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_4124
3
8
1,151
0
0
384
322
2
1,500
bus_only
2,061
1,151
526
44
160
628.8
10,694.7
10,065.8
0
0
1
0
0
0
42
0
1001_4124
4
8
1,393
0
0
590
64
1
1,500
bus_only
2,534
1,393
551
44
443
658.7
9,431.7
8,773
0
0
1
0
0
0
42
0
1001_4124
5
8
1,245
0
0
537
69
3
1,500
bus_only
2,414
1,245
632
44
519
754.7
9,890.3
9,135.6
0
0
1
0
0
0
42
0
1001_4124
6
8
1,111
0
0
384
322
2
1,500
bus_only
2,369
1,111
874
44
508
1,046
10,524.7
9,478.7
0
0
1
0
0
0
42
0
1001_4124
7
8
1,085
0
0
369
337
2
1,500
bus_only
2,354
1,085
900
44
519
1,077.5
9,886.5
8,809
0
0
1
0
0
0
42
0
1001_4125
0
11
1,554
0
0
324
0
0
1,500
bus_only
2,212
1,554
334
30
304
399.6
10,290.1
9,890.5
0
0
1
0
0
0
359
0
1001_4125
1
11
961
0
0
340
0
2
1,500
bus_only
1,769
961
468
77
391
560.4
9,545.8
8,985.5
0
0
1
0
0
0
359
0
1001_4125
2
11
1,214
0
0
484
0
0
1,500
bus_only
2,046
1,214
348
44
304
415.8
9,119.4
8,703.6
0
0
1
0
0
0
359
0
1001_4125
3
11
766
160
0
613
141
2
1,550
bus+train
1,800
926
261
77
43
310.1
9,683.9
7,541.6
1,832.2
0
1
1
0
0
359
0
1001_4125
4
11
1,120
0
0
484
0
0
1,500
bus_only
1,977
1,120
373
44
329
446.2
8,499.6
8,053.4
0
0
1
0
0
0
359
0
1001_4125
5
11
1,460
0
0
324
0
0
1,500
bus_only
2,153
1,460
369
30
339
441.9
9,682.1
9,240.3
0
0
1
0
0
0
359
0
1001_4125
6
11
1,289
0
0
648
12
1
1,500
bus_only
2,237
1,289
300
44
244
357.5
8,926.7
8,569.3
0
0
1
0
0
0
359
0
1001_4125
7
11
1,215
0
0
326
33
1
1,500
bus_only
1,947
1,215
406
44
329
485.6
9,370.5
8,884.9
0
0
1
0
0
0
359
0
1001_4125
8
11
1,309
0
0
326
33
1
1,500
bus_only
2,058
1,309
423
44
346
505.6
10,040.7
9,535.1
0
0
1
0
0
0
359
0
1001_4125
9
11
1,055
0
0
400
0
2
1,500
bus_only
1,878
1,055
423
77
346
505.9
10,141.6
9,635.7
0
0
1
0
0
0
359
0
1001_4125
10
11
0
1,030
0
316
164
1
1,550
train_only
2,447
1,030
1,101
307
630
1,318.5
11,486.3
0
10,167.8
0
0
1
0
356
359
1
1001_4126
0
15
2,170
0
0
515
0
0
1,500
bus_only
2,817
2,170
132
44
88
156.7
12,247.7
12,091
0
0
1
0
0
0
96
0
1001_4126
1
15
1,654
0
0
248
53
1
1,500
bus_only
2,132
1,654
230
44
133
274.3
11,573.7
11,299.4
0
0
1
0
0
0
96
0
1001_4126
2
15
2,274
0
0
515
0
0
1,500
bus_only
3,042
2,274
253
44
209
302.1
12,680.2
12,378.2
0
0
1
0
0
0
96
0
1001_4126
3
15
1,372
0
0
716
0
1
1,500
bus_only
2,220
1,372
132
44
88
156.7
9,185.7
9,029.1
0
0
1
0
0
0
96
0
1001_4126
4
15
1,442
0
0
656
0
1
1,500
bus_only
2,383
1,442
285
44
241
340.9
9,566.6
9,225.7
0
0
1
0
0
0
96
0
1001_4126
5
15
1,245
90
0
512
265
1
1,550
bus+train
2,172
1,335
325
44
16
388.2
9,925.4
8,703.6
833.6
0
1
1
0
1
96
1
1001_4126
6
15
1,257
0
0
801
0
1
1,500
bus_only
2,422
1,257
364
44
320
434.7
9,362
8,927.3
0
0
1
0
0
0
96
0
1001_4126
7
15
2,071
0
0
455
0
0
1,500
bus_only
2,976
2,071
450
44
406
538
12,356.1
11,818
0
0
1
0
0
0
96
0
1001_4126
8
15
1,273
0
0
656
0
1
1,500
bus_only
2,379
1,273
450
44
406
538
9,294.2
8,756.1
0
0
1
0
0
0
96
0
1001_4126
9
15
1,597
0
0
248
53
1
1,500
bus_only
2,348
1,597
503
44
406
601
11,498.7
10,897.7
0
0
1
0
0
0
96
0
1001_4126
10
15
1,356
0
0
801
0
1
1,500
bus_only
2,694
1,356
537
44
493
643
10,290.4
9,647.4
0
0
1
0
0
0
96
0
1001_4126
11
15
1,709
0
0
653
24
1
1,500
bus_only
2,942
1,709
580
44
512
693.9
12,643.3
11,949.4
0
0
1
0
0
0
96
0
1001_4126
12
15
1,317
0
0
501
119
2
1,500
bus_only
2,493
1,317
675
44
512
808.5
10,282
9,473.6
0
0
1
0
0
0
96
0
1001_4126
13
15
1,216
0
0
407
314
1
1,500
bus_only
2,493
1,216
870
44
512
1,042.3
9,724.5
8,682.2
0
0
1
0
0
0
96
0
1001_4126
14
15
1,256
0
0
402
314
2
1,500
bus_only
2,509
1,256
851
44
493
1,019.4
10,153.3
9,133.9
0
0
1
0
0
0
96
0
1001_4127
0
12
1,868
0
0
449
0
1
1,500
bus_only
2,418
1,868
101
44
57
119.6
11,803.5
11,683.8
0
0
1
0
0
0
58
0
1001_4127
1
12
1,486
0
0
202
0
2
1,500
bus_only
1,903
1,486
215
77
138
257
11,628.3
11,371.3
0
0
1
0
0
0
58
0
1001_4127
2
12
1,362
720
0
424
18
1
1,550
bus+train
2,636
2,082
130
44
68
154.3
12,470.5
7,881.6
4,434.6
0
1
1
0
0
58
0
1001_4127
3
12
1,707
0
0
500
0
1
1,500
bus_only
2,389
1,707
182
44
138
217.3
11,536.2
11,318.9
0
0
1
0
0
0
58
0
1001_4127
4
12
0
1,415
0
431
103
1
1,650
train_only
2,061
1,415
215
44
68
256.3
15,382.2
0
15,125.9
0
0
1
0
58
58
1
1001_4127
5
12
1,664
60
0
634
96
1
1,550
bus+train
2,581
1,724
223
44
83
265.5
12,057.4
11,104.9
687
0
1
1
0
0
58
0
1001_4127
6
12
1,815
0
0
449
0
1
1,500
bus_only
2,603
1,815
339
44
295
405.8
11,875.3
11,469.5
0
0
1
0
0
0
58
0
1001_4127
7
12
1,908
0
0
509
0
1
1,500
bus_only
2,759
1,908
342
44
298
408.5
12,429.7
12,021.2
0
0
1
0
0
0
58
0
1001_4127
8
12
1,663
0
0
560
0
1
1,500
bus_only
2,646
1,663
423
44
379
504.9
11,365.7
10,860.7
0
0
1
0
0
0
58
0
1001_4127
9
12
1,442
0
0
262
0
2
1,500
bus_only
2,160
1,442
456
77
379
544.6
11,457.7
10,913.1
0
0
1
0
0
0
58
0
1001_4127
10
12
1,485
0
0
489
0
3
1,500
bus_only
2,380
1,485
406
77
329
485.8
11,830
11,344.2
0
0
1
0
0
0
58
0
1001_4127
11
12
1,609
0
0
605
0
1
1,500
bus_only
2,762
1,609
548
30
518
656.3
11,490.5
10,834.3
0
0
1
0
0
0
58
0
1001_4128
0
15
1,174
720
0
822
18
1
1,550
bus+train
2,816
1,894
100
44
38
117.4
13,309.7
7,881.6
5,310.7
0
1
1
0
0
58
0.066667
1001_4128
1
15
1,031
595
0
384
39
2
1,550
bus+train
2,156
1,626
146
69
38
171.9
12,344.8
7,663.4
4,509.4
0
1
1
0
0
58
0.066667
1001_4128
2
15
1,503
0
0
636
0
2
1,500
bus_only
2,345
1,503
206
77
129
246.3
11,959.8
11,713.5
0
0
1
0
0
0
58
0.066667
1001_4128
3
15
1,765
0
0
811
53
1
1,500
bus_only
2,802
1,765
226
44
129
269.6
13,122.3
12,852.7
0
0
1
0
0
0
58
0.066667
1001_4128
4
15
1,115
330
0
343
286
1
1,550
bus+train
2,156
1,445
368
44
38
439.2
11,154.6
8,053.4
2,662.1
0
1
1
0
0
58
0.066667
1001_4128
5
15
1,978
0
0
683
0
1
1,500
bus_only
3,022
1,978
361
44
317
431.3
10,897.8
10,466.4
0
0
1
0
0
0
58
0.066667
1001_4128
6
15
1,652
0
0
952
24
1
1,500
bus_only
2,989
1,652
385
44
317
459
13,156.9
12,697.9
0
0
1
0
0
0
58
0.066667
1001_4128
7
15
2,099
0
0
683
0
1
1,500
bus_only
3,204
2,099
422
44
378
505.4
11,587.7
11,082.3
0
0
1
0
0
0
58
0.066667
1001_4128
8
15
1,773
0
0
952
24
1
1,500
bus_only
3,171
1,773
446
44
378
533
13,846.8
13,313.8
0
0
1
0
0
0
58
0.066667
1001_4128
9
15
2,006
0
0
819
0
2
1,500
bus_only
3,242
2,006
417
44
373
498.2
14,696.1
14,197.9
0
0
1
0
0
0
58
0.066667
1001_4128
10
15
1,560
0
0
209
172
2
1,500
bus_only
2,327
1,560
558
69
317
667.1
13,122.3
12,455.1
0
0
1
0
0
0
58
0.066667
1001_4128
11
15
2,262
0
0
437
126
1
1,600
bus_only
3,242
2,262
543
44
373
648.7
15,939.3
15,290.5
0
0
1
0
0
0
58
0.066667
1001_4128
12
15
1,579
0
0
696
0
2
1,500
bus_only
2,826
1,579
551
77
474
659
12,901.9
12,242.9
0
0
1
0
0
0
58
0.066667
1001_4128
13
15
1,659
0
0
209
172
2
1,500
bus_only
2,487
1,659
619
69
378
741.2
13,812.2
13,071
0
0
1
0
0
0
58
0.066667
1001_4128
14
15
1,882
0
0
871
53
1
1,500
bus_only
3,324
1,882
571
44
474
682.3
14,064.4
13,382.1
0
0
1
0
0
0
58
0.066667
1001_4129
0
2
1,582
0
0
101
0
0
1,500
bus_only
1,820
1,582
137
44
93
162.9
13,347.4
13,184.4
0
0
1
0
0
0
243
0.5
1001_4129
1
2
1,641
0
0
41
0
0
1,500
bus_only
1,954
1,641
272
44
228
325.3
13,814.6
13,489.2
0
0
1
0
0
0
243
0.5
1001_413
0
3
1,807
0
0
506
0
0
1,500
bus_only
2,449
1,807
136
77
59
161.4
13,796.3
13,634.8
0
0
1
0
0
0
319
0
1001_413
1
3
0
1,620
0
107
0
0
1,550
train_only
2,038
1,620
311
307
4
371.3
14,597.5
0
14,226.2
0
0
1
0
319
319
1
1001_413
2
3
1,747
0
0
506
0
0
1,500
bus_only
2,854
1,747
601
77
524
720
13,933.9
13,213.9
0
0
1
0
0
0
319
0
1001_4130
0
5
1,425
125
0
285
92
1
1,550
bus+train
2,050
1,550
215
44
79
256.5
14,935.9
13,184.4
1,495
0
1
1
0
0
41
0.2
1001_4130
1
5
1,768
0
0
153
0
1
1,500
bus_only
2,277
1,768
356
44
312
425.9
15,088.8
14,662.8
0
0
1
0
0
0
41
0.2
1001_4130
2
5
1,828
0
0
213
0
1
1,600
bus_only
2,424
1,828
383
44
339
457.6
15,693.9
15,236.3
0
0
1
0
0
0
41
0.2
1001_4130
3
5
1,892
0
0
281
54
1
1,600
bus_only
2,539
1,892
366
44
268
437.8
15,965.3
15,527.5
0
0
1
0
0
0
41
0.2
1001_4130
4
5
2,211
0
0
223
0
1
1,600
bus_only
2,833
2,211
399
44
355
477.6
18,290
17,812.4
0
0
1
0
0
0
41
0.2
1001_4131
0
12
2,297
0
0
545
0
1
1,600
bus_only
3,017
2,297
175
44
131
208.1
16,058.3
15,850.2
0
0
1
0
0
0
33
0.083333
1001_4131
1
12
1,515
295
0
845
92
1
1,650
bus+train
2,836
1,810
181
44
45
215.3
16,115.4
13,184.4
2,715.6
0
1
1
0
0
33
0.083333
1001_4131
2
12
2,321
0
0
545
0
1
1,600
bus_only
3,044
2,321
178
44
134
211.7
16,205.4
15,993.6
0
0
1
0
0
0
33
0.083333
1001_4131
3
12
2,023
0
0
653
0
2
1,600
bus_only
2,854
2,023
178
44
134
211.7
15,275.8
15,064.1
0
0
1
0
0
0
33
0.083333
1001_4131
4
12
2,021
0
0
567
169
1
1,600
bus_only
2,935
2,021
347
44
134
413.5
16,196.8
15,783.3
0
0
1
0
0
0
33
0.083333
1001_4131
5
12
1,991
0
0
653
0
2
1,500
bus_only
2,937
1,991
293
44
249
350.5
15,077
14,726.5
0
0
1
0
0
0
33
0.083333
1001_4131
6
12
2,047
0
0
1,026
54
1
1,600
bus_only
3,420
2,047
347
44
249
415.1
16,873
16,457.9
0
0
1
0
0
0
33
0.083333
1001_4131
7
12
1,989
0
0
567
169
1
1,600
bus_only
3,018
1,989
462
44
249
552.3
15,998
15,445.7
0
0
1
0
0
0
33
0.083333
1001_4131
8
12
2,348
0
0
818
0
2
1,600
bus_only
3,517
2,348
351
44
307
418.8
16,648.9
16,230
0
0
1
0
0
0
33
0.083333
1001_4131
9
12
2,185
0
0
743
0
1
1,600
bus_only
3,392
2,185
464
44
420
554.8
18,213.6
17,658.8
0
0
1
0
0
0
33
0.083333
1001_4131
10
12
2,105
0
0
683
0
1
1,600
bus_only
3,396
2,105
608
44
564
727.5
18,114
17,386.4
0
0
1
0
0
0
33
0.083333
1001_4131
11
12
2,649
0
0
699
0
2
1,600
bus_only
3,895
2,649
547
44
503
655.3
18,450.8
17,795.4
0
0
1
0
0
0
33
0.083333
1001_4132
0
17
2,597
0
0
424
0
1
1,600
bus_only
3,238
2,597
217
44
173
258.3
17,133.8
16,875.5
0
0
1
0
0
0
34
0
1001_4132
1
17
2,184
0
0
516
0
2
1,600
bus_only
2,917
2,184
217
44
173
258.3
16,723
16,464.7
0
0
1
0
0
0
34
0
1001_4132
2
17
2,558
0
0
484
0
1
1,600
bus_only
3,270
2,558
228
44
184
271.5
16,786.8
16,515.4
0
0
1
0
0
0
34
0
1001_4132
3
17
0
2,590
0
335
103
1
1,750
train_only
3,112
2,590
187
44
40
222.5
20,565.1
0
20,342.6
0
0
1
0
34
34
1
1001_4132
4
17
2,145
0
0
576
0
2
1,600
bus_only
2,949
2,145
228
44
184
271.5
16,376.1
16,104.6
0
0
1
0
0
0
34
0
1001_4132
5
17
2,241
0
0
290
169
1
1,600
bus_only
2,917
2,241
386
44
173
460.1
17,125.3
16,665.2
0
0
1
0
0
0
34
0
1001_4132
6
17
2,202
0
0
350
169
1
1,600
bus_only
2,949
2,202
397
44
184
473.3
16,778.3
16,305
0
0
1
0
0
0
34
0
1001_4132
7
17
2,263
0
0
605
0
3
1,500
bus_only
3,114
2,263
246
44
202
293.6
15,129.7
14,836.1
0
0
1
0
0
0
34
0
1001_4132
8
17
2,674
0
0
1,082
0
2
1,600
bus_only
4,002
2,674
246
44
202
293.6
17,107.2
16,813.6
0
0
1
0
0
0
34
0
1001_4132
9
17
2,234
0
0
465
169
2
1,600
bus_only
3,114
2,234
415
44
202
495.4
17,098.6
16,603.3
0
0
1
0
0
0
34
0
1001_4132
10
17
2,627
0
0
794
0
2
1,600
bus_only
3,755
2,627
334
44
290
398.8
17,227.9
16,829.1
0
0
1
0
0
0
34
0
1001_4132
11
17
2,436
0
0
953
0
2
1,600
bus_only
3,723
2,436
334
44
290
398.8
16,298.3
15,899.6
0
0
1
0
0
0
34
0
1001_4132
12
17
2,715
0
0
941
54
1
1,600
bus_only
4,035
2,715
379
44
281
452.8
18,160.5
17,707.7
0
0
1
0
0
0
34
0
1001_4132
13
17
2,214
0
0
787
0
3
1,600
bus_only
3,335
2,214
334
44
290
398.8
16,817.1
16,418.4
0
0
1
0
0
0
34
0
1001_4132
14
17
2,486
0
0
379
40
2
1,600
bus_only
3,303
2,486
438
108
290
523.1
16,543.6
16,020.5
0
0
1
0
0
0
34
0
1001_4132
15
17
2,798
0
0
941
54
1
1,600
bus_only
4,127
2,798
388
44
290
463.3
18,676.9
18,213.6
0
0
1
0
0
0
34
0
1001_4132
16
17
2,449
0
0
779
0
2
1,600
bus_only
3,779
2,449
551
44
507
660.2
16,427.2
15,767
0
0
1
0
0
0
34
0
1001_4133
0
17
1,440
1,000
0
309
56
2
1,650
bus+train
2,844
2,440
95
30
9
113.3
17,524.4
9,615.2
7,795.9
0
1
1
0
0
68
0
1001_4133
1
17
0
2,055
0
718
103
1
1,750
train_only
2,929
2,055
156
44
9
185.6
21,052
0
20,866.4
0
0
1
0
68
68
1
1001_4133
2
17
2,867
0
0
320
0
1
1,600
bus_only
3,421
2,867
234
30
204
279.8
18,358.7
18,078.9
0
0
1
0
0
0
68
0