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_4411
5
16
1,595
0
0
377
0
1
1,500
bus_only
2,372
1,595
400
51
349
478.6
11,990
11,511.4
0
0
1
0
0
0
28
0
1002_4411
6
16
1,343
330
0
358
95
2
1,550
bus+train
2,386
1,673
355
62
198
424.6
12,102.8
7,659.4
4,018.8
0
1
1
0
0
28
0
1002_4411
7
16
1,699
0
0
377
0
1
1,500
bus_only
2,545
1,699
469
51
418
561.9
12,751.9
12,189.9
0
0
1
0
0
0
28
0
1002_4411
8
16
1,188
330
0
312
95
1
1,550
bus+train
2,336
1,518
506
62
349
605.4
11,063.1
6,439
4,018.8
0
1
1
0
0
28
0
1002_4411
9
16
1,292
330
0
312
95
1
1,550
bus+train
2,509
1,622
575
62
418
688.7
11,825
7,117.5
4,018.8
0
1
1
0
0
28
0
1002_4411
10
16
1,835
0
0
575
0
2
1,500
bus_only
2,954
1,835
544
51
493
651.2
12,978.6
12,327.5
0
0
1
0
0
0
28
0
1002_4411
11
16
1,699
0
0
184
0
0
1,500
bus_only
2,657
1,699
774
416
358
926.8
10,601.1
9,674.3
0
0
1
0
0
0
28
0
1002_4411
12
16
1,720
0
0
681
120
1
1,500
bus_only
3,052
1,720
651
38
493
779
10,733.4
9,954.4
0
0
1
0
0
0
28
0
1002_4411
13
16
1,351
330
0
312
95
1
1,550
bus+train
2,692
1,681
699
62
542
837.5
12,092.5
7,236.3
4,018.8
0
1
1
0
0
28
0
1002_4411
14
16
1,115
330
0
593
95
2
1,550
bus+train
2,688
1,445
650
62
493
777.9
10,985.3
6,188.6
4,018.8
0
1
1
0
0
28
0
1002_4411
15
16
3,321
0
0
64
0
0
1,600
bus_only
4,150
3,321
765
416
349
917.1
17,860.8
16,943.6
0
0
1
0
0
0
28
0
1002_4601
0
3
0
3,240
0
661
63
1
1,850
train_only
4,043
3,240
142
62
17
167.3
27,047.1
0
26,879.8
0
0
1
0
26
26
1
1002_4601
1
3
512
2,970
0
650
61
1
1,850
bus+train
4,766
3,482
634
62
511
757.5
27,498.2
2,027.1
24,713.6
0
1
1
0
0
26
0
1002_4601
2
3
175
3,120
0
688
99
1
1,850
bus+train
4,655
3,295
672
62
511
803.9
27,685
556.6
26,324.5
0
1
1
0
0
26
0
1002_4608
0
25
0
3,630
0
793
63
1
1,950
train_only
4,562
3,630
139
62
14
164
31,000
0
30,836
0
0
1
0
16
16
1
1002_4608
1
25
456
3,300
0
730
108
1
1,850
bus+train
4,875
3,756
389
62
219
463.4
30,203.1
1,847.4
27,892.3
0
1
1
0
0
16
0
1002_4608
2
25
3,342
1,290
0
803
55
1
1,850
bus+train
5,748
4,632
313
62
196
373.5
29,394.4
19,834.5
9,186.4
0
1
1
0
0
16
0
1002_4608
3
25
4,796
0
0
590
12
3
1,800
bus_only
5,654
4,796
268
38
218
317.7
26,915.6
26,597.9
0
0
1
0
0
0
16
0
1002_4608
4
25
4,396
0
0
509
42
2
1,800
bus_only
5,181
4,396
276
38
196
329.8
29,619.1
29,289.3
0
0
1
0
0
0
16
0
1002_4608
5
25
907
3,120
0
536
99
1
1,850
bus+train
4,920
4,027
357
62
196
426.9
29,818.6
3,067.2
26,324.5
0
1
1
0
0
16
0
1002_4608
6
25
3,373
690
0
565
43
2
1,850
bus+train
5,026
4,063
398
62
293
474.1
28,543
22,847.9
5,221
0
1
1
0
0
16
0
1002_4608
7
25
3,486
690
0
505
43
2
1,850
bus+train
5,081
4,176
400
62
295
476.8
28,828
23,130.1
5,221
0
1
1
0
0
16
0
1002_4608
8
25
1,153
2,970
0
564
72
1
1,850
bus+train
5,054
4,123
367
62
233
438
29,825.7
4,674.1
24,713.6
0
1
1
0
0
16
0
1002_4608
9
25
415
3,300
0
729
173
1
1,850
bus+train
4,875
3,715
431
62
196
515.2
30,022.5
1,614.9
27,892.3
0
1
1
0
0
16
0
1002_4608
10
25
4,423
0
0
644
16
3
1,800
bus_only
5,457
4,423
390
38
336
465.7
29,101.4
28,635.7
0
0
1
0
0
0
16
0
1002_4608
11
25
5,386
0
0
467
12
2
1,800
bus_only
6,239
5,386
386
38
336
460.5
29,162.5
28,702
0
0
1
0
0
0
16
0
1002_4608
12
25
571
3,570
0
549
57
1
1,950
bus+train
5,133
4,141
443
62
324
528.9
33,072.3
2,295.5
30,247.8
0
1
1
0
0
16
0
1002_4608
13
25
1,255
2,970
0
624
72
1
1,850
bus+train
5,316
4,225
467
62
333
557.3
30,376.1
5,105.2
24,713.6
0
1
1
0
0
16
0
1002_4608
14
25
351
3,450
0
897
63
2
1,950
bus+train
5,114
3,801
416
62
291
497.2
31,460.2
1,929.2
29,033.8
0
1
1
0
0
16
0
1002_4608
15
25
4,975
0
0
537
13
3
1,800
bus_only
5,940
4,975
428
38
377
511.7
27,119.8
26,608.1
0
0
1
0
0
0
16
0
1002_4608
16
25
4,504
0
0
644
16
3
1,800
bus_only
5,656
4,504
508
38
454
608.1
29,654.5
29,046.4
0
0
1
0
0
0
16
0
1002_4608
17
25
4,370
0
0
644
16
3
1,800
bus_only
5,542
4,370
528
38
474
632.2
29,069.9
28,437.7
0
0
1
0
0
0
16
0
1002_4608
18
25
323
3,450
0
777
211
1
1,950
bus+train
5,114
3,773
564
62
291
674.1
31,606.5
1,898.7
29,033.8
0
1
1
0
0
16
0
1002_4608
19
25
1,085
2,970
0
624
72
1
1,850
bus+train
5,264
4,055
585
62
451
698.7
29,825.8
4,413.5
24,713.6
0
1
1
0
0
16
0
1002_4608
20
25
5,467
0
0
467
12
2
1,800
bus_only
6,438
5,467
504
38
454
602.9
29,715.6
29,112.6
0
0
1
0
0
0
16
0
1002_4608
21
25
454
3,570
0
549
57
1
1,950
bus+train
5,144
4,024
571
62
452
683.2
32,764.4
1,833.4
30,247.8
0
1
1
0
0
16
0
1002_4608
22
25
233
3,450
0
897
63
2
1,950
bus+train
5,082
3,683
502
62
377
600.8
30,954.8
1,320.3
29,033.8
0
1
1
0
0
16
0
1002_4608
23
25
5,333
0
0
467
12
2
1,800
bus_only
6,324
5,333
524
38
474
627
29,130.9
28,504
0
0
1
0
0
0
16
0
1002_4608
24
25
341
3,300
0
733
253
1
1,850
bus+train
4,983
3,641
609
62
294
728
29,929.7
1,309.4
27,892.3
0
1
1
0
0
16
0
1002_4702
0
19
1,271
864
0
656
55
2
1,650
bus+train
2,912
2,135
121
62
4
141
15,965.5
8,952.3
6,872.2
0
1
1
0
0
13
0.052632
1002_4702
1
19
1,807
150
0
730
75
2
1,650
bus+train
2,950
1,957
263
62
126
312.8
16,061.7
14,094.3
1,654.6
0
1
1
0
0
13
0.052632
1002_4702
2
19
2,469
0
0
488
0
0
1,600
bus_only
4,329
2,469
1,372
371
1,001
1,643.4
17,921.3
16,277.9
0
0
1
0
0
0
13
0.052632
1002_4702
3
19
2,528
0
0
1,133
0
1
1,600
bus_only
3,797
2,528
136
38
98
160.3
16,473.5
16,313.3
0
0
1
0
0
0
13
0.052632
1002_4702
4
19
2,273
150
0
716
75
1
1,650
bus+train
3,374
2,423
235
62
98
277.9
16,606.3
14,673.8
1,654.6
0
1
1
0
0
13
0.052632
1002_4702
5
19
2,149
0
0
638
0
1
1,600
bus_only
3,069
2,149
282
184
98
335.3
16,125
15,789.7
0
0
1
0
0
0
13
0.052632
1002_4702
6
19
1,508
690
0
598
43
2
1,650
bus+train
3,027
2,198
231
62
126
274.4
16,530.3
11,034.9
5,221
0
1
1
0
0
13
0.052632
1002_4702
7
19
2,583
0
0
1,073
0
1
1,600
bus_only
3,854
2,583
198
38
160
235.7
16,800.2
16,564.5
0
0
1
0
0
0
13
0.052632
1002_4702
8
19
2,325
150
0
656
75
1
1,650
bus+train
3,428
2,475
297
62
160
353.3
16,933
14,925
1,654.6
0
1
1
0
0
13
0.052632
1002_4702
9
19
2,201
0
0
578
0
1
1,600
bus_only
3,123
2,201
344
184
160
410.7
16,451.6
16,040.9
0
0
1
0
0
0
13
0.052632
1002_4702
10
19
1,560
690
0
598
43
2
1,650
bus+train
3,113
2,250
265
62
160
314.9
16,822.1
11,286.1
5,221
0
1
1
0
0
13
0.052632
1002_4702
11
19
1,859
150
0
730
75
2
1,650
bus+train
3,036
2,009
297
62
160
353.3
16,353.5
14,345.6
1,654.6
0
1
1
0
0
13
0.052632
1002_4702
12
19
2,250
0
0
340
0
1
1,600
bus_only
3,059
2,250
469
371
98
559.9
17,770.3
17,210.4
0
0
1
0
0
0
13
0.052632
1002_4702
13
19
2,217
0
0
683
0
2
1,600
bus_only
3,335
2,217
435
184
251
519.8
16,682.1
16,162.3
0
0
1
0
0
0
13
0.052632
1002_4702
14
19
2,613
0
0
1,073
0
1
1,600
bus_only
4,093
2,613
407
38
369
486.6
17,237.4
16,750.8
0
0
1
0
0
0
13
0.052632
1002_4702
15
19
2,355
150
0
656
75
1
1,650
bus+train
3,667
2,505
506
62
369
604.3
17,370.2
15,111.3
1,654.6
0
1
1
0
0
13
0.052632
1002_4702
16
19
2,231
0
0
578
0
1
1,600
bus_only
3,362
2,231
553
184
369
661.7
16,888.9
16,227.2
0
0
1
0
0
0
13
0.052632
1002_4702
17
19
1,590
690
0
598
43
2
1,650
bus+train
3,352
2,280
474
62
369
565.9
17,259.4
11,472.4
5,221
0
1
1
0
0
13
0.052632
1002_4702
18
19
1,889
150
0
730
75
2
1,650
bus+train
3,275
2,039
506
62
369
604.3
16,790.8
14,531.8
1,654.6
0
1
1
0
0
13
0.052632
1002_4703
0
18
2,511
0
0
433
0
1
1,600
bus_only
3,037
2,511
93
38
55
110
15,751.6
15,641.6
0
0
1
0
0
0
26
0.055556
1002_4703
1
18
2,260
0
0
189
0
1
1,500
bus_only
2,658
2,260
209
38
171
249.3
15,148.4
14,899.1
0
0
1
0
0
0
26
0.055556
1002_4703
2
18
2,416
0
0
195
0
0
1,600
bus_only
3,037
2,416
426
371
55
509.7
15,864.6
15,354.9
0
0
1
0
0
0
26
0.055556
1002_4703
3
18
2,080
0
0
519
0
2
1,600
bus_only
2,697
2,080
98
38
60
116.2
15,178.3
15,062.1
0
0
1
0
0
0
26
0.055556
1002_4703
4
18
2,590
0
0
373
0
1
1,600
bus_only
3,204
2,590
241
38
203
287.7
16,159.5
15,871.8
0
0
1
0
0
0
26
0.055556
1002_4703
5
18
2,159
0
0
519
0
2
1,600
bus_only
2,919
2,159
241
38
203
287.7
15,580
15,292.4
0
0
1
0
0
0
26
0.055556
1002_4703
6
18
2,482
0
0
373
0
1
1,600
bus_only
3,157
2,482
302
38
264
361.2
15,785
15,423.8
0
0
1
0
0
0
26
0.055556
1002_4703
7
18
2,210
0
0
391
0
1
1,600
bus_only
2,988
2,210
387
184
203
462.7
15,810.9
15,348.2
0
0
1
0
0
0
26
0.055556
1002_4703
8
18
1,985
0
0
281
0
1
1,500
bus_only
2,697
1,985
431
371
60
515.8
15,291.3
14,775.5
0
0
1
0
0
0
26
0.055556
1002_4703
9
18
2,495
0
0
135
0
0
1,600
bus_only
3,204
2,495
574
371
203
687.3
16,272.5
15,585.2
0
0
1
0
0
0
26
0.055556
1002_4703
10
18
2,064
0
0
281
0
1
1,600
bus_only
2,919
2,064
574
371
203
687.3
15,693
15,005.7
0
0
1
0
0
0
26
0.055556
1002_4703
11
18
2,387
0
0
195
0
0
1,600
bus_only
3,216
2,387
634
371
263
759.1
15,896.2
15,137.1
0
0
1
0
0
0
26
0.055556
1002_4703
12
18
2,444
0
0
373
0
1
1,600
bus_only
3,351
2,444
534
38
496
638.7
15,853.1
15,214.4
0
0
1
0
0
0
26
0.055556
1002_4703
13
18
2,287
0
0
345
0
2
1,600
bus_only
3,161
2,287
529
38
491
633.3
15,853
15,219.7
0
0
1
0
0
0
26
0.055556
1002_4703
14
18
2,052
0
0
519
0
2
1,500
bus_only
3,111
2,052
540
38
502
646.2
15,314.2
14,668.1
0
0
1
0
0
0
26
0.055556
1002_4703
15
18
2,151
0
0
589
0
2
1,500
bus_only
3,262
2,151
522
38
484
624.4
15,358.1
14,733.7
0
0
1
0
0
0
26
0.055556
1002_4703
16
18
550
1,350
0
588
69
2
1,650
bus+train
3,097
1,900
609
38
502
728.3
16,357.6
3,600.3
12,029
0
1
1
0
0
26
0.055556
1002_4703
17
18
2,349
0
0
135
0
0
1,500
bus_only
3,351
2,349
867
371
496
1,038.4
15,966.1
14,927.7
0
0
1
0
0
0
26
0.055556
1002_4704
0
17
1,986
150
0
608
57
1
1,550
bus+train
2,877
2,136
133
62
14
156.4
14,331
12,520
1,654.6
0
1
1
0
0
23
0
1002_4704
1
17
1,910
0
0
257
0
1
1,500
bus_only
2,555
1,910
388
371
17
464.4
14,319.8
13,855.4
0
0
1
0
0
0
23
0
1002_4704
2
17
2,049
0
0
183
0
0
1,500
bus_only
2,993
2,049
761
371
390
911.8
14,885.6
13,973.8
0
0
1
0
0
0
23
0
1002_4704
3
17
0
2,131
0
451
108
1
1,650
train_only
2,754
2,131
172
62
2
204.4
15,633.1
0
15,428.8
0
0
1
0
23
23
1
1002_4704
4
17
2,057
0
0
506
0
1
1,500
bus_only
2,761
2,057
198
184
14
235.2
14,488.6
14,253.4
0
0
1
0
0
0
23
0
1002_4704
5
17
2,051
0
0
496
0
2
1,500
bus_only
2,745
2,051
198
184
14
235.2
14,846.3
14,611.1
0
0
1
0
0
0
23
0
1002_4704
6
17
2,027
150
0
548
57
1
1,550
bus+train
3,235
2,177
510
62
391
609.1
15,116.5
12,852.8
1,654.6
0
1
1
0
0
23
0
1002_4704
7
17
2,144
0
0
827
0
1
1,500
bus_only
3,482
2,144
511
38
473
610.7
14,871.2
14,260.5
0
0
1
0
0
0
23
0
1002_4704
8
17
2,230
0
0
827
0
1
1,500
bus_only
3,563
2,230
506
38
468
604.7
15,137.6
14,533
0
0
1
0
0
0
23
0
1002_4704
9
17
2,098
0
0
446
0
1
1,500
bus_only
3,119
2,098
575
184
391
687.9
15,274.1
14,586.1
0
0
1
0
0
0
23
0
1002_4704
10
17
2,092
0
0
436
0
2
1,500
bus_only
3,103
2,092
575
184
391
687.9
15,631.8
14,943.9
0
0
1
0
0
0
23
0
1002_4704
11
17
1,951
0
0
257
0
1
1,500
bus_only
2,970
1,951
762
371
391
912.6
15,100.7
14,188.2
0
0
1
0
0
0
23
0
1002_4704
12
17
2,135
0
0
183
0
0
1,500
bus_only
3,157
2,135
839
371
468
1,004.3
15,250.6
14,246.3
0
0
1
0
0
0
23
0
1002_4704
13
17
2,061
0
0
504
0
2
1,500
bus_only
3,288
2,061
723
184
539
865.7
15,667.2
14,801.4
0
0
1
0
0
0
23
0
1002_4704
14
17
2,137
0
0
257
0
1
1,500
bus_only
3,280
2,137
886
371
515
1,062.1
15,786.3
14,724.3
0
0
1
0
0
0
23
0
1002_4704
15
17
1,901
0
0
336
0
1
1,500
bus_only
3,147
1,901
910
371
539
1,090.4
15,146.2
14,055.8
0
0
1
0
0
0
23
0
1002_4704
16
17
2,164
0
0
257
0
1
1,600
bus_only
3,336
2,164
915
371
544
1,096.1
16,101.8
15,005.7
0
0
1
0
0
0
23
0
1002_4705
0
17
1,933
0
0
285
0
1
1,500
bus_only
2,318
1,933
100
38
62
117.8
13,599.7
13,481.9
0
0
1
0
0
0
17
0.058824
1002_4705
1
17
1,896
0
0
266
0
2
1,500
bus_only
2,309
1,896
147
38
109
174.5
13,385.3
13,210.8
0
0
1
0
0
0
17
0.058824
1002_4705
2
17
1,844
0
0
476
0
0
1,500
bus_only
2,753
1,844
433
371
62
517.5
13,712.7
13,195.2
0
0
1
0
0
0
17
0.058824
1002_4705
3
17
1,900
0
0
225
0
1
1,500
bus_only
2,318
1,900
193
38
155
229.9
13,526.3
13,296.3
0
0
1
0
0
0
17
0.058824
1002_4705
4
17
1,977
0
0
225
0
1
1,500
bus_only
2,433
1,977
231
38
193
276.2
13,879.1
13,602.9
0
0
1
0
0
0
17
0.058824
1002_4705
5
17
1,930
0
0
266
0
2
1,500
bus_only
2,398
1,930
202
38
164
241.1
13,617.8
13,376.7
0
0
1
0
0
0
17
0.058824
1002_4705
6
17
2,026
0
0
225
0
1
1,500
bus_only
2,641
2,026
390
38
352
466.3
14,210.2
13,743.9
0
0
1
0
0
0
17
0.058824