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_2815
7
23
2,046
600
0
877
137
2
1,750
bus+train
3,979
2,646
456
26
293
544.4
21,093.2
15,621.9
4,926.9
0
1
1
0
0
60
0
1003_2815
8
23
298
1,325
0
607
301
2
1,650
bus+train
2,850
1,623
620
26
293
739.9
18,317.9
2,487.6
15,090.5
0
1
1
0
0
60
0
1003_2815
9
23
2,141
1,440
0
1,164
54
1
1,750
bus+train
5,118
3,581
373
26
293
444.7
22,727.4
11,717.9
10,564.8
0
1
1
0
0
60
0
1003_2815
10
23
2,365
180
0
520
124
2
1,650
bus+train
3,663
2,545
598
26
448
715.8
19,867
16,510.9
2,640.3
0
1
1
0
0
60
0
1003_2815
11
23
2,319
180
0
520
124
2
1,650
bus+train
3,643
2,499
624
26
474
746.4
19,508.8
16,122.1
2,640.3
0
1
1
0
0
60
0
1003_2815
12
23
2,280
180
0
520
124
2
1,650
bus+train
3,624
2,460
644
26
494
770.6
19,274.9
15,864
2,640.3
0
1
1
0
0
60
0
1003_2815
13
23
3,138
0
0
370
63
1
1,700
bus_only
4,187
3,138
679
168
448
813
22,613.2
21,800.2
0
0
1
0
0
0
60
0
1003_2815
14
23
917
990
0
778
193
2
1,650
bus+train
3,352
1,907
667
26
448
797.8
18,791.5
5,900.9
12,092.8
0
1
1
0
0
60
0
1003_2815
15
23
3,092
0
0
370
63
1
1,700
bus_only
4,167
3,092
705
168
474
843.6
22,255.1
21,411.5
0
0
1
0
0
0
60
0
1003_2815
16
23
870
990
0
778
193
2
1,650
bus+train
3,331
1,860
693
26
474
828.4
18,433.4
5,512.1
12,092.8
0
1
1
0
0
60
0
1003_2815
17
23
496
1,325
0
759
301
2
1,650
bus+train
3,283
1,821
703
26
376
839.7
19,003.6
3,073.4
15,090.5
0
1
1
0
0
60
0
1003_2815
18
23
57
1,570
0
522
287
2
1,650
bus+train
2,908
1,627
759
26
446
907.2
19,542
801.5
17,833.3
0
1
1
0
0
60
0
1003_2815
19
23
463
1,325
0
577
301
2
1,650
bus+train
3,140
1,788
775
26
448
926.8
18,967.9
2,950.7
15,090.5
0
1
1
0
0
60
0
1003_2815
20
23
167
1,570
0
480
292
2
1,650
bus+train
3,009
1,737
792
26
474
947.4
19,541.6
760.9
17,833.3
0
1
1
0
0
60
0
1003_2815
21
23
756
990
0
689
297
2
1,650
bus+train
3,232
1,746
797
26
474
952.9
18,256.1
5,210.4
12,092.8
0
1
1
0
0
60
0
1003_2815
22
23
417
1,325
0
577
301
2
1,650
bus+train
3,120
1,742
801
26
474
957.4
18,609.8
2,561.9
15,090.5
0
1
1
0
0
60
0
1003_2816
0
12
0
1,555
0
742
103
1
1,650
train_only
2,482
1,555
185
26
56
219.8
18,053.1
0
17,833.3
0
0
1
0
55
56
0.982143
1003_2816
1
12
2,089
0
0
372
0
3
1,600
bus_only
3,031
2,089
570
264
306
682.5
17,301.7
16,619.2
0
0
1
0
0
0
56
0
1003_2816
2
12
2,392
180
0
440
124
1
1,650
bus+train
3,391
2,572
379
26
229
451.9
19,641.6
16,549.3
2,640.3
0
1
1
0
1
56
0.017857
1003_2816
3
12
2,349
330
0
585
40
2
1,750
bus+train
3,517
2,679
253
26
187
302.4
22,978.5
18,636.4
4,039.8
0
1
1
0
0
56
0
1003_2816
4
12
2,232
180
0
443
124
2
1,650
bus+train
3,192
2,412
337
26
187
402.4
19,301.7
16,259
2,640.3
0
1
1
0
0
56
0
1003_2816
5
12
2,321
180
0
440
124
1
1,650
bus+train
3,369
2,501
428
26
278
511.2
19,224.6
16,073.1
2,640.3
0
1
1
0
0
56
0
1003_2816
6
12
2,252
330
0
864
40
2
1,750
bus+train
3,818
2,582
372
26
306
445.1
22,914.5
18,429.6
4,039.8
0
1
1
0
0
56
0
1003_2816
7
12
2,253
180
0
517
124
3
1,750
bus+train
3,406
2,433
456
26
306
545.1
21,609.2
18,423.8
2,640.3
0
1
1
0
0
56
0
1003_2816
8
12
2,134
0
0
458
0
3
1,600
bus_only
3,148
2,134
556
264
292
665.5
16,234.7
15,569.2
0
0
1
0
0
0
56
0
1003_2816
9
12
2,375
0
0
374
87
2
1,600
bus_only
3,406
2,375
657
264
306
786.6
19,701.2
18,914.6
0
0
1
0
0
0
56
0
1003_2816
10
12
3,100
0
0
271
0
1
1,600
bus_only
4,719
3,100
1,348
264
1,084
1,615.3
21,170.3
19,554.9
0
0
1
0
0
0
56
0
1003_2816
11
12
2,036
0
0
432
0
3
1,600
bus_only
3,816
2,036
1,348
264
1,084
1,615.3
17,796.9
16,181.6
0
0
1
0
0
0
56
0
1003_2817
0
12
2,274
180
0
461
124
1
1,650
bus+train
3,181
2,454
266
26
116
316.9
19,926.7
16,969.5
2,640.3
0
1
1
0
0
67
0
1003_2817
1
12
0
1,640
0
1,158
149
2
1,650
train_only
2,980
1,640
182
26
7
215.8
18,835.1
0
18,619.3
0
0
1
0
67
67
1
1003_2817
2
12
1,688
360
0
723
227
3
1,650
bus+train
3,157
2,048
386
26
133
461.2
16,786
13,816.5
2,508.2
0
1
1
0
0
67
0
1003_2817
3
12
154
1,570
0
1,055
262
2
1,650
bus+train
3,227
1,724
448
26
160
533.9
18,799.6
432.3
17,833.3
0
1
1
0
0
67
0
1003_2817
4
12
1,971
600
0
997
137
2
1,750
bus+train
4,092
2,571
524
26
361
626
22,406
16,853.2
4,926.9
0
1
1
0
0
67
0
1003_2817
5
12
2,743
330
0
634
40
2
1,750
bus+train
4,262
3,073
555
26
489
665.1
23,261.5
18,556.6
4,039.8
0
1
1
0
0
67
0
1003_2817
6
12
42
1,570
0
1,156
277
2
1,650
bus+train
3,432
1,612
664
26
361
794.1
18,964.1
336.6
17,833.3
0
1
1
0
0
67
0
1003_2817
7
12
1,998
600
0
997
137
2
1,750
bus+train
4,283
2,598
688
26
525
822.9
22,804.9
17,055.1
4,926.9
0
1
1
0
0
67
0
1003_2817
8
12
3,267
0
0
1,102
102
1
1,700
bus_only
5,128
3,267
759
168
489
909.3
22,634.7
21,725.4
0
0
1
0
0
0
67
0
1003_2817
9
12
69
1,570
0
1,096
277
2
1,650
bus+train
3,563
1,639
828
26
525
990.6
19,362.5
538.5
17,833.3
0
1
1
0
0
67
0
1003_2817
10
12
2,388
1,770
0
924
116
1
1,950
bus+train
5,749
4,158
667
26
525
798.3
30,949.8
14,807.2
15,344.3
0
1
1
0
0
67
0
1003_2817
11
12
2,489
1,650
0
1,655
157
1
3,500
bus+train
6,910
4,139
1,116
26
933
1,336.1
38,636.4
20,979.5
16,320.8
0
1
1
0
0
67
0
1003_2818
0
17
2,889
300
0
672
57
1
1,750
bus+train
4,049
3,189
188
26
105
223.5
24,221.3
20,964.7
3,033.1
0
1
1
0
0
40
0
1003_2818
1
17
0
1,895
0
709
149
2
1,650
train_only
2,825
1,895
221
26
46
262.3
19,794.2
0
19,531.9
0
0
1
0
7
40
0.175
1003_2818
2
17
0
3,210
0
382
101
1
1,850
train_only
3,810
3,210
218
26
91
258.8
28,365.7
0
28,106.8
0
0
1
0
33
40
0.825
1003_2818
3
17
2,419
180
0
565
124
2
1,750
bus+train
3,419
2,599
255
26
105
304
22,021.1
19,076.8
2,640.3
0
1
1
0
0
40
0
1003_2818
4
17
2,763
180
0
368
124
1
1,750
bus+train
3,724
2,943
413
26
263
492.7
20,885.6
17,752.5
2,640.3
0
1
1
0
0
40
0
1003_2818
5
17
3,191
300
0
652
57
2
1,750
bus+train
4,462
3,491
319
26
236
380.1
23,889.1
20,475.9
3,033.1
0
1
1
0
0
40
0
1003_2818
6
17
376
1,725
0
531
262
2
1,650
bus+train
3,108
2,101
476
26
188
567.7
19,759.5
1,358.5
17,833.3
0
1
1
0
0
40
0
1003_2818
7
17
2,858
300
0
732
57
1
1,750
bus+train
4,351
3,158
461
26
378
550.3
24,107.3
20,524
3,033.1
0
1
1
0
0
40
0
1003_2818
8
17
2,473
180
0
951
124
3
1,750
bus+train
3,990
2,653
386
26
236
460.6
22,135.7
19,034.8
2,640.3
0
1
1
0
0
40
0
1003_2818
9
17
221
1,725
0
627
202
2
1,650
bus+train
3,104
1,946
531
26
303
632.6
19,899.5
1,433.6
17,833.3
0
1
1
0
0
40
0
1003_2818
10
17
2,388
180
0
625
124
2
1,750
bus+train
3,721
2,568
528
26
378
630.7
21,907.1
18,636.1
2,640.3
0
1
1
0
0
40
0
1003_2818
11
17
2,917
300
0
732
57
1
1,750
bus+train
4,480
3,217
531
26
448
634.7
24,967.8
21,300
3,033.1
0
1
1
0
0
40
0
1003_2818
12
17
171
1,725
0
576
277
2
1,650
bus+train
3,078
1,896
606
26
303
723.3
19,759.8
1,203.2
17,833.3
0
1
1
0
0
40
0
1003_2818
13
17
530
1,725
0
531
262
2
1,650
bus+train
3,358
2,255
572
26
284
683.4
20,122.2
1,605.5
17,833.3
0
1
1
0
0
40
0
1003_2818
14
17
195
1,725
0
749
277
2
1,650
bus+train
3,256
1,920
587
26
284
701.7
20,120.1
1,585.1
17,833.3
0
1
1
0
0
40
0
1003_2818
15
17
2,447
180
0
625
124
2
1,750
bus+train
3,850
2,627
598
26
448
715.1
22,767.6
19,412.1
2,640.3
0
1
1
0
0
40
0
1003_2818
16
17
673
1,445
0
712
301
2
1,650
bus+train
3,605
2,118
775
26
448
926.2
20,912.8
4,896.2
15,090.5
0
1
1
0
0
40
0
1003_2819
0
11
0
1,835
0
1,524
149
2
1,750
train_only
3,565
1,835
206
26
31
244.7
20,662
0
20,417.3
0
0
1
0
127
127
1
1003_2819
1
11
2,472
180
0
405
124
1
1,750
bus+train
3,606
2,652
549
26
399
657.1
21,813.1
18,515.7
2,640.3
0
1
1
0
0
127
0
1003_2819
2
11
2,556
180
0
465
124
1
1,750
bus+train
3,659
2,736
458
26
308
546.7
22,414.9
19,227.9
2,640.3
0
1
1
0
0
127
0
1003_2819
3
11
2,919
330
0
701
40
2
1,850
bus+train
4,417
3,249
467
26
401
558.5
26,347
21,748.8
4,039.8
0
1
1
0
0
127
0
1003_2819
4
11
2,638
180
0
558
124
2
1,750
bus+train
3,927
2,818
551
26
401
658.5
23,077.7
19,778.9
2,640.3
0
1
1
0
0
127
0
1003_2819
5
11
3,011
330
0
641
40
2
1,850
bus+train
4,566
3,341
584
26
518
699.4
26,874.9
22,135.7
4,039.8
0
1
1
0
0
127
0
1003_2819
6
11
2,730
180
0
498
124
2
1,750
bus+train
4,076
2,910
668
26
518
799.4
23,605.6
20,165.9
2,640.3
0
1
1
0
0
127
0
1003_2819
7
11
4,007
0
0
364
37
1
1,800
bus_only
5,076
4,007
705
207
461
845.1
30,306.3
29,461.2
0
0
1
0
0
0
127
0
1003_2819
8
11
2,440
960
0
853
188
1
1,850
bus+train
4,928
3,400
675
26
461
807.8
25,917.4
17,701.7
7,408
0
1
1
0
0
127
0
1003_2819
9
11
2,064
630
0
620
356
1
1,750
bus+train
4,727
2,694
1,413
346
711
1,693.7
22,859.2
15,083.1
6,082.4
0
1
1
0
0
127
0
1003_2819
10
11
5,158
0
0
585
288
1
2,000
bus_only
7,117
5,158
1,374
168
918
1,645.2
40,520.7
38,875.5
0
0
1
0
0
0
127
0
1003_2820
0
14
0
1,925
0
904
149
2
1,750
train_only
3,010
1,925
181
26
6
214.8
21,493.3
0
21,278.4
0
0
1
0
110
110
1
1003_2820
1
14
412
1,555
0
814
277
2
1,750
bus+train
3,258
1,967
477
26
174
569.3
21,462.7
3,060
17,833.3
0
1
1
0
0
110
0
1003_2820
2
14
2,815
180
0
526
124
1
1,750
bus+train
3,801
2,995
280
26
130
334
22,583.7
19,609.3
2,640.3
0
1
1
0
0
110
0
1003_2820
3
14
3,400
330
0
731
40
2
1,850
bus+train
4,665
3,730
204
26
138
243.7
27,029.2
22,745.8
4,039.8
0
1
1
0
0
110
0
1003_2820
4
14
3,515
300
0
592
57
1
1,750
bus+train
4,625
3,815
218
26
135
259.5
25,027
21,734.4
3,033.1
0
1
1
0
0
110
0
1003_2820
5
14
493
1,555
0
1,045
202
2
1,750
bus+train
3,495
2,048
402
26
174
478.6
21,602.4
3,290.4
17,833.3
0
1
1
0
0
110
0
1003_2820
6
14
3,546
300
0
592
57
1
1,850
bus+train
4,929
3,846
491
26
408
587.3
25,801.1
22,180.8
3,033.1
0
1
1
0
0
110
0
1003_2820
7
14
3,497
300
0
797
57
2
1,850
bus+train
5,006
3,797
412
26
329
491.7
26,742.8
23,218
3,033.1
0
1
1
0
0
110
0
1003_2820
8
14
3,299
330
0
731
40
2
1,850
bus+train
4,826
3,629
466
26
400
557.6
26,907.3
22,309.9
4,039.8
0
1
1
0
0
110
0
1003_2820
9
14
3,476
300
0
652
57
1
1,750
bus+train
5,012
3,776
584
26
501
698.9
25,129.5
21,397.5
3,033.1
0
1
1
0
0
110
0
1003_2820
10
14
4,493
0
0
803
0
1
1,700
bus_only
5,793
4,493
497
168
329
594.5
24,832.2
24,237.7
0
0
1
0
0
0
110
0
1003_2820
11
14
159
2,640
0
789
79
2
1,850
bus+train
4,152
2,799
564
26
459
674.3
26,971.3
1,387.1
24,910
0
1
1
0
0
110
0
1003_2820
12
14
1,208
1,310
0
847
270
2
1,750
bus+train
4,061
2,518
696
26
400
831.7
23,755.1
7,833
15,090.5
0
1
1
0
0
110
0
1003_2820
13
14
650
1,555
0
1,055
277
3
1,750
bus+train
3,971
2,205
711
26
408
851
23,265.8
4,581.5
17,833.3
0
1
1
0
0
110
0
1003_2821
0
11
2,936
330
0
753
40
1
1,850
bus+train
4,203
3,266
184
26
118
219.1
27,202.4
22,943.5
4,039.8
0
1
1
0
27
32
0.84375
1003_2821
1
11
548
1,570
0
911
277
2
1,750
bus+train
3,472
2,118
443
26
140
529.1
22,471.2
4,108.7
17,833.3
0
1
1
0
0
32
0
1003_2821
2
11
0
2,640
0
1,157
0
1
1,750
train_only
3,897
2,640
100
26
74
117.8
25,027.8
0
24,910
0
0
1
0
0
32
0
1003_2821
3
11
2,816
180
0
583
124
1
1,750
bus+train
3,869
2,996
290
26
140
345.9
23,644.2
20,658.1
2,640.3
0
1
1
0
5
32
0.15625
1003_2821
4
11
594
1,570
0
1,001
202
2
1,750
bus+train
3,511
2,164
346
26
118
411.7
22,584.1
4,339.1
17,833.3
0
1
1
0
0
32
0
1003_2821
5
11
2,857
330
0
802
40
2
1,850
bus+train
4,292
3,187
303
26
237
362.4
26,628.9
22,226.7
4,039.8
0
1
1
0
0
32
0
1003_2821
6
11
2,092
1,200
0
553
112
1
1,850
bus+train
4,220
3,292
375
26
237
448.2
26,146.1
17,005.2
8,692.7
0
1
1
0
0
32
0
1003_2821
7
11
548
1,570
0
985
277
2
1,750
bus+train
3,643
2,118
540
26
237
645.6
22,739.2
4,260.2
17,833.3
0
1
1
0
0
32
0
1003_2821
8
11
2,915
330
0
802
40
2
1,850
bus+train
4,735
3,245
688
26
622
824.4
27,434.3
22,570.1
4,039.8
0
1
1
0
0
32
0
1003_2821
9
11
2,150
1,200
0
553
112
1
1,850
bus+train
4,663
3,350
760
26
622
910.1
26,951.4
17,348.6
8,692.7
0
1
1
0
0
32
0
1003_2821
10
11
606
1,570
0
985
277
2
1,750
bus+train
4,086
2,176
925
26
622
1,107.6
23,544.6
4,603.6
17,833.3
0
1
1
0
0
32
0
1003_2822
0
6
0
2,310
0
847
149
2
1,750
train_only
3,413
2,310
256
26
81
303.8
25,004.9
0
24,701.1
0
0
1
0
50
50
1
1003_2822
1
6
579
2,640
0
968
88
2
1,850
bus+train
4,553
3,219
366
26
252
436.1
27,849.5
2,503.4
24,910
0
1
1
0
0
50
0
1003_2822
2
6
5,797
0
0
732
0
1
1,900
bus_only
7,075
5,797
546
306
240
652.9
32,800.7
32,147.8
0
0
1
0
0
0
50
0
1003_2822
3
6
586
2,640
0
1,296
51
3
1,850
bus+train
4,829
3,226
307
26
230
366.7
27,925.9
2,649.2
24,910
0
1
1
0
0
50
0
1003_2822
4
6
1,093
2,940
0
742
121
2
1,950
bus+train
5,154
4,033
379
26
232
453.5
31,398.8
2,652.6
28,292.7
0
1
1
0
0
50
0
1003_2822
5
6
1,732
2,640
0
1,081
51
2
1,950
bus+train
5,760
4,372
307
26
230
366.7
30,892.5
5,615.8
24,910
0
1
1
0
0
50
0
1003_2823
0
19
0
2,645
0
979
149
2
1,850
train_only
3,813
2,645
189
26
14
223.4
25,998.2
0
25,774.8
0
0
1
0
34
34
1