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_4306
7
9
1,088
180
0
750
124
2
1,550
bus+train
2,541
1,268
523
26
373
624.8
10,706
7,440.8
2,640.3
0
1
1
0
0
27
0
1003_4306
8
9
1,267
0
0
646
87
1
1,500
bus_only
2,541
1,267
628
168
373
751.3
8,854.9
8,103.6
0
0
1
0
0
0
27
0
1003_4307
0
6
1,838
0
0
349
0
0
1,500
bus_only
2,437
1,838
250
168
82
298.1
12,163.4
11,865.3
0
0
1
0
0
0
112
0
1003_4307
1
6
0
888
0
886
103
2
1,550
train_only
1,955
888
181
26
52
215
11,425.9
0
11,210.9
0
0
1
0
112
112
1
1003_4307
2
6
1,440
0
0
281
0
1
1,500
bus_only
1,971
1,440
250
168
82
298.1
8,922.1
8,624.1
0
0
1
0
0
0
112
0
1003_4307
3
6
1,232
0
0
381
0
2
1,500
bus_only
1,992
1,232
379
168
211
452.8
9,147.2
8,694.4
0
0
1
0
0
0
112
0
1003_4307
4
6
1,266
0
0
341
0
1
1,500
bus_only
2,138
1,266
531
168
363
634.9
8,848.5
8,213.6
0
0
1
0
0
0
112
0
1003_4307
5
6
1,092
180
0
594
124
1
1,550
bus+train
2,577
1,272
711
26
561
850
12,045.4
8,555.1
2,640.3
0
1
1
0
0
112
0
1003_4308
0
11
1,999
0
0
604
0
0
1,500
bus_only
2,789
1,999
186
168
18
220.8
13,546.3
13,325.5
0
0
1
0
0
0
17
0
1003_4308
1
11
0
1,111
0
608
103
2
1,550
train_only
1,853
1,111
134
26
5
158
12,955.8
0
12,797.7
0
0
1
0
17
17
1
1003_4308
2
11
1,488
600
0
383
137
1
1,650
bus+train
2,762
2,088
291
26
128
345.5
16,442.3
11,170
4,926.9
0
1
1
0
0
17
0
1003_4308
3
11
0
1,620
0
750
155
1
1,650
train_only
2,658
1,620
288
26
107
342.1
15,732.4
0
15,390.4
0
0
1
0
0
17
0
1003_4308
4
11
1,617
300
0
541
57
1
1,550
bus+train
2,761
1,917
303
26
220
360.9
14,323.6
10,929.7
3,033.1
0
1
1
0
0
17
0
1003_4308
5
11
978
540
0
876
155
1
1,550
bus+train
2,703
1,518
309
26
128
367.1
11,386.5
6,385.8
4,633.6
0
1
1
0
0
17
0
1003_4308
6
11
1,967
0
0
298
0
1
1,500
bus_only
2,717
1,967
452
306
146
540.8
11,489.8
10,949
0
0
1
0
0
0
17
0
1003_4308
7
11
1,432
180
0
695
124
2
1,550
bus+train
2,730
1,612
423
26
273
504.7
13,697.4
10,552.4
2,640.3
0
1
1
0
0
17
0
1003_4308
8
11
1,550
300
0
541
57
1
1,550
bus+train
3,208
1,850
817
26
734
978.3
14,395
10,383.7
3,033.1
0
1
1
0
0
17
0
1003_4308
9
11
1,298
600
0
383
137
1
1,650
bus+train
3,178
1,898
897
26
734
1,074.3
16,530.1
10,529
4,926.9
0
1
1
0
0
17
0
1003_4308
10
11
788
540
0
876
155
1
1,550
bus+train
3,151
1,328
947
26
766
1,133.6
11,512
5,744.8
4,633.6
0
1
1
0
0
17
0
1003_4309
0
3
0
1,162
0
632
103
2
1,550
train_only
2,003
1,162
209
26
80
248.6
14,594.6
0
14,346
0
0
1
0
68
69
1
1003_4309
1
3
2,071
0
0
213
0
0
1,600
bus_only
2,644
2,071
360
168
192
429.9
15,523.6
15,093.8
0
0
1
0
0
0
69
0
1003_4309
2
3
2,019
0
0
273
0
0
1,500
bus_only
2,777
2,019
485
168
317
579.9
15,167.5
14,587.6
0
0
1
0
0
0
69
0
1003_4310
0
4
2,629
0
0
689
0
1
1,600
bus_only
3,529
2,629
211
168
43
251.4
17,974
17,722.6
0
0
1
0
0
0
34
0
1003_4310
1
4
0
1,342
0
905
103
2
1,650
train_only
2,532
1,342
285
26
156
339
17,646.1
0
17,307.1
0
0
1
0
34
34
1
1003_4310
2
4
1,963
281
0
491
13
1
1,650
bus+train
3,067
2,244
332
168
151
395.4
18,230.4
13,325.5
4,509.4
0
1
1
0
0
34
0
1003_4310
3
4
3,646
0
0
1,066
0
1
1,600
bus_only
5,429
3,646
717
168
549
859.4
19,419.3
18,559.9
0
0
1
0
0
0
34
0
1003_4311
0
7
1,706
669
0
429
13
1
1,850
bus+train
3,007
2,375
203
168
22
241.9
25,680.5
13,325.5
12,113.1
0
1
1
0
0
120
0
1003_4311
1
7
1,517
300
0
611
57
1
1,850
bus+train
2,824
1,817
396
26
313
472.4
27,474.8
23,969.3
3,033.1
0
1
1
0
120
120
1
1003_4311
2
7
2,711
300
0
1,219
80
1
1,850
bus+train
4,531
3,011
301
26
195
359.5
26,656.8
23,264.2
3,033.1
0
1
1
0
0
120
0
1003_4311
3
7
2,866
300
0
1,219
80
1
1,850
bus+train
4,684
3,166
299
26
193
356.6
26,899.5
23,509.8
3,033.1
0
1
1
0
0
120
0
1003_4311
4
7
2,956
300
0
1,219
80
1
1,850
bus+train
4,921
3,256
446
26
340
532.9
27,232
23,666
3,033.1
0
1
1
0
0
120
0
1003_4311
5
7
3,283
0
0
665
0
1
1,800
bus_only
4,597
3,283
649
168
481
776.7
26,934.7
26,157.9
0
0
1
0
0
0
120
0
1003_4311
6
7
3,222
0
0
665
0
1
1,800
bus_only
4,585
3,222
698
168
530
835.8
26,773.6
25,937.7
0
0
1
0
0
0
120
0
1003_4312
0
8
0
1,933
0
1,019
103
2
1,850
train_only
3,110
1,933
158
26
29
186.9
28,172
0
27,985.1
0
0
1
0
54
54
1
1003_4312
1
8
2,094
872
0
657
13
1
1,850
bus+train
3,833
2,966
210
168
29
249.6
28,762.5
13,325.5
15,187.4
0
1
1
0
0
54
0
1003_4312
2
8
3,383
300
0
622
80
1
1,950
bus+train
4,636
3,683
331
26
225
394.1
30,595.6
27,168.5
3,033.1
0
1
1
0
0
54
0
1003_4312
3
8
0
3,780
0
554
0
1
2,050
train_only
4,565
3,780
231
26
205
273.9
37,354.4
0
37,080.5
0
0
1
0
0
54
0
1003_4312
4
8
3,408
0
0
685
44
1
1,800
bus_only
4,534
3,408
441
168
229
527
30,298.4
29,771.4
0
0
1
0
0
0
54
0
1003_4312
5
8
3,291
0
0
725
44
2
1,800
bus_only
4,457
3,291
441
168
229
527
30,198.1
29,671.1
0
0
1
0
0
0
54
0
1003_4312
6
8
3,575
0
0
651
3
2
1,800
bus_only
4,749
3,575
523
168
352
624.2
25,823.7
25,199.5
0
0
1
0
0
0
54
0
1003_4312
7
8
4,522
0
0
688
22
1
1,800
bus_only
5,785
4,522
575
168
385
688.3
29,120.6
28,432.3
0
0
1
0
0
0
54
0
1003_4313
0
7
1,954
1,037
0
807
13
1
1,950
bus+train
4,003
2,991
205
168
24
243.5
30,685.9
13,325.5
17,116.9
0
1
1
0
0
86
0
1003_4313
1
7
0
2,098
0
1,272
103
2
1,850
train_only
3,523
2,098
153
26
24
180.7
30,095.3
0
29,914.6
0
0
1
0
86
86
1
1003_4313
2
7
3,630
0
0
667
44
1
1,900
bus_only
4,611
3,630
314
168
102
374.4
31,831.6
31,457.2
0
0
1
0
0
0
86
0
1003_4313
3
7
4,530
0
0
616
22
1
1,900
bus_only
5,552
4,530
406
168
216
485.3
30,515.9
30,030.6
0
0
1
0
0
0
86
0
1003_4313
4
7
4,655
0
0
392
2
1
1,900
bus_only
5,529
4,655
482
168
312
576.2
32,585.2
32,009
0
0
1
0
0
0
86
0
1003_4313
5
7
3,991
0
0
887
44
2
1,900
bus_only
5,402
3,991
524
168
312
627.2
32,444.2
31,817
0
0
1
0
0
0
86
0
1003_4313
6
7
3,615
0
0
536
133
2
3,000
bus_only
5,381
3,615
1,230
344
753
1,473.4
34,796.1
33,322.7
0
0
1
0
0
0
86
0
1003_4314
0
6
0
2,261
0
1,043
103
2
1,950
train_only
3,452
2,261
148
26
19
174.6
31,535.5
0
31,360.9
0
0
1
0
64
65
0.984615
1003_4314
1
6
2,094
1,195
0
681
13
1
1,950
bus+train
4,170
3,289
200
168
19
237.3
32,126
13,325.5
18,563.2
0
1
1
0
0
65
0
1003_4314
2
6
3,278
0
0
367
14
1
3,000
bus_only
4,406
3,278
761
344
403
910.9
32,917.3
32,006.4
0
0
1
0
0
0
65
0
1003_4314
3
6
2,797
300
0
800
80
2
3,400
bus+train
4,406
3,097
509
26
403
608.5
32,339
28,697.4
3,033.1
0
1
1
0
0
65
0
1003_4314
4
6
2,987
300
0
800
80
2
3,400
bus+train
4,717
3,287
630
26
524
753.5
33,038.2
29,251.6
3,033.1
0
1
1
0
1
65
0.015385
1003_4314
5
6
3,468
0
0
367
14
1
3,000
bus_only
4,717
3,468
882
344
524
1,055.9
33,616.5
32,560.7
0
0
1
0
0
0
65
0
1003_4315
0
3
2,024
1,369
0
523
13
1
1,950
bus+train
4,139
3,393
223
168
42
265
33,989.3
13,325.5
20,398.8
0
1
1
0
0
75
0
1003_4315
1
3
0
2,430
0
1,058
103
2
1,950
train_only
3,659
2,430
171
26
42
202.2
33,398.7
0
33,196.5
0
0
1
0
75
75
1
1003_4315
2
3
4,725
0
0
917
44
2
2,000
bus_only
6,294
4,725
652
168
440
781.1
37,067.7
36,286.7
0
0
1
0
0
0
75
0
1003_4316
0
8
0
2,582
0
695
103
2
1,950
train_only
3,413
2,582
136
26
7
160.8
35,040.4
0
34,879.6
0
0
1
0
121
121
1
1003_4316
1
8
1,954
1,521
0
1,190
13
1
2,050
bus+train
4,853
3,475
188
168
7
223.6
35,631
13,325.5
22,081.9
0
1
1
0
0
121
0
1003_4316
2
8
4,867
300
0
1,008
80
1
2,050
bus+train
6,477
5,167
302
26
196
360.1
36,722.4
33,329.2
3,033.1
0
1
1
0
0
121
0
1003_4316
3
8
4,723
300
0
1,008
80
1
2,050
bus+train
6,405
5,023
374
26
268
446.7
36,445.3
32,965.5
3,033.1
0
1
1
0
0
121
0
1003_4316
4
8
4,941
300
0
1,008
80
1
2,050
bus+train
6,732
5,241
483
26
377
577.3
37,101.9
33,491.5
3,033.1
0
1
1
0
0
121
0
1003_4316
5
8
4,244
0
0
856
280
1
2,000
bus_only
5,925
4,244
825
168
377
987.4
36,007.5
35,020.1
0
0
1
0
0
0
121
0
1003_4316
6
8
3,051
2,100
0
1,058
139
2
2,150
bus+train
6,929
5,151
720
28
553
861.8
45,285.4
10,368.5
34,055.2
0
1
1
0
0
121
0
1003_4316
7
8
4,288
0
0
1,259
280
1
1,900
bus_only
6,459
4,288
912
168
464
1,091.5
34,307.4
33,216
0
0
1
0
0
0
121
0
1003_4317
0
9
0
2,768
0
797
103
2
2,050
train_only
3,709
2,768
144
26
15
170.3
37,038.5
0
36,868.1
0
0
1
0
57
58
0.982759
1003_4317
1
9
1,971
1,702
0
680
13
1
2,050
bus+train
4,549
3,673
196
168
15
233.1
37,629
13,325.5
24,070.4
0
1
1
0
1
58
0.017241
1003_4317
2
9
5,555
300
0
1,404
80
1
2,050
bus+train
7,921
5,855
662
26
556
791.8
39,869
36,044.2
3,033.1
0
1
1
0
0
58
0
1003_4317
3
9
4,251
300
0
863
80
3
3,500
bus+train
5,719
4,551
305
26
199
363.6
39,046.1
35,649.4
3,033.1
0
1
1
0
0
58
0
1003_4317
4
9
4,051
300
0
863
80
3
3,500
bus+train
5,769
4,351
555
26
449
663.4
38,810.6
35,114.2
3,033.1
0
1
1
0
0
58
0
1003_4317
5
9
3,683
600
0
809
202
2
3,500
bus+train
5,769
4,283
677
26
449
810.4
39,531.6
33,794.3
4,926.9
0
1
1
0
0
58
0
1003_4317
6
9
4,344
300
0
923
80
3
3,500
bus+train
6,190
4,644
623
26
517
744.4
39,773.5
35,996.1
3,033.1
0
1
1
0
0
58
0
1003_4317
7
9
3,976
600
0
809
202
2
3,500
bus+train
6,169
4,576
784
26
556
938.9
40,541.9
34,676.2
4,926.9
0
1
1
0
0
58
0
1003_4317
8
9
5,192
0
0
589
280
1
2,000
bus_only
6,785
5,192
1,004
168
556
1,201.9
36,836.5
35,634.6
0
0
1
0
0
0
58
0
1003_4318
0
8
2,065
1,903
0
715
13
1
2,050
bus+train
4,871
3,968
188
168
7
223.9
39,494.6
13,325.5
25,945.1
0
1
1
0
0
51
0
1003_4318
1
8
2,199
780
0
704
223
2
1,850
bus+train
4,287
2,979
604
346
35
722.4
30,546
22,142.2
7,681.4
0
1
1
0
0
51
0
1003_4318
2
8
3,721
600
0
580
202
1
3,500
bus+train
5,164
4,321
263
26
35
313.7
37,086.8
31,846.2
4,926.9
0
1
1
0
0
51
0
1003_4318
3
8
0
2,959
0
1,296
103
2
2,050
train_only
4,391
2,959
136
26
7
161.2
38,904
0
38,742.8
0
0
1
0
51
51
1
1003_4318
4
8
2,704
2,160
0
1,496
139
1
2,150
bus+train
6,800
4,864
440
28
273
526.6
41,309.4
6,727.6
34,055.2
0
1
1
0
0
51
0
1003_4318
5
8
3,015
2,160
0
1,556
139
1
2,150
bus+train
7,225
5,175
494
28
327
589.5
41,601.2
6,956.5
34,055.2
0
1
1
0
0
51
0
1003_4318
6
8
2,098
780
0
811
223
2
1,850
bus+train
4,531
2,878
842
346
273
1,008.4
30,579.8
21,890
7,681.4
0
1
1
0
0
51
0
1003_4318
7
8
2,613
2,160
0
1,685
139
2
2,150
bus+train
7,087
4,773
629
28
462
752.9
40,886.8
6,078.7
34,055.2
0
1
1
0
0
51
0
1003_4319
0
3
2,088
2,113
0
548
13
1
2,150
bus+train
4,944
4,201
195
168
14
231.7
41,127
13,325.5
27,569.7
0
1
1
0
0
19
0
1003_4319
1
3
0
3,254
0
947
103
2
2,150
train_only
4,344
3,254
143
26
14
169
40,536.4
0
40,367.4
0
0
1
0
19
19
1
1003_4319
2
3
2,452
2,160
0
2,060
139
1
2,150
bus+train
7,341
4,612
669
28
502
800.8
42,472.6
7,261.4
34,410.4
0
1
1
0
0
19
0
1003_432
0
8
864
0
0
799
0
0
1,500
bus_only
1,976
864
313
168
145
373.3
5,721.9
5,348.6
0
0
1
0
0
0
89
0
1003_432
1
8
0
510
0
147
0
0
1,550
train_only
1,081
510
424
346
78
507.5
5,416.6
0
4,909.1
0
0
1
0
86
89
1
1003_432
2
8
915
0
0
799
0
0
1,500
bus_only
2,276
915
562
168
394
672.3
6,576.8
5,904.6
0
0
1
0
0
0
89
0
1003_432
3
8
1,666
0
0
616
0
0
1,500
bus_only
2,853
1,666
571
306
265
683.6
9,634.1
8,950.5
0
0
1
0
0
0
89
0
1003_432
4
8
1,056
0
0
665
0
0
1,500
bus_only
2,343
1,056
622
306
316
745.3
7,646.5
6,901.3
0
0
1
0
0
0
89
0
1003_432
5
8
825
0
0
799
0
0
1,500
bus_only
2,341
825
717
168
549
858.2
5,829.4
4,971.2
0
0
1
0
0
0
89
0
1003_432
6
8
1,083
0
0
605
0
0
1,500
bus_only
2,487
1,083
799
306
493
957.1
8,024.6
7,067.5
0
0
1
0
0
0
89
0
1003_432
7
8
1,757
0
0
676
0
0
1,500
bus_only
3,185
1,757
752
306
446
900.6
10,051.5
9,150.9
0
0
1
0
0
0
89
0
1003_433
0
3
0
630
0
124
0
0
1,550
train_only
1,179
630
425
346
79
508.5
6,590.9
0
6,082.4
0
0
1
0
102
103
1
1003_433
1
3
907
0
0
461
0
0
1,500
bus_only
1,860
907
492
168
324
587.2
6,775.7
6,188.5
0
0
1
0
0
0
103
0
1003_433
2
3
981
0
0
461
0
0
1,500
bus_only
1,901
981
459
168
291
548.1
7,388.5
6,840.4
0
0
1
0
0
0
103
0
1003_4402
0
4
0
330
0
150
0
0
1,550
train_only
622
330
142
26
116
168.9
4,208.7
0
4,039.8
0
0
1
0
464
464
1
1003_4402
1
4
529
0
0
393
0
0
1,500
bus_only
1,592
529
670
306
364
801.5
5,581.1
4,779.6
0
0
1
0
0
0
464
0
1003_4402
2
4
496
0
0
675
0
1
1,500
bus_only
1,742
496
571
207
364
683.3
5,706.5
5,023.1
0
0
1
0
0
0
464
0
1003_4402
3
4
482
0
0
203
0
0
1,500
bus_only
1,736
482
1,051
306
745
1,259.2
5,857
4,597.8
0
0
1
0
0
0
464
0