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
9887_74917
5
22
1,058
0
0
908
5
1
1,500
bus_only
2,234
1,058
268
17
246
319.7
5,524.7
5,205
0
0
1
0
0
0
14
0
9887_74917
6
22
1,010
0
0
413
68
2
1,500
bus_only
1,754
1,010
331
17
246
395.7
5,990.1
5,594.4
0
0
1
0
0
0
14
0
9887_74917
7
22
1,208
0
0
606
5
1
1,500
bus_only
2,209
1,208
395
17
373
471.4
5,139
4,667.6
0
0
1
0
0
0
14
0
9887_74917
8
22
1,273
0
0
606
5
1
1,500
bus_only
2,332
1,273
453
17
431
541.6
5,384
4,842.4
0
0
1
0
0
0
14
0
9887_74917
9
22
978
0
0
1,106
42
1
1,500
bus_only
2,489
978
405
17
346
483
6,413.1
5,930
0
0
1
0
0
1
14
0.071429
9887_74917
10
22
1,583
0
0
546
5
1
1,500
bus_only
2,571
1,583
442
17
420
528.2
5,950.9
5,422.7
0
0
1
0
0
0
14
0
9887_74917
11
22
950
0
0
558
0
1
1,500
bus_only
2,011
950
503
17
486
601.7
6,645.8
6,044.2
0
0
1
0
0
0
14
0
9887_74917
12
22
675
0
0
786
0
1
1,500
bus_only
1,964
675
503
17
486
601.7
4,676.5
4,074.8
0
0
1
0
0
0
14
0
9887_74917
13
22
1,043
0
0
573
5
1
1,500
bus_only
2,127
1,043
511
17
489
611.2
6,026.2
5,415
0
0
1
0
0
0
14
0
9887_74917
14
22
860
0
0
1,024
123
1
1,500
bus_only
2,370
860
486
17
346
580.2
5,952.2
5,372
0
0
1
0
0
0
14
0
9887_74917
15
22
982
0
0
372
68
1
1,500
bus_only
1,928
982
574
17
489
687.2
6,491.6
5,804.5
0
0
1
0
0
0
14
0
9887_74917
16
22
1,514
0
0
606
5
1
1,500
bus_only
2,617
1,514
497
17
475
594
5,869.1
5,275
0
0
1
0
0
0
14
0
9887_74917
17
22
1,367
0
0
606
5
1
1,500
bus_only
2,501
1,367
528
17
506
631.2
5,637.2
5,006
0
0
1
0
0
0
14
0
9887_74917
18
22
925
0
0
1,166
42
1
1,500
bus_only
2,595
925
504
17
445
601.8
6,188.5
5,586.8
0
0
1
0
0
0
14
0
9887_74917
19
22
904
0
0
1,024
123
1
1,500
bus_only
2,457
904
529
17
389
632.3
6,372.4
5,740
0
0
1
0
0
0
14
0
9887_74917
20
22
807
0
0
1,084
123
1
1,500
bus_only
2,476
807
585
17
445
698.9
5,727.7
5,028.7
0
0
1
0
0
0
14
0
9887_74917
21
22
713
0
0
554
164
1
1,500
bus_only
1,934
713
667
17
486
797.8
4,714.3
3,916.4
0
0
1
0
0
0
14
0
9887_75871
0
8
1,243
0
0
185
0
1
1,500
bus_only
1,451
1,243
23
17
6
25.8
8,290.1
8,264.2
0
0
1
0
0
1
76
0.013333
9887_75871
1
8
1,858
0
0
409
0
0
1,500
bus_only
2,644
1,858
377
17
360
449.7
9,541.2
9,091.5
0
0
1
0
0
25
76
0.333333
9887_75871
2
8
1,310
0
0
549
0
2
1,500
bus_only
2,347
1,310
488
17
471
583.6
7,736
7,152.3
0
0
1
0
0
0
76
0
9887_75871
3
8
1,191
0
0
296
68
1
1,500
bus_only
2,028
1,191
541
17
456
646.9
7,026.3
6,379.4
0
0
1
0
0
48
76
0.64
9887_75871
4
8
1,331
0
0
561
60
1
1,500
bus_only
2,440
1,331
548
17
471
655
8,265.7
7,610.7
0
0
1
0
0
0
76
0
9887_75871
5
8
1,254
0
0
674
123
1
1,500
bus_only
2,542
1,254
614
17
474
734.7
6,747
6,012.3
0
0
1
0
0
0
76
0
9887_75871
6
8
889
0
0
795
175
1
1,500
bus_only
2,347
889
663
17
471
793.1
6,651.3
5,858.2
0
0
1
0
0
1
76
0.013333
9887_75871
7
8
1,196
0
0
674
123
1
1,500
bus_only
2,526
1,196
656
17
516
784.8
6,491.3
5,706.5
0
0
1
0
0
0
76
0
9887_8000226
0
13
721
0
0
292
0
1
1,500
bus_only
1,031
721
18
17
1
20
5,990.4
5,970.4
0
0
1
0
0
10
24
0.588235
9887_8000226
1
13
680
0
0
292
0
1
1,500
bus_only
1,380
680
408
17
391
487.9
6,111
5,623.1
0
0
1
0
0
0
24
0
9887_8000226
2
13
745
0
0
463
0
2
1,500
bus_only
1,527
745
319
17
302
381.7
6,620.1
6,238.4
0
0
1
0
0
4
24
0.235294
9887_8000226
3
13
1,346
0
0
533
0
1
1,500
bus_only
2,198
1,346
319
17
302
381.7
9,524.3
9,142.5
0
0
1
0
0
0
24
0
9887_8000226
4
13
1,499
0
0
216
0
1
1,500
bus_only
2,074
1,499
359
17
342
429.1
9,611.9
9,182.8
0
0
1
0
0
0
24
0
9887_8000226
5
13
746
0
0
515
0
2
1,500
bus_only
1,620
746
359
17
342
429.1
6,703.1
6,273.9
0
0
1
0
0
0
24
0
9887_8000226
6
13
757
0
0
954
0
1
1,500
bus_only
2,070
757
359
17
342
429.1
6,703.1
6,273.9
0
0
1
0
0
3
24
0.176471
9887_8000226
7
13
809
0
0
463
0
2
1,500
bus_only
1,799
809
527
17
510
630.6
7,099.7
6,469.1
0
0
1
0
0
0
24
0
9887_8000226
8
13
1,410
0
0
533
0
1
1,500
bus_only
2,470
1,410
527
17
510
630.6
10,003.9
9,373.3
0
0
1
0
0
0
24
0
9887_8000226
9
13
1,604
0
0
346
0
1
1,500
bus_only
2,518
1,604
568
17
551
680.1
10,633.6
9,953.5
0
0
1
0
0
0
24
0
9887_8000226
10
13
1,084
0
0
926
0
1
1,500
bus_only
2,559
1,084
549
17
532
656.7
7,623
6,966.3
0
0
1
0
0
0
24
0
9887_8000226
11
13
1,068
0
0
875
16
1
3,000
bus_only
2,512
1,068
569
17
536
680.5
7,010.6
6,330.2
0
0
1
0
0
0
24
0
9887_8000226
12
13
1,054
0
0
515
0
2
1,500
bus_only
2,124
1,054
555
17
538
664.6
7,933.9
7,269.3
0
0
1
0
0
0
24
0
9887_8000635
0
4
288
0
0
121
0
0
1,500
bus_only
427
288
18
17
1
20.3
2,296
2,275.7
0
0
1
0
0
108
108
1
9887_8000635
1
4
215
0
0
121
0
0
1,500
bus_only
705
215
369
17
352
441
2,405.1
1,964.1
0
0
1
0
0
0
108
0
9887_8000635
2
4
284
0
0
51
0
0
1,500
bus_only
716
284
381
17
364
456
2,825.9
2,369.9
0
0
1
0
0
0
108
0
9887_8000635
3
4
220
0
0
111
0
0
1,500
bus_only
753
220
422
17
405
505.3
2,421.2
1,915.9
0
0
1
0
0
0
108
0
9887_8000996
0
14
1,397
0
0
283
0
0
1,500
bus_only
1,698
1,397
18
17
1
19.8
8,611.9
8,592.1
0
0
1
0
0
22
22
1
9887_8000996
1
14
1,006
0
0
320
0
2
1,500
bus_only
1,358
1,006
32
17
15
36.7
6,452.9
6,416.2
0
0
1
0
0
0
22
0
9887_8000996
2
14
1,580
0
0
283
0
0
1,500
bus_only
2,021
1,580
158
17
141
188
9,637.6
9,449.5
0
0
1
0
0
0
22
0
9887_8000996
3
14
966
0
0
320
0
2
1,500
bus_only
1,590
966
304
17
287
362.8
6,512.1
6,149.3
0
0
1
0
0
0
22
0
9887_8000996
4
14
1,357
0
0
343
0
0
1,500
bus_only
2,008
1,357
308
17
291
367.2
8,684.2
8,317.1
0
0
1
0
0
0
22
0
9887_8000996
5
14
1,477
0
0
283
0
0
1,500
bus_only
2,092
1,477
332
17
315
396.5
9,267.8
8,871.3
0
0
1
0
0
0
22
0
9887_8000996
6
14
1,106
0
0
199
0
1
1,500
bus_only
1,671
1,106
366
17
349
436.4
6,459.5
6,023.1
0
0
1
0
0
0
22
0
9887_8000996
7
14
896
0
0
380
0
2
1,500
bus_only
1,664
896
388
17
371
463.3
6,511.4
6,048.1
0
0
1
0
0
0
22
0
9887_8000996
8
14
1,725
0
0
343
0
0
1,500
bus_only
2,504
1,725
436
17
419
520.7
10,359.4
9,838.7
0
0
1
0
0
0
22
0
9887_8000996
9
14
1,327
0
0
343
0
0
1,500
bus_only
2,175
1,327
505
17
488
603.4
8,745.8
8,142.4
0
0
1
0
0
0
22
0
9887_8000996
10
14
1,174
0
0
380
0
2
1,500
bus_only
1,964
1,174
410
17
393
490.3
7,271.9
6,781.7
0
0
1
0
0
0
22
0
9887_8000996
11
14
1,751
0
0
343
0
0
1,500
bus_only
2,571
1,751
477
17
460
571.3
10,500.8
9,929.5
0
0
1
0
0
0
22
0
9887_8000996
12
14
1,200
0
0
380
0
2
1,500
bus_only
2,057
1,200
477
17
460
571.3
7,443.7
6,872.4
0
0
1
0
0
0
22
0
9887_8000996
13
14
1,115
0
0
447
73
1
1,500
bus_only
2,146
1,115
584
17
494
698.3
7,446.7
6,748.4
0
0
1
0
0
0
22
0
9887_8000997
0
11
1,806
0
0
512
0
0
1,500
bus_only
2,336
1,806
18
17
1
20
8,891.4
8,871.3
0
0
1
0
0
15
15
1
9887_8000997
1
11
919
0
0
460
235
2
1,500
bus_only
1,706
919
327
17
75
390.4
6,333.9
5,943.5
0
0
1
0
0
0
15
0
9887_8000997
2
11
1,858
0
0
512
0
0
1,500
bus_only
2,635
1,858
265
17
248
316.2
9,407.7
9,091.5
0
0
1
0
0
0
15
0
9887_8000997
3
11
1,157
0
0
684
0
1
1,500
bus_only
2,019
1,157
178
17
161
211.3
6,234.3
6,023.1
0
0
1
0
0
0
15
0
9887_8000997
4
11
516
480
0
746
85
1
1,550
bus+train
1,992
996
250
17
148
297.2
7,982.3
3,456.9
4,228.2
0
1
1
0
0
15
0
9887_8000997
5
11
398
580
0
451
128
1
1,550
bus+train
1,722
978
293
17
148
348.6
8,071.4
2,801.1
4,921.7
0
1
1
0
0
15
0
9887_8000997
6
11
990
0
0
460
235
2
1,500
bus_only
1,752
990
302
17
50
359.8
6,404.5
6,044.7
0
0
1
0
0
0
15
0
9887_8000997
7
11
1,722
0
0
512
0
0
1,500
bus_only
2,566
1,722
332
17
315
396.7
8,988.8
8,592.1
0
0
1
0
0
0
15
0
9887_8000997
8
11
1,910
0
0
572
0
0
1,500
bus_only
2,864
1,910
382
17
365
456.1
9,905.6
9,449.5
0
0
1
0
0
0
15
0
9887_8000997
9
11
1,131
0
0
684
0
1
1,500
bus_only
2,213
1,131
398
17
381
476.6
6,349.3
5,872.7
0
0
1
0
0
0
15
0
9887_8000997
10
11
882
0
0
460
235
2
1,500
bus_only
1,820
882
478
17
226
571
6,341.2
5,770.1
0
0
1
0
0
0
15
0
9887_8001573
0
18
982
0
0
298
0
1
1,500
bus_only
1,298
982
18
17
1
20.2
5,438.6
5,418.3
0
0
1
0
0
35
40
0.875
9887_8001573
1
18
1,090
0
0
306
5
1
1,500
bus_only
1,441
1,090
45
17
23
51.2
5,467.7
5,416.5
0
0
1
0
0
0
40
0
9887_8001573
2
18
1,016
0
0
538
42
1
1,500
bus_only
1,770
1,016
216
17
157
257.3
6,564.1
6,306.8
0
0
1
0
0
5
40
0.125
9887_8001573
3
18
1,058
0
0
306
5
1
1,500
bus_only
1,629
1,058
265
17
243
315.7
5,520.7
5,205
0
0
1
0
0
0
40
0
9887_8001573
4
18
1,424
0
0
480
5
1
1,500
bus_only
2,175
1,424
271
17
249
322.9
5,691.1
5,368.2
0
0
1
0
0
0
40
0
9887_8001573
5
18
904
0
0
482
123
1
1,500
bus_only
1,768
904
382
17
242
456.1
6,196.1
5,740
0
0
1
0
0
0
40
0
9887_8001573
6
18
978
0
0
538
42
1
1,500
bus_only
1,886
978
370
17
311
441.1
6,371.1
5,930
0
0
1
0
0
0
40
0
9887_8001573
7
18
1,451
0
0
480
5
1
1,500
bus_only
2,305
1,451
374
17
352
446.2
5,907
5,460.8
0
0
1
0
0
0
40
0
9887_8001573
8
18
860
0
0
482
123
1
1,500
bus_only
1,793
860
451
17
311
538.2
5,910.2
5,372
0
0
1
0
0
0
40
0
9887_8001573
9
18
713
0
0
477
0
1
1,500
bus_only
1,655
713
465
17
448
556.1
6,095.2
5,539.1
0
0
1
0
0
0
40
0
9887_8001573
10
18
680
0
0
537
0
1
1,500
bus_only
1,693
680
476
17
459
569.1
5,839
5,269.9
0
0
1
0
0
0
40
0
9887_8001573
11
18
923
0
0
358
0
1
1,500
bus_only
1,760
923
479
17
462
572.6
5,556.1
4,983.5
0
0
1
0
0
0
40
0
9887_8001573
12
18
985
0
0
294
10
1
1,500
bus_only
1,787
985
508
17
481
607.6
4,871
4,263.4
0
0
1
0
0
0
40
0
9887_8001573
13
18
1,626
0
0
540
5
1
1,500
bus_only
2,625
1,626
459
17
437
547.9
6,565.8
6,017.9
0
0
1
0
0
0
40
0
9887_8001573
14
18
1,192
0
0
366
5
1
1,500
bus_only
2,099
1,192
541
17
519
646.8
6,538.3
5,891.5
0
0
1
0
0
0
40
0
9887_8001573
15
18
1,571
0
0
540
5
1
1,500
bus_only
2,614
1,571
503
17
481
601.3
6,445.2
5,843.9
0
0
1
0
0
0
40
0
9887_8001573
16
18
1,785
0
0
480
5
1
1,500
bus_only
2,757
1,785
492
17
470
587.6
7,076.5
6,488.9
0
0
1
0
0
0
40
0
9887_8001573
17
18
1,098
0
0
358
0
1
1,500
bus_only
2,123
1,098
667
17
650
798.6
6,691
5,892.4
0
0
1
0
0
0
40
0
9887_8002111
0
3
515
0
0
225
0
0
1,500
bus_only
766
515
26
17
9
29.1
3,110.1
3,080.9
0
0
1
0
0
61
61
1
9887_8002111
1
3
448
0
0
225
0
0
1,500
bus_only
1,031
448
358
17
341
428.1
3,211.4
2,783.3
0
0
1
0
0
0
61
0
9887_8002111
2
3
599
0
0
285
0
0
1,500
bus_only
1,194
599
310
17
293
370
3,718
3,348
0
0
1
0
0
0
61
0
9887_8002148
0
10
791
0
0
571
0
1
1,500
bus_only
1,380
791
18
17
1
19.9
6,984.9
6,965
0
0
1
0
0
10
15
0.833333
9887_8002148
1
10
782
0
0
499
0
2
1,500
bus_only
1,299
782
18
17
1
19.9
6,984.9
6,965
0
0
1
0
0
2
15
0.166667
9887_8002148
2
10
818
0
0
571
0
1
1,500
bus_only
1,523
818
134
17
117
159.3
7,228.1
7,068.8
0
0
1
0
0
0
15
0
9887_8002148
3
10
809
0
0
499
0
2
1,500
bus_only
1,442
809
134
17
117
159.3
7,228.1
7,068.8
0
0
1
0
0
0
15
0
9887_8002148
4
10
2,134
0
0
545
0
1
1,600
bus_only
2,979
2,134
300
17
283
358.5
16,326.4
15,967.9
0
0
1
0
0
0
15
0
9887_8002148
5
10
1,263
0
0
1,131
0
2
1,500
bus_only
2,685
1,263
291
17
274
347
8,381
8,034
0
0
1
0
0
0
15
0
9887_8002148
6
10
1,408
0
0
413
52
1
1,500
bus_only
2,344
1,408
523
17
454
625
11,742.3
11,117.3
0
0
1
0
0
0
15
0
9887_8002148
7
10
1,224
0
0
727
0
2
1,500
bus_only
2,453
1,224
502
17
485
600.7
7,928.1
7,327.3
0
0
1
0
0
0
15
0
9887_8002148
8
10
1,204
0
0
1,131
0
2
1,500
bus_only
2,801
1,204
466
17
449
556.5
8,385.9
7,829.4
0
0
1
0
0
0
15
0
9887_8002148
9
10
2,381
0
0
545
0
1
1,600
bus_only
3,428
2,381
502
17
485
600.7
17,269.4
16,668.7
0
0
1
0
0
0
15
0
9887_8002240
0
5
1,255
0
0
374
39
1
1,500
bus_only
1,686
1,255
57
17
1
66.7
9,115.5
9,048.8
0
0
1
0
0
14
16
0.875
9887_8002240
1
5
844
700
0
429
66
1
1,550
bus+train
2,236
1,544
263
17
180
313.4
9,904.1
5,212
4,378.7
0
1
1
0
0
16
0