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
1002_1705
3
4
1,970
0
0
523
0
1
1,600
bus_only
2,965
1,970
472
51
421
564.4
16,872.4
16,308.1
0
0
1
0
0
0
165
0
1002_1708
0
3
0
2,460
0
612
0
0
1,850
train_only
3,198
2,460
126
62
64
149.7
25,770.6
0
25,620.9
0
0
1
0
101
101
1
1002_1708
1
3
30
2,340
0
308
122
1
1,750
bus+train
3,048
2,370
370
184
64
441.8
23,444.1
169.1
22,833.2
0
1
1
0
0
101
0
1002_1708
2
3
0
2,340
0
132
0
0
1,750
train_only
3,048
2,340
576
512
64
690.4
23,523.6
0
22,833.2
0
0
1
0
0
101
0
1002_1710
0
2
0
2,010
0
382
0
1
1,950
train_only
2,533
2,010
141
62
79
167.1
30,901.5
0
30,734.4
0
0
1
0
0
68
0
1002_1710
1
2
0
2,940
0
112
0
0
1,950
train_only
3,193
2,940
141
62
79
167.1
31,553.6
0
31,386.5
0
0
1
0
68
68
1
1002_1712
0
2
0
3,330
0
146
0
0
2,050
train_only
3,563
3,330
87
62
25
103.1
37,003.7
0
36,900.6
0
0
1
0
148
148
1
1002_1712
1
2
386
2,160
0
718
166
2
2,050
bus+train
3,848
2,546
584
62
356
697.3
38,479
1,802.3
35,979.4
0
1
1
0
0
148
0
1002_1713
0
2
0
2,220
0
869
18
1
2,050
train_only
3,246
2,220
157
62
77
186
35,619.6
0
35,433.7
0
0
1
0
0
225
0
1002_1713
1
2
0
3,510
0
497
0
0
2,050
train_only
4,107
3,510
100
62
38
118.5
39,182.3
0
39,063.8
0
0
1
0
225
225
1
1002_1714
0
9
0
1,470
0
761
0
0
1,550
train_only
2,348
1,470
117
62
55
139.1
14,140.5
0
14,001.4
0
0
1
0
464
464
1
1002_1714
1
9
1,443
0
0
459
65
1
1,500
bus_only
2,122
1,443
220
51
104
262.2
12,260.6
11,998.3
0
0
1
0
0
0
464
0
1002_1714
2
9
1,673
0
0
540
17
1
1,500
bus_only
2,512
1,673
299
51
231
356.5
12,724.3
12,367.8
0
0
1
0
0
0
464
0
1002_1714
3
9
1,479
0
0
540
17
1
1,500
bus_only
2,533
1,479
514
51
446
614.6
12,466.9
11,852.3
0
0
1
0
0
0
464
0
1002_1714
4
9
1,519
0
0
540
17
1
1,500
bus_only
2,654
1,519
595
51
527
712
12,647.6
11,935.6
0
0
1
0
0
0
464
0
1002_1714
5
9
1,266
0
0
670
65
2
1,500
bus_only
2,480
1,266
544
51
428
651.4
12,305.5
11,654.1
0
0
1
0
0
0
464
0
1002_1714
6
9
1,414
0
0
540
17
1
1,500
bus_only
2,583
1,414
629
51
561
752.7
12,388.2
11,635.5
0
0
1
0
0
0
464
0
1002_1714
7
9
1,293
0
0
459
65
1
1,500
bus_only
2,419
1,293
667
51
551
798.7
12,398.5
11,599.7
0
0
1
0
0
0
464
0
1002_1714
8
9
1,221
0
0
670
65
2
1,500
bus_only
2,538
1,221
647
51
531
774.2
12,301.2
11,527
0
0
1
0
0
0
464
0
1002_1715
0
5
0
3,750
0
156
0
0
2,150
train_only
4,119
3,750
213
62
151
253.9
41,957
0
41,703
0
0
1
0
56
56
1
1002_1715
1
5
0
2,220
0
1,216
80
2
2,050
train_only
3,729
2,220
293
62
151
349.2
38,967.9
0
38,618.7
0
0
1
0
0
56
0
1002_1715
2
5
763
2,040
0
924
252
2
2,050
bus+train
4,321
2,803
594
62
280
710.8
39,565.6
2,875.4
35,979.4
0
1
1
0
0
56
0
1002_1715
3
5
595
2,040
0
924
252
2
2,050
bus+train
4,268
2,635
709
62
395
848
39,115.4
2,288
35,979.4
0
1
1
0
0
56
0
1002_1715
4
5
528
2,040
0
924
252
2
2,050
bus+train
4,478
2,568
986
62
672
1,180.7
39,197.9
2,037.8
35,979.4
0
1
1
0
0
56
0
1002_1717
0
6
0
3,720
0
404
0
1
2,250
train_only
4,250
3,720
126
62
64
149.3
48,267.8
0
48,118.4
0
0
1
0
0
28
0
1002_1717
1
6
541
3,390
0
328
151
1
2,250
bus+train
4,810
3,931
551
62
338
659.1
48,601
2,301.5
45,640.3
0
1
1
0
0
28
0
1002_1717
2
6
0
4,500
0
3,074
0
0
2,250
train_only
7,700
4,500
126
62
64
149.3
48,782.4
0
48,633.1
0
0
1
0
28
28
1
1002_1717
3
6
589
3,390
0
654
151
1
2,250
bus+train
5,229
3,979
596
62
383
712.7
48,803.2
2,450.2
45,640.3
0
1
1
0
0
28
0
1002_1717
4
6
1,250
3,390
0
339
151
1
2,250
bus+train
5,586
4,640
607
62
394
725.7
49,671
3,304.9
45,640.3
0
1
1
0
0
28
0
1002_1717
5
6
656
3,390
0
654
151
1
2,250
bus+train
5,385
4,046
685
62
472
819.6
49,303.6
2,843.7
45,640.3
0
1
1
0
0
28
0
1002_1721
0
10
0
4,560
0
544
0
1
2,450
train_only
5,190
4,560
86
62
24
101.2
61,430.4
0
61,329.2
0
0
1
0
1
21
0.047619
1002_1721
1
10
357
4,350
0
590
153
1
2,550
bus+train
6,017
4,707
720
62
505
861.5
65,686.8
1,685.7
63,139.6
0
1
1
0
0
21
0
1002_1721
2
10
0
5,340
0
3,214
0
0
2,450
train_only
8,640
5,340
86
62
24
101.2
61,945
0
61,843.8
0
0
1
0
20
21
0.952381
1002_1721
3
10
753
4,350
0
422
223
1
2,650
bus+train
6,153
5,103
628
62
343
751.3
65,809.6
1,918.7
63,139.6
0
1
1
0
0
21
0
1002_1721
4
10
536
4,350
0
590
153
1
2,650
bus+train
6,125
4,886
649
62
434
776.2
66,428.8
2,513
63,139.6
0
1
1
0
0
21
0
1002_1721
5
10
1,260
4,350
0
660
105
2
2,650
bus+train
7,011
5,610
741
62
574
887.6
69,073.5
5,046.2
63,139.6
0
1
1
0
0
21
0
1002_1721
6
10
1,286
4,350
0
660
105
2
2,650
bus+train
7,043
5,636
747
62
580
894.2
69,108.4
5,074.6
63,139.6
0
1
1
0
0
21
0
1002_1721
7
10
1,001
4,350
0
607
223
1
2,650
bus+train
6,817
5,351
859
62
574
1,028.6
68,390.6
4,222.4
63,139.6
0
1
1
0
0
21
0
1002_1721
8
10
986
4,350
0
702
223
2
2,650
bus+train
6,903
5,336
865
62
580
1,035.2
67,129.1
2,954.3
63,139.6
0
1
1
0
0
21
0
1002_1721
9
10
424
4,350
0
650
153
1
2,650
bus+train
6,579
4,774
1,155
62
940
1,382.9
66,501.4
1,978.9
63,139.6
0
1
1
0
0
21
0
1002_1724
0
3
0
3,660
0
1,016
27
1
2,550
train_only
4,798
3,660
122
62
33
143.7
68,489.9
0
68,346.1
0
0
1
0
0
38
0
1002_1724
1
3
0
3,780
0
783
80
2
2,550
train_only
4,723
3,780
160
62
18
189.7
68,672.8
0
68,483.1
0
0
1
0
0
38
0
1002_1724
2
3
0
4,770
0
1,373
0
0
2,550
train_only
6,223
4,770
80
62
18
94.5
71,090.7
0
70,996.2
0
0
1
0
38
38
1
1002_1725
0
4
0
3,750
0
1,281
43
2
2,650
train_only
5,158
3,750
127
62
22
149.2
76,813
0
76,663.8
0
0
1
0
0
14
0
1002_1725
1
4
0
3,450
0
1,240
354
2
2,950
train_only
5,128
3,450
438
62
22
522.6
104,079
0
103,556.4
0
0
1
0
0
14
0
1002_1725
2
4
0
5,190
0
844
0
0
2,650
train_only
6,118
5,190
84
62
22
98.9
80,188.9
0
80,090.1
0
0
1
0
14
14
1
1002_1725
3
4
0
4,680
0
787
27
2
2,950
train_only
5,592
4,680
125
62
36
147.4
100,668.3
0
100,520.8
0
0
1
0
0
14
0
1002_1727
0
5
903
2,550
0
856
223
2
3,250
bus+train
4,731
3,453
422
62
137
504
99,535.8
8,311.6
90,720.3
0
1
1
0
0
41
0
1002_1727
1
5
0
3,240
0
865
354
2
2,850
train_only
4,533
3,240
428
62
12
511
98,322.7
0
97,811.7
0
0
1
0
0
41
0
1002_1727
2
5
0
6,840
0
1,399
0
0
2,850
train_only
8,313
6,840
74
62
12
87.2
90,447.1
0
90,359.9
0
0
1
0
41
41
1
1002_1727
3
5
958
2,550
0
856
223
2
3,250
bus+train
5,031
3,508
667
62
382
797.7
100,205.3
8,687.2
90,720.3
0
1
1
0
0
41
0
1002_1727
4
5
864
2,550
0
856
223
2
3,250
bus+train
5,041
3,414
771
62
486
921.9
99,607.7
7,965.5
90,720.3
0
1
1
0
0
41
0
1002_1728
0
2
0
4,320
0
518
27
1
2,750
train_only
5,061
4,320
223
62
134
265.7
89,210.1
0
88,944.4
0
0
1
0
0
25
0
1002_1728
1
2
0
5,970
0
1,115
0
0
2,850
train_only
7,187
5,970
102
62
40
121.2
92,640.4
0
92,519.2
0
0
1
0
25
25
1
1002_1750
0
7
0
1,080
0
597
18
1
1,650
train_only
1,829
1,080
152
62
72
179.4
16,013.5
0
15,834.1
0
0
1
0
42
42
1
1002_1750
1
7
2,263
0
0
582
51
1
1,600
bus_only
3,190
2,263
345
51
243
412
18,085.2
17,673.2
0
0
1
0
0
0
42
0
1002_1750
2
7
2,888
0
0
537
0
0
1,600
bus_only
3,594
2,888
169
51
118
200.4
18,637.7
18,437.3
0
0
1
0
0
0
42
0
1002_1750
3
7
2,845
0
0
626
3
1
1,600
bus_only
3,912
2,845
441
51
387
527.3
18,587
18,059.7
0
0
1
0
0
0
42
0
1002_1750
4
7
2,375
0
0
720
51
2
1,600
bus_only
3,584
2,375
489
51
387
584.1
18,761.8
18,177.6
0
0
1
0
0
0
42
0
1002_1750
5
7
2,700
0
0
637
5
1
1,600
bus_only
3,964
2,700
627
51
571
749.4
18,573
17,823.6
0
0
1
0
0
0
42
0
1002_1750
6
7
2,621
0
0
747
51
2
1,600
bus_only
3,980
2,621
612
51
510
732.3
19,207.3
18,475
0
0
1
0
0
0
42
0
1002_1751
0
2
0
2,700
0
454
0
1
1,850
train_only
3,246
2,700
92
62
30
108.8
27,540.4
0
27,431.6
0
0
1
0
22
22
1
1002_1751
1
2
0
2,610
0
94
0
0
1,750
train_only
3,246
2,610
542
512
30
649.5
25,293.4
0
24,643.9
0
0
1
0
0
22
0
1002_1754
0
2
0
3,150
0
776
0
1
2,050
train_only
4,003
3,150
77
62
15
90.4
36,719.1
0
36,628.7
0
0
1
0
14
14
1
1002_1754
1
2
0
3,300
0
176
0
0
1,950
train_only
4,003
3,300
527
512
15
631.1
34,538.7
0
33,907.6
0
0
1
0
0
14
0
1002_1803
0
2
0
1,770
0
407
0
0
1,650
train_only
2,244
1,770
67
62
5
78.2
16,673.5
0
16,595.3
0
0
1
0
479
480
1
1002_1803
1
2
0
1,380
0
737
0
1
1,650
train_only
2,184
1,380
67
62
5
78.2
16,348.7
0
16,270.6
0
0
1
0
0
480
0
1002_1804
0
2
0
2,040
0
311
0
0
1,650
train_only
2,420
2,040
69
62
7
81.6
19,256.7
0
19,175.1
0
0
1
0
551
551
1
1002_1804
1
2
0
1,710
0
401
0
1
1,650
train_only
2,180
1,710
69
62
7
81.6
19,033
0
18,951.3
0
0
1
0
0
551
0
1002_1805
0
2
0
1,920
0
204
0
1
1,750
train_only
2,247
1,920
123
62
61
146.3
21,692.2
0
21,545.9
0
0
1
0
0
365
0
1002_1805
1
2
0
2,310
0
324
0
0
1,750
train_only
2,757
2,310
123
62
61
146.3
21,917
0
21,770.7
0
0
1
0
365
365
1
1002_1808
0
2
0
2,880
0
117
0
0
1,850
train_only
3,139
2,880
142
62
80
169.1
27,570.3
0
27,401.3
0
0
1
0
198
198
1
1002_1808
1
2
0
2,340
0
597
0
1
1,850
train_only
3,079
2,340
142
62
80
169.1
27,070.5
0
26,901.4
0
0
1
0
0
198
0
1002_1809
0
2
0
3,150
0
405
0
0
1,850
train_only
3,666
3,150
111
62
49
131.5
29,909.3
0
29,777.8
0
0
1
0
216
216
1
1002_1809
1
2
0
2,580
0
795
0
1
1,850
train_only
3,486
2,580
111
62
49
131.5
29,225.2
0
29,093.7
0
0
1
0
0
216
0
1002_1810
0
2
0
2,760
0
603
0
1
1,950
train_only
3,470
2,760
107
62
45
126.7
31,237.4
0
31,110.7
0
0
1
0
0
83
0
1002_1810
1
2
0
3,390
0
513
0
0
1,950
train_only
4,010
3,390
107
62
45
126.7
31,921.9
0
31,795.2
0
0
1
0
83
83
1
1002_1811
0
2
0
2,940
0
427
0
1
1,950
train_only
3,489
2,940
122
62
60
145.2
33,567.9
0
33,422.6
0
0
1
0
0
138
0
1002_1811
1
2
0
3,630
0
547
0
0
1,950
train_only
4,299
3,630
122
62
60
145.2
34,347.6
0
34,202.3
0
0
1
0
138
138
1
1002_1813
0
3
0
1,200
0
589
0
0
1,550
train_only
2,010
1,200
221
62
159
264
11,318.4
0
11,054.4
0
0
1
0
267
267
1
1002_1813
1
3
456
870
0
430
184
1
1,550
bus+train
2,457
1,326
701
62
455
838.9
11,890.7
2,276
8,775.7
0
1
1
0
0
267
0
1002_1813
2
3
375
870
0
490
184
1
1,550
bus+train
2,677
1,245
942
62
696
1,127.2
11,586.3
1,683.4
8,775.7
0
1
1
0
0
267
0
1002_1815
0
2
0
2,370
0
704
0
1
1,750
train_only
3,147
2,370
73
62
11
86.3
22,971
0
22,884.8
0
0
1
0
0
143
0
1002_1815
1
2
0
2,430
0
1,304
0
0
1,750
train_only
3,807
2,430
73
62
11
86.3
22,971
0
22,884.8
0
0
1
0
143
143
1
1002_1823
0
12
0
2,670
0
506
0
2
1,950
train_only
3,245
2,670
69
62
7
80.6
30,128.5
0
30,048
0
0
1
0
0
34
0
1002_1823
1
12
237
2,580
0
536
187
2
1,850
bus+train
4,046
2,817
693
62
444
828.8
30,649.3
726.8
29,093.7
0
1
1
0
0
34
0
1002_1823
2
12
0
3,270
0
746
0
0
1,950
train_only
4,085
3,270
69
62
7
80.6
30,812.6
0
30,732.1
0
0
1
0
34
34
1
1002_1823
3
12
418
2,760
0
528
86
2
1,950
bus+train
4,092
3,178
386
62
238
461.5
32,590.8
1,018.6
31,110.7
0
1
1
0
0
34
0
1002_1823
4
12
329
2,760
0
570
74
2
1,950
bus+train
4,053
3,089
394
62
258
470.1
32,518
937.2
31,110.7
0
1
1
0
0
34
0
1002_1823
5
12
371
2,580
0
633
198
2
1,950
bus+train
4,201
2,951
617
62
357
738
30,912.8
1,081.1
29,093.7
0
1
1
0
0
34
0
1002_1823
6
12
208
2,580
0
633
198
2
1,850
bus+train
4,057
2,788
636
62
376
761.3
30,470
615
29,093.7
0
1
1
0
0
34
0
1002_1823
7
12
532
2,760
0
528
86
2
1,950
bus+train
4,411
3,292
591
62
443
706.5
33,230.7
1,413.5
31,110.7
0
1
1
0
0
34
0
1002_1823
8
12
393
2,760
0
700
86
2
1,950
bus+train
4,493
3,153
640
62
492
766
32,747.8
871.1
31,110.7
0
1
1
0
0
34
0
1002_1823
9
12
449
2,760
0
570
74
2
1,950
bus+train
4,473
3,209
694
62
558
830.5
33,283.9
1,342.7
31,110.7
0
1
1
0
0
34
0
1002_1823
10
12
288
2,580
0
750
198
2
1,950
bus+train
4,878
2,868
1,260
62
1,000
1,508.8
31,554.4
951.9
29,093.7
0
1
1
0
0
34
0
1002_1823
11
12
279
2,580
0
693
198
2
1,850
bus+train
4,868
2,859
1,316
62
1,056
1,576.5
31,479.1
809
29,093.7
0
1
1
0
0
34
0
1002_1847
0
7
790
690
0
417
43
1
1,550
bus+train
2,061
1,480
164
62
59
194.4
11,105.2
5,689.7
5,221
0
1
1
0
17
17
1
1002_1847
1
7
738
690
0
357
43
1
1,550
bus+train
2,255
1,428
470
62
365
561.2
11,090.2
5,308
5,221
0
1
1
0
0
17
0
1002_1847
2
7
898
690
0
357
43
1
1,550
bus+train
2,334
1,588
389
62
284
463.6
11,564.3
5,879.6
5,221
0
1
1
0
0
17
0
1002_1847
3
7
1,535
0
0
712
0
2
1,500
bus_only
2,553
1,535
306
38
268
365.2
10,298.9
9,933.7
0
0
1
0
0
0
17
0