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_171330
3
11
1,250
180
0
694
95
2
1,550
bus+train
2,488
1,430
364
26
243
434.5
9,285
6,210.2
2,640.3
0
1
1
0
0
18
0
1003_171330
4
11
1,705
0
0
521
0
0
1,500
bus_only
2,775
1,705
549
306
243
656.6
11,044.1
10,387.5
0
0
1
0
0
0
18
0
1003_171330
5
11
1,007
330
0
619
192
2
1,550
bus+train
2,417
1,337
461
26
243
549.8
11,477.7
6,888.1
4,039.8
0
1
1
0
0
18
0
1003_171330
6
11
1,436
180
0
634
95
2
1,550
bus+train
2,784
1,616
534
26
413
639.1
10,075
6,795.6
2,640.3
0
1
1
0
0
18
0
1003_171330
7
11
1,167
180
0
634
95
2
1,550
bus+train
2,576
1,347
595
26
474
713
9,346.3
5,992.9
2,640.3
0
1
1
0
0
18
0
1003_171330
8
11
1,891
0
0
461
0
0
1,500
bus_only
3,071
1,891
719
306
413
861.2
11,834.1
10,972.9
0
0
1
0
0
0
18
0
1003_171330
9
11
1,622
0
0
461
0
0
1,500
bus_only
2,863
1,622
780
306
474
935.1
11,105.4
10,170.2
0
0
1
0
0
0
18
0
1003_171330
10
11
924
330
0
559
192
2
1,550
bus+train
2,505
1,254
692
26
474
828.3
11,539
6,670.9
4,039.8
0
1
1
0
0
18
0
1003_1714
0
2
0
1,320
0
643
0
0
1,550
train_only
2,044
1,320
81
26
55
96.1
12,719
0
12,622.9
0
0
1
0
1,253
1,253
1
1003_1714
1
2
0
1,260
0
403
0
1
1,550
train_only
1,744
1,260
81
26
55
96.1
12,719
0
12,622.9
0
0
1
0
0
1,253
0
1003_1715
0
2
0
2,340
0
619
53
1
2,050
train_only
3,191
2,340
232
28
151
277.4
37,327
0
37,049.6
0
0
1
0
0
98
0
1003_1715
1
2
0
3,570
0
134
0
0
2,150
train_only
3,881
3,570
177
26
151
210.9
40,535.5
0
40,324.6
0
0
1
0
98
98
1
1003_1716
0
8
0
2,370
0
687
53
1
2,150
train_only
3,238
2,370
181
28
100
216
41,432
0
41,216
0
0
1
0
0
424
0
1003_1716
1
8
1,361
1,920
0
490
139
2
2,150
bus+train
4,415
3,281
644
28
477
770.7
41,913.5
7,087.6
34,055.2
0
1
1
0
0
424
0
1003_1716
2
8
0
3,840
0
652
0
0
2,150
train_only
4,618
3,840
126
26
100
149.5
44,995.7
0
44,846.2
0
0
1
0
424
424
1
1003_1716
3
8
1,684
1,920
0
540
139
3
2,150
bus+train
4,625
3,604
481
28
314
575.8
42,455.8
7,824.7
34,055.2
0
1
1
0
0
424
0
1003_1716
4
8
1,233
1,920
0
532
225
1
2,150
bus+train
4,415
3,153
730
28
477
874.5
41,627.2
6,697.6
34,055.2
0
1
1
0
0
424
0
1003_1716
5
8
1,580
1,920
0
550
139
2
2,150
bus+train
5,145
3,500
1,095
28
928
1,312
42,754.6
7,387.3
34,055.2
0
1
1
0
0
424
0
1003_1716
6
8
1,452
1,920
0
592
225
1
2,150
bus+train
5,145
3,372
1,181
28
928
1,415.8
42,468.3
6,997.4
34,055.2
0
1
1
0
0
424
0
1003_1716
7
8
1,556
1,920
0
642
225
2
2,150
bus+train
5,306
3,476
1,188
28
935
1,423.9
42,913.8
7,434.7
34,055.2
0
1
1
0
0
424
0
1003_1719
0
2
0
2,940
0
656
53
1
2,250
train_only
3,726
2,940
130
28
49
155.4
49,091.8
0
48,936.4
0
0
1
0
0
216
0
1003_1719
1
2
0
3,720
0
231
0
0
2,350
train_only
4,026
3,720
75
26
49
88.9
51,834.2
0
51,745.3
0
0
1
0
216
216
1
1003_1722
0
3
0
4,020
0
927
43
2
2,650
train_only
5,046
4,020
99
26
30
115.7
74,950.3
0
74,834.7
0
0
1
0
0
202
0
1003_1722
1
3
0
3,810
0
770
80
2
2,450
train_only
4,716
3,810
136
26
30
160.6
60,038.2
0
59,877.6
0
0
1
0
0
202
0
1003_1722
2
3
0
4,200
0
970
0
0
2,450
train_only
5,226
4,200
56
26
30
65.4
61,826.5
0
61,761.1
0
0
1
0
202
202
1
1003_1723
0
4
0
3,000
0
1,749
0
1
3,050
train_only
4,869
3,000
120
28
92
142.8
111,621.6
0
111,478.8
0
0
1
0
0
45
0
1003_1723
1
4
0
5,670
0
281
0
0
2,550
train_only
5,994
5,670
43
26
17
50.2
67,136.3
0
67,086.1
0
0
1
0
45
45
1
1003_1723
2
4
0
3,180
0
2,123
16
1
2,550
train_only
6,277
3,180
974
28
930
1,167.3
70,200.8
0
69,033.4
0
0
1
0
0
45
0
1003_1723
3
4
1,099
2,940
0
1,616
185
1
2,650
bus+train
6,884
4,039
1,229
28
1,016
1,471.5
70,535.2
3,417.9
65,645.7
0
1
1
0
0
45
0
1003_1724
0
3
0
3,000
0
1,270
0
1
2,450
train_only
4,331
3,000
61
28
33
71.9
65,717.7
0
65,645.7
0
0
1
0
0
220
0
1003_1724
1
3
0
4,680
0
432
0
0
2,550
train_only
5,156
4,680
44
26
18
51.5
70,087.4
0
70,036
0
0
1
0
220
220
1
1003_1724
2
3
0
3,180
0
2,230
0
0
2,450
train_only
5,471
3,180
61
28
33
71.9
65,717.7
0
65,645.7
0
0
1
0
0
220
0
1003_1725
0
3
0
3,900
0
749
0
0
2,650
train_only
4,713
3,900
64
28
36
75.7
75,218.6
0
75,142.9
0
0
1
0
0
53
0
1003_1725
1
3
0
3,870
0
493
16
1
2,650
train_only
4,429
3,870
66
28
22
77.4
75,172.1
0
75,094.8
0
0
1
0
0
53
0
1003_1725
2
3
0
5,100
0
511
0
0
2,650
train_only
6,616
5,100
1,005
26
979
1,203.1
80,332.9
0
79,129.8
0
0
1
0
53
53
1
1003_1727
0
5
918
2,040
0
1,974
70
1
3,150
bus+train
5,167
2,958
235
28
137
280.6
91,331.9
8,311.6
82,739.8
0
1
1
0
0
123
0
1003_1727
1
5
0
2,730
0
1,983
201
1
2,750
train_only
4,954
2,730
241
28
12
287.6
90,118.8
0
89,831.2
0
0
1
0
0
123
0
1003_1727
2
5
0
5,550
0
176
0
0
2,750
train_only
5,764
5,550
38
26
12
44.2
88,539.8
0
88,495.6
0
0
1
0
123
123
1
1003_1727
3
5
973
2,040
0
1,974
70
1
3,150
bus+train
5,467
3,013
480
28
382
574.3
92,001.3
8,687.2
82,739.8
0
1
1
0
0
123
0
1003_1727
4
5
876
2,040
0
1,974
70
1
3,150
bus+train
5,474
2,916
584
28
486
698.5
91,403.8
7,965.5
82,739.8
0
1
1
0
0
123
0
1003_1728
0
5
0
2,880
0
1,106
201
1
2,850
train_only
4,255
2,880
269
28
40
321.6
91,128.4
0
90,806.8
0
0
1
0
0
157
0
1003_1728
1
5
0
4,080
0
1,637
0
0
2,750
train_only
5,879
4,080
162
28
134
193.9
86,789.8
0
86,595.9
0
0
1
0
0
157
0
1003_1728
2
5
0
3,810
0
1,042
27
1
2,750
train_only
5,045
3,810
193
26
140
229.3
87,374.2
0
87,144.9
0
0
1
0
157
157
1
1003_1728
3
5
1,318
2,460
0
1,530
70
2
3,250
bus+train
5,708
3,778
400
28
302
478.7
98,886.3
12,047.2
86,360.5
0
1
1
0
0
157
0
1003_1728
4
5
1,268
2,460
0
1,530
70
2
3,250
bus+train
5,699
3,728
441
28
343
528.6
98,576.4
11,687.3
86,360.5
0
1
1
0
0
157
0
1003_173189
0
25
711
1,620
0
564
103
1
1,650
bus+train
3,025
2,331
130
26
1
154
15,389.8
3,152
12,083.7
0
1
1
0
14
14
1
1003_173189
1
25
1,200
600
0
782
215
2
1,550
bus+train
2,878
1,800
296
26
55
353
14,594.9
9,315.1
4,926.9
0
1
1
0
0
14
0
1003_173189
2
25
1,630
300
0
857
67
1
1,550
bus+train
2,991
1,930
204
26
111
241.9
13,219.1
9,944.1
3,033.1
0
1
1
0
0
14
0
1003_173189
3
25
1,476
1,200
0
613
45
1
1,650
bus+train
3,415
2,676
126
26
55
150.1
17,058.6
8,215.8
8,692.7
0
1
1
0
0
14
0
1003_173189
4
25
879
1,200
0
673
45
1
1,550
bus+train
2,934
2,079
182
26
111
216.2
13,893.3
4,984.4
8,692.7
0
1
1
0
0
14
0
1003_173189
5
25
1,334
600
0
744
193
2
1,650
bus+train
2,952
1,934
274
26
55
325.9
16,193
10,940.2
4,926.9
0
1
1
0
0
14
0
1003_173189
6
25
1,441
1,200
0
673
45
1
1,650
bus+train
3,569
2,641
255
26
184
303.9
16,987.5
7,990.8
8,692.7
0
1
1
0
0
14
0
1003_173189
7
25
1,185
600
0
766
215
2
1,550
bus+train
2,903
1,785
352
26
111
418.8
14,653.2
9,307.5
4,926.9
0
1
1
0
0
14
0
1003_173189
8
25
1,601
300
0
797
67
1
1,550
bus+train
3,096
1,901
398
26
305
475.6
13,274.5
9,765.9
3,033.1
0
1
1
0
0
14
0
1003_173189
9
25
850
1,200
0
613
45
1
1,550
bus+train
3,039
2,050
376
26
305
449.9
13,948.8
4,806.1
8,692.7
0
1
1
0
0
14
0
1003_173189
10
25
1,511
1,200
0
613
45
1
1,650
bus+train
3,656
2,711
332
26
261
396.4
17,502.8
8,413.7
8,692.7
0
1
1
0
0
14
0
1003_173189
11
25
1,671
300
0
797
67
1
1,550
bus+train
3,211
1,971
443
26
350
529.5
13,860.7
10,298.1
3,033.1
0
1
1
0
0
14
0
1003_173189
12
25
690
1,620
0
564
103
1
1,650
bus+train
3,263
2,310
389
26
260
464.9
15,469.9
2,921.3
12,083.7
0
1
1
0
0
14
0
1003_173189
13
25
920
1,200
0
613
45
1
1,550
bus+train
3,154
2,120
421
26
350
503.9
14,534.9
5,338.3
8,692.7
0
1
1
0
0
14
0
1003_173189
14
25
1,299
600
0
804
193
2
1,650
bus+train
3,116
1,899
413
26
194
491.1
16,133.2
10,715.2
4,926.9
0
1
1
0
0
14
0
1003_173189
15
25
1,165
600
0
842
215
2
1,550
bus+train
3,032
1,765
425
26
184
506.8
14,523.8
9,090.1
4,926.9
0
1
1
0
0
14
0
1003_173189
16
25
747
1,620
0
624
103
1
1,650
bus+train
3,421
2,367
430
26
301
514.2
16,037.6
3,439.7
12,083.7
0
1
1
0
0
14
0
1003_173189
17
25
1,522
300
0
1,267
67
2
1,550
bus+train
3,496
1,822
407
26
314
486.3
13,814.7
10,295.4
3,033.1
0
1
1
0
0
14
0
1003_173189
18
25
1,222
600
0
706
215
2
1,550
bus+train
3,030
1,822
502
26
261
599.1
15,014.6
9,488.7
4,926.9
0
1
1
0
0
14
0
1003_173189
19
25
707
1,200
0
1,132
117
1
1,550
bus+train
3,496
1,907
457
26
314
546.2
14,065.8
4,826.9
8,692.7
0
1
1
0
0
14
0
1003_173189
20
25
1,156
600
0
706
215
2
1,550
bus+train
3,008
1,756
546
26
305
652.6
14,708.6
9,129.2
4,926.9
0
1
1
0
0
14
0
1003_173189
21
25
1,005
1,200
0
673
45
1
1,550
bus+train
3,433
2,205
555
26
484
664.1
15,027.1
5,670.3
8,692.7
0
1
1
0
0
14
0
1003_173189
22
25
1,397
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0
613
45
1
1,650
bus+train
3,734
2,597
524
26
453
627.6
17,098
7,777.7
8,692.7
0
1
1
0
0
14
0
1003_173189
23
25
800
1,200
0
613
45
1
1,550
bus+train
3,226
2,000
613
26
542
733.9
14,008.8
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0
1
1
0
0
14
0
1003_173189
24
25
1,550
300
0
1,267
67
2
1,550
bus+train
3,655
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538
26
445
643.1
14,188.2
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3,033.1
0
1
1
0
0
14
0
1003_1750
0
11
0
1,380
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0
1
1,650
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3,053
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100
28
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118.2
20,103.7
0
19,985.4
0
0
1
0
0
96
0
1003_1750
1
11
0
1,380
0
762
153
1
1,750
train_only
2,401
1,380
259
26
80
309.6
20,503.5
0
20,193.9
0
0
1
0
96
96
1
1003_1750
2
11
0
960
0
3,013
0
0
1,550
train_only
4,073
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100
28
72
118.2
14,573.9
0
14,455.7
0
0
1
0
0
96
0
1003_1750
3
11
963
1,800
0
408
37
1
1,750
bus+train
3,477
2,763
306
26
243
366
22,477
3,940.3
18,170.8
0
1
1
0
0
96
0
1003_1750
4
11
901
1,800
0
468
37
1
1,750
bus+train
3,538
2,701
369
26
306
441.2
22,311
3,699.1
18,170.8
0
1
1
0
0
96
0
1003_1750
5
11
1,101
1,800
0
480
37
2
1,750
bus+train
3,738
2,901
357
26
294
426.6
22,713.9
4,116.6
18,170.8
0
1
1
0
0
96
0
1003_1750
6
11
1,209
1,650
0
592
44
1
1,750
bus+train
3,908
2,859
457
26
387
545.7
21,911.3
5,044.8
16,320.8
0
1
1
0
0
96
0
1003_1750
7
11
1,235
1,800
0
540
37
2
1,750
bus+train
3,975
3,035
400
26
337
477.7
23,110.4
4,462
18,170.8
0
1
1
0
0
96
0
1003_1750
8
11
1,135
1,650
0
645
44
2
1,750
bus+train
3,887
2,785
457
26
387
545.7
21,290.4
4,423.9
16,320.8
0
1
1
0
0
96
0
1003_1750
9
11
3,098
0
0
516
0
0
1,600
bus_only
4,249
3,098
635
517
118
759.1
17,925.5
17,166.4
0
0
1
0
0
0
96
0
1003_1750
10
11
1,028
1,650
0
1,168
44
2
1,750
bus+train
4,487
2,678
641
26
571
766.1
21,273.2
4,186.4
16,320.8
0
1
1
0
0
96
0
1003_1751
0
2
0
2,460
0
613
65
1
1,750
train_only
3,194
2,460
121
26
30
142.6
23,133.5
0
22,990.9
0
0
1
0
105
105
1
1003_1751
1
2
0
2,400
0
418
0
0
1,750
train_only
3,194
2,400
376
346
30
450
23,243.1
0
22,793.1
0
0
1
0
0
105
0
1003_1752
0
2
0
2,790
0
638
65
1
1,850
train_only
3,596
2,790
168
26
77
198.7
26,827
0
26,628.3
0
0
1
0
26
26
1
1003_1752
1
2
0
2,730
0
443
0
0
1,850
train_only
3,596
2,730
423
346
77
506.1
26,936.6
0
26,430.5
0
0
1
0
0
26
0
1003_1754
0
2
0
3,150
0
433
65
1
1,950
train_only
3,689
3,150
106
26
15
124.3
32,378.8
0
32,254.6
0
0
1
0
51
51
1
1003_1754
1
2
0
3,090
0
238
0
0
1,950
train_only
3,689
3,090
361
346
15
431.6
32,488.4
0
32,056.8
0
0
1
0
0
51
0
1003_1755
0
2
0
3,270
0
527
65
1
1,950
train_only
3,909
3,270
112
26
21
131.7
33,773.1
0
33,641.4
0
0
1
0
48
48
1
1003_1755
1
2
0
3,210
0
332
0
0
1,950
train_only
3,909
3,210
367
346
21
439
33,882.7
0
33,443.7
0
0
1
0
0
48
0
1003_1759
0
2
0
3,840
0
961
65
1
2,050
train_only
4,911
3,840
110
26
19
128.8
39,910.2
0
39,781.4
0
0
1
0
72
72
1
1003_1759
1
2
0
3,780
0
766
0
0
2,050
train_only
4,911
3,780
365
346
19
436.2
40,019.7
0
39,583.6
0
0
1
0
0
72
0
1003_1760
0
3
0
3,390
0
929
17
2
2,150
train_only
4,513
3,390
194
28
149
231.1
42,888.7
0
42,657.7
0
0
1
0
16
16
1
1003_1760
1
3
0
4,050
0
613
65
1
2,150
train_only
4,903
4,050
240
26
149
285.5
42,426.7
0
42,141.2
0
0
1
0
0
16
0
1003_1760
2
3
0
3,990
0
418
0
0
2,150
train_only
4,903
3,990
495
346
149
592.9
42,536.2
0
41,943.4
0
0
1
0
0
16
0
1003_1761
0
3
0
4,230
0
1,158
65
1
2,150
train_only
5,490
4,230
102
26
11
119.2
44,781.8
0
44,662.6
0
0
1
0
46
46
1
1003_1761
1
3
0
4,170
0
963
0
0
2,150
train_only
5,490
4,170
357
346
11
426.5
44,891.4
0
44,464.8
0
0
1
0
0
46
0
1003_1761
2
3
3,911
0
0
1,066
203
2
1,900
bus_only
5,510
3,911
533
168
162
637
35,206.6
34,569.6
0
0
1
0
0
0
46
0
1003_1762
0
14
4,101
0
0
629
8
2
1,900
bus_only
5,160
4,101
430
306
116
514
33,144.8
32,630.8
0
0
1
0
0
0
25
0
1003_1762
1
14
2,426
630
0
792
170
2
1,950
bus+train
4,480
3,056
632
346
116
756.2
33,658.7
26,820
6,082.4
0
1
1
0
0
25
0
1003_1762
2
14
0
4,350
0
302
0
0
2,250
train_only
5,066
4,350
414
346
68
495.5
46,201.7
0
45,706.2
0
0
1
0
24
25
1