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
9892_4401
3
21
1,003
0
0
214
21
1
1,500
bus_only
1,400
1,003
183
11
151
217.4
8,453.8
8,236.4
0
0
1
0
0
0
13
0
9892_4401
4
21
603
0
0
436
0
1
1,500
bus_only
1,284
603
245
11
234
292.5
5,134.3
4,841.8
0
0
1
0
0
0
13
0
9892_4401
5
21
685
0
0
271
159
1
1,500
bus_only
1,277
685
321
11
151
382.7
5,757.7
5,375.1
0
0
1
0
0
0
13
0
9892_4401
6
21
1,043
0
0
274
21
1
1,500
bus_only
1,739
1,043
422
11
390
504.2
8,958.7
8,454.5
0
0
1
0
0
0
13
0
9892_4401
7
21
641
0
0
574
0
2
1,500
bus_only
1,616
641
401
11
390
479.7
5,566.4
5,086.7
0
0
1
0
0
0
13
0
9892_4401
8
21
1,081
0
0
214
21
1
1,500
bus_only
1,811
1,081
516
11
484
616.8
9,238.9
8,622
0
0
1
0
0
0
13
0
9892_4401
9
21
725
0
0
331
159
1
1,500
bus_only
1,616
725
560
11
390
669.5
6,262.7
5,593.2
0
0
1
0
0
0
13
0
9892_4401
10
21
1,005
0
0
202
21
1
1,500
bus_only
1,772
1,005
565
11
533
676.5
8,659.6
7,983.1
0
0
1
0
0
0
13
0
9892_4401
11
21
679
0
0
514
0
2
1,500
bus_only
1,688
679
495
11
484
592.3
5,846.5
5,254.2
0
0
1
0
0
0
13
0
9892_4401
12
21
675
0
0
572
37
2
1,500
bus_only
1,768
675
521
11
473
623.6
6,014.6
5,391
0
0
1
0
0
0
13
0
9892_4401
13
21
603
0
0
467
0
2
1,500
bus_only
1,614
603
544
11
533
652
5,267.2
4,615.2
0
0
1
0
0
0
13
0
9892_4401
14
21
926
0
0
157
97
1
1,500
bus_only
1,724
926
641
11
533
768.1
7,353.2
6,585
0
0
1
0
0
0
13
0
9892_4401
15
21
722
0
0
255
57
2
1,500
bus_only
1,578
722
601
11
533
719.4
6,337
5,617.6
0
0
1
0
0
0
13
0
9892_4401
16
21
638
0
0
285
62
2
1,500
bus_only
1,529
638
606
11
533
726.3
5,483.7
4,757.4
0
0
1
0
0
0
13
0
9892_4401
17
21
763
0
0
271
159
1
1,500
bus_only
1,688
763
654
11
484
782.1
6,542.8
5,760.7
0
0
1
0
0
0
13
0
9892_4401
18
21
748
0
0
565
0
2
1,500
bus_only
1,865
748
552
11
541
661.6
5,866
5,204.4
0
0
1
0
0
0
13
0
9892_4401
19
21
798
0
0
451
0
2
1,500
bus_only
1,814
798
565
11
554
676.7
7,169.2
6,492.5
0
0
1
0
0
0
13
0
9892_4401
20
21
735
0
0
435
0
3
1,500
bus_only
1,722
735
552
11
541
661.6
5,866
5,204.4
0
0
1
0
0
0
13
0
9892_7000188
0
6
375
0
0
497
0
0
1,500
bus_only
884
375
12
11
1
13.1
2,526.1
2,513
0
0
1
0
0
104
104
1
9892_7000188
1
6
429
0
0
61
0
0
1,500
bus_only
634
429
144
11
133
171.4
2,718.8
2,547.4
0
0
1
0
0
0
104
0
9892_7000188
2
6
729
0
0
497
0
0
1,500
bus_only
1,325
729
99
11
88
117.8
4,610.4
4,492.6
0
0
1
0
0
0
104
0
9892_7000188
3
6
825
0
0
497
0
0
1,500
bus_only
1,634
825
312
11
301
373
5,079.9
4,707
0
0
1
0
0
0
104
0
9892_7000188
4
6
668
0
0
557
0
0
1,500
bus_only
1,766
668
541
11
530
647.8
4,594
3,946.2
0
0
1
0
0
0
104
0
9892_7000188
5
6
873
0
0
557
0
0
1,500
bus_only
1,951
873
521
11
510
623.4
5,521.7
4,898.3
0
0
1
0
0
0
104
0
9892_71353
0
13
842
0
0
420
0
0
1,500
bus_only
1,280
842
18
11
7
19.9
3,648.8
3,628.9
0
0
1
0
0
25
25
1
9892_71353
1
13
377
0
0
269
0
0
1,500
bus_only
932
377
286
279
7
341.7
2,687
2,345.3
0
0
1
0
0
0
25
0
9892_71353
2
13
862
0
0
305
0
0
1,500
bus_only
1,518
862
351
11
340
420.4
5,318.7
4,898.3
0
0
1
0
0
0
25
0
9892_71353
3
13
903
0
0
480
0
0
1,500
bus_only
1,712
903
329
11
318
393.4
4,319.9
3,926.5
0
0
1
0
0
0
25
0
9892_71353
4
13
519
0
0
226
0
1
1,500
bus_only
1,096
519
351
11
340
420.4
3,305
2,884.6
0
0
1
0
0
0
25
0
9892_71353
5
13
910
0
0
245
0
0
1,500
bus_only
1,533
910
378
11
367
452.7
5,626.8
5,174.2
0
0
1
0
0
0
25
0
9892_71353
6
13
567
0
0
166
0
1
1,500
bus_only
1,111
567
378
11
367
452.7
3,613.1
3,160.5
0
0
1
0
0
0
25
0
9892_71353
7
13
451
0
0
305
0
0
1,500
bus_only
1,226
451
470
11
459
562.8
3,593.5
3,030.7
0
0
1
0
0
0
25
0
9892_71353
8
13
818
0
0
305
0
0
1,500
bus_only
1,567
818
444
11
433
531.1
5,238.1
4,707
0
0
1
0
0
0
25
0
9892_71353
9
13
475
0
0
226
0
1
1,500
bus_only
1,145
475
444
11
433
531.1
3,224.4
2,693.3
0
0
1
0
0
0
25
0
9892_71353
10
13
771
0
0
480
0
0
1,500
bus_only
1,715
771
464
11
453
555.3
3,776.5
3,221.2
0
0
1
0
0
0
25
0
9892_71353
11
13
438
0
0
315
0
0
1,500
bus_only
1,369
438
616
279
337
738
3,381
2,643
0
0
1
0
0
0
25
0
9892_71353
12
13
306
0
0
329
0
0
1,500
bus_only
1,347
306
712
279
433
852.8
2,790.5
1,937.7
0
0
1
0
0
0
25
0
9892_71355
0
8
902
0
0
52
0
0
1,500
bus_only
966
902
12
11
1
13.1
4,206.7
4,193.6
0
0
1
0
0
15
15
1
9892_71355
1
8
444
0
0
119
0
0
1,500
bus_only
884
444
321
11
310
383.9
3,600.1
3,216.2
0
0
1
0
0
0
15
0
9892_71355
2
8
834
0
0
176
0
0
1,500
bus_only
1,189
834
179
25
154
214.4
5,246.6
5,032.2
0
0
1
0
0
0
15
0
9892_71355
3
8
888
0
0
116
0
0
1,500
bus_only
1,251
888
247
25
222
295.3
5,659.8
5,364.6
0
0
1
0
0
0
15
0
9892_71355
4
8
832
0
0
52
0
0
1,500
bus_only
1,196
832
312
11
301
372.8
4,299.4
3,926.5
0
0
1
0
0
0
15
0
9892_71355
5
8
774
0
0
116
0
0
1,500
bus_only
1,334
774
444
25
419
531.8
5,325.9
4,794.1
0
0
1
0
0
0
15
0
9892_71355
6
8
517
0
0
119
0
0
1,500
bus_only
1,146
517
510
11
499
610.9
4,107.6
3,496.7
0
0
1
0
0
0
15
0
9892_71355
7
8
394
0
0
119
0
0
1,500
bus_only
1,044
394
531
11
520
635.7
3,666.4
3,030.7
0
0
1
0
0
0
15
0
9892_8000226
0
4
695
0
0
509
0
1
1,500
bus_only
1,216
695
12
11
1
13.1
5,202.2
5,189.1
0
0
1
0
0
13
13
1
9892_8000226
1
4
626
0
0
310
0
0
1,500
bus_only
1,216
626
280
279
1
334.9
5,630.7
5,295.8
0
0
1
0
0
0
13
0
9892_8000226
2
4
589
0
0
370
0
0
1,500
bus_only
1,623
589
664
279
385
795.8
5,744.3
4,948.6
0
0
1
0
0
0
13
0
9892_8000226
3
4
658
0
0
569
0
1
1,500
bus_only
1,623
658
396
11
385
474
5,315.8
4,841.8
0
0
1
0
0
0
13
0
9892_8002111
0
14
908
0
0
540
0
0
1,500
bus_only
1,468
908
20
11
9
22.3
3,948.8
3,926.5
0
0
1
0
0
14
15
0.933333
9892_8002111
1
14
437
0
0
48
0
0
1,500
bus_only
773
437
288
279
9
344
2,987
2,643
0
0
1
0
0
0
15
0
9892_8002111
2
14
931
0
0
129
0
0
1,500
bus_only
1,302
931
242
25
217
288.6
5,320.8
5,032.2
0
0
1
0
0
0
15
0
9892_8002111
3
14
925
0
0
461
0
1
1,500
bus_only
1,420
925
34
25
9
39.5
4,498
4,458.5
0
0
1
0
0
1
15
0.066667
9892_8002111
4
14
867
0
0
69
0
0
1,500
bus_only
1,273
867
337
25
312
403.3
5,197.4
4,794.1
0
0
1
0
0
0
15
0
9892_8002111
5
14
982
0
0
600
0
0
1,500
bus_only
1,886
982
304
11
293
363.1
4,556.7
4,193.6
0
0
1
0
0
0
15
0
9892_8002111
6
14
855
0
0
540
0
0
1,500
bus_only
1,747
855
352
11
341
421.2
4,050.1
3,628.9
0
0
1
0
0
0
15
0
9892_8002111
7
14
527
0
0
553
0
0
1,500
bus_only
1,490
527
410
11
399
491.4
3,707.6
3,216.2
0
0
1
0
0
0
15
0
9892_8002111
8
14
489
0
0
613
0
0
1,500
bus_only
1,521
489
419
11
408
501.1
3,531.8
3,030.7
0
0
1
0
0
0
15
0
9892_8002111
9
14
872
0
0
461
0
1
1,500
bus_only
1,699
872
366
25
341
438.5
4,599.4
4,160.9
0
0
1
0
0
0
15
0
9892_8002111
10
14
1,006
0
0
69
0
0
1,500
bus_only
1,584
1,006
509
25
484
609.6
5,974.2
5,364.6
0
0
1
0
0
0
15
0
9892_8002111
11
14
507
0
0
108
0
0
1,500
bus_only
1,187
507
572
279
293
684.8
3,594.9
2,910.1
0
0
1
0
0
0
15
0
9892_8002111
12
14
384
0
0
48
0
0
1,500
bus_only
1,052
384
620
279
341
743
3,088.3
2,345.3
0
0
1
0
0
0
15
0
9892_8002111
13
14
698
0
0
553
0
0
1,500
bus_only
1,762
698
511
11
500
612
4,558.2
3,946.2
0
0
1
0
0
0
15
0
9892_8002628
0
8
1,034
0
0
135
0
0
1,500
bus_only
1,181
1,034
12
11
1
13.1
5,767.6
5,754.5
0
0
1
0
0
23
25
0.92
9892_8002628
1
8
690
0
0
349
0
1
1,500
bus_only
1,051
690
12
11
1
13.1
3,753.9
3,740.8
0
0
1
0
0
2
25
0.08
9892_8002628
2
8
1,068
0
0
195
0
0
1,500
bus_only
1,474
1,068
211
11
200
251.4
6,183.3
5,932
0
0
1
0
0
0
25
0
9892_8002628
3
8
724
0
0
409
0
1
1,500
bus_only
1,344
724
211
11
200
251.4
4,169.6
3,918.3
0
0
1
0
0
0
25
0
9892_8002628
4
8
966
0
0
135
0
0
1,500
bus_only
1,341
966
240
11
229
286.3
5,837.8
5,551.5
0
0
1
0
0
0
25
0
9892_8002628
5
8
622
0
0
349
0
1
1,500
bus_only
1,211
622
240
11
229
286.3
3,824.1
3,537.8
0
0
1
0
0
0
25
0
9892_8002628
6
8
1,140
0
0
195
0
0
1,500
bus_only
1,776
1,140
441
11
430
528
6,677.2
6,149.2
0
0
1
0
0
0
25
0
9892_8002628
7
8
796
0
0
409
0
1
1,500
bus_only
1,646
796
441
11
430
528
4,663.5
4,135.5
0
0
1
0
0
0
25
0
9892_8002661
0
6
900
0
0
51
0
0
1,500
bus_only
964
900
13
11
2
14.1
4,259.2
4,245.1
0
0
1
0
0
17
17
1
9892_8002661
1
6
532
0
0
322
21
1
1,500
bus_only
1,072
532
218
11
186
259.5
4,280.2
4,020.7
0
0
1
0
0
0
17
0
9892_8002661
2
6
791
0
0
111
0
0
1,500
bus_only
1,139
791
237
11
226
282.5
4,291.8
4,009.2
0
0
1
0
0
0
17
0
9892_8002661
3
6
377
210
0
270
81
1
1,550
bus+train
1,118
587
261
11
169
311.9
4,946.9
2,513
2,121.9
0
1
1
0
0
17
0
9892_8002661
4
6
938
0
0
51
0
0
1,500
bus_only
1,353
938
364
11
353
436.2
4,994.2
4,558.1
0
0
1
0
0
0
17
0
9892_8002661
5
6
765
0
0
51
0
0
1,500
bus_only
1,261
765
445
11
434
533
4,371.1
3,838.2
0
0
1
0
0
0
17
0
9892_8003055
0
6
527
0
0
401
0
0
1,500
bus_only
947
527
19
11
8
21.3
2,111.4
2,090.1
0
0
1
0
0
63
64
0.984375
9892_8003055
1
6
75
0
0
82
0
0
1,500
bus_only
445
75
288
279
9
344.5
1,151.1
806.6
0
0
1
0
0
1
64
0.015625
9892_8003055
2
6
446
0
0
273
0
0
1,500
bus_only
984
446
265
56
209
316
1,565.4
1,249.3
0
0
1
0
0
0
64
0
9892_8003055
3
6
495
0
0
341
0
0
1,500
bus_only
1,129
495
293
11
282
350.8
2,184.8
1,834
0
0
1
0
0
0
64
0
9892_8003055
4
6
88
0
0
129
0
0
1,500
bus_only
739
88
522
279
243
624.1
1,324.1
700
0
0
1
0
0
0
64
0
9892_8003055
5
6
38
0
0
129
0
0
1,500
bus_only
879
38
712
279
433
852.5
1,221.9
369.4
0
0
1
0
0
0
64
0
9892_8300555
0
9
1,813
0
0
322
0
0
1,500
bus_only
2,150
1,813
15
11
4
16.3
8,836.6
8,820.3
0
0
1
0
0
20
20
1
9892_8300555
1
9
1,328
0
0
109
0
1
1,500
bus_only
1,720
1,328
283
279
4
338.1
7,874.8
7,536.8
0
0
1
0
0
0
20
0
9892_8300555
2
9
1,717
0
0
322
0
0
1,500
bus_only
2,301
1,717
262
11
251
313.7
8,911.3
8,597.7
0
0
1
0
0
0
20
0
9892_8300555
3
9
1,895
0
0
322
0
0
1,500
bus_only
2,542
1,895
325
11
314
389.1
9,490.8
9,101.7
0
0
1
0
0
0
20
0
9892_8300555
4
9
1,232
0
0
109
0
1
1,500
bus_only
1,871
1,232
530
279
251
635.4
7,949.6
7,314.1
0
0
1
0
0
0
20
0
9892_8300555
5
9
1,410
0
0
109
0
1
1,500
bus_only
2,112
1,410
593
279
314
710.9
8,529
7,818.1
0
0
1
0
0
0
20
0
9892_8300555
6
9
1,270
0
0
261
0
2
1,500
bus_only
2,143
1,270
612
279
333
733
7,731
6,998
0
0
1
0
0
0
20
0
9892_8300555
7
9
1,343
0
0
261
0
2
1,500
bus_only
2,220
1,343
616
279
337
737.7
7,894.4
7,156.7
0
0
1
0
0
0
20
0
9892_8300555
8
9
1,216
0
0
261
0
2
1,500
bus_only
2,187
1,216
710
279
431
851.1
7,741
6,889.9
0
0
1
0
0
0
20
0
9892_8501741
0
4
514
0
0
118
0
0
1,500
bus_only
651
514
19
11
8
21.3
2,931.8
2,910.5
0
0
1
0
0
19
19
1
9892_8501741
1
4
482
0
0
118
0
0
1,500
bus_only
882
482
282
11
271
337.5
3,013.1
2,675.6
0
0
1
0
0
0
19
0
9892_8501741
2
4
539
0
0
178
0
0
1,500
bus_only
1,025
539
308
11
297
368.5
3,580.7
3,212.2
0
0
1
0
0
0
19
0
9892_8501741
3
4
524
0
0
287
0
1
1,500
bus_only
1,329
524
518
11
507
620.3
3,723.1
3,102.7
0
0
1
0
0
0
19
0
9892_8501742
0
11
567
0
0
1,027
0
0
1,500
bus_only
1,606
567
12
11
1
13.4
3,225.6
3,212.2
0
0
1
0
0
22
22
1
9892_8501742
1
11
522
0
0
251
0
1
1,500
bus_only
1,352
522
579
279
300
693.5
4,006.4
3,312.9
0
0
1
0
0
0
22
0
9892_8501742
2
11
635
0
0
1,087
0
0
1,500
bus_only
1,990
635
268
11
257
320.4
3,773.9
3,453.6
0
0
1
0
0
0
22
0
9892_8501742
3
11
544
0
0
1,087
0
0
1,500
bus_only
1,939
544
308
11
297
367.7
3,278.2
2,910.5
0
0
1
0
0
0
22
0