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
9927_2611
8
11
2,454
0
0
55
0
0
1,600
bus_only
3,207
2,454
698
293
405
836.2
16,951
16,114.7
0
0
1
0
0
0
19
0
9927_2611
9
11
2,538
0
0
115
0
0
1,600
bus_only
3,342
2,538
689
293
396
825.8
17,703.4
16,877.6
0
0
1
0
0
0
19
0
9927_2611
10
11
1,224
510
0
494
128
2
1,550
bus+train
2,828
1,734
600
2
470
717.8
15,348.5
8,957.3
5,673.4
0
1
1
0
0
19
0
9927_2631
0
8
585
190
0
712
45
1
1,550
bus+train
1,564
775
77
2
30
91.1
6,639.2
4,756.9
1,791.2
0
1
1
0
17
17
1
9927_2631
1
8
1,044
0
0
665
49
1
1,500
bus_only
1,878
1,044
169
2
118
201.6
8,519.1
8,317.5
0
0
1
0
0
0
17
0
9927_2631
2
8
1,073
0
0
725
49
1
1,500
bus_only
1,986
1,073
188
2
137
223.9
8,668.1
8,444.2
0
0
1
0
0
0
17
0
9927_2631
3
8
1,473
0
0
670
0
2
1,500
bus_only
2,326
1,473
183
2
181
219.1
9,979.4
9,760.3
0
0
1
0
0
0
17
0
9927_2631
4
8
1,902
0
0
751
35
1
1,500
bus_only
2,871
1,902
218
2
181
260.8
13,800.2
13,539.4
0
0
1
0
0
0
17
0
9927_2631
5
8
892
0
0
750
135
1
1,500
bus_only
2,021
892
379
2
242
453.3
7,143.1
6,689.8
0
0
1
0
0
0
17
0
9927_2631
6
8
961
0
0
725
49
1
1,500
bus_only
2,190
961
504
2
453
601.9
8,615.9
8,014
0
0
1
0
0
0
17
0
9927_2631
7
8
771
0
0
750
135
1
1,500
bus_only
2,111
771
590
2
453
705.1
6,759.3
6,054.2
0
0
1
0
0
0
17
0
9927_2632
0
9
606
310
0
663
45
1
1,550
bus+train
1,637
916
58
2
11
67.3
7,485.8
4,756.9
2,661.6
0
1
1
0
13
13
1
9927_2632
1
9
1,095
0
0
450
135
1
1,500
bus_only
1,838
1,095
293
2
156
350
7,906.4
7,556.4
0
0
1
0
0
0
13
0
9927_2632
2
9
1,351
0
0
343
0
1
1,500
bus_only
1,974
1,351
280
2
278
334.6
9,239.5
8,904.9
0
0
1
0
0
0
13
0
9927_2632
3
9
1,422
0
0
425
0
2
1,500
bus_only
1,978
1,422
131
2
129
156.4
9,054.4
8,898
0
0
1
0
0
0
13
0
9927_2632
4
9
1,121
0
0
450
135
1
1,500
bus_only
1,940
1,121
369
2
232
440.7
8,102.6
7,661.9
0
0
1
0
0
0
13
0
9927_2632
5
9
1,467
0
0
425
0
2
1,500
bus_only
2,252
1,467
360
2
358
430.7
9,751.8
9,321.1
0
0
1
0
0
0
13
0
9927_2632
6
9
1,003
0
0
450
135
1
1,500
bus_only
1,941
1,003
488
2
351
583.8
7,691.1
7,107.3
0
0
1
0
0
0
13
0
9927_2632
7
9
1,424
0
0
591
26
1
1,500
bus_only
2,499
1,424
484
2
456
580.4
10,966
10,385.5
0
0
1
0
0
0
13
0
9927_2632
8
9
1,204
0
0
231
282
1
1,500
bus_only
2,175
1,204
740
2
456
887.3
10,521
9,633.7
0
0
1
0
0
0
13
0
9927_319
0
10
1,326
60
0
878
96
1
1,550
bus+train
2,380
1,386
116
2
18
138.5
9,869.3
9,154.9
576
0
1
1
0
0
18
0
9927_319
1
10
138
930
0
571
61
1
1,550
bus+train
1,855
1,068
216
2
153
258.6
9,359.9
722.8
8,378.6
0
1
1
0
18
18
1
9927_319
2
10
1,404
0
0
406
0
1
1,500
bus_only
2,107
1,404
297
2
295
355.8
10,275
9,919.3
0
0
1
0
0
0
18
0
9927_319
3
10
1,362
0
0
406
0
1
1,500
bus_only
2,068
1,362
300
2
298
358.3
9,795.7
9,437.3
0
0
1
0
0
0
18
0
9927_319
4
10
1,378
100
0
703
119
1
1,550
bus+train
2,481
1,478
300
2
179
358.2
10,894.5
9,642.9
893.3
0
1
1
0
0
18
0
9927_319
5
10
381
1,020
0
291
168
1
1,550
bus+train
2,041
1,401
349
2
179
416.8
12,712.1
2,824.7
9,470.6
0
1
1
0
0
18
0
9927_319
6
10
1,541
0
0
778
9
1
1,500
bus_only
2,771
1,541
452
2
441
541
10,268.5
9,727.5
0
0
1
0
0
0
18
0
9927_319
7
10
1,376
0
0
699
0
1
1,500
bus_only
2,645
1,376
570
2
568
683.5
9,850
9,166.5
0
0
1
0
0
0
18
0
9927_319
8
10
1,357
0
0
416
0
2
1,500
bus_only
2,343
1,357
570
2
568
683.5
10,034.6
9,351.1
0
0
1
0
0
0
18
0
9927_319
9
10
1,808
0
0
333
0
2
1,500
bus_only
2,699
1,808
558
2
556
668.8
13,643.6
12,974.7
0
0
1
0
0
0
18
0
9927_31982
0
4
485
0
0
120
0
0
1,500
bus_only
608
485
3
2
1
3.1
3,795.8
3,792.7
0
0
1
0
0
85
86
0.988372
9927_31982
1
4
440
0
0
120
0
0
1,500
bus_only
882
440
322
2
320
385.9
3,894.8
3,508.9
0
0
1
0
0
0
86
0
9927_31982
2
4
541
0
0
120
0
0
1,500
bus_only
1,052
541
391
2
389
468.3
4,606.6
4,138.3
0
0
1
0
0
0
86
0
9927_31982
3
4
595
0
0
184
0
0
1,500
bus_only
1,168
595
389
2
387
465.2
4,166.4
3,701.2
0
0
1
0
0
1
86
0.011628
9927_4105
0
9
116
1,105
0
534
66
1
1,550
bus+train
2,024
1,221
269
2
201
321.6
12,681.2
722.8
11,636.8
0
1
1
0
41
41
1
9927_4105
1
9
2,892
0
0
385
0
2
1,600
bus_only
3,352
2,892
75
2
73
89.5
17,309.7
17,220.2
0
0
1
0
0
0
41
0
9927_4105
2
9
2,639
0
0
564
0
2
1,600
bus_only
3,336
2,639
133
2
131
159
17,074.4
16,915.4
0
0
1
0
0
0
41
0
9927_4105
3
9
1,943
0
0
990
77
2
1,500
bus_only
3,085
1,943
152
2
73
181.6
14,580.6
14,399
0
0
1
0
0
0
41
0
9927_4105
4
9
2,680
0
0
564
0
2
1,600
bus_only
3,418
2,680
174
2
172
206.6
17,337
17,130.4
0
0
1
0
0
0
41
0
9927_4105
5
9
2,010
0
0
990
77
2
1,500
bus_only
3,452
2,010
452
2
373
541.9
15,208.7
14,666.8
0
0
1
0
0
0
41
0
9927_4105
6
9
2,608
0
0
504
0
2
1,600
bus_only
3,692
2,608
580
2
578
695.2
17,224.2
16,529
0
0
1
0
0
0
41
0
9927_4105
7
9
2,487
0
0
618
232
1
1,600
bus_only
3,910
2,487
805
2
571
964.1
17,273.9
16,309.9
0
0
1
0
0
0
41
0
9927_4105
8
9
826
1,140
0
611
284
1
1,750
bus+train
3,423
1,966
846
2
560
1,012.1
22,005.9
6,521.2
14,472.6
0
1
1
0
0
41
0
9927_4106
0
12
123
1,415
0
465
66
1
1,550
bus+train
2,085
1,538
82
2
14
97.6
11,811.3
722.8
10,990.9
0
1
1
0
13
13
1
9927_4106
1
12
1,999
0
0
537
0
1
1,500
bus_only
2,656
1,999
120
2
118
143.3
13,467.6
13,324.3
0
0
1
0
0
0
13
0
9927_4106
2
12
2,182
0
0
745
0
1
1,500
bus_only
3,027
2,182
100
2
98
118.4
14,707.9
14,589.5
0
0
1
0
0
0
13
0
9927_4106
3
12
1,948
0
0
597
0
1
1,500
bus_only
2,721
1,948
176
2
174
210.3
13,391.1
13,180.8
0
0
1
0
0
0
13
0
9927_4106
4
12
2,031
0
0
867
31
1
1,500
bus_only
3,123
2,031
225
2
192
269.1
14,326.8
14,057.7
0
0
1
0
0
0
13
0
9927_4106
5
12
1,969
0
0
732
0
2
1,500
bus_only
2,895
1,969
194
2
192
232.3
13,755.6
13,523.3
0
0
1
0
0
0
13
0
9927_4106
6
12
1,916
0
0
597
0
1
1,500
bus_only
2,868
1,916
355
2
353
425.7
13,389.5
12,963.8
0
0
1
0
0
0
13
0
9927_4106
7
12
2,096
0
0
597
0
1
1,500
bus_only
3,141
2,096
448
2
446
535.8
14,189.2
13,653.4
0
0
1
0
0
0
13
0
9927_4106
8
12
2,126
0
0
745
0
1
1,500
bus_only
3,321
2,126
450
2
448
538.8
14,599.6
14,060.8
0
0
1
0
0
0
13
0
9927_4106
9
12
1,988
0
0
927
31
1
1,500
bus_only
3,362
1,988
447
2
414
535.1
14,221.3
13,686.2
0
0
1
0
0
0
13
0
9927_4106
10
12
1,800
0
0
1,106
0
2
1,500
bus_only
3,322
1,800
416
2
414
498.2
12,975.5
12,477.2
0
0
1
0
0
0
13
0
9927_4106
11
12
2,034
0
0
792
0
2
1,500
bus_only
3,321
2,034
495
2
493
593.5
14,394.6
13,801
0
0
1
0
0
0
13
0
9927_4107
0
15
153
845
0
587
66
1
1,550
bus+train
1,682
998
97
2
29
114.6
10,174.3
722.8
9,336.9
0
1
1
0
18
18
1
9927_4107
1
15
1,709
0
0
750
0
1
1,500
bus_only
2,595
1,709
136
2
134
161.9
11,432
11,270.1
0
0
1
0
0
0
18
0
9927_4107
2
15
1,691
0
0
488
0
2
1,500
bus_only
2,315
1,691
136
2
134
161.9
11,744.6
11,582.7
0
0
1
0
0
0
18
0
9927_4107
3
15
1,986
0
0
407
31
1
1,500
bus_only
2,692
1,986
299
2
266
357.9
13,022.7
12,664.8
0
0
1
0
0
0
18
0
9927_4107
4
15
1,641
0
0
810
0
1
1,500
bus_only
2,734
1,641
283
2
281
338.8
11,240.1
10,901.3
0
0
1
0
0
0
18
0
9927_4107
5
15
1,887
0
0
569
0
1
1,500
bus_only
2,767
1,887
311
2
309
371.3
12,005
11,633.7
0
0
1
0
0
0
18
0
9927_4107
6
15
1,945
0
0
467
31
1
1,500
bus_only
2,754
1,945
342
2
309
408.2
12,835.1
12,427
0
0
1
0
0
0
18
0
9927_4107
7
15
1,757
0
0
426
0
1
1,500
bus_only
2,541
1,757
358
2
356
428.7
12,109.6
11,680.9
0
0
1
0
0
0
18
0
9927_4107
8
15
1,609
0
0
548
0
2
1,500
bus_only
2,468
1,609
311
2
309
371.3
11,577.2
11,205.9
0
0
1
0
0
0
18
0
9927_4107
9
15
1,728
0
0
486
0
1
1,500
bus_only
2,616
1,728
402
2
400
480.4
11,918.7
11,438.3
0
0
1
0
0
0
18
0
9927_4107
10
15
1,878
0
0
551
0
3
1,500
bus_only
2,726
1,878
297
2
295
355.1
12,021.3
11,666.1
0
0
1
0
0
0
18
0
9927_4107
11
15
1,758
0
0
750
0
1
1,500
bus_only
2,932
1,758
424
2
422
507.6
12,034.1
11,526.5
0
0
1
0
0
0
18
0
9927_4107
12
15
1,741
0
0
488
0
2
1,500
bus_only
2,653
1,741
424
2
422
507.6
12,346.7
11,839.1
0
0
1
0
0
0
18
0
9927_4107
13
15
1,823
0
0
486
0
1
1,500
bus_only
2,799
1,823
490
2
488
586.6
12,532.5
11,945.9
0
0
1
0
0
0
18
0
9927_4107
14
15
1,858
0
0
275
209
1
1,500
bus_only
2,669
1,858
536
2
325
642
11,072.9
10,431
0
0
1
0
0
0
18
0
9927_4110
0
5
1,732
0
0
349
0
1
1,500
bus_only
2,106
1,732
25
2
23
29.1
11,209
11,179.9
0
0
1
0
0
0
21
0
9927_4110
1
5
147
610
0
574
66
1
1,550
bus+train
1,415
757
84
2
16
99.9
7,741.4
722.8
6,918.7
0
1
1
0
21
21
1
9927_4110
2
5
1,144
0
0
350
0
1
1,500
bus_only
1,587
1,144
93
2
91
110.2
8,587.2
8,477
0
0
1
0
0
0
21
0
9927_4110
3
5
1,208
0
0
346
0
1
1,500
bus_only
1,947
1,208
393
2
391
471.3
9,116.6
8,645.2
0
0
1
0
0
0
21
0
9927_4110
4
5
1,255
0
0
346
0
1
1,500
bus_only
2,036
1,255
435
2
433
521.4
9,566
9,044.7
0
0
1
0
0
0
21
0
9927_4112
0
7
949
0
0
468
0
1
1,500
bus_only
1,464
949
47
2
45
54.3
7,106.9
7,052.6
0
0
1
0
0
0
20
0
9927_4112
1
7
138
770
0
442
66
1
1,550
bus+train
1,424
908
74
2
6
87.2
5,939.5
722.8
5,129.5
0
1
1
0
20
20
1
9927_4112
2
7
924
0
0
468
0
1
1,500
bus_only
1,617
924
225
2
223
268.4
7,075.5
6,807.1
0
0
1
0
0
0
20
0
9927_4112
3
7
1,945
0
0
364
0
1
1,500
bus_only
2,447
1,945
138
2
136
164.5
13,573.6
13,409.1
0
0
1
0
0
0
20
0
9927_4112
4
7
1,046
0
0
350
0
1
1,500
bus_only
1,897
1,046
501
2
499
599.7
7,459.3
6,859.6
0
0
1
0
0
0
20
0
9927_4112
5
7
1,164
0
0
713
43
1
1,500
bus_only
2,478
1,164
601
2
556
720.5
7,667.7
6,947.1
0
0
1
0
0
0
20
0
9927_4112
6
7
2,222
0
0
385
89
1
1,500
bus_only
3,180
2,222
573
2
482
686.1
9,805.3
9,119.1
0
0
1
0
0
0
20
0
9927_4113
0
6
844
0
0
205
0
1
1,500
bus_only
1,196
844
147
2
145
175.9
6,245.8
6,069.9
0
0
1
0
0
0
17
0
9927_4113
1
6
804
0
0
243
0
2
1,500
bus_only
1,175
804
128
2
126
153
5,729.4
5,576.4
0
0
1
0
0
0
17
0
9927_4113
2
6
123
480
0
568
66
1
1,550
bus+train
1,278
603
107
2
39
127.2
5,019
722.8
4,169
0
1
1
0
17
17
1
9927_4113
3
6
750
0
0
802
0
1
1,500
bus_only
1,673
750
121
2
119
143.4
5,514.7
5,371.2
0
0
1
0
0
0
17
0
9927_4113
4
6
875
0
0
145
0
1
1,500
bus_only
1,258
875
238
2
236
284.4
6,577.1
6,292.7
0
0
1
0
0
0
17
0
9927_4113
5
6
717
0
0
1,005
0
1
1,500
bus_only
2,146
717
424
2
422
507.7
5,864.8
5,357.1
0
0
1
0
0
0
17
0
9927_4114
0
8
110
350
0
288
66
1
1,550
bus+train
842
460
94
2
26
112.1
3,543.5
722.8
2,708.6
0
1
1
0
67
67
1
9927_4114
1
8
500
0
0
172
186
1
1,500
bus_only
932
500
260
2
72
310.4
4,232.5
3,922.1
0
0
1
0
0
0
67
0
9927_4114
2
8
962
0
0
396
23
2
1,500
bus_only
1,567
962
209
2
184
250
6,569.6
6,319.6
0
0
1
0
0
0
67
0
9927_4114
3
8
532
0
0
172
186
1
1,500
bus_only
1,076
532
372
2
184
444.7
4,470.7
4,026
0
0
1
0
0
0
67
0
9927_4114
4
8
1,038
0
0
250
0
2
1,500
bus_only
1,644
1,038
356
2
354
426.8
8,531.7
8,104.8
0
0
1
0
0
0
67
0
9927_4114
5
8
1,002
0
0
571
0
4
1,500
bus_only
1,854
1,002
281
2
279
336.7
8,277
7,940.2
0
0
1
0
0
0
67
0
9927_4114
6
8
1,442
0
0
323
143
1
1,500
bus_only
2,389
1,442
624
2
479
746.6
5,485.2
4,738.5
0
0
1
0
0
0
67
0
9927_4114
7
8
920
0
0
709
26
2
1,500
bus_only
2,241
920
612
120
466
733.6
7,228.5
6,494.8
0
0
1
0
0
0
67
0
9927_4115
0
16
138
190
0
360
66
1
1,550
bus+train
757
328
69
2
1
81.6
2,536
722.8
1,731.7
0
1
1
0
128
128
1
9927_4115
1
16
514
0
0
505
0
0
1,500
bus_only
1,367
514
348
293
55
415.8
4,897.3
4,481.6
0
0
1
0
0
0
128
0
9927_4115
2
16
817
0
0
486
0
2
1,500
bus_only
1,443
817
140
2
138
166.8
5,032.5
4,865.8
0
0
1
0
0
0
128
0
9927_4115
3
16
808
0
0
257
0
1
1,500
bus_only
1,307
808
242
2
240
289.4
5,104.5
4,815.1
0
0
1
0
0
0
128
0