003_70803
6
8
813
420
0
565
115
2
1,550
bus+train
2,466
1,233
668
26
527
799.8
11,296.9
5,668.4
4,828.7
0
1
1
0
0
72
0
1003_70803
7
8
714
570
0
416
213
1
1,550
bus+train
2,466
1,284
766
26
527
917.7
11,511.7
4,796.5
5,797.4
0
1
1
0
7
72
0.097222
1003_70809
0
25
1,871
450
0
515
213
1
1,550
bus+train
3,084
2,321
248
26
9
296
13,661.3
7,668.5
5,696.8
0
1
1
0
14
14
1
1003_70809
1
25
1,070
885
0
583
178
3
1,650
bus+train
2,751
1,955
213
26
9
252.6
16,693.7
6,882
9,559
0
1
1
0
0
14
0
1003_70809
2
25
1,847
1,170
0
372
107
1
1,650
bus+train
3,648
3,017
259
26
126
307.9
19,234.3
8,071.8
10,854.6
0
1
1
0
0
14
0
1003_70809
3
25
1,641
420
0
854
115
3
1,550
bus+train
3,123
2,061
208
26
67
246.2
14,141.6
9,066.7
4,828.7
0
1
1
0
0
14
0
1003_70809
4
25
1,050
1,170
0
636
156
1
1,650
bus+train
3,164
2,220
308
26
126
366.6
16,423.2
5,284.1
10,772.5
0
1
1
0
0
14
0
1003_70809
5
25
1,534
450
0
833
213
2
1,550
bus+train
3,123
1,984
306
26
67
364.1
14,255.7
8,194.9
5,696.8
0
1
1
0
0
14
0
1003_70809
6
25
722
990
0
679
144
2
1,550
bus+train
2,751
1,712
360
207
9
430.8
14,941.1
5,803.3
8,707
0
1
1
0
0
14
0
1003_70809
7
25
1,885
420
0
569
115
2
1,650
bus+train
3,224
2,305
350
26
209
416
16,676.8
11,432.2
4,828.7
0
1
1
0
0
14
0
1003_70809
8
25
1,894
1,170
0
312
107
1
1,650
bus+train
3,707
3,064
331
26
198
394.1
19,551.4
8,302.7
10,854.6
0
1
1
0
0
14
0
1003_70809
9
25
1,097
1,170
0
576
156
1
1,650
bus+train
3,223
2,267
380
26
198
452.9
16,740.4
5,515
10,772.5
0
1
1
0
0
14
0