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
9926_10711
5
10
530
0
0
669
0
0
1,500
bus_only
1,728
530
529
1
528
633
5,079.4
4,446.3
0
0
1
0
0
0
40
0
9926_10711
6
10
1,019
0
0
139
0
0
1,500
bus_only
1,726
1,019
568
1
567
679.1
6,223.7
5,544.7
0
0
1
0
0
0
40
0
9926_10711
7
10
777
0
0
185
0
1
1,500
bus_only
1,521
777
559
31
528
669.9
6,971.5
6,301.7
0
0
1
0
0
0
40
0
9926_10711
8
10
632
0
0
287
0
2
1,500
bus_only
1,478
632
559
31
528
669.9
6,218.7
5,548.9
0
0
1
0
0
0
40
0
9926_10711
9
10
449
0
0
139
0
0
1,500
bus_only
1,502
449
914
386
528
1,095.1
5,801.3
4,706.2
0
0
1
0
0
0
40
0
9926_10770
0
2
812
0
0
135
0
0
1,500
bus_only
953
812
6
1
5
5.8
3,893.8
3,888
0
0
1
0
0
16
16
1
9926_10770
1
2
847
0
0
135
0
0
1,500
bus_only
1,334
847
352
1
351
420.5
4,615.8
4,195.4
0
0
1
0
0
0
16
0
9926_13371
0
8
254
0
0
457
0
0
1,500
bus_only
723
254
12
1
11
12.5
1,063.6
1,051.1
0
0
1
0
0
226
226
1
9926_13371
1
8
118
0
0
126
0
0
1,500
bus_only
577
118
333
1
332
397.5
1,029.5
632
0
0
1
0
0
0
226
0
9926_13371
2
8
176
0
0
457
0
0
1,500
bus_only
1,009
176
376
1
375
450.2
1,166.3
716.1
0
0
1
0
0
0
226
0
9926_13371
3
8
332
0
0
457
0
0
1,500
bus_only
1,171
332
382
1
381
456.9
1,847
1,390.1
0
0
1
0
0
0
226
0
9926_13371
4
8
135
0
0
258
0
0
1,500
bus_only
829
135
436
1
435
520.9
1,195.1
674.2
0
0
1
0
0
0
226
0
9926_13371
5
8
189
0
0
258
0
0
1,500
bus_only
1,003
189
556
1
555
665.1
1,648.6
983.5
0
0
1
0
0
0
226
0
9926_13371
6
8
408
0
0
517
0
0
1,500
bus_only
1,442
408
517
1
516
618.4
2,160.4
1,541.9
0
0
1
0
0
0
226
0
9926_13371
7
8
753
0
0
480
0
1
1,500
bus_only
1,756
753
523
31
492
625.3
3,241.3
2,616
0
0
1
0
0
0
226
0
9926_13374
0
7
100
0
0
54
0
0
1,500
bus_only
163
100
9
1
8
9
641.1
632
0
0
1
0
0
197
197
1
9926_13374
1
7
114
0
0
48
0
0
1,500
bus_only
389
114
227
1
226
271.3
945.5
674.2
0
0
1
0
0
0
197
0
9926_13374
2
7
135
0
0
168
0
0
1,500
bus_only
490
135
187
1
186
222.4
938.5
716.1
0
0
1
0
0
0
197
0
9926_13374
3
7
53
0
0
108
0
0
1,500
bus_only
543
53
382
1
381
456.8
717.3
260.5
0
0
1
0
0
0
197
0
9926_13374
4
7
209
0
0
108
0
0
1,500
bus_only
758
209
441
1
440
528
1,579.2
1,051.1
0
0
1
0
0
0
197
0
9926_13374
5
7
163
0
0
114
0
0
1,500
bus_only
747
163
470
1
469
562.5
1,649.5
1,087
0
0
1
0
0
0
197
0
9926_13374
6
7
164
0
0
108
0
0
1,500
bus_only
804
164
532
1
531
636.3
1,619.8
983.5
0
0
1
0
0
0
197
0
9926_15906
0
5
684
0
0
215
0
0
1,500
bus_only
901
684
2
1
1
0.7
2,778.4
2,777.7
0
0
1
0
0
42
108
0.388889
9926_15906
1
5
719
0
0
215
0
0
1,500
bus_only
1,082
719
148
1
147
176
3,083.5
2,907.5
0
0
1
0
0
0
108
0
9926_15906
2
5
618
0
0
275
0
0
1,500
bus_only
1,106
618
213
1
212
253
2,808.1
2,555.2
0
0
1
0
0
0
108
0
9926_15906
3
5
797
0
0
290
0
0
1,500
bus_only
1,465
797
378
1
377
450.4
3,570.5
3,120.1
0
0
1
0
0
66
108
0.611111
9926_15906
4
5
799
0
0
215
0
0
1,500
bus_only
1,444
799
430
1
429
514.4
3,673.3
3,158.9
0
0
1
0
0
0
108
0
9926_16343
0
5
865
0
0
79
0
0
1,500
bus_only
946
865
2
1
1
1.3
5,399.3
5,397.9
0
0
1
0
0
20
22
0.909091
9926_16343
1
5
803
0
0
79
0
0
1,500
bus_only
1,222
803
340
1
339
406.6
5,503.1
5,096.5
0
0
1
0
0
0
22
0
9926_16343
2
5
938
0
0
79
0
0
1,500
bus_only
1,278
938
261
1
260
311.5
5,939.1
5,627.7
0
0
1
0
0
0
22
0
9926_16343
3
5
897
0
0
249
0
0
1,500
bus_only
1,501
897
355
1
354
424.8
5,891
5,466.3
0
0
1
0
0
0
22
0
9926_16343
4
5
1,385
0
0
370
0
0
1,500
bus_only
2,214
1,385
459
1
458
548.8
8,540.7
7,991.9
0
0
1
0
0
2
22
0.090909
9926_170755
0
12
1,095
0
0
154
0
1
1,500
bus_only
1,367
1,095
118
1
117
139.8
7,028.4
6,888.6
0
0
1
0
0
0
36
0
9926_170755
1
12
1,077
0
0
267
0
2
1,500
bus_only
1,408
1,077
64
1
63
74.9
6,845.1
6,770.2
0
0
1
0
0
0
36
0
9926_170755
2
12
887
0
0
402
0
0
1,500
bus_only
1,463
887
174
1
173
207.1
5,673.3
5,466.3
0
0
1
0
0
35
36
0.972222
9926_170755
3
12
1,356
0
0
462
0
1
1,500
bus_only
1,882
1,356
64
1
63
74.9
7,948.5
7,873.6
0
0
1
0
0
1
36
0.027778
9926_170755
4
12
1,374
0
0
376
0
0
1,500
bus_only
1,868
1,374
118
1
117
139.8
8,131.8
7,991.9
0
0
1
0
0
0
36
0
9926_170755
5
12
1,075
0
0
370
0
1
1,500
bus_only
1,574
1,075
129
1
128
151.9
6,837.5
6,685.6
0
0
1
0
0
0
36
0
9926_170755
6
12
2,541
0
0
138
0
0
1,500
bus_only
2,808
2,541
129
1
128
151.9
13,183.5
13,031.6
0
0
1
0
0
0
36
0
9926_170755
7
12
1,059
0
0
214
0
1
1,500
bus_only
1,511
1,059
238
1
237
282.4
6,844.2
6,561.8
0
0
1
0
0
0
36
0
9926_170755
8
12
1,338
0
0
436
0
0
1,500
bus_only
2,033
1,338
259
1
258
308.9
7,974.1
7,665.1
0
0
1
0
0
0
36
0
9926_170755
9
12
996
0
0
402
0
0
1,500
bus_only
1,708
996
310
1
309
370
6,329
5,959
0
0
1
0
0
0
36
0
9926_170755
10
12
987
0
0
154
0
1
1,500
bus_only
1,714
987
573
1
572
686.4
6,977.5
6,291.1
0
0
1
0
0
0
36
0
9926_170755
11
12
1,266
0
0
376
0
0
1,500
bus_only
2,215
1,266
573
1
572
686.4
8,080.9
7,394.5
0
0
1
0
0
0
36
0
9926_2737
0
3
114
630
0
221
51
1
1,550
bus+train
1,042
744
77
1
25
90
6,489.9
674.2
5,725.8
0
1
1
0
15
15
1
9926_2737
1
3
1,334
0
0
99
0
0
1,500
bus_only
1,646
1,334
213
1
212
253.7
6,864.1
6,610.4
0
0
1
0
0
0
15
0
9926_2737
2
3
1,285
0
0
159
0
0
1,500
bus_only
1,710
1,285
266
1
265
317.7
6,443.2
6,125.5
0
0
1
0
0
0
15
0
9926_2738
0
11
134
480
0
264
51
1
1,550
bus+train
947
614
69
1
17
81.4
5,413.5
674.2
4,658
0
1
1
0
27
27
1
9926_2738
1
11
1,144
0
0
172
25
1
1,500
bus_only
1,525
1,144
209
31
153
248.8
9,494.5
9,245.7
0
0
1
0
0
0
27
0
9926_2738
2
11
1,046
0
0
380
0
0
1,500
bus_only
1,604
1,046
178
1
177
211.5
5,398.6
5,187.1
0
0
1
0
0
0
27
0
9926_2738
3
11
1,074
0
0
380
0
0
1,500
bus_only
1,686
1,074
232
1
231
275.6
5,861
5,585.4
0
0
1
0
0
0
27
0
9926_2738
4
11
1,045
0
0
306
0
1
1,500
bus_only
1,616
1,045
265
1
264
316.1
8,110.3
7,794.1
0
0
1
0
0
0
27
0
9926_2738
5
11
1,006
0
0
380
0
0
1,500
bus_only
1,721
1,006
335
1
334
400.1
5,464.3
5,064.3
0
0
1
0
0
0
27
0
9926_2738
6
11
811
0
0
657
0
1
1,500
bus_only
1,734
811
266
31
235
318
6,568.7
6,250.8
0
0
1
0
0
0
27
0
9926_2738
7
11
988
0
0
306
0
1
1,500
bus_only
1,613
988
319
1
318
381.5
7,594.6
7,213.1
0
0
1
0
0
0
27
0
9926_2738
8
11
1,170
0
0
172
25
1
1,500
bus_only
1,738
1,170
396
31
340
473.2
9,885.2
9,411.9
0
0
1
0
0
0
27
0
9926_2738
9
11
1,096
0
0
172
25
1
1,500
bus_only
1,700
1,096
432
31
376
516.8
9,345
8,828.2
0
0
1
0
0
0
27
0
9926_2738
10
11
1,165
0
0
380
0
0
1,500
bus_only
2,029
1,165
484
1
483
578.6
6,364.3
5,785.8
0
0
1
0
0
0
27
0
9926_2739
0
11
943
0
0
466
0
0
1,500
bus_only
1,427
943
18
1
17
20
4,375
4,355
0
0
1
0
0
0
23
0
9926_2739
1
11
145
370
0
269
51
1
1,550
bus+train
852
515
68
1
16
79.6
4,477.7
674.2
3,724
0
1
1
0
23
23
1
9926_2739
2
11
1,018
0
0
526
0
0
1,500
bus_only
1,732
1,018
188
1
187
223.6
4,759.1
4,535.5
0
0
1
0
0
0
23
0
9926_2739
3
11
714
0
0
342
0
1
1,500
bus_only
1,074
714
18
1
17
20
4,282.1
4,262.1
0
0
1
0
0
0
23
0
9926_2739
4
11
901
0
0
526
0
0
1,500
bus_only
1,740
901
313
1
312
374
4,411.8
4,037.8
0
0
1
0
0
0
23
0
9926_2739
5
11
798
0
0
481
0
2
1,500
bus_only
1,583
798
304
1
303
362.6
4,392.9
4,030.3
0
0
1
0
0
0
23
0
9926_2739
6
11
728
0
0
421
0
2
1,500
bus_only
1,505
728
356
1
355
425.3
4,371.5
3,946.2
0
0
1
0
0
0
23
0
9926_2739
7
11
769
0
0
402
0
1
1,500
bus_only
1,644
769
473
1
472
565.6
5,306.2
4,740.6
0
0
1
0
0
0
23
0
9926_2739
8
11
905
0
0
421
0
2
1,500
bus_only
1,745
905
419
1
418
501.5
4,739.6
4,238.1
0
0
1
0
0
0
23
0
9926_2739
9
11
1,057
0
0
526
0
0
1,500
bus_only
2,117
1,057
534
1
533
638.7
5,485.9
4,847.2
0
0
1
0
0
0
23
0
9926_2739
10
11
950
0
0
421
0
2
1,500
bus_only
1,885
950
514
1
513
615.3
5,016.3
4,401
0
0
1
0
0
0
23
0
9926_2748
0
5
114
720
0
436
51
1
1,550
bus+train
1,329
834
59
1
7
68.7
6,785.6
674.2
6,042.7
0
1
1
0
25
25
1
9926_2748
1
5
957
0
0
438
0
1
1,500
bus_only
1,530
957
135
1
134
159.5
7,215.9
7,056.4
0
0
1
0
0
0
25
0
9926_2748
2
5
931
0
0
438
0
1
1,500
bus_only
1,590
931
221
1
220
263.6
7,169.6
6,906
0
0
1
0
0
0
25
0
9926_2748
3
5
928
0
0
215
271
1
1,500
bus_only
1,559
928
416
1
144
497
7,364.6
6,867.6
0
0
1
0
0
0
25
0
9926_2748
4
5
0
960
0
218
0
0
1,550
train_only
1,795
960
617
494
123
738.6
8,952.9
0
8,214.3
0
0
1
0
0
25
0
9926_2749
0
6
127
850
0
547
51
1
1,550
bus+train
1,614
977
90
1
38
106.5
8,208.6
674.2
7,428
0
1
1
0
38
38
1
9926_2749
1
6
1,400
0
0
360
0
0
1,500
bus_only
2,078
1,400
318
1
317
380.6
8,553.6
8,172.9
0
0
1
0
0
0
38
0
9926_2749
2
6
2,477
0
0
235
0
0
1,500
bus_only
2,952
2,477
240
1
239
287
10,951.3
10,664.3
0
0
1
0
0
0
38
0
9926_2749
3
6
1,485
0
0
540
9
1
1,500
bus_only
2,303
1,485
278
1
268
331.4
8,687.4
8,356
0
0
1
0
0
0
38
0
9926_2749
4
6
1,548
0
0
420
0
0
1,500
bus_only
2,452
1,548
484
1
483
578.8
8,968.6
8,389.9
0
0
1
0
0
0
38
0
9926_2749
5
6
2,409
0
0
295
0
0
1,500
bus_only
3,115
2,409
411
1
410
491.5
10,863.2
10,371.7
0
0
1
0
0
0
38
0
9926_2750
0
13
122
990
0
297
51
1
1,550
bus+train
1,470
1,112
61
1
9
71
9,378.1
674.2
8,632.9
0
1
1
0
15
15
1
9926_2750
1
13
1,637
0
0
657
35
1
1,500
bus_only
2,512
1,637
218
31
152
261.5
11,373.7
11,112.3
0
0
1
0
0
0
15
0
9926_2750
2
13
2,068
0
0
389
24
1
1,500
bus_only
2,676
2,068
219
1
194
260
9,957
9,696.9
0
0
1
0
0
0
15
0
9926_2750
3
13
2,275
0
0
389
24
1
1,500
bus_only
2,894
2,275
230
1
205
273.3
10,263.3
9,990.1
0
0
1
0
0
0
15
0
9926_2750
4
13
1,801
0
0
657
35
1
1,500
bus_only
2,729
1,801
271
31
205
324.9
11,736.1
11,411.2
0
0
1
0
0
0
15
0
9926_2750
5
13
2,438
0
0
375
15
1
1,500
bus_only
3,151
2,438
338
1
322
404
11,856
11,452
0
0
1
0
0
0
15
0
9926_2750
6
13
1,578
0
0
717
35
1
1,500
bus_only
2,687
1,578
392
31
326
468.8
11,407.4
10,938.6
0
0
1
0
0
0
15
0
9926_2750
7
13
1,942
0
0
389
24
1
1,500
bus_only
2,807
1,942
476
1
451
569.1
10,036.8
9,467.6
0
0
1
0
0
0
15
0
9926_2750
8
13
2,369
0
0
449
24
1
1,500
bus_only
3,333
2,369
515
1
490
615.5
10,871.7
10,256.1
0
0
1
0
0
0
15
0
9926_2750
9
13
1,716
0
0
371
149
1
1,500
bus_only
2,688
1,716
601
1
451
719
9,760.7
9,041.7
0
0
1
0
0
0
15
0
9926_2750
10
13
1,868
0
0
717
35
1
1,500
bus_only
3,142
1,868
557
31
491
667.5
12,346.2
11,678.7
0
0
1
0
0
0
15
0
9926_2750
11
13
1,732
0
0
785
35
2
1,500
bus_only
3,014
1,732
497
31
431
595.3
11,600.3
11,004.9
0
0
1
0
0
0
15
0
9926_2750
12
13
2,365
0
0
821
24
1
1,500
bus_only
3,711
2,365
525
1
500
626.8
10,941.9
10,315
0
0
1
0
0
0
15
0
9926_3758
0
6
120
2,030
0
456
51
1
1,650
bus+train
2,665
2,150
59
1
7
68.7
19,589.9
674.2
18,847.1
0
1
1
0
13
13
1
9926_3758
1
6
3,696
0
0
1,444
5
1
1,600
bus_only
5,672
3,696
532
31
496
638.2
18,750.3
18,112
0
0
1
0
0
0
13
0
9926_3758
2
6
6,181
0
0
470
6
1
1,700
bus_only
7,185
6,181
534
31
497
639.1
21,746.7
21,107.6
0
0
1
0
0
0
13
0
9926_3758
3
6
5,734
0
0
470
6
1
1,700
bus_only
6,766
5,734
562
31
525
672.4
20,854.7
20,182.4
0
0
1
0
0
0
13
0
9926_3758
4
6
4,041
0
0
1,750
5
2
1,600
bus_only
6,353
4,041
562
31
526
673.7
19,585
18,911.2
0
0
1
0
0
0
13
0
9926_3758
5
6
5,293
0
0
907
5
2
1,600
bus_only
6,761
5,293
561
31
525
671.6
20,589.3
19,917.7
0
0
1
0
0
0
13
0
9926_60060
0
4
863
0
0
102
0
0
1,500
bus_only
974
863
9
1
8
8.8
5,098.2
5,089.4
0
0
1
0
0
28
46
0.608696