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
1001_156
7
14
1,010
0
0
488
0
0
1,500
bus_only
1,780
1,010
282
69
213
336.5
5,977.6
5,641.1
0
0
1
0
0
0
291
0
1001_156
8
14
998
0
0
413
0
0
1,500
bus_only
1,732
998
321
108
213
384.1
5,934.9
5,550.8
0
0
1
0
0
0
291
0
1001_156
9
14
754
0
0
223
0
1
1,500
bus_only
1,469
754
492
77
415
589.1
6,005.6
5,416.5
0
0
1
0
0
0
291
0
1001_156
10
14
744
0
0
216
0
2
1,500
bus_only
1,452
744
492
77
415
589.1
6,005.6
5,416.5
0
0
1
0
0
0
291
0
1001_156
11
14
849
0
0
212
0
0
1,500
bus_only
1,686
849
625
77
548
749.1
6,548.4
5,799.3
0
0
1
0
0
0
291
0
1001_156
12
14
1,121
0
0
488
0
0
1,500
bus_only
2,187
1,121
578
69
509
692.5
6,998.3
6,305.8
0
0
1
0
0
0
291
0
1001_156
13
14
853
0
0
222
0
2
1,500
bus_only
1,661
853
586
77
509
702.3
6,514.8
5,812.5
0
0
1
0
0
0
291
0
1001_157
0
6
0
990
0
103
0
0
1,550
train_only
1,146
990
53
44
9
63.1
6,671.9
0
6,608.8
0
0
1
0
260
260
1
1001_157
1
6
966
0
0
203
0
0
1,500
bus_only
1,524
966
355
69
286
423.9
7,293.5
6,869.6
0
0
1
0
0
0
260
0
1001_157
2
6
880
0
0
203
0
0
1,500
bus_only
1,647
880
564
69
495
675.2
6,854.1
6,178.9
0
0
1
0
0
0
260
0
1001_157
3
6
1,212
0
0
505
0
1
1,500
bus_only
2,247
1,212
530
44
486
634.9
7,551.3
6,916.3
0
0
1
0
0
0
260
0
1001_157
4
6
931
0
0
141
0
1
1,500
bus_only
1,611
931
539
44
495
645.4
6,680.5
6,035.2
0
0
1
0
0
0
260
0
1001_157
5
6
1,218
0
0
371
0
0
1,500
bus_only
2,169
1,218
580
108
472
694.8
7,872.1
7,177.3
0
0
1
0
0
0
260
0
1001_158
0
9
0
1,110
0
115
0
0
1,550
train_only
1,318
1,110
93
44
49
110.3
7,642.1
0
7,531.8
0
0
1
0
528
529
1
1001_158
1
9
1,079
0
0
104
0
1
1,500
bus_only
1,380
1,079
197
77
120
234.9
7,645.5
7,410.6
0
0
1
0
0
0
529
0
1001_158
2
9
1,087
0
0
182
0
0
1,500
bus_only
1,601
1,087
332
69
263
396.4
7,841.1
7,444.7
0
0
1
0
0
0
529
0
1001_158
3
9
1,153
0
0
628
0
0
1,500
bus_only
2,075
1,153
294
69
225
350
7,997.1
7,647
0
0
1
0
0
0
529
0
1001_158
4
9
1,048
0
0
122
0
0
1,500
bus_only
1,536
1,048
366
69
297
437.2
7,680.9
7,243.7
0
0
1
0
0
0
529
0
1001_158
5
9
1,011
0
0
104
0
1
1,500
bus_only
1,489
1,011
374
77
297
447
7,489.4
7,042.4
0
0
1
0
0
0
529
0
1001_158
6
9
1,084
0
0
568
0
0
1,500
bus_only
2,126
1,084
474
69
405
567.3
7,715.3
7,148
0
0
1
0
0
0
529
0
1001_158
7
9
1,204
0
0
568
0
0
1,500
bus_only
2,291
1,204
519
69
450
621.7
8,470.5
7,848.8
0
0
1
0
0
0
529
0
1001_158
8
9
1,134
0
0
182
0
0
1,500
bus_only
1,967
1,134
651
69
582
778.9
8,583.1
7,804.3
0
0
1
0
0
0
529
0
1001_159
0
9
0
750
0
282
0
0
1,550
train_only
1,099
750
67
44
23
79.4
4,955.2
0
4,875.8
0
0
1
0
193
193
1
1001_159
1
9
678
0
0
192
0
2
1,500
bus_only
1,165
678
295
77
218
352.8
5,395.7
5,042.8
0
0
1
0
0
0
193
0
1001_159
2
9
688
0
0
348
0
0
1,500
bus_only
1,305
688
269
77
192
320.5
5,211.3
4,890.8
0
0
1
0
0
0
193
0
1001_159
3
9
637
0
0
348
0
0
1,500
bus_only
1,340
637
355
77
278
423.3
4,864.6
4,441.4
0
0
1
0
0
0
193
0
1001_159
4
9
627
0
0
252
0
2
1,500
bus_only
1,234
627
355
77
278
423.3
5,016.7
4,593.4
0
0
1
0
0
0
193
0
1001_159
5
9
971
0
0
354
0
0
1,500
bus_only
1,795
971
470
69
401
561.9
5,600.3
5,038.3
0
0
1
0
0
0
193
0
1001_159
6
9
706
0
0
303
0
2
1,500
bus_only
1,495
706
486
77
409
581.5
5,793.6
5,212.1
0
0
1
0
0
0
193
0
1001_159
7
9
909
0
0
354
0
0
1,500
bus_only
1,871
909
608
69
539
727.8
5,292.2
4,564.4
0
0
1
0
0
0
193
0
1001_159
8
9
696
0
0
286
0
3
1,500
bus_only
1,468
696
486
77
409
581.5
5,793.6
5,212.1
0
0
1
0
0
0
193
0
1001_1701
0
4
0
1,200
0
358
0
0
1,550
train_only
1,654
1,200
96
44
52
114
11,613.2
0
11,499.2
0
0
1
0
176
176
1
1001_1701
1
4
1,358
0
0
528
0
0
1,500
bus_only
2,137
1,358
251
30
221
300.7
11,378.4
11,077.7
0
0
1
0
0
0
176
0
1001_1701
2
4
1,323
0
0
588
0
0
1,500
bus_only
2,332
1,323
421
30
391
503.4
11,353.8
10,850.4
0
0
1
0
0
0
176
0
1001_1701
3
4
1,460
0
0
588
0
0
1,500
bus_only
2,481
1,460
433
30
403
518.3
12,183.1
11,664.8
0
0
1
0
0
0
176
0
1001_1702
0
2
0
1,500
0
94
0
0
1,550
train_only
1,657
1,500
63
44
19
75.3
13,963
0
13,887.6
0
0
1
0
86
86
1
1001_1702
1
2
1,757
0
0
594
0
0
1,500
bus_only
2,881
1,757
530
30
500
633.8
14,262.1
13,628.3
0
0
1
0
0
0
86
0
1001_1703
0
3
0
1,800
0
302
0
0
1,650
train_only
2,155
1,800
53
44
9
62.5
17,010.2
0
16,947.7
0
0
1
0
88
88
1
1001_1703
1
3
2,544
0
0
80
0
0
1,600
bus_only
2,971
2,544
347
30
317
415.7
16,741.2
16,325.4
0
0
1
0
0
0
88
0
1001_1703
2
3
2,519
0
0
80
0
0
1,600
bus_only
3,061
2,519
462
30
432
553.1
16,537.3
15,984.2
0
0
1
0
0
0
88
0
1001_1704
0
3
0
1,980
0
279
0
0
1,650
train_only
2,306
1,980
47
44
3
55.1
19,408.9
0
19,353.8
0
0
1
0
14
14
1
1001_1704
1
3
2,352
0
0
105
0
1
1,600
bus_only
3,049
2,352
592
30
562
709.1
17,514.2
16,805.1
0
0
1
0
0
0
14
0
1001_1704
2
3
3,004
0
0
324
0
0
1,600
bus_only
3,870
3,004
542
30
512
649.4
18,738.1
18,088.7
0
0
1
0
0
0
14
0
1001_1712
0
2
0
2,250
0
673
0
1
1,950
train_only
2,992
2,250
69
44
25
82.4
34,676.2
0
34,593.8
0
0
1
0
0
19
0
1001_1712
1
2
0
3,510
0
373
0
0
2,050
train_only
3,952
3,510
69
44
25
82.4
38,637.5
0
38,555.2
0
0
1
0
19
19
1
1001_1719
0
6
5,219
0
0
456
20
1
2,300
bus_only
5,799
5,219
124
30
74
146.7
50,661.5
50,514.8
0
0
1
0
0
0
15
0
1001_1719
1
6
5,025
0
0
620
20
2
2,300
bus_only
5,941
5,025
296
30
246
354.4
50,728.8
50,374.4
0
0
1
0
0
0
15
0
1001_1719
2
6
0
4,800
0
1,392
0
0
2,350
train_only
6,285
4,800
93
44
49
111.1
55,710.7
0
55,599.6
0
0
1
0
15
15
1
1001_1719
3
6
5,378
0
0
793
20
2
2,300
bus_only
6,453
5,378
282
30
232
337.2
51,064.4
50,727.2
0
0
1
0
0
0
15
0
1001_1719
4
6
5,084
0
0
686
20
2
2,300
bus_only
6,337
5,084
567
30
517
679.8
51,124
50,444.3
0
0
1
0
0
0
15
0
1001_1719
5
6
5,403
0
0
458
20
2
2,200
bus_only
6,480
5,403
619
30
569
742.1
50,263.5
49,521.3
0
0
1
0
0
0
15
0
1001_1724
0
2
0
3,360
0
659
27
1
2,550
train_only
4,123
3,360
104
44
33
122.9
69,347.5
0
69,224.6
0
0
1
0
20
20
1
1001_1724
1
2
0
3,000
0
904
0
0
2,550
train_only
4,123
3,000
219
186
33
260.7
67,730.2
0
67,469.6
0
0
1
0
0
20
0
1001_1754
0
2
256
3,300
0
700
76
1
2,050
bus+train
4,377
3,556
121
30
15
143
35,350.7
1,300.1
33,907.6
0
1
1
0
0
17
0
1001_1754
1
2
0
3,420
0
635
0
0
1,950
train_only
4,377
3,420
322
307
15
384.5
35,245.1
0
34,860.6
0
0
1
0
17
17
1
1001_1755
0
2
254
3,420
0
273
76
1
2,050
bus+train
4,074
3,674
127
30
21
150.4
36,745
1,300.1
35,294.5
0
1
1
0
0
27
0
1001_1755
1
2
0
3,540
0
206
0
0
2,050
train_only
4,074
3,540
328
307
21
391.9
36,639.4
0
36,247.5
0
0
1
0
27
27
1
1001_1757
0
2
232
3,690
0
307
76
1
2,050
bus+train
4,356
3,922
127
30
21
150.5
39,593.7
1,300.1
38,143.1
0
1
1
0
0
23
0
1001_1757
1
2
0
3,810
0
218
0
0
2,050
train_only
4,356
3,810
328
307
21
392
39,488.1
0
39,096.1
0
0
1
0
23
23
1
1001_1805
0
2
0
2,490
0
661
0
0
1,750
train_only
3,256
2,490
105
44
61
125.5
23,550.8
0
23,425.3
0
0
1
0
127
127
1
1001_1805
1
2
0
1,950
0
991
0
1
1,750
train_only
3,046
1,950
105
44
61
125.5
23,193.2
0
23,067.8
0
0
1
0
0
127
0
1001_1808
0
2
0
3,060
0
90
0
0
1,850
train_only
3,274
3,060
124
44
80
148.3
29,204.1
0
29,055.9
0
0
1
0
57
57
1
1001_1808
1
2
4,949
0
0
1,627
0
0
1,800
bus_only
7,359
4,949
783
214
569
937.1
30,750.1
29,813
0
0
1
0
0
0
57
0
1001_1809
0
2
0
2,760
0
500
0
1
1,950
train_only
3,353
2,760
93
44
49
110.7
30,859
0
30,748.3
0
0
1
0
5
42
0.119048
1001_1809
1
2
0
3,330
0
470
0
0
1,950
train_only
3,893
3,330
93
44
49
110.7
31,543.1
0
31,432.4
0
0
1
0
37
42
0.880952
1001_1810
0
2
0
2,940
0
319
0
1
1,950
train_only
3,348
2,940
89
44
45
105.9
32,871.2
0
32,765.3
0
0
1
0
0
42
0
1001_1810
1
2
0
3,570
0
409
0
0
1,950
train_only
4,068
3,570
89
44
45
105.9
33,555.7
0
33,449.8
0
0
1
0
42
42
1
1001_1811
0
2
0
3,150
0
470
0
1
2,050
train_only
3,724
3,150
104
44
60
124.5
35,201.7
0
35,077.2
0
0
1
0
1
40
0.025
1001_1811
1
2
0
3,810
0
800
0
0
2,050
train_only
4,714
3,810
104
44
60
124.5
35,981.4
0
35,856.9
0
0
1
0
39
40
0.975
1001_1813
0
3
0
1,380
0
411
0
0
1,550
train_only
1,994
1,380
203
44
159
243.2
12,952.3
0
12,709
0
0
1
0
61
61
1
1001_1813
1
3
317
1,050
0
309
184
1
1,550
bus+train
2,359
1,367
683
44
455
818.2
13,524.5
2,276
10,430.3
0
1
1
0
0
61
0
1001_1813
2
3
270
1,050
0
369
184
1
1,550
bus+train
2,613
1,320
924
44
696
1,106.4
13,220.1
1,683.4
10,430.3
0
1
1
0
0
61
0
1001_1814
0
2
0
2,100
0
544
0
0
1,650
train_only
2,713
2,100
69
44
25
81.6
19,775.7
0
19,694.2
0
0
1
0
47
47
1
1001_1814
1
2
0
1,290
720
437
132
1
4,450
train+gtx
2,693
2,010
246
49
65
293.3
35,618
0
17,148.2
18,176.4
0
1
1
0
47
0
1001_1816
0
3
0
3,210
0
786
0
0
1,950
train_only
4,110
3,210
114
44
70
135.7
30,261.5
0
30,125.9
0
0
1
0
25
25
1
1001_1816
1
3
0
2,850
0
966
0
2
1,950
train_only
3,930
2,850
114
44
70
135.7
32,190.4
0
32,054.8
0
0
1
0
0
25
0
1001_1816
2
3
194
2,550
0
1,104
161
2
1,850
bus+train
4,616
2,744
768
44
563
919.7
30,077.7
602
28,556
0
1
1
0
0
25
0
1001_1823
0
2
0
3,450
0
329
0
0
1,950
train_only
3,830
3,450
51
44
7
59.8
32,446.4
0
32,386.7
0
0
1
0
21
21
1
1001_1823
1
2
168
2,760
0
623
198
2
1,950
bus+train
4,169
2,928
618
44
376
740.6
32,103.8
615
30,748.3
0
1
1
0
0
21
0
1001_1847
0
9
1,294
0
0
194
0
1
1,500
bus_only
1,655
1,294
167
108
59
199.8
8,399.7
8,199.8
0
0
1
0
0
0
51
0.111111
1001_1847
1
9
1,245
0
0
134
0
1
1,500
bus_only
1,852
1,245
473
108
365
566.6
8,384.7
7,818.1
0
0
1
0
0
0
51
0.111111
1001_1847
2
9
1,335
0
0
671
0
1
1,500
bus_only
2,318
1,335
312
44
268
372.4
8,714.3
8,341.8
0
0
1
0
0
0
51
0.111111
1001_1847
3
9
1,322
0
0
410
0
2
1,500
bus_only
2,106
1,322
374
108
266
447.9
8,832.6
8,384.8
0
0
1
0
0
0
51
0.111111
1001_1847
4
9
1,418
0
0
134
0
1
1,500
bus_only
1,944
1,418
392
108
284
469
8,858.8
8,389.7
0
0
1
0
0
0
51
0.111111
1001_1847
5
9
1,471
0
0
194
0
1
1,500
bus_only
2,293
1,471
628
108
520
752.8
9,440.2
8,687.3
0
0
1
0
0
0
51
0.111111
1001_1847
6
9
2,182
0
0
357
114
1
1,600
bus_only
3,169
2,182
630
44
472
753.6
16,889.9
16,136.3
0
0
1
0
0
0
51
0.111111
1001_1847
7
9
2,093
0
0
417
114
1
1,600
bus_only
3,160
2,093
650
44
492
777.8
16,562
15,784.2
0
0
1
0
0
0
51
0.111111
1001_1847
8
9
1,665
0
0
460
223
1
1,500
bus_only
2,857
1,665
732
44
465
876.3
9,653.2
8,776.9
0
0
1
0
0
0
51
0.111111
1001_1848
0
7
1,684
0
0
589
0
1
1,500
bus_only
2,431
1,684
158
44
114
187.1
9,937.7
9,750.6
0
0
1
0
0
0
110
0.142857
1001_1848
1
7
1,330
0
0
165
40
1
1,500
bus_only
1,788
1,330
293
108
145
349.6
9,144.2
8,794.6
0
0
1
0
0
0
110
0.142857
1001_1848
2
7
1,732
0
0
529
0
1
1,500
bus_only
2,637
1,732
376
44
332
449.7
10,536.9
10,087.2
0
0
1
0
0
0
110
0.142857
1001_1848
3
7
1,377
0
0
165
40
1
1,500
bus_only
2,022
1,377
480
108
332
574.1
9,705.3
9,131.2
0
0
1
0
0
0
110
0.142857
1001_1848
4
7
1,334
0
0
517
102
1
1,500
bus_only
2,397
1,334
546
44
400
653.4
9,916.6
9,263.3
0
0
1
0
0
0
110
0.142857
1001_1848
5
7
1,652
0
0
529
0
1
1,500
bus_only
2,703
1,652
522
44
478
624.6
10,078.4
9,453.9
0
0
1
0
0
0
110
0.142857
1001_1848
6
7
1,298
0
0
165
40
1
1,500
bus_only
2,089
1,298
626
108
478
748.9
9,246.8
8,497.9
0
0
1
0
0
0
110
0.142857
1001_1851
0
3
1,909
630
0
359
93
1
1,750
bus+train
3,052
2,539
154
44
17
182.7
24,054.6
15,950.9
7,921
0
1
1
0
0
14
0.333333
1001_1851
1
3
3,461
0
0
143
0
1
1,700
bus_only
3,770
3,461
166
44
122
197.5
23,653.9
23,456.3
0
0
1
0
0
0
14
0.333333
1001_1851
2
3
3,595
0
0
203
0
1
1,700
bus_only
4,412
3,595
614
44
570
733.6
24,805.6
24,072
0
0
1
0
0
0
14
0.333333
1001_1852
0
16
2,224
840
0
451
44
1
1,750
bus+train
3,627
3,064
112
44
24
133.2
24,775.4
15,127.9
9,514.3
0
1
1
0
0
13
0.0625
1001_1852
1
16
1,812
1,050
0
245
92
1
1,750
bus+train
3,267
2,862
160
44
24
190
23,745.6
12,786.6
10,769
0
1
1
0
0
13
0.0625