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_1762
3
14
2,993
300
0
1,035
64
4
1,950
bus+train
4,766
3,293
438
306
68
523.6
33,738.4
29,839.9
3,374.8
0
1
1
0
0
25
0
1003_1762
4
14
3,619
0
0
812
43
3
1,900
bus_only
4,896
3,619
465
306
116
555.6
31,572.3
31,016.7
0
0
1
0
0
0
25
0
1003_1762
5
14
3,401
0
0
1,089
236
2
1,900
bus_only
5,010
3,401
520
168
116
621.2
34,281.7
33,660.5
0
0
1
0
0
0
25
0
1003_1762
6
14
3,891
0
0
629
8
2
1,900
bus_only
5,251
3,891
731
306
417
875.8
33,096.7
32,220.9
0
0
1
0
0
0
25
0
1003_1762
7
14
2,216
630
0
852
170
2
1,950
bus+train
4,545
2,846
847
346
331
1,014
33,506.5
26,410.2
6,082.4
0
1
1
0
0
25
0
1003_1762
8
14
3,418
0
0
812
43
3
1,900
bus_only
4,996
3,418
766
306
417
917.3
31,524.2
30,606.9
0
0
1
0
0
0
25
0
1003_1762
9
14
3,183
0
0
1,089
236
2
1,900
bus_only
5,093
3,183
821
168
417
983
34,233.6
33,250.6
0
0
1
0
0
0
25
0
1003_1762
10
14
3,733
0
0
812
43
3
1,900
bus_only
5,400
3,733
855
306
506
1,024.6
32,393.9
31,369.3
0
0
1
0
0
0
25
0
1003_1762
11
14
3,533
0
0
1,089
236
2
1,900
bus_only
5,532
3,533
910
168
506
1,090.3
35,103.3
34,013
0
0
1
0
0
0
25
0
1003_1762
12
14
2,546
630
0
792
170
2
1,950
bus+train
4,990
3,176
1,022
346
506
1,225.3
34,480.3
27,172.6
6,082.4
0
1
1
0
0
25
0
1003_1762
13
14
2,586
630
0
1,077
170
3
1,950
bus+train
5,328
3,216
1,035
346
519
1,240.6
34,501.9
27,178.8
6,082.4
0
1
1
0
0
25
0
1003_1763
0
2
279
2,370
0
393
40
1
1,750
bus+train
3,346
2,649
304
168
96
362.1
24,569.6
1,220
22,987.4
0
1
1
0
0
13
0
1003_1763
1
2
0
2,520
0
384
0
0
1,750
train_only
3,346
2,520
442
346
96
528.7
24,480.4
0
23,951.7
0
0
1
0
13
13
1
1003_1801
0
2
0
1,170
0
190
0
0
1,550
train_only
1,405
1,170
45
26
19
52.2
10,824.6
0
10,772.5
0
0
1
0
2,495
2,495
1
1003_1801
1
2
2,295
0
0
77
0
0
1,600
bus_only
2,897
2,295
525
207
318
629.8
17,928.8
17,299
0
0
1
0
0
0
2,495
0
1003_1808
0
2
0
2,100
0
266
0
1
1,850
train_only
2,472
2,100
106
26
80
126
25,791.3
0
25,665.3
0
0
1
0
1
1,445
0.000692
1003_1808
1
2
0
2,250
0
656
0
0
1,850
train_only
3,012
2,250
106
26
80
126
25,649
0
25,523
0
0
1
0
1,444
1,445
0.999308
1003_1810
0
2
0
2,850
0
231
0
1
1,950
train_only
3,152
2,850
71
26
45
83.6
30,175.6
0
30,092
0
0
1
0
0
771
0
1003_1810
1
2
0
3,240
0
1,071
0
0
1,950
train_only
4,382
3,240
71
26
45
83.6
30,500.4
0
30,416.8
0
0
1
0
771
771
1
1003_1812
0
5
0
3,270
0
308
0
1
1,950
train_only
3,629
3,270
51
26
25
59.4
34,073
0
34,013.6
0
0
1
0
0
82
0
1003_1812
1
5
381
2,850
0
284
141
1
1,950
bus+train
4,090
3,231
575
26
408
688.1
33,978.6
1,246.3
32,044.2
0
1
1
0
0
82
0
1003_1812
2
5
0
3,720
0
488
0
0
1,950
train_only
4,259
3,720
51
26
25
59.4
34,297.9
0
34,238.4
0
0
1
0
82
82
1
1003_1812
3
5
652
2,850
0
284
141
1
1,950
bus+train
4,226
3,502
440
26
273
525.7
34,493.1
1,923.2
32,044.2
0
1
1
0
0
82
0
1003_1812
4
5
359
2,850
0
296
190
1
1,950
bus+train
4,240
3,209
735
26
519
880.8
34,198
1,273.1
32,044.2
0
1
1
0
0
82
0
1003_1813
0
6
0
1,050
0
776
0
0
1,550
train_only
2,011
1,050
185
26
159
221
9,897
0
9,676
0
0
1
0
854
854
1
1003_1813
1
6
354
720
0
345
184
1
1,550
bus+train
2,084
1,074
665
26
455
795.9
10,469.2
2,276
7,397.3
0
1
1
0
0
854
0
1003_1813
2
6
637
570
0
488
111
1
1,550
bus+train
2,287
1,207
592
26
455
707.9
10,535
4,029.7
5,797.4
0
1
1
0
0
854
0
1003_1813
3
6
581
570
0
548
111
1
1,550
bus+train
2,532
1,151
833
26
696
996.1
10,230.6
3,437.1
5,797.4
0
1
1
0
0
854
0
1003_1813
4
6
298
720
0
405
184
1
1,550
bus+train
2,329
1,018
906
26
696
1,084.2
10,164.9
1,683.4
7,397.3
0
1
1
0
0
854
0
1003_1813
5
6
465
720
0
307
179
1
1,550
bus+train
2,392
1,185
900
26
695
1,077
10,166.8
1,692.5
7,397.3
0
1
1
0
0
854
0
1003_1814
0
5
0
1,770
0
352
0
0
1,650
train_only
2,173
1,770
51
26
25
59.4
16,720.5
0
16,661.1
0
0
1
0
620
620
1
1003_1814
1
5
322
1,440
0
244
99
1
1,650
bus+train
2,217
1,762
211
26
86
251.7
16,743.2
1,466.6
15,024.9
0
1
1
0
0
620
0
1003_1814
2
5
246
1,440
0
244
99
1
1,650
bus+train
2,343
1,686
413
26
288
493.2
16,669.4
1,151.4
15,024.9
0
1
1
0
0
620
0
1003_1814
3
5
303
1,440
0
331
81
1
1,650
bus+train
2,614
1,743
540
26
433
644.7
16,679.5
1,010
15,024.9
0
1
1
0
0
620
0
1003_1814
4
5
59
1,620
0
272
250
1
1,650
bus+train
2,757
1,679
806
26
530
964.2
18,935.3
398.1
17,572.9
0
1
1
0
0
620
0
1003_1847
0
8
0
960
0
770
19
1
1,550
train_only
1,782
960
52
28
5
61.8
9,628.4
0
9,566.5
0
0
1
0
0
332
0.125
1003_1847
1
8
274
780
0
720
229
1
1,550
bus+train
2,396
1,054
622
28
365
744.4
9,987
1,787.2
7,455.4
0
1
1
0
0
332
0.125
1003_1847
2
8
891
840
0
496
43
1
1,550
bus+train
2,580
1,731
353
26
284
420.6
12,899.7
5,879.6
6,599.5
0
1
1
0
0
332
0.125
1003_1847
3
8
1,257
300
0
706
57
2
1,550
bus+train
2,614
1,557
351
26
268
418.4
11,793.3
8,341.8
3,033.1
0
1
1
0
0
332
0.125
1003_1847
4
8
731
840
0
556
43
1
1,550
bus+train
2,556
1,571
429
26
360
511.5
12,419
5,308
6,599.5
0
1
1
0
0
332
0.125
1003_1847
5
8
0
990
0
839
100
1
1,550
train_only
2,478
990
649
28
521
776.4
10,034
0
9,257.7
0
0
1
0
0
332
0.125
1003_1847
6
8
943
840
0
556
43
1
1,550
bus+train
2,928
1,783
589
26
520
704.4
13,481.1
6,177.2
6,599.5
0
1
1
0
0
332
0.125
1003_1847
7
8
2,034
0
0
222
44
1
1,500
bus_only
2,989
2,034
733
168
521
877.4
13,140.1
12,262.6
0
0
1
0
0
0
332
0.125
1003_1848
0
10
0
1,170
0
843
0
1
1,550
train_only
2,046
1,170
33
26
7
37.6
12,561.7
0
12,524.1
0
0
1
0
470
470
1
1003_1848
1
10
1,258
180
0
376
124
2
1,550
bus+train
2,109
1,438
295
26
145
351.7
13,236.5
10,244.6
2,640.3
0
1
1
0
0
470
0
1003_1848
2
10
1,497
0
0
212
87
1
1,500
bus_only
2,109
1,497
400
168
145
478.1
11,385.4
10,907.4
0
0
1
0
0
0
470
0
1003_1848
3
10
1,300
180
0
416
124
3
1,550
bus+train
2,378
1,480
482
26
332
576.2
13,797.6
10,581.1
2,640.3
0
1
1
0
0
470
0
1003_1848
4
10
1,107
450
0
767
134
1
1,550
bus+train
2,816
1,557
492
26
332
588.9
13,345.1
8,541.6
4,214.6
0
1
1
0
0
470
0
1003_1848
5
10
1,539
0
0
252
87
2
1,500
bus_only
2,378
1,539
587
168
332
702.6
11,946.5
11,243.9
0
0
1
0
0
0
470
0
1003_1848
6
10
1,314
180
0
376
124
2
1,550
bus+train
2,485
1,494
615
26
465
736.3
14,161
10,784.4
2,640.3
0
1
1
0
0
470
0
1003_1848
7
10
1,227
180
0
376
124
2
1,550
bus+train
2,411
1,407
628
26
478
751
13,339.1
9,947.8
2,640.3
0
1
1
0
0
470
0
1003_1848
8
10
1,553
0
0
212
87
1
1,500
bus_only
2,485
1,553
720
168
465
862.7
12,310
11,447.2
0
0
1
0
0
0
470
0
1003_1848
9
10
1,466
0
0
212
87
1
1,500
bus_only
2,411
1,466
733
168
478
877.4
11,488
10,610.6
0
0
1
0
0
0
470
0
1003_1849
0
13
0
1,440
0
1,019
0
1
1,550
train_only
2,490
1,440
31
26
5
35.8
14,434.6
0
14,398.8
0
0
1
0
119
119
1
1003_1849
1
13
1,195
180
0
424
124
2
1,550
bus+train
2,081
1,375
282
26
132
335.7
12,193
9,217
2,640.3
0
1
1
0
0
119
0
1003_1849
2
13
1,749
0
0
201
0
1
1,500
bus_only
2,219
1,749
269
168
101
320.8
12,220.7
11,899.8
0
0
1
0
0
0
119
0
1003_1849
3
13
1,314
300
0
834
57
1
1,550
bus+train
2,663
1,614
215
26
132
255.3
14,393.2
11,104.9
3,033.1
0
1
1
0
0
119
0
1003_1849
4
13
1,094
450
0
343
134
1
1,550
bus+train
2,202
1,544
315
26
155
376.8
14,212.5
9,621.1
4,214.6
0
1
1
0
0
119
0
1003_1849
5
13
1,221
180
0
424
124
2
1,550
bus+train
2,100
1,401
275
26
125
328.1
12,396.8
9,428.3
2,640.3
0
1
1
0
0
119
0
1003_1849
6
13
1,055
450
0
403
134
1
1,550
bus+train
2,261
1,505
353
26
193
422.1
13,910.5
9,273.8
4,214.6
0
1
1
0
0
119
0
1003_1849
7
13
1,719
0
0
141
0
1
1,500
bus_only
2,266
1,719
406
168
238
485.4
12,180.7
11,695.3
0
0
1
0
0
0
119
0
1003_1849
8
13
74
990
0
804
161
2
1,550
bus+train
2,238
1,064
370
26
183
441.3
13,187
652.9
12,092.8
0
1
1
0
0
119
0
1003_1849
9
13
1,117
450
0
343
134
1
1,550
bus+train
2,524
1,567
614
26
454
735.8
14,838.1
9,887.6
4,214.6
0
1
1
0
0
119
0
1003_1849
10
13
1,274
300
0
834
57
1
1,550
bus+train
3,012
1,574
604
26
521
723
14,505.7
10,749.6
3,033.1
0
1
1
0
0
119
0
1003_1849
11
13
1,153
180
0
424
124
2
1,550
bus+train
2,428
1,333
671
26
521
803.5
12,305.5
8,861.7
2,640.3
0
1
1
0
0
119
0
1003_1849
12
13
37
990
0
804
161
2
1,550
bus+train
2,554
1,027
723
26
536
865.1
13,296.6
338.7
12,092.8
0
1
1
0
0
119
0
1003_1850
0
7
0
1,530
0
709
0
1
1,650
train_only
2,297
1,530
58
26
32
68.7
15,154.5
0
15,085.8
0
0
1
0
0
13
0
1003_1850
1
7
0
990
0
376
103
1
1,550
train_only
1,590
990
224
26
95
266.9
12,359.7
0
12,092.8
0
0
1
0
13
13
1
1003_1850
2
7
1,451
180
0
247
124
1
1,550
bus+train
2,254
1,631
376
26
226
448.8
12,819.8
9,730.7
2,640.3
0
1
1
0
0
13
0
1003_1850
3
7
1,574
330
0
329
40
2
1,650
bus+train
2,460
1,904
227
26
161
271.1
15,493
11,182.2
4,039.8
0
1
1
0
0
13
0
1003_1850
4
7
1,614
330
0
389
40
2
1,650
bus+train
2,689
1,944
356
26
290
425.8
15,985.2
11,519.6
4,039.8
0
1
1
0
0
13
0
1003_1850
5
7
1,143
450
0
577
134
1
1,550
bus+train
2,606
1,593
436
26
276
521
14,623.3
9,887.6
4,214.6
0
1
1
0
0
13
0
1003_1850
6
7
1,413
180
0
247
124
1
1,550
bus+train
2,368
1,593
528
26
378
630.7
12,697.2
9,426.1
2,640.3
0
1
1
0
0
13
0
1003_1851
0
5
0
2,820
0
374
0
1
1,850
train_only
3,237
2,820
43
26
17
50
27,382.3
0
27,332.3
0
0
1
0
60
60
1
1003_1851
1
5
3,277
0
0
620
2
2
1,800
bus_only
4,312
3,277
415
168
245
495.1
29,325
28,829.8
0
0
1
0
0
0
60
0
1003_1851
2
5
2,570
1,200
0
748
112
1
1,850
bus+train
5,226
3,770
708
26
570
845.8
29,330.4
19,791.9
8,692.7
0
1
1
0
0
60
0
1003_1851
3
5
3,501
210
0
1,125
26
2
1,850
bus+train
5,458
3,711
622
26
570
742.1
27,012.9
25,108.7
1,162.1
0
1
1
0
0
60
0
1003_1851
4
5
2,805
330
0
417
258
1
1,750
bus+train
5,044
3,135
1,492
346
888
1,787.9
25,183.6
20,210.2
3,185.6
0
1
1
0
0
60
0
1003_1852
0
5
0
2,940
0
356
0
1
1,850
train_only
3,346
2,940
50
26
24
59
28,351.8
0
28,292.7
0
0
1
0
67
67
1
1003_1852
1
5
2,668
1,200
0
866
112
1
1,850
bus+train
5,419
3,868
685
26
547
819.1
29,303.7
19,791.9
8,692.7
0
1
1
0
0
67
0
1003_1852
2
5
2,887
540
0
797
155
2
1,750
bus+train
4,952
3,427
728
26
547
870.5
24,738.8
19,234.7
4,633.6
0
1
1
0
0
67
0
1003_1852
3
5
3,618
0
0
481
0
1
1,700
bus_only
4,952
3,618
853
306
547
1,021.4
25,870.7
24,849.3
0
0
1
0
0
0
67
0
1003_1852
4
5
2,877
540
0
801
155
3
1,750
bus+train
4,946
3,417
728
26
547
870.5
24,804.1
19,300
4,633.6
0
1
1
0
0
67
0
1003_1853
0
3
0
3,060
0
405
0
1
1,850
train_only
3,496
3,060
31
26
5
35.4
29,219.6
0
29,184.2
0
0
1
0
87
87
1
1003_1853
1
3
3,542
0
0
869
44
2
1,800
bus_only
5,536
3,542
1,125
168
913
1,347.9
27,910.1
26,562.2
0
0
1
0
0
0
87
0
1003_1853
2
3
3,441
0
0
869
44
2
1,800
bus_only
5,495
3,441
1,185
168
973
1,419.6
27,825.6
26,406
0
0
1
0
0
0
87
0
1003_1854
0
10
0
3,240
0
1,007
0
1
1,950
train_only
4,298
3,240
51
26
25
59.6
31,570.7
0
31,511.1
0
0
1
0
106
107
1
1003_1854
1
10
2,792
300
0
697
63
3
1,950
bus+train
3,926
3,092
137
26
48
161.9
31,147.3
27,952.3
3,033.1
0
1
1
0
0
107
0
1003_1854
2
10
4,199
0
0
331
0
1
1,800
bus_only
4,713
4,199
183
168
15
218.4
29,892.9
29,674.6
0
0
1
0
0
0
107
0
1003_1854
3
10
2,391
300
0
1,045
63
2
1,850
bus+train
3,968
2,691
232
26
143
275.1
30,091.5
26,783.3
3,033.1
0
1
1
0
0
107
0
1003_1854
4
10
4,463
0
0
246
47
1
1,800
bus_only
5,094
4,463
385
168
170
458.8
29,624.2
29,165.4
0
0
1
0
0
0
107
0
1003_1854
5
10
2,741
300
0
712
63
2
1,950
bus+train
4,323
3,041
570
26
481
680.7
31,180.1
27,466.3
3,033.1
0
1
1
0
0
107
0
1003_1854
6
10
4,597
0
0
246
47
1
1,800
bus_only
5,492
4,597
649
168
434
776.6
30,235.9
29,459.2
0
0
1
0
0
0
107
0
1003_1854
7
10
4,061
0
0
391
0
1
1,800
bus_only
5,167
4,061
715
168
547
855.3
30,032.5
29,177.2
0
0
1
0
0
0
107
0
1003_1854
8
10
4,276
0
0
246
47
1
1,800
bus_only
5,245
4,276
723
168
508
865.4
29,431.5
28,566.2
0
0
1
0
0
0
107
0
1003_1854
9
10
3,674
0
0
925
44
2
1,800
bus_only
5,245
3,674
646
168
434
773.9
30,122.1
29,348.3
0
0
1
0
0
0
107
0
1003_1855
0
23
2,770
300
0
615
63
2
1,850
bus+train
3,893
3,070
208
26
119
245.9
28,981
25,702
3,033.1
0
1
1
0
0
52
0
1003_1855
1
23
0
2,258
0
834
235
3
1,950
train_only
3,380
2,258
288
26
27
342.2
30,925.4
0
30,583.1
0
0
1
0
52
52
1
1003_1855
2
23
0
3,510
0
837
0
1
1,950
train_only
4,400
3,510
53
26
27
62.3
34,544.8
0
34,482.5
0
0
1
0
0
52
0
1003_1855
3
23
0
2,578
0
967
112
3
1,950
train_only
3,710
2,578
165
26
27
194.7
34,482.2
0
34,287.5
0
0
1
0
0
52
0