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_2743
2
14
1,472
0
0
139
0
0
1,500
bus_only
1,830
1,472
219
30
189
261.1
8,817.3
8,556.2
0
0
1
0
0
0
34
0
1001_2743
3
14
1,141
0
0
408
0
1
1,500
bus_only
1,741
1,141
192
30
162
229.2
9,112.8
8,883.6
0
0
1
0
0
0
34
0
1001_2743
4
14
1,400
0
0
139
0
0
1,500
bus_only
1,772
1,400
233
30
203
277.8
8,467.2
8,189.4
0
0
1
0
0
0
34
0
1001_2743
5
14
1,200
0
0
408
0
1
1,500
bus_only
1,853
1,200
245
30
215
293
9,413.3
9,120.3
0
0
1
0
0
0
34
0
1001_2743
6
14
435
510
0
312
95
1
1,550
bus+train
1,563
945
306
44
167
364.9
8,465.5
2,427.2
5,673.4
0
1
1
0
0
34
0
1001_2743
7
14
364
510
0
402
95
2
1,550
bus+train
1,563
874
287
44
148
343.2
8,359.6
2,343.1
5,673.4
0
1
1
0
0
34
0
1001_2743
8
14
453
510
0
410
95
1
1,550
bus+train
1,727
963
354
44
215
423.8
8,468.7
2,371.5
5,673.4
0
1
1
0
32
34
1
1001_2743
9
14
1,143
0
0
325
89
1
1,500
bus_only
2,007
1,143
539
30
420
645.5
9,140.6
8,495.2
0
0
1
0
0
0
34
0
1001_2743
10
14
792
510
0
228
66
1
1,550
bus+train
2,048
1,302
518
44
408
620
8,186.1
1,892.7
5,673.4
0
1
1
0
0
34
0
1001_2743
11
14
1,231
0
0
325
89
1
1,500
bus_only
2,099
1,231
543
30
424
650.5
9,244.9
8,594.4
0
0
1
0
0
0
34
0
1001_2743
12
14
653
510
0
228
66
1
1,550
bus+train
2,025
1,163
634
44
524
759.2
8,155.6
1,723
5,673.4
0
1
1
0
0
34
0
1001_2743
13
14
900
510
0
228
66
1
1,550
bus+train
2,270
1,410
632
44
522
756.1
8,478.1
2,048.6
5,673.4
0
1
1
0
0
34
0
1001_2745
0
9
1,038
80
0
581
84
1
1,550
bus+train
1,841
1,118
142
30
28
169.9
9,684.2
8,586.7
927.6
0
1
1
0
0
23
0.111111
1001_2745
1
9
1,167
0
0
377
49
2
1,500
bus_only
1,758
1,167
214
30
135
254.7
9,446.2
9,191.5
0
0
1
0
0
0
23
0.111111
1001_2745
2
9
1,443
0
0
188
0
1
1,500
bus_only
1,826
1,443
195
30
165
232.8
10,334.6
10,101.8
0
0
1
0
0
0
23
0.111111
1001_2745
3
9
1,362
0
0
352
75
1
1,500
bus_only
2,069
1,362
355
30
250
423.7
11,392.3
10,968.6
0
0
1
0
0
0
23
0.111111
1001_2745
4
9
1,303
0
0
437
49
2
1,500
bus_only
2,068
1,303
328
30
249
390.2
9,888.9
9,498.7
0
0
1
0
0
0
23
0.111111
1001_2745
5
9
1,383
0
0
188
0
1
1,500
bus_only
2,016
1,383
445
30
415
533.3
10,412.3
9,879
0
0
1
0
0
0
23
0.111111
1001_2745
6
9
1,476
0
0
248
0
1
1,500
bus_only
2,231
1,476
507
30
477
606.6
11,312.1
10,705.5
0
0
1
0
0
0
23
0.111111
1001_2745
7
9
1,425
0
0
470
0
1
1,500
bus_only
2,375
1,425
480
30
450
574
11,329.9
10,755.9
0
0
1
0
0
0
23
0.111111
1001_2745
8
9
1,055
0
0
437
49
2
1,500
bus_only
2,045
1,055
553
30
474
660.2
9,480.5
8,820.2
0
0
1
0
0
0
23
0.111111
1001_2747
0
14
1,786
0
0
226
0
1
1,500
bus_only
2,159
1,786
147
30
117
174.2
13,714.1
13,539.9
0
0
1
0
0
0
15
0.071429
1001_2747
1
14
985
350
0
490
84
1
1,550
bus+train
1,975
1,335
150
30
36
178.6
12,237.1
8,586.7
3,471.8
0
1
1
0
0
15
0.071429
1001_2747
2
14
1,887
0
0
127
0
0
1,500
bus_only
2,269
1,887
255
30
225
304.6
13,727.7
13,423.1
0
0
1
0
0
0
15
0.071429
1001_2747
3
14
1,410
0
0
415
37
1
1,500
bus_only
2,063
1,410
238
30
171
284.9
12,774.9
12,490
0
0
1
0
0
0
15
0.071429
1001_2747
4
14
1,861
0
0
350
0
1
1,500
bus_only
2,454
1,861
243
30
213
290.2
12,817.5
12,527.3
0
0
1
0
0
0
15
0.071429
1001_2747
5
14
1,883
0
0
226
0
1
1,500
bus_only
2,399
1,883
290
30
260
346.1
14,245.1
13,899
0
0
1
0
0
0
15
0.071429
1001_2747
6
14
1,439
0
0
460
37
2
1,500
bus_only
2,147
1,439
248
30
181
296.9
12,987.1
12,690.2
0
0
1
0
0
0
15
0.071429
1001_2747
7
14
1,852
0
0
127
0
0
1,500
bus_only
2,362
1,852
383
30
353
457.7
13,433.2
12,975.5
0
0
1
0
0
0
15
0.071429
1001_2747
8
14
1,431
0
0
415
37
1
1,500
bus_only
2,203
1,431
357
30
290
427.4
13,045.8
12,618.4
0
0
1
0
0
0
15
0.071429
1001_2747
9
14
1,707
0
0
226
0
1
1,500
bus_only
2,316
1,707
383
30
353
457.7
13,640.6
13,182.9
0
0
1
0
0
0
15
0.071429
1001_2747
10
14
1,949
0
0
127
0
0
1,500
bus_only
2,574
1,949
498
30
468
596.5
14,224.8
13,628.3
0
0
1
0
0
0
15
0.071429
1001_2747
11
14
1,836
0
0
350
0
1
1,500
bus_only
2,625
1,836
439
30
409
526.3
12,875
12,348.7
0
0
1
0
0
0
15
0.071429
1001_2747
12
14
1,358
0
0
415
37
1
1,500
bus_only
2,297
1,358
524
30
457
628.1
12,779.9
12,151.8
0
0
1
0
0
0
15
0.071429
1001_2747
13
14
1,493
0
0
475
37
1
1,500
bus_only
2,503
1,493
535
30
468
640.8
13,464.4
12,823.6
0
0
1
0
0
0
15
0.071429
1001_2748
0
6
1,181
700
0
415
51
1
1,550
bus+train
2,384
1,881
88
30
7
104.1
13,485.6
7,338.8
6,042.7
0
1
1
0
0
69
0
1001_2748
1
6
0
1,500
0
863
0
0
1,550
train_only
2,558
1,500
195
44
151
232.9
14,120.6
0
13,887.6
0
0
1
0
69
69
1
1001_2748
2
6
2,044
0
0
758
0
0
1,500
bus_only
3,272
2,044
470
30
440
562.2
14,190.5
13,628.3
0
0
1
0
0
0
69
0
1001_2748
3
6
1,771
0
0
771
37
1
1,500
bus_only
2,829
1,771
287
30
220
343.3
14,153.3
13,810
0
0
1
0
0
0
69
0
1001_2748
4
6
1,893
0
0
590
65
1
1,600
bus_only
2,856
1,893
373
30
278
446.3
15,475.6
15,029.4
0
0
1
0
0
0
69
0
1001_2748
5
6
1,860
0
0
590
65
1
1,500
bus_only
3,106
1,860
656
30
561
784.5
15,597.9
14,813.4
0
0
1
0
0
0
69
0
1001_2749
0
12
1,181
850
0
384
51
1
1,550
bus+train
2,534
2,031
119
30
38
141.9
14,908.7
7,338.8
7,428
0
1
1
0
0
23
0
1001_2749
1
12
2,460
0
0
455
0
1
1,500
bus_only
3,262
2,460
347
30
317
416
15,253.6
14,837.6
0
0
1
0
0
0
23
0
1001_2749
2
12
3,431
0
0
286
0
0
1,600
bus_only
3,936
3,431
219
30
189
261.3
17,590.2
17,328.9
0
0
1
0
0
0
23
0
1001_2749
3
12
3,179
0
0
338
15
1
1,600
bus_only
3,746
3,179
229
30
184
274.2
17,193
16,918.9
0
0
1
0
0
0
23
0
1001_2749
4
12
2,712
0
0
727
0
0
1,600
bus_only
3,733
2,712
294
30
264
351.6
16,220.9
15,869.3
0
0
1
0
0
0
23
0
1001_2749
5
12
2,816
0
0
571
83
1
1,600
bus_only
3,776
2,816
389
30
276
464.6
15,963.7
15,499.1
0
0
1
0
0
0
23
0
1001_2749
6
12
3,363
0
0
286
0
0
1,600
bus_only
4,089
3,363
440
30
410
526.9
17,563.3
17,036.3
0
0
1
0
0
0
23
0
1001_2749
7
12
3,117
0
0
398
15
1
1,600
bus_only
3,958
3,117
443
30
398
529.4
17,221.6
16,692.2
0
0
1
0
0
0
23
0
1001_2749
8
12
2,860
0
0
727
0
0
1,600
bus_only
4,100
2,860
513
30
483
614.2
16,700.4
16,086.2
0
0
1
0
0
0
23
0
1001_2749
9
12
2,608
0
0
515
0
1
1,600
bus_only
3,636
2,608
513
30
483
614.2
15,668.7
15,054.5
0
0
1
0
0
0
23
0
1001_2749
10
12
482
1,380
0
726
268
1
1,550
bus+train
3,317
1,862
729
44
417
873.4
15,397.3
1,814.9
12,709
0
1
1
0
22
23
1
1001_2749
11
12
772
1,500
0
654
246
1
1,650
bus+train
3,659
2,272
733
44
443
878.1
17,837.3
3,153.7
13,805.5
0
1
1
0
0
23
0
1001_2750
0
22
1,005
750
0
577
84
1
1,650
bus+train
2,455
1,755
123
30
9
146.1
15,551.2
8,586.7
6,818.4
0
1
1
0
0
15
0
1001_2750
1
22
1,132
900
0
410
111
2
1,650
bus+train
2,749
2,032
307
44
152
367
16,175.2
6,977.7
8,830.5
0
1
1
0
0
15
0
1001_2750
2
22
2,782
0
0
531
0
1
1,600
bus_only
3,451
2,782
138
69
69
162.7
18,464
18,301.3
0
0
1
0
0
0
15
0
1001_2750
3
22
2,197
0
0
926
0
1
1,600
bus_only
3,303
2,197
180
30
150
214.6
15,691.2
15,476.6
0
0
1
0
0
0
15
0
1001_2750
4
22
2,387
0
0
866
0
1
1,600
bus_only
3,488
2,387
235
30
205
281.5
16,057
15,775.5
0
0
1
0
0
0
15
0
1001_2750
5
22
2,865
0
0
531
0
1
1,600
bus_only
3,689
2,865
293
69
224
349.6
18,790.6
18,441
0
0
1
0
0
0
15
0
1001_2750
6
22
3,634
0
0
310
17
1
1,600
bus_only
4,187
3,634
243
30
196
290.6
18,780.1
18,489.4
0
0
1
0
0
0
15
0
1001_2750
7
22
863
1,050
0
456
184
1
1,650
bus+train
2,749
1,913
380
44
152
455.1
16,109.4
5,224
10,430.3
0
1
1
0
14
15
1
1001_2750
8
22
2,129
0
0
926
0
1
1,600
bus_only
3,411
2,129
356
30
326
425.4
15,728.3
15,302.9
0
0
1
0
0
0
15
0
1001_2750
9
22
1,322
900
0
410
111
2
1,650
bus+train
2,992
2,222
360
44
205
430.4
16,537.5
7,276.6
8,830.5
0
1
1
0
0
15
0
1001_2750
10
22
1,053
1,050
0
456
184
1
1,650
bus+train
2,992
2,103
433
44
205
518.5
16,471.7
5,522.9
10,430.3
0
1
1
0
0
15
0
1001_2750
11
22
3,443
0
0
326
15
1
1,600
bus_only
4,136
3,443
367
30
322
439.3
18,556
18,116.6
0
0
1
0
0
0
15
0
1001_2750
12
22
1,064
900
0
470
111
2
1,650
bus+train
2,915
1,964
481
44
326
574.4
16,208.8
6,804
8,830.5
0
1
1
0
0
15
0
1001_2750
13
22
795
1,050
0
516
184
1
1,650
bus+train
2,915
1,845
554
44
326
662.4
16,143.1
5,050.3
10,430.3
0
1
1
0
0
15
0
1001_2750
14
22
3,383
0
0
326
15
1
1,600
bus_only
4,205
3,383
496
30
451
594.3
18,494.8
17,900.6
0
0
1
0
0
0
15
0
1001_2750
15
22
2,448
0
0
926
0
1
1,600
bus_only
3,895
2,448
521
30
491
624.1
16,667.1
16,043
0
0
1
0
0
0
15
0
1001_2750
16
22
587
1,500
0
741
66
1
1,650
bus+train
3,369
2,087
541
44
431
647.5
15,937.4
1,484.3
13,805.5
0
1
1
0
0
15
0
1001_2750
17
22
2,914
0
0
531
0
1
1,600
bus_only
3,999
2,914
554
69
485
662.9
19,334.2
18,671.3
0
0
1
0
0
0
15
0
1001_2750
18
22
2,023
900
0
266
114
1
1,650
bus+train
3,798
2,923
609
44
451
729.2
16,110
6,550.4
8,830.5
0
1
1
0
0
15
0
1001_2750
19
22
1,383
900
0
470
111
2
1,650
bus+train
3,399
2,283
646
44
491
773
17,147.6
7,544.1
8,830.5
0
1
1
0
0
15
0
1001_2750
20
22
1,114
1,050
0
516
184
1
1,650
bus+train
3,399
2,164
719
44
491
861.1
17,081.8
5,790.4
10,430.3
0
1
1
0
0
15
0
1001_2750
21
22
806
1,380
0
656
268
1
1,650
bus+train
3,605
2,186
763
44
451
914
16,646.3
3,023.3
12,709
0
1
1
0
0
15
0
1001_2806
0
10
3,428
0
0
449
8
2
1,700
bus_only
4,234
3,428
357
69
280
426
21,002.7
20,576.6
0
0
1
0
0
0
38
0
1001_2806
1
10
3,273
0
0
449
8
2
1,700
bus_only
4,161
3,273
439
69
362
524.9
20,832.5
20,307.6
0
0
1
0
0
0
38
0
1001_2806
2
10
2,157
1,650
0
672
47
1
1,750
bus+train
4,850
3,807
371
44
280
443.3
20,886.6
8,292.6
12,150.8
0
1
1
0
0
38
0
1001_2806
3
10
3,540
0
0
449
8
2
1,700
bus_only
4,425
3,540
436
69
359
521
21,273.6
20,752.6
0
0
1
0
0
0
38
0
1001_2806
4
10
3,285
0
0
668
8
3
1,700
bus_only
4,389
3,285
436
69
359
521
21,273.6
20,752.6
0
0
1
0
0
0
38
0
1001_2806
5
10
2,002
1,650
0
672
47
1
1,750
bus+train
4,777
3,652
453
44
362
542.2
20,716.5
8,023.6
12,150.8
0
1
1
0
36
38
1
1001_2806
6
10
2,269
1,650
0
672
47
1
1,750
bus+train
5,041
3,919
450
44
359
538.3
21,157.6
8,468.6
12,150.8
0
1
1
0
0
38
0
1001_2806
7
10
3,669
0
0
449
8
2
1,700
bus_only
4,715
3,669
597
69
520
713.3
21,739.2
21,025.9
0
0
1
0
0
0
38
0
1001_2806
8
10
3,334
0
0
668
8
3
1,700
bus_only
4,599
3,334
597
69
520
713.3
21,739.2
21,025.9
0
0
1
0
0
0
38
0
1001_2806
9
10
2,398
1,650
0
672
47
1
1,750
bus+train
5,331
4,048
611
44
520
730.6
21,623.1
8,741.8
12,150.8
0
1
1
0
0
38
0
1001_2807
0
15
2,995
0
0
304
9
2
1,600
bus_only
3,581
2,995
282
77
196
335.4
19,971
19,635.6
0
0
1
0
0
0
17
0.066667
1001_2807
1
15
2,911
0
0
298
13
3
1,600
bus_only
3,523
2,911
314
77
224
374.5
16,999.8
16,625.4
0
0
1
0
0
0
17
0.066667
1001_2807
2
15
1,278
1,650
0
366
47
1
1,650
bus+train
3,581
2,928
287
44
196
342
19,177.7
6,684.9
12,150.8
0
1
1
0
0
17
0.066667
1001_2807
3
15
3,672
0
0
531
9
1
1,600
bus_only
4,475
3,672
272
69
194
324
19,025.1
18,701.1
0
0
1
0
0
0
17
0.066667
1001_2807
4
15
3,558
0
0
559
12
1
1,600
bus_only
4,422
3,558
305
69
224
364
18,117.7
17,753.8
0
0
1
0
0
0
17
0.066667
1001_2807
5
15
3,376
0
0
678
34
1
1,600
bus_only
4,381
3,376
327
69
224
390.5
18,534.4
18,143.9
0
0
1
0
0
0
17
0.066667
1001_2807
6
15
3,160
0
0
364
9
2
1,700
bus_only
3,886
3,160
362
77
276
430.9
20,447.5
20,016.7
0
0
1
0
0
0
17
0.066667
1001_2807
7
15
3,533
0
0
591
9
1
1,600
bus_only
4,480
3,533
356
69
278
424.9
18,709.9
18,285
0
0
1
0
0
0
17
0.066667
1001_2807
8
15
1,443
1,650
0
366
47
1
1,650
bus+train
3,839
3,093
380
44
289
453.8
19,670.6
7,066
12,150.8
0
1
1
0
0
17
0.066667
1001_2807
9
15
3,658
0
0
635
9
2
1,600
bus_only
4,659
3,658
366
69
288
437.1
19,028
18,590.9
0
0
1
0
0
0
17
0.066667
1001_2807
10
15
3,601
0
0
1,430
5
1
1,600
bus_only
5,393
3,601
362
69
288
431.6
19,784.7
19,353.1
0
0
1
0
0
0
17
0.066667
1001_2807
11
15
3,836
0
0
1,430
5
1
1,700
bus_only
5,640
3,836
374
69
300
446.7
20,697.1
20,250.4
0
0
1
0
0
0
17
0.066667
1001_2807
12
15
1,427
1,650
0
890
47
2
1,650
bus+train
4,391
3,077
424
44
333
506.8
19,819.9
7,162.4
12,150.8
0
1
1
0
0
17
0.066667
1001_2807
13
15
3,934
0
0
679
34
1
1,700
bus_only
5,243
3,934
630
69
527
754
21,051.6
20,297.6
0
0
1
0
0
0
17
0.066667
1001_2807
14
15
3,734
0
0
695
9
2
1,600
bus_only
5,050
3,734
621
69
543
743
19,586
18,843
0
0
1
0
0
0
17
0.066667