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_2729
5
14
1,725
0
0
507
0
1
1,500
bus_only
2,545
1,725
313
77
236
373.1
13,611.1
13,238
0
0
1
0
0
0
75
0.071429
1001_2729
6
14
1,666
0
0
588
0
2
1,500
bus_only
2,517
1,666
263
77
186
314.2
13,006
12,691.8
0
0
1
0
0
0
75
0.071429
1001_2729
7
14
1,846
0
0
447
0
1
1,500
bus_only
2,647
1,846
354
77
277
423.9
14,286.7
13,862.9
0
0
1
0
0
0
75
0.071429
1001_2729
8
14
1,617
0
0
507
0
1
1,500
bus_only
2,551
1,617
427
77
350
510.1
13,171.8
12,661.6
0
0
1
0
0
0
75
0.071429
1001_2729
9
14
2,292
0
0
344
0
1
1,500
bus_only
3,017
2,292
381
30
351
456.1
14,800.2
14,344
0
0
1
0
0
0
75
0.071429
1001_2729
10
14
1,728
0
0
711
102
1
1,500
bus_only
2,958
1,728
519
44
373
620.2
13,239.3
12,619.1
0
0
1
0
0
0
75
0.071429
1001_2729
11
14
1,790
0
0
588
0
2
1,500
bus_only
2,929
1,790
551
77
474
659.8
13,857.9
13,198.2
0
0
1
0
0
0
75
0.071429
1001_2729
12
14
2,194
0
0
639
0
2
1,500
bus_only
3,345
2,194
512
44
468
612.6
14,345.1
13,732.5
0
0
1
0
0
0
75
0.071429
1001_2729
13
14
2,537
0
0
773
0
1
1,600
bus_only
3,853
2,537
543
69
474
650
16,063.8
15,413.9
0
0
1
0
0
0
75
0.071429
1001_2730
0
7
1,309
600
0
442
46
1
1,550
bus+train
2,444
1,909
93
44
3
110.2
14,157
8,362.9
5,683.9
0
1
1
0
0
32
0.142857
1001_2730
1
7
1,026
500
0
361
300
1
1,550
bus+train
2,234
1,526
347
44
3
415.2
12,424.8
7,240.7
4,769
0
1
1
0
0
32
0.142857
1001_2730
2
7
2,659
0
0
581
0
1
1,500
bus_only
3,561
2,659
321
44
277
383.9
12,263.1
11,879.2
0
0
1
0
0
0
32
0.142857
1001_2730
3
7
2,817
0
0
581
0
1
1,500
bus_only
3,753
2,817
355
44
311
425.1
12,346
11,920.9
0
0
1
0
0
0
32
0.142857
1001_2730
4
7
2,587
0
0
581
0
1
1,500
bus_only
3,721
2,587
553
44
509
661.5
12,317.9
11,656.4
0
0
1
0
0
0
32
0.142857
1001_2730
5
7
1,959
0
0
468
102
1
1,500
bus_only
3,082
1,959
655
44
509
783.4
14,008.5
13,225.1
0
0
1
0
0
0
32
0.142857
1001_2730
6
7
2,206
0
0
430
0
2
1,500
bus_only
3,211
2,206
575
77
498
688.3
12,349.7
11,661.5
0
0
1
0
0
0
32
0.142857
1001_2731
0
15
1,599
0
0
614
0
0
1,500
bus_only
2,398
1,599
185
44
141
220.3
12,412.1
12,191.7
0
0
1
0
0
0
82
0.066667
1001_2731
1
15
1,009
368
0
421
204
2
1,550
bus+train
2,092
1,377
294
44
46
350.9
11,159.5
7,240.7
3,567.9
0
1
1
0
0
82
0.066667
1001_2731
2
15
1,737
0
0
554
0
0
1,500
bus_only
2,604
1,737
313
44
269
373.5
12,956.8
12,583.3
0
0
1
0
0
0
82
0.066667
1001_2731
3
15
1,470
0
0
644
0
2
1,500
bus_only
2,299
1,470
185
44
141
220.3
10,141.6
9,921.3
0
0
1
0
0
0
82
0.066667
1001_2731
4
15
1,593
0
0
375
40
1
1,500
bus_only
2,257
1,593
289
108
141
344.7
11,288.2
10,943.5
0
0
1
0
0
0
82
0.066667
1001_2731
5
15
1,009
310
0
383
300
1
1,550
bus+train
2,092
1,319
390
44
46
466.4
10,680.4
7,240.7
2,973.3
0
1
1
0
0
82
0.066667
1001_2731
6
15
1,741
0
0
449
0
2
1,500
bus_only
2,475
1,741
285
44
241
341
11,885
11,544
0
0
1
0
0
0
82
0.066667
1001_2731
7
15
1,449
0
0
374
0
2
1,500
bus_only
2,170
1,449
347
44
303
415.4
10,453.7
10,038.3
0
0
1
0
0
0
82
0.066667
1001_2731
8
15
1,608
0
0
584
0
2
1,500
bus_only
2,505
1,608
313
44
269
373.5
10,686.4
10,312.8
0
0
1
0
0
0
82
0.066667
1001_2731
9
15
1,731
0
0
315
40
1
1,500
bus_only
2,463
1,731
417
108
269
497.9
11,832.9
11,335.1
0
0
1
0
0
0
82
0.066667
1001_2731
10
15
1,392
0
0
374
0
2
1,500
bus_only
2,200
1,392
434
44
390
519.3
10,400.1
9,880.9
0
0
1
0
0
0
82
0.066667
1001_2731
11
15
1,572
0
0
643
0
1
1,500
bus_only
2,699
1,572
484
44
440
578.9
12,668.2
12,089.3
0
0
1
0
0
0
82
0.066667
1001_2731
12
15
1,545
0
0
449
0
2
1,500
bus_only
2,478
1,545
484
44
440
578.9
10,796.7
10,217.8
0
0
1
0
0
0
82
0.066667
1001_2731
13
15
1,422
0
0
584
0
2
1,500
bus_only
2,517
1,422
511
44
467
612.2
10,242
9,629.8
0
0
1
0
0
0
82
0.066667
1001_2731
14
15
1,818
0
0
365
102
1
1,500
bus_only
2,752
1,818
569
77
390
680.2
14,453.3
13,773.1
0
0
1
0
0
0
82
0.066667
1001_2732
0
3
1,339
0
0
136
0
0
1,500
bus_only
1,613
1,339
138
44
94
162.4
11,478.6
11,316.3
0
0
1
0
0
0
70
0.333333
1001_2732
1
3
1,313
0
0
76
0
0
1,500
bus_only
1,563
1,313
174
44
130
207.8
11,312.7
11,104.9
0
0
1
0
0
0
70
0.333333
1001_2732
2
3
1,384
0
0
76
0
0
1,500
bus_only
2,144
1,384
684
44
640
819.4
12,606.5
11,787.1
0
0
1
0
0
0
70
0.333333
1001_2733
0
2
1,169
0
0
253
0
0
1,500
bus_only
1,600
1,169
178
44
134
211.7
10,363.3
10,151.6
0
0
1
0
0
0
125
0.5
1001_2733
1
2
1,876
0
0
586
0
0
1,500
bus_only
3,010
1,876
548
44
504
655.7
12,473.7
11,818
0
0
1
0
0
0
125
0.5
1001_2734
0
9
1,153
0
0
119
0
0
1,500
bus_only
1,385
1,153
113
44
69
134.1
9,562
9,427.9
0
0
1
0
0
0
53
0.111111
1001_2734
1
9
1,114
0
0
119
0
0
1,500
bus_only
1,558
1,114
325
44
281
388.3
9,507.3
9,119
0
0
1
0
0
0
53
0.111111
1001_2734
2
9
960
0
0
399
0
0
1,500
bus_only
1,768
960
409
44
365
487.8
7,728.5
7,240.7
0
0
1
0
0
0
53
0.111111
1001_2734
3
9
1,003
0
0
347
0
1
1,500
bus_only
1,759
1,003
409
44
365
487.8
8,599.2
8,111.4
0
0
1
0
0
0
53
0.111111
1001_2734
4
9
998
0
0
258
0
2
1,500
bus_only
1,690
998
434
69
365
517.7
9,638.7
9,121
0
0
1
0
0
0
53
0.111111
1001_2734
5
9
1,079
0
0
399
0
0
1,500
bus_only
2,023
1,079
545
44
501
652.1
8,705.5
8,053.4
0
0
1
0
0
0
53
0.111111
1001_2734
6
9
860
0
0
264
132
1
1,500
bus_only
1,690
860
566
69
365
675.1
8,965
8,290
0
0
1
0
0
0
53
0.111111
1001_2734
7
9
1,117
0
0
258
0
2
1,500
bus_only
1,945
1,117
570
69
501
682
10,615.6
9,933.7
0
0
1
0
0
0
53
0.111111
1001_2734
8
9
979
0
0
264
132
1
1,500
bus_only
1,945
979
702
69
501
839.3
9,942
9,102.7
0
0
1
0
0
0
53
0.111111
1001_2735
0
7
1,309
0
0
628
0
0
1,500
bus_only
2,031
1,309
94
44
50
111.3
8,474.1
8,362.9
0
0
1
0
0
0
18
0.142857
1001_2735
1
7
1,134
0
0
240
211
2
1,500
bus_only
1,727
1,134
353
77
65
421.4
8,537.2
8,115.9
0
0
1
0
0
0
18
0.142857
1001_2735
2
7
1,636
0
0
233
0
1
1,500
bus_only
1,949
1,636
80
30
50
95.1
11,188
11,092.9
0
0
1
0
0
0
18
0.142857
1001_2735
3
7
1,187
0
0
581
83
1
1,500
bus_only
1,925
1,187
157
44
30
186.9
8,608.2
8,421.3
0
0
1
0
0
0
18
0.142857
1001_2735
4
7
1,642
0
0
257
0
2
1,500
bus_only
2,334
1,642
435
30
405
521.1
11,473.4
10,952.3
0
0
1
0
0
0
18
0.142857
1001_2735
5
7
1,160
0
0
183
211
1
1,500
bus_only
2,036
1,160
693
77
405
829.4
8,804.7
7,975.2
0
0
1
0
0
0
18
0.142857
1001_2735
6
7
465
780
0
513
55
1
1,550
bus+train
2,430
1,245
672
44
573
804.3
10,291.1
1,998.6
7,488.2
0
1
1
0
0
18
0.142857
1001_2736
0
2
849
0
0
168
0
0
1,500
bus_only
1,316
849
299
44
255
356.4
8,037.1
7,680.7
0
0
1
0
0
0
78
0.5
1001_2736
1
2
784
0
0
102
0
0
1,500
bus_only
1,712
784
826
44
782
989.1
8,282.6
7,293.5
0
0
1
0
0
0
78
0.5
1001_2737
0
10
1,186
390
0
363
37
1
1,550
bus+train
2,031
1,576
92
30
25
108.8
11,500.9
7,393
3,999.1
0
1
1
0
0
82
0.1
1001_2737
1
10
1,251
0
0
609
103
2
1,500
bus_only
2,060
1,251
200
44
53
237.7
10,765.8
10,528.2
0
0
1
0
0
0
82
0.1
1001_2737
2
10
1,478
0
0
484
0
0
1,500
bus_only
2,134
1,478
172
44
128
203.1
10,490.5
10,287.3
0
0
1
0
0
0
82
0.1
1001_2737
3
10
2,332
0
0
335
0
0
1,500
bus_only
2,895
2,332
228
30
198
272
13,547
13,275
0
0
1
0
0
0
82
0.1
1001_2737
4
10
1,387
0
0
484
0
0
1,500
bus_only
2,280
1,387
409
44
365
488.2
10,279.4
9,791.2
0
0
1
0
0
0
82
0.1
1001_2737
5
10
2,278
0
0
275
0
0
1,500
bus_only
2,920
2,278
367
30
337
439.6
13,229.8
12,790.2
0
0
1
0
0
0
82
0.1
1001_2737
6
10
1,280
0
0
669
103
2
1,500
bus_only
2,535
1,280
586
44
439
700.5
11,599.4
10,898.9
0
0
1
0
0
0
82
0.1
1001_2737
7
10
282
960
0
479
252
2
1,550
bus+train
2,354
1,242
633
44
337
756.9
10,412.1
1,164
8,491.1
0
1
1
0
0
82
0.1
1001_2737
8
10
169
840
0
519
236
1
1,550
bus+train
2,283
1,009
755
307
212
902.9
9,640.8
1,025
7,712.9
0
1
1
0
0
82
0.1
1001_2737
9
10
115
840
0
519
236
1
1,550
bus+train
2,354
955
880
307
337
1,053.4
9,306.4
540.2
7,712.9
0
1
1
0
0
82
0.1
1001_2738
0
12
1,458
0
0
138
0
0
1,500
bus_only
1,833
1,458
237
30
207
283.8
9,459.5
9,175.7
0
0
1
0
0
0
140
0
1001_2738
1
12
264
720
0
366
76
1
1,550
bus+train
1,681
984
331
30
225
395.2
8,455.2
1,300.1
6,759.9
0
1
1
0
0
140
0
1001_2738
2
12
1,624
0
0
541
0
0
1,500
bus_only
2,335
1,624
170
30
140
203.5
10,404.3
10,200.8
0
0
1
0
0
0
140
0
1001_2738
3
12
1,841
0
0
192
0
1
1,500
bus_only
2,242
1,841
209
30
179
250
10,580.8
10,330.8
0
0
1
0
0
0
140
0
1001_2738
4
12
1,412
0
0
138
0
0
1,500
bus_only
1,905
1,412
355
30
325
424.5
9,044.2
8,619.7
0
0
1
0
0
0
140
0
1001_2738
5
12
1,867
0
0
192
0
1
1,500
bus_only
2,320
1,867
261
30
231
311
11,040
10,729
0
0
1
0
0
0
140
0
1001_2738
6
12
2,227
0
0
447
0
0
1,500
bus_only
2,963
2,227
289
30
259
346.1
12,596.1
12,250
0
0
1
0
0
0
140
0
1001_2738
7
12
202
960
0
384
16
1
1,550
bus+train
1,891
1,162
345
44
285
412.7
9,527.7
623.9
8,491.1
0
1
1
0
0
140
0
1001_2738
8
12
1,651
0
0
481
0
0
1,500
bus_only
2,502
1,651
370
30
340
442.6
10,809.7
10,367
0
0
1
0
0
0
140
0
1001_2738
9
12
1,807
0
0
192
0
1
1,500
bus_only
2,363
1,807
364
30
334
435.4
10,643.4
10,208
0
0
1
0
0
0
140
0
1001_2738
10
12
0
840
0
309
0
0
1,550
train_only
1,681
840
532
307
225
636.7
8,349.6
0
7,712.9
0
0
1
0
140
140
1
1001_2738
11
12
1,785
0
0
192
0
1
1,500
bus_only
2,566
1,785
589
30
559
705.2
10,696
9,990.8
0
0
1
0
0
0
140
0
1001_2739
0
8
1,945
0
0
439
0
0
1,500
bus_only
2,431
1,945
47
30
17
55.3
11,075
11,019.7
0
0
1
0
0
0
70
0.125
1001_2739
1
8
1,050
150
0
414
37
1
1,550
bus+train
1,697
1,200
83
30
16
98.5
9,488.7
7,393
1,997.3
0
1
1
0
0
70
0.125
1001_2739
2
8
1,684
0
0
529
0
0
1,500
bus_only
2,291
1,684
78
30
48
92.1
11,176.8
11,084.8
0
0
1
0
0
0
70
0.125
1001_2739
3
8
1,651
0
0
529
0
0
1,500
bus_only
2,403
1,651
223
30
193
265.4
11,114
10,848.6
0
0
1
0
0
0
70
0.125
1001_2739
4
8
1,904
0
0
439
0
0
1,500
bus_only
2,728
1,904
385
30
355
460.7
11,163.1
10,702.4
0
0
1
0
0
0
70
0.125
1001_2739
5
8
1,708
0
0
529
0
0
1,500
bus_only
2,650
1,708
413
30
383
493.2
11,873.9
11,380.7
0
0
1
0
0
0
70
0.125
1001_2739
6
8
2,087
0
0
499
0
0
1,500
bus_only
3,149
2,087
563
30
533
674.1
12,185.9
11,511.8
0
0
1
0
0
0
70
0.125
1001_2739
7
8
486
840
0
575
18
1
1,550
bus+train
2,718
1,326
817
307
492
978.3
9,906.6
1,215.4
7,712.9
0
1
1
0
0
70
0.125
1001_2740
0
4
1,204
0
0
271
0
0
1,500
bus_only
1,536
1,204
61
30
31
71.9
7,464.9
7,393
0
0
1
0
0
0
74
0.25
1001_2740
1
4
1,167
0
0
211
0
0
1,500
bus_only
1,821
1,167
443
30
413
530.3
7,572.1
7,041.8
0
0
1
0
0
0
74
0.25
1001_2740
2
4
1,622
0
0
572
0
0
1,500
bus_only
2,583
1,622
389
30
359
465.4
9,706.8
9,241.4
0
0
1
0
0
0
74
0.25
1001_2740
3
4
1,316
0
0
363
0
1
1,500
bus_only
2,068
1,316
389
30
359
465.4
8,185.9
7,720.5
0
0
1
0
0
0
74
0.25
1001_2741
0
10
952
0
0
300
0
0
1,500
bus_only
1,405
952
153
30
123
182.8
6,838.1
6,655.4
0
0
1
0
0
0
47
0
1001_2741
1
10
296
510
0
231
61
1
1,550
bus+train
1,265
806
228
44
123
272.7
8,251.3
2,305.2
5,673.4
0
1
1
0
47
47
1
1001_2741
2
10
897
0
0
360
0
0
1,500
bus_only
1,540
897
283
30
253
337.5
6,653
6,315.5
0
0
1
0
0
0
47
0
1001_2741
3
10
354
510
0
336
61
2
1,550
bus+train
1,343
864
143
44
38
170.3
8,077.2
2,233.5
5,673.4
0
1
1
0
0
47
0
1001_2741
4
10
241
510
0
291
61
1
1,550
bus+train
1,400
751
358
44
253
427.4
8,066.2
1,965.4
5,673.4
0
1
1
0
0
47
0
1001_2741
5
10
1,221
0
0
397
0
0
1,500
bus_only
1,989
1,221
371
30
341
444.1
8,195.8
7,751.7
0
0
1
0
0
0
47
0
1001_2741
6
10
339
510
0
331
61
2
1,550
bus+train
1,467
849
287
44
182
343.3
8,192.5
2,175.8
5,673.4
0
1
1
0
0
47
0
1001_2741
7
10
423
510
0
331
61
2
1,550
bus+train
1,733
933
469
44
364
561.5
8,573
2,338.1
5,673.4
0
1
1
0
0
47
0
1001_2741
8
10
276
510
0
430
95
2
1,550
bus+train
1,712
786
496
44
357
594.4
7,834.7
1,567
5,673.4
0
1
1
0
0
47
0
1001_2741
9
10
234
510
0
342
225
1
1,550
bus+train
1,712
744
626
44
357
749.5
7,713.3
1,290.4
5,673.4
0
1
1
0
0
47
0
1001_2743
0
14
1,060
70
0
404
84
1
1,550
bus+train
1,655
1,130
121
30
7
143.9
9,424.1
8,586.7
693.5
0
1
1
0
0
34
0
1001_2743
1
14
381
510
0
312
95
1
1,550
bus+train
1,545
891
342
44
203
408.5
8,086.6
2,004.7
5,673.4
0
1
1
0
0
34
0