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_312
2
8
996
0
0
180
0
0
1,500
bus_only
1,420
996
244
69
175
290.2
8,565.4
8,275.2
0
0
1
0
0
0
90
0
1001_312
3
8
1,534
0
0
521
0
0
1,500
bus_only
2,353
1,534
298
69
229
356.3
10,624.9
10,268.6
0
0
1
0
0
0
90
0
1001_312
4
8
1,057
0
0
180
0
0
1,500
bus_only
1,547
1,057
310
69
241
370.2
9,085.8
8,715.6
0
0
1
0
0
0
90
0
1001_312
5
8
196
0
360
738
42
1
3,200
bus+gtx
1,614
556
320
49
229
383.1
10,295.2
1,522.4
0
8,389.7
1
0
1
0
90
0
1001_312
6
8
172
0
360
391
49
1
3,200
bus+gtx
1,390
532
467
49
369
558.6
9,910.3
962.1
0
8,389.7
1
0
1
0
90
0
1001_312
7
8
353
0
360
391
49
1
3,200
bus+gtx
1,714
713
610
49
512
730.8
10,918.9
1,798.5
0
8,389.7
1
0
1
0
90
0
1001_313
0
6
649
0
0
312
0
0
1,500
bus_only
1,126
649
165
69
96
195.5
6,362.9
6,167.5
0
0
1
0
0
0
59
0.166667
1001_313
1
6
639
0
0
195
0
1
1,500
bus_only
1,030
639
196
69
127
234
6,401.5
6,167.5
0
0
1
0
0
0
59
0.166667
1001_313
2
6
710
0
0
143
0
0
1,500
bus_only
1,180
710
327
69
258
390.2
6,632.7
6,242.5
0
0
1
0
0
0
59
0.166667
1001_313
3
6
807
0
0
83
0
0
1,500
bus_only
1,495
807
605
69
536
723.8
7,184.6
6,460.7
0
0
1
0
0
0
59
0.166667
1001_313
4
6
732
0
0
312
0
0
1,500
bus_only
1,705
732
661
69
592
791.6
7,379.6
6,588
0
0
1
0
0
0
59
0.166667
1001_313
5
6
722
0
0
255
0
1
1,500
bus_only
1,638
722
661
69
592
791.6
7,379.6
6,588
0
0
1
0
0
0
59
0.166667
1001_314
0
2
486
0
0
352
0
0
1,500
bus_only
1,038
486
200
69
131
238
4,612.5
4,374.5
0
0
1
0
0
0
48
0.5
1001_314
1
2
426
0
0
352
0
0
1,500
bus_only
1,529
426
751
69
682
899.5
4,779.3
3,879.8
0
0
1
0
0
0
48
0.5
1001_316
0
2
233
0
0
140
0
0
1,500
bus_only
598
233
225
69
156
267.8
2,957.7
2,689.9
0
0
1
0
0
0
28
0.5
1001_316
1
2
347
0
0
525
0
0
1,500
bus_only
1,277
347
405
69
336
483.8
2,706.9
2,223.2
0
0
1
0
0
0
28
0.5
1001_317
0
6
347
0
0
161
0
0
1,500
bus_only
817
347
309
77
232
369.1
3,063.5
2,694.4
0
0
1
0
0
0
355
0.166667
1001_317
1
6
267
0
0
281
0
1
1,500
bus_only
870
267
322
77
245
384.7
3,009.4
2,624.7
0
0
1
0
0
0
355
0.166667
1001_317
2
6
290
0
0
597
0
0
1,500
bus_only
1,199
290
312
69
243
372.9
2,998.9
2,625.9
0
0
1
0
0
0
355
0.166667
1001_317
3
6
379
0
0
161
0
0
1,500
bus_only
1,244
379
704
77
627
842.6
3,863.1
3,020.5
0
0
1
0
0
0
355
0.166667
1001_317
4
6
327
0
0
537
0
0
1,500
bus_only
1,520
327
656
69
587
785.9
3,734.9
2,948.9
0
0
1
0
0
0
355
0.166667
1001_317
5
6
303
0
0
281
0
1
1,500
bus_only
1,248
303
664
77
587
795.7
3,743.5
2,947.7
0
0
1
0
0
0
355
0.166667
1001_318
0
4
389
0
0
223
0
0
1,500
bus_only
814
389
202
77
125
240.1
2,857.7
2,617.6
0
0
1
0
0
0
349
0.25
1001_318
1
4
462
0
0
163
0
0
1,500
bus_only
1,061
462
436
77
359
521.8
3,595.3
3,073.5
0
0
1
0
0
0
349
0.25
1001_318
2
4
402
0
0
431
0
0
1,500
bus_only
1,262
402
429
69
360
513.3
3,172.5
2,659.3
0
0
1
0
0
0
349
0.25
1001_318
3
4
291
0
0
223
0
0
1,500
bus_only
1,128
291
614
77
537
733.8
2,976.7
2,242.9
0
0
1
0
0
0
349
0.25
1001_319
0
9
0
390
0
292
0
0
1,550
train_only
845
390
163
44
119
194.1
2,899.3
0
2,705.2
0
0
1
0
269
269
1
1001_319
1
9
449
0
0
192
0
1
1,500
bus_only
994
449
353
44
309
421.8
2,899.1
2,477.3
0
0
1
0
0
0
269
0
1001_319
2
9
394
0
0
301
0
0
1,500
bus_only
1,062
394
367
69
298
437.8
2,896.7
2,458.9
0
0
1
0
0
0
269
0
1001_319
3
9
496
0
0
192
0
1
1,500
bus_only
1,050
496
362
44
318
432.5
3,391.7
2,959.2
0
0
1
0
0
0
269
0
1001_319
4
9
441
0
0
301
0
0
1,500
bus_only
1,129
441
387
69
318
462.4
3,403.2
2,940.8
0
0
1
0
0
0
269
0
1001_319
5
9
465
0
0
191
0
0
1,500
bus_only
1,166
465
510
69
441
610.6
3,319.5
2,708.9
0
0
1
0
0
0
269
0
1001_319
6
9
403
0
0
251
0
0
1,500
bus_only
1,313
403
659
69
590
788.1
3,103.8
2,315.7
0
0
1
0
0
0
269
0
1001_319
7
9
461
0
0
521
0
0
1,500
bus_only
1,594
461
612
44
568
733.2
2,938.6
2,205.4
0
0
1
0
0
0
269
0
1001_319
8
9
372
0
0
129
0
0
1,500
bus_only
1,201
372
700
69
631
837.5
3,014
2,176.4
0
0
1
0
0
0
269
0
1001_320
0
13
359
0
0
285
0
0
1,500
bus_only
823
359
179
77
102
213.4
2,349.6
2,136.2
0
0
1
0
0
0
89
0
1001_320
1
13
328
0
0
225
0
0
1,500
bus_only
1,025
328
472
77
395
565.3
2,466.9
1,901.6
0
0
1
0
0
0
89
0
1001_320
2
13
515
0
0
434
0
0
1,500
bus_only
1,260
515
311
69
242
371.4
3,080.2
2,708.9
0
0
1
0
0
0
89
0
1001_320
3
13
508
0
0
102
0
0
1,500
bus_only
1,028
508
418
44
374
500
2,684.5
2,184.5
0
0
1
0
0
0
89
0
1001_320
4
13
579
0
0
162
0
0
1,500
bus_only
1,189
579
448
44
404
535.6
3,193.7
2,658.1
0
0
1
0
0
0
89
0
1001_320
5
13
411
0
0
285
0
0
1,500
bus_only
1,177
411
481
77
404
575.2
3,199.5
2,624.2
0
0
1
0
0
0
89
0
1001_320
6
13
0
390
0
277
0
0
1,550
train_only
1,167
390
500
44
456
599
3,304.1
0
2,705.2
0
0
1
0
89
89
1
1001_320
7
13
448
0
0
434
0
0
1,500
bus_only
1,402
448
520
69
451
622.6
2,938.3
2,315.7
0
0
1
0
0
0
89
0
1001_320
8
13
568
0
0
120
0
0
1,500
bus_only
1,262
568
574
44
530
686.5
2,449.9
1,763.3
0
0
1
0
0
0
89
0
1001_320
9
13
498
0
0
654
0
0
1,500
bus_only
1,766
498
614
44
570
734.7
2,940.1
2,205.4
0
0
1
0
0
0
89
0
1001_320
10
13
444
0
0
325
0
0
1,500
bus_only
1,465
444
696
69
627
833.4
3,292.3
2,458.9
0
0
1
0
0
0
89
0
1001_320
11
13
439
0
0
202
0
1
1,500
bus_only
1,345
439
704
77
627
843.2
3,457.3
2,614.1
0
0
1
0
0
0
89
0
1001_320
12
13
538
0
0
146
0
0
1,500
bus_only
1,539
538
855
69
786
1,023.2
3,256.9
2,233.7
0
0
1
0
0
0
89
0
1001_3218
0
2
0
2,760
0
577
0
1
1,950
train_only
3,428
2,760
91
44
47
107.9
30,856.2
0
30,748.3
0
0
1
0
28
28
1
1001_3218
1
2
0
3,330
0
427
0
0
1,950
train_only
3,848
3,330
91
44
47
107.9
31,540.3
0
31,432.4
0
0
1
0
0
28
0
1001_322
0
7
378
90
0
448
53
1
1,550
bus+train
1,051
468
135
44
38
160
3,324.4
2,111.9
1,052.5
0
1
1
0
1
289
1
1001_322
1
7
446
0
0
284
0
1
1,500
bus_only
1,012
446
282
77
205
337
4,452.4
4,115.3
0
0
1
0
0
0
289
0
1001_322
2
7
546
0
0
412
0
1
1,500
bus_only
1,093
546
135
44
91
160.8
3,412.4
3,251.6
0
0
1
0
0
0
289
0
1001_322
3
7
471
0
0
412
0
1
1,500
bus_only
1,223
471
340
44
296
406.9
3,335.9
2,928.9
0
0
1
0
0
0
289
0
1001_322
4
7
491
0
0
284
0
1
1,500
bus_only
1,143
491
368
77
291
440.6
4,910.4
4,469.8
0
0
1
0
0
0
289
0
1001_322
5
7
561
0
0
284
0
1
1,500
bus_only
1,460
561
615
77
538
737.1
5,441.7
4,704.6
0
0
1
0
0
0
289
0
1001_322
6
7
1,116
0
0
834
0
0
1,500
bus_only
2,527
1,116
577
346
231
691.1
6,243.7
5,552.7
0
0
1
0
0
0
289
0
1001_323
0
8
360
180
0
688
53
1
1,550
bus+train
1,348
540
120
44
23
141.7
4,013.9
2,111.9
1,760.3
0
1
1
0
0
191
0.125
1001_323
1
8
652
0
0
138
0
1
1,500
bus_only
1,033
652
243
77
166
290
5,161.2
4,871.2
0
0
1
0
0
0
191
0.125
1001_323
2
8
763
0
0
260
0
0
1,500
bus_only
1,608
763
585
378
207
699.7
5,121.5
4,421.8
0
0
1
0
0
0
191
0.125
1001_323
3
8
688
0
0
483
0
1
1,500
bus_only
1,360
688
189
77
112
224.4
5,201.1
4,976.7
0
0
1
0
0
0
191
0.125
1001_323
4
8
700
0
0
470
0
1
1,500
bus_only
1,455
700
285
77
208
339.2
5,477.6
5,138.4
0
0
1
0
0
0
191
0.125
1001_323
5
8
833
0
0
464
0
1
1,500
bus_only
1,600
833
303
44
259
362.3
5,588.1
5,225.7
0
0
1
0
0
0
191
0.125
1001_323
6
8
653
0
0
410
0
1
1,500
bus_only
1,411
653
348
77
271
416.2
5,120.8
4,704.6
0
0
1
0
0
0
191
0.125
1001_323
7
8
579
0
0
198
0
1
1,500
bus_only
1,321
579
544
77
467
651
5,120.8
4,469.8
0
0
1
0
0
0
191
0.125
1001_324
0
6
756
0
0
432
40
1
1,500
bus_only
1,373
756
185
108
37
220
5,641.5
5,421.5
0
0
1
0
0
0
92
0.166667
1001_324
1
6
376
270
0
370
53
1
1,550
bus+train
1,214
646
198
108
37
235.8
4,887.4
2,067.9
2,583.8
0
1
1
0
0
92
0.166667
1001_324
2
6
1,460
0
0
454
0
1
1,500
bus_only
2,313
1,460
399
44
355
477.3
7,533.1
7,055.8
0
0
1
0
0
0
92
0.166667
1001_324
3
6
1,193
0
0
559
0
1
1,500
bus_only
2,239
1,193
487
30
457
582.9
8,432.9
7,850
0
0
1
0
0
0
92
0.166667
1001_324
4
6
1,234
0
0
559
0
1
1,500
bus_only
2,279
1,234
486
30
456
581.6
8,789.3
8,207.7
0
0
1
0
0
0
92
0.166667
1001_324
5
6
1,160
0
0
559
0
1
1,500
bus_only
2,285
1,160
566
30
536
678
8,305
7,627
0
0
1
0
0
0
92
0.166667
1001_325
0
6
527
360
0
274
55
1
1,550
bus+train
1,317
887
156
44
57
185.2
5,484.2
1,998.6
3,300.4
0
1
1
0
0
69
0.166667
1001_325
1
6
1,184
0
0
238
0
1
1,500
bus_only
1,849
1,184
427
30
397
511.4
8,138.4
7,627
0
0
1
0
0
0
69
0.166667
1001_325
2
6
819
450
0
655
26
1
1,550
bus+train
2,135
1,269
211
30
155
250.7
9,707.4
4,491.1
4,965.6
0
1
1
0
0
69
0.166667
1001_325
3
6
1,250
0
0
568
0
2
1,500
bus_only
2,067
1,250
249
30
219
297.5
7,859.6
7,562.1
0
0
1
0
0
0
69
0.166667
1001_325
4
6
1,215
0
0
238
0
1
1,500
bus_only
1,935
1,215
482
30
452
577.6
8,427.7
7,850
0
0
1
0
0
0
69
0.166667
1001_325
5
6
1,212
0
0
628
0
2
1,500
bus_only
2,229
1,212
389
30
359
465.1
7,894.3
7,429.2
0
0
1
0
0
0
69
0.166667
1001_326
0
10
1,361
0
0
297
0
0
1,500
bus_only
1,792
1,361
134
44
90
158.7
10,194.3
10,035.5
0
0
1
0
0
0
501
0.1
1001_326
1
10
239
600
0
385
96
1
1,550
bus+train
1,480
839
256
77
83
305
8,205.5
2,136.2
5,764.2
0
1
1
0
0
501
0.1
1001_326
2
10
1,300
0
0
297
0
0
1,500
bus_only
1,971
1,300
374
44
330
447.7
10,115.7
9,668
0
0
1
0
0
0
501
0.1
1001_326
3
10
373
510
0
657
53
1
1,550
bus+train
1,720
883
180
44
83
213.6
7,529.3
2,111.9
5,203.8
0
1
1
0
0
501
0.1
1001_326
4
10
991
0
0
447
0
1
1,500
bus_only
1,824
991
386
44
342
462.2
7,424
6,961.8
0
0
1
0
0
0
501
0.1
1001_326
5
10
1,048
0
0
447
0
1
1,500
bus_only
1,894
1,048
399
44
355
477.6
8,049.7
7,572.1
0
0
1
0
0
0
501
0.1
1001_326
6
10
865
0
0
415
0
1
1,500
bus_only
1,712
865
432
77
355
517.3
8,881.1
8,363.9
0
0
1
0
0
0
501
0.1
1001_326
7
10
790
0
0
592
0
1
1,500
bus_only
1,801
790
419
77
342
501.9
8,395.8
7,893.9
0
0
1
0
0
0
501
0.1
1001_326
8
10
1,444
0
0
297
0
0
1,500
bus_only
2,202
1,444
461
44
417
551.8
10,880.9
10,329.1
0
0
1
0
0
0
501
0.1
1001_326
9
10
1,081
0
0
447
0
1
1,500
bus_only
2,049
1,081
521
44
477
623.4
8,450.7
7,827.4
0
0
1
0
0
0
501
0.1
1001_327
0
2
920
0
0
122
0
0
1,500
bus_only
1,313
920
271
44
227
323.2
7,563.8
7,240.7
0
0
1
0
0
0
432
0.5
1001_327
1
2
949
0
0
174
102
1
1,500
bus_only
1,420
949
297
44
151
354.1
7,845.1
7,491
0
0
1
0
0
0
432
0.5
1001_328
0
9
418
780
0
329
53
1
1,550
bus+train
1,734
1,198
207
108
46
246.9
9,803
2,067.9
7,488.2
0
1
1
0
0
31
0.111111
1001_328
1
9
1,087
0
0
175
0
1
1,500
bus_only
1,885
1,087
623
44
579
746.6
9,075.9
8,329.3
0
0
1
0
0
0
31
0.111111
1001_328
2
9
1,221
0
0
694
0
1
1,500
bus_only
2,426
1,221
511
44
467
612.2
9,288.4
8,676.2
0
0
1
0
0
0
31
0.111111
1001_328
3
9
1,317
0
0
188
152
1
1,500
bus_only
2,082
1,317
577
77
348
689.9
10,591
9,901.1
0
0
1
0
0
0
31
0.111111
1001_328
4
9
1,294
0
0
694
0
1
1,500
bus_only
2,501
1,294
513
44
469
614.4
9,726.3
9,111.9
0
0
1
0
0
0
31
0.111111
1001_328
5
9
1,183
0
0
694
0
1
1,500
bus_only
2,487
1,183
610
44
566
730.6
8,952.8
8,222.3
0
0
1
0
0
0
31
0.111111
1001_328
6
9
1,197
0
0
188
152
1
1,500
bus_only
2,081
1,197
696
77
467
833.6
10,017.4
9,183.9
0
0
1
0
0
0
31
0.111111
1001_328
7
9
1,270
0
0
188
152
1
1,500
bus_only
2,156
1,270
698
77
469
835.8
10,455.3
9,619.5
0
0
1
0
0
0
31
0.111111
1001_328
8
9
1,159
0
0
188
152
1
1,500
bus_only
2,142
1,159
795
77
566
952
9,681.8
8,729.9
0
0
1
0
0
0
31
0.111111
1001_329
0
5
1,139
0
0
680
0
0
1,500
bus_only
1,984
1,139
165
44
121
195.9
7,876.6
7,680.7
0
0
1
0
0
0
94
0.2
1001_329
1
5
1,144
0
0
353
0
1
1,500
bus_only
1,699
1,144
202
44
158
240.4
7,984.1
7,743.8
0
0
1
0
0
0
94
0.2