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_4125
4
8
1,079
150
0
402
57
1
1,550
bus+train
2,089
1,229
458
62
339
547
10,255
8,053.4
1,654.6
0
1
1
0
0
199
0
1002_4125
5
8
1,173
150
0
402
57
1
1,550
bus+train
2,190
1,323
465
62
346
555.3
10,913.4
8,703.6
1,654.6
0
1
1
0
0
199
0
1002_4125
6
8
1,182
0
0
666
0
0
1,500
bus_only
2,593
1,182
745
416
329
893.4
8,833.5
7,940.1
0
0
1
0
0
0
199
0
1002_4125
7
8
1,323
150
0
511
57
2
1,550
bus+train
2,633
1,473
649
62
530
775.5
12,902.7
10,472.6
1,654.6
0
1
1
0
0
199
0
1002_4126
0
24
908
505
0
559
96
2
1,550
bus+train
2,146
1,413
174
62
16
205.1
12,221.4
7,680.7
4,335.6
0
1
1
0
0
56
0
1002_4126
1
24
94
975
0
775
159
2
1,550
bus+train
2,198
1,069
354
62
133
422.5
13,006.6
898.8
11,685.3
0
1
1
0
0
56
0
1002_4126
2
24
0
1,585
0
1,040
103
1
1,550
train_only
2,806
1,585
181
62
16
214.3
12,887.3
0
12,673
0
0
1
0
56
56
1
1002_4126
3
24
2,024
150
0
450
57
1
1,550
bus+train
2,831
2,174
207
62
88
245.7
13,991.3
12,091
1,654.6
0
1
1
0
0
56
0
1002_4126
4
24
1,547
480
0
623
40
1
1,650
bus+train
2,885
2,027
235
62
133
280.8
16,166
10,467
5,418.2
0
1
1
0
0
56
0
1002_4126
5
24
1,402
150
0
831
57
2
1,550
bus+train
2,605
1,552
222
62
103
263.9
12,758.3
10,839.8
1,654.6
0
1
1
0
0
56
0
1002_4126
6
24
1,363
150
0
938
57
2
1,550
bus+train
2,703
1,513
252
62
133
300.3
12,923.5
10,968.6
1,654.6
0
1
1
0
0
56
0
1002_4126
7
24
2,103
150
0
450
57
1
1,550
bus+train
3,031
2,253
328
62
209
391.1
14,423.8
12,378.2
1,654.6
0
1
1
0
0
56
0
1002_4126
8
24
1,410
150
0
522
170
2
1,550
bus+train
2,417
1,560
335
62
103
398.7
13,016
10,962.7
1,654.6
0
1
1
0
0
56
0
1002_4126
9
24
1,449
150
0
831
57
2
1,550
bus+train
2,790
1,599
360
62
241
429.9
13,121
11,036.5
1,654.6
0
1
1
0
0
56
0
1002_4126
10
24
1,502
480
0
683
40
1
1,650
bus+train
3,075
1,982
410
62
308
489.6
15,975.1
10,067.2
5,418.2
0
1
1
0
0
56
0
1002_4126
11
24
1,366
0
0
780
0
1
1,500
bus_only
2,650
1,366
504
416
88
603.9
9,519.7
8,915.8
0
0
1
0
0
0
56
0
1002_4126
12
24
1,494
150
0
522
170
2
1,550
bus+train
2,627
1,644
461
62
229
550.4
13,454.8
11,249.8
1,654.6
0
1
1
0
0
56
0
1002_4126
13
24
326
975
0
764
157
2
1,550
bus+train
2,514
1,301
449
62
230
536.2
13,038.1
816.6
11,685.3
0
1
1
0
0
56
0
1002_4126
14
24
1,932
150
0
390
57
1
1,550
bus+train
2,997
2,082
525
62
406
627
14,099.7
11,818
1,654.6
0
1
1
0
0
56
0
1002_4126
15
24
47
975
0
835
159
2
1,550
bus+train
2,386
1,022
529
62
308
631.4
12,815.7
499
11,685.3
0
1
1
0
0
56
0
1002_4126
16
24
111
975
0
764
157
2
1,550
bus+train
2,387
1,086
537
62
318
641.9
12,829.3
502.2
11,685.3
0
1
1
0
0
56
0
1002_4126
17
24
1,310
150
0
831
57
2
1,550
bus+train
2,816
1,460
525
62
406
627
12,848.5
10,566.9
1,654.6
0
1
1
0
0
56
0
1002_4126
18
24
1,413
0
0
720
0
1
1,500
bus_only
2,790
1,413
657
416
241
788.1
9,900.6
9,112.4
0
0
1
0
0
0
56
0
1002_4126
19
24
1,444
150
0
734
81
2
1,550
bus+train
2,927
1,594
599
62
456
714.5
14,770.2
12,401.1
1,654.6
0
1
1
0
0
56
0
1002_4126
20
24
1,318
150
0
522
170
2
1,550
bus+train
2,628
1,468
638
62
406
761.9
13,106.2
10,689.7
1,654.6
0
1
1
0
0
56
0
1002_4126
21
24
1,314
150
0
572
57
2
1,550
bus+train
2,667
1,464
631
62
512
754.9
13,278.9
10,869.4
1,654.6
0
1
1
0
0
56
0
1002_4126
22
24
1,591
480
0
623
40
1
1,650
bus+train
3,289
2,071
595
62
493
712.4
16,917.9
10,787.3
5,418.2
0
1
1
0
0
56
0
1002_4126
23
24
1,347
150
0
766
57
3
1,550
bus+train
2,838
1,497
575
62
456
686.5
13,662.2
11,321.1
1,654.6
0
1
1
0
0
56
0
1002_4127
0
10
1,416
150
0
695
57
2
1,550
bus+train
2,437
1,566
176
62
57
208.6
13,547.1
11,683.8
1,654.6
0
1
1
0
0
48
0
1002_4127
1
10
0
1,140
0
889
103
1
1,550
train_only
2,262
1,140
233
62
68
277.1
13,748.4
0
13,471.3
0
0
1
0
48
48
1
1002_4127
2
10
1,657
0
0
689
0
2
1,500
bus_only
2,522
1,657
176
38
138
210.1
13,229.8
13,019.8
0
0
1
0
0
0
48
0
1002_4127
3
10
1,336
330
0
389
124
1
1,550
bus+train
2,379
1,666
324
62
138
386.7
14,136.2
9,730.7
4,018.8
0
1
1
0
0
48
0
1002_4127
4
10
1,298
330
0
389
124
1
1,550
bus+train
2,498
1,628
481
62
295
575.2
14,020.1
9,426.1
4,018.8
0
1
1
0
0
48
0
1002_4127
5
10
1,456
150
0
755
57
2
1,550
bus+train
2,778
1,606
417
62
298
497.5
14,173.3
12,021.2
1,654.6
0
1
1
0
0
48
0
1002_4127
6
10
1,617
0
0
749
0
2
1,500
bus_only
2,783
1,617
417
38
379
497.7
13,059.3
12,561.6
0
0
1
0
0
0
48
0
1002_4127
7
10
1,186
300
0
722
134
1
1,550
bus+train
2,783
1,486
575
62
379
687.1
13,410.9
9,887.6
2,836.2
0
1
1
0
0
48
0
1002_4127
8
10
1,371
480
0
485
40
1
1,650
bus+train
2,959
1,851
623
62
521
746.4
16,951.9
10,787.3
5,418.2
0
1
1
0
0
48
0
1002_4127
9
10
1,383
0
0
307
314
1
1,500
bus_only
2,749
1,383
1,059
416
329
1,269.8
10,990.6
9,720.8
0
0
1
0
0
0
48
0
1002_4128
0
9
0
1,830
0
607
103
1
1,550
train_only
2,640
1,830
203
62
38
240.3
14,741.8
0
14,501.5
0
0
1
0
47
47
1
1002_4128
1
9
0
1,425
0
632
103
2
1,550
train_only
2,260
1,425
203
62
38
240.3
14,587.7
0
14,347.4
0
0
1
0
0
47
0
1002_4128
2
9
1,540
0
0
773
0
3
1,500
bus_only
2,480
1,540
167
38
129
199.4
13,552.4
13,353
0
0
1
0
0
0
47
0
1002_4128
3
9
1,393
150
0
1,243
57
2
1,550
bus+train
3,034
1,543
248
62
129
295.6
14,472.1
12,521.9
1,654.6
0
1
1
0
0
47
0
1002_4128
4
9
1,324
150
0
596
219
2
1,550
bus+train
2,480
1,474
410
62
129
489
14,794
12,650.4
1,654.6
0
1
1
0
0
47
0
1002_4128
5
9
1,309
150
0
543
81
2
1,550
bus+train
2,462
1,459
460
62
317
547.9
14,900.4
12,697.9
1,654.6
0
1
1
0
0
47
0
1002_4128
6
9
1,380
150
0
543
81
2
1,550
bus+train
2,594
1,530
521
62
378
622
15,590.3
13,313.8
1,654.6
0
1
1
0
0
47
0
1002_4128
7
9
1,582
0
0
833
0
3
1,500
bus_only
2,927
1,582
512
38
474
612.1
14,494.5
13,882.4
0
0
1
0
0
0
47
0
1002_4128
8
9
1,435
150
0
1,243
57
2
1,550
bus+train
3,423
1,585
595
62
476
710.9
15,416.8
13,051.3
1,654.6
0
1
1
0
0
47
0
1002_4129
0
12
0
1,320
0
562
103
1
1,550
train_only
2,048
1,320
166
62
1
196.9
15,170.8
0
14,973.9
0
0
1
0
142
142
1
1002_4129
1
12
1,574
0
0
223
0
2
1,500
bus_only
2,486
1,574
689
416
273
825.5
11,952.8
11,127.3
0
0
1
0
0
0
142
0
1002_4129
2
12
1,689
150
0
601
57
1
1,550
bus+train
2,683
1,839
243
62
124
288.5
15,127.6
13,184.4
1,654.6
0
1
1
0
0
142
0
1002_4129
3
12
2,136
0
0
173
0
1
1,600
bus_only
2,617
2,136
308
184
124
367.4
16,308.3
15,940.9
0
0
1
0
0
0
142
0
1002_4129
4
12
1,519
330
0
439
124
2
1,650
bus+train
2,598
1,849
310
62
124
369
17,092.3
12,704.6
4,018.8
0
1
1
0
0
142
0
1002_4129
5
12
1,769
150
0
601
57
1
1,650
bus+train
2,867
1,919
347
62
228
414.3
15,558.1
13,489.2
1,654.6
0
1
1
0
0
142
0
1002_4129
6
12
2,251
0
0
173
0
1
1,600
bus_only
2,836
2,251
412
184
228
493.1
16,738.8
16,245.7
0
0
1
0
0
0
142
0
1002_4129
7
12
1,599
330
0
439
124
2
1,650
bus+train
2,782
1,929
414
62
228
494.8
17,522.9
13,009.3
4,018.8
0
1
1
0
0
142
0
1002_4129
8
12
1,700
150
0
1,148
57
2
1,550
bus+train
3,390
1,850
392
62
273
467.3
15,173.3
13,051.3
1,654.6
0
1
1
0
0
142
0
1002_4129
9
12
2,263
0
0
990
113
1
1,600
bus_only
3,889
2,263
636
38
485
762.1
17,323.3
16,561.3
0
0
1
0
0
0
142
0
1002_4129
10
12
2,099
0
0
692
0
2
1,600
bus_only
3,460
2,099
669
184
485
801.6
17,662.2
16,860.6
0
0
1
0
0
0
142
0
1002_4129
11
12
2,225
150
0
815
57
3
1,650
bus+train
3,836
2,375
646
62
527
772.7
18,130
15,702.7
1,654.6
0
1
1
0
0
142
0
1002_4130
0
8
0
1,650
0
568
103
1
1,650
train_only
2,462
1,650
244
62
79
290.5
16,759.4
0
16,468.9
0
0
1
0
34
34
1
1002_4130
1
8
1,784
0
0
394
0
3
1,500
bus_only
2,510
1,784
332
38
294
397.2
15,050.3
14,653.1
0
0
1
0
0
0
34
0
1002_4130
2
8
1,766
330
0
347
124
1
1,650
bus+train
2,932
2,096
489
62
303
583.4
17,588.9
12,986.7
4,018.8
0
1
1
0
0
34
0
1002_4130
3
8
2,023
0
0
387
0
3
1,600
bus_only
2,716
2,023
306
38
268
366
16,227.1
15,861
0
0
1
0
0
0
34
0
1002_4130
4
8
1,911
0
0
350
0
2
1,600
bus_only
2,602
1,911
341
38
303
406.8
15,801.1
15,394.3
0
0
1
0
0
0
34
0
1002_4130
5
8
1,972
0
0
350
0
2
1,600
bus_only
2,699
1,972
377
38
339
450.4
16,418.2
15,967.8
0
0
1
0
0
0
34
0
1002_4130
6
8
2,016
0
0
423
0
3
1,600
bus_only
2,832
2,016
393
38
355
470.3
16,888.9
16,418.6
0
0
1
0
0
0
34
0
1002_4130
7
8
1,828
330
0
347
124
1
1,650
bus+train
3,030
2,158
525
62
339
627
18,206
13,560.2
4,018.8
0
1
1
0
0
34
0
1002_4131
0
20
0
1,830
0
599
103
2
1,650
train_only
2,639
1,830
210
62
45
249.3
17,942.3
0
17,693
0
0
1
0
0
43
0
1002_4131
1
20
0
2,275
0
564
103
1
1,650
train_only
3,049
2,275
210
62
45
249.3
18,096.4
0
17,847.1
0
0
1
0
43
43
1
1002_4131
2
20
2,108
720
0
310
10
1
1,750
bus+train
4,085
2,828
947
512
425
1,134.4
22,448.9
14,554.6
6,759.9
0
1
1
0
0
43
0
1002_4131
3
20
2,493
0
0
728
0
5
1,600
bus_only
3,393
2,493
172
38
134
204.5
16,756.5
16,552
0
0
1
0
0
0
43
0
1002_4131
4
20
2,934
0
0
642
49
2
1,600
bus_only
3,794
2,934
218
38
131
259.2
17,745.3
17,486.1
0
0
1
0
0
0
43
0
1002_4131
5
20
2,958
0
0
642
49
2
1,600
bus_only
3,821
2,958
221
38
134
262.9
17,892.4
17,629.5
0
0
1
0
0
0
43
0
1002_4131
6
20
2,563
0
0
662
49
3
1,600
bus_only
3,446
2,563
221
38
134
262.9
17,485
17,222.2
0
0
1
0
0
0
43
0
1002_4131
7
20
2,318
330
0
848
124
2
1,650
bus+train
3,816
2,648
320
62
134
381.2
19,121.4
14,721.4
4,018.8
0
1
1
0
0
43
0
1002_4131
8
20
2,531
0
0
662
49
3
1,600
bus_only
3,529
2,531
336
38
249
401.7
17,286.2
16,884.6
0
0
1
0
0
0
43
0
1002_4131
9
20
3,417
0
0
887
0
2
1,700
bus_only
4,604
3,417
300
51
249
359.2
24,652.3
24,293.1
0
0
1
0
0
0
43
0
1002_4131
10
20
2,239
1,050
0
571
49
2
1,750
bus+train
4,220
3,289
360
62
249
430.1
24,367.8
16,623.5
7,314.3
0
1
1
0
0
43
0
1002_4131
11
20
2,461
0
0
728
0
5
1,600
bus_only
3,476
2,461
287
38
249
343.3
16,557.7
16,214.4
0
0
1
0
0
0
43
0
1002_4131
12
20
2,286
330
0
848
124
2
1,650
bus+train
3,899
2,616
435
62
249
520
18,922.5
14,383.8
4,018.8
0
1
1
0
0
43
0
1002_4131
13
20
143
1,875
0
693
220
2
1,750
bus+train
3,202
2,018
491
62
209
585.6
21,220.9
1,423.5
19,211.8
0
1
1
0
0
43
0
1002_4131
14
20
2,603
0
0
617
0
3
1,600
bus_only
3,678
2,603
458
38
420
547.6
18,360.8
17,813.3
0
0
1
0
0
0
43
0
1002_4131
15
20
3,103
0
0
466
113
2
1,700
bus_only
4,140
3,103
571
38
420
683
20,977.9
20,294.9
0
0
1
0
0
0
43
0
1002_4131
16
20
2,197
300
0
565
134
2
1,650
bus+train
3,678
2,497
616
62
420
737
18,712.5
15,139.3
2,836.2
0
1
1
0
0
43
0
1002_4131
17
20
2,512
0
0
557
0
3
1,600
bus_only
3,671
2,512
602
38
564
720.3
18,261.2
17,540.9
0
0
1
0
0
0
43
0
1002_4131
18
20
3,012
0
0
406
113
2
1,700
bus_only
4,133
3,012
715
38
564
855.7
20,878.3
20,022.6
0
0
1
0
0
0
43
0
1002_4131
19
20
2,106
300
0
505
134
2
1,650
bus+train
3,671
2,406
760
62
564
909.7
18,612.9
14,867
2,836.2
0
1
1
0
0
43
0
1002_4132
0
16
0
2,390
0
364
103
1
1,650
train_only
2,959
2,390
205
62
40
243.3
18,931.2
0
18,688
0
0
1
0
35
35
1
1002_4132
1
16
2,183
0
0
740
0
4
1,600
bus_only
3,134
2,183
211
38
173
251.1
19,287.4
19,036.3
0
0
1
0
0
0
35
0
1002_4132
2
16
2,301
0
0
852
0
1
1,600
bus_only
4,211
2,301
1,058
551
507
1,269.2
16,719.7
15,450.5
0
0
1
0
0
0
35
0
1002_4132
3
16
2,384
0
0
677
0
3
1,600
bus_only
3,272
2,384
211
38
173
251.1
18,261.9
18,010.9
0
0
1
0
0
0
35
0
1002_4132
4
16
2,312
480
0
448
40
2
1,750
bus+train
3,515
2,792
275
62
173
327.7
23,082.3
17,336.3
5,418.2
0
1
1
0
0
35
0
1002_4132
5
16
2,346
0
0
677
0
3
1,600
bus_only
3,295
2,346
272
38
234
324.5
17,975.2
17,650.7
0
0
1
0
0
0
35
0
1002_4132
6
16
2,141
330
0
442
124
2
1,650
bus+train
3,272
2,471
359
62
173
427.7
20,049.8
15,603.3
4,018.8
0
1
1
0
0
35
0
1002_4132
7
16
2,274
480
0
448
40
2
1,750
bus+train
3,538
2,754
336
62
234
401.2
22,795.6
16,976.2
5,418.2
0
1
1
0
0
35
0
1002_4132
8
16
2,145
0
0
740
0
4
1,600
bus_only
3,157
2,145
272
38
234
324.5
19,000.7
18,676.2
0
0
1
0
0
0
35
0
1002_4132
9
16
2,103
330
0
442
124
2
1,650
bus+train
3,295
2,433
420
62
234
501.2
19,763.1
15,243.2
4,018.8
0
1
1
0
0
35
0
1002_4132
10
16
2,422
0
0
908
0
3
1,600
bus_only
3,658
2,422
328
38
290
391.5
18,356
17,964.5
0
0
1
0
0
0
35
0
1002_4132
11
16
2,435
0
0
1,294
0
3
1,600
bus_only
4,033
2,435
304
38
266
362.6
18,419.2
18,056.6
0
0
1
0
0
0
35
0
1002_4132
12
16
2,179
330
0
673
124
2
1,650
bus+train
3,658
2,509
476
62
290
568.2
20,143.9
15,556.9
4,018.8
0
1
1
0
0
35
0