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
10017_9908
1
3
72
0
0
426
0
0
1,500
bus_only
1,097
72
599
1
598
717.1
921.4
204.3
0
0
1
0
0
0
47
0.333333
10017_9908
2
3
396
0
0
426
0
0
1,500
bus_only
1,426
396
604
1
603
723.2
1,471.3
748.1
0
0
1
0
0
0
47
0.333333
10018_1003
0
8
567
0
0
468
0
1
1,500
bus_only
1,337
567
302
9
293
359.6
4,743.7
4,384.1
0
0
1
0
0
0
15
0
10018_1003
1
8
270
0
0
101
0
0
1,500
bus_only
989
270
618
274
344
740
3,751.6
3,011.5
0
0
1
0
0
0
15
0
10018_1003
2
8
576
0
0
1,067
0
0
1,500
bus_only
1,945
576
302
9
293
359.6
4,743.7
4,384.1
0
0
1
0
0
3
15
1
10018_1003
3
8
360
0
0
278
75
1
1,500
bus_only
1,110
360
472
104
293
563.9
4,290.6
3,726.7
0
0
1
0
0
0
15
0
10018_1003
4
8
497
0
0
468
0
1
1,500
bus_only
1,661
497
696
9
687
832.9
4,764.6
3,931.7
0
0
1
0
0
0
15
0
10018_1003
5
8
506
0
0
1,067
0
0
1,500
bus_only
2,269
506
696
9
687
832.9
4,764.6
3,931.7
0
0
1
0
0
0
15
0
10018_1003
6
8
290
0
0
278
75
1
1,500
bus_only
1,434
290
866
104
687
1,037.2
4,311.5
3,274.3
0
0
1
0
0
0
15
0
10018_1003
7
8
200
0
0
161
0
0
1,500
bus_only
1,322
200
961
274
687
1,151.3
3,710.5
2,559.2
0
0
1
0
0
0
15
0
10018_10424
0
4
981
0
0
520
0
0
1,500
bus_only
1,511
981
10
9
1
10.4
7,214.5
7,204.1
0
0
1
0
0
74
79
0.936709
10018_10424
1
4
973
0
0
404
0
1
1,500
bus_only
1,387
973
10
9
1
10.4
7,214.5
7,204.1
0
0
1
0
0
5
79
0.063291
10018_10424
2
4
1,025
0
0
580
0
0
1,500
bus_only
1,948
1,025
343
9
334
409.1
7,928.4
7,519.3
0
0
1
0
0
0
79
0
10018_10424
3
4
1,017
0
0
464
0
1
1,500
bus_only
1,824
1,017
343
9
334
409.1
7,928.4
7,519.3
0
0
1
0
0
0
79
0
10018_10617
0
6
810
0
0
180
0
0
1,500
bus_only
1,000
810
10
9
1
10.3
5,731.6
5,721.2
0
0
1
0
0
30
30
1
10018_10617
1
6
765
0
0
180
0
0
1,500
bus_only
1,165
765
220
9
211
262
5,796.7
5,534.7
0
0
1
0
0
0
30
0
10018_10617
2
6
900
0
0
180
0
0
1,500
bus_only
1,364
900
284
9
275
339
6,304
5,965
0
0
1
0
0
0
30
0
10018_10617
3
6
739
0
0
568
0
0
1,500
bus_only
1,689
739
382
9
373
456.4
5,855.9
5,399.5
0
0
1
0
0
0
30
0
10018_10617
4
6
729
0
0
235
0
1
1,500
bus_only
1,346
729
382
9
373
456.4
5,855.9
5,399.5
0
0
1
0
0
0
30
0
10018_10617
5
6
810
0
0
628
0
0
1,500
bus_only
1,869
810
431
9
422
514.7
6,373.1
5,858.3
0
0
1
0
0
0
30
0
10018_10628
0
5
815
0
0
279
0
0
1,500
bus_only
1,106
815
12
9
3
13.2
5,547.9
5,534.7
0
0
1
0
0
37
37
1
10018_10628
1
5
785
0
0
366
0
0
1,500
bus_only
1,342
785
191
9
182
227.9
5,627.4
5,399.5
0
0
1
0
0
0
37
0
10018_10628
2
5
849
0
0
279
0
0
1,500
bus_only
1,347
849
219
9
210
261.6
5,982.8
5,721.2
0
0
1
0
0
0
37
0
10018_10628
3
5
939
0
0
339
0
0
1,500
bus_only
1,665
939
387
9
378
462.8
6,427.7
5,965
0
0
1
0
0
0
37
0
10018_10628
4
5
854
0
0
426
0
0
1,500
bus_only
1,670
854
390
9
381
466.1
6,324.4
5,858.3
0
0
1
0
0
0
37
0
10018_13341
0
2
929
0
0
419
0
0
1,500
bus_only
1,358
929
10
9
1
10.2
8,826.1
8,815.9
0
0
1
0
0
20
20
1
10018_13341
1
2
1,002
0
0
479
0
0
1,500
bus_only
1,955
1,002
474
9
465
566.6
9,838.6
9,272
0
0
1
0
0
0
20
0
10018_13579
0
7
965
0
0
207
0
0
1,500
bus_only
1,182
965
10
9
1
10.4
6,305.4
6,295
0
0
1
0
0
13
13
1
10018_13579
1
7
862
0
0
219
0
0
1,500
bus_only
1,412
862
331
9
322
395.6
6,578.2
6,182.6
0
0
1
0
0
0
13
0
10018_13579
2
7
1,007
0
0
267
0
0
1,500
bus_only
1,579
1,007
305
9
296
363.9
6,938
6,574.1
0
0
1
0
0
0
13
0
10018_13579
3
7
915
0
0
207
0
0
1,500
bus_only
1,502
915
380
9
371
454.7
6,419.7
5,965
0
0
1
0
0
0
13
0
10018_13579
4
7
832
0
0
279
0
0
1,500
bus_only
1,527
832
416
9
407
496.3
6,354.6
5,858.3
0
0
1
0
0
0
13
0
10018_13579
5
7
1,075
0
0
267
0
0
1,500
bus_only
1,773
1,075
431
9
422
515.2
7,267
6,751.8
0
0
1
0
0
0
13
0
10018_13579
6
7
899
0
0
279
0
0
1,500
bus_only
1,633
899
455
9
446
543.7
7,025.1
6,481.4
0
0
1
0
0
0
13
0
10018_150
0
8
951
0
0
328
75
1
1,500
bus_only
1,526
951
247
104
68
294.3
7,381.3
7,086.9
0
0
1
0
0
0
16
0.125
10018_150
1
8
849
0
0
187
0
1
1,500
bus_only
1,387
849
351
274
77
419.6
6,791.4
6,371.8
0
0
1
0
0
0
16
0.125
10018_150
2
8
859
0
0
325
0
0
1,500
bus_only
1,526
859
342
274
68
408.4
6,780.2
6,371.8
0
0
1
0
0
0
16
0.125
10018_150
3
8
851
0
0
224
0
1
1,500
bus_only
1,457
851
382
274
108
457.4
6,825.6
6,368.2
0
0
1
0
0
0
16
0.125
10018_150
4
8
1,168
0
0
848
0
0
1,500
bus_only
2,533
1,168
517
9
508
617.5
7,864.3
7,246.9
0
0
1
0
0
0
16
0.125
10018_150
5
8
901
0
0
328
75
1
1,500
bus_only
1,916
901
687
104
508
821.7
7,411.2
6,589.5
0
0
1
0
0
0
16
0.125
10018_150
6
8
680
90
0
242
122
1
1,550
bus+train
1,715
770
703
274
307
841.2
6,813.1
5,019
953
0
1
1
0
0
16
0.125
10018_150
7
8
809
0
0
133
0
0
1,500
bus_only
1,724
809
782
274
508
935.8
6,810.1
5,874.3
0
0
1
0
0
0
16
0.125
10018_152
0
15
300
810
0
505
61
1
1,550
bus+train
1,709
1,110
94
9
24
111.1
9,126.8
1,448.4
7,567.2
0
1
1
0
24
25
1
10018_152
1
15
1,102
0
0
243
0
1
1,500
bus_only
1,827
1,102
482
274
208
577.2
8,839.1
8,262
0
0
1
0
0
0
25
0
10018_152
2
15
1,107
0
0
522
0
0
1,500
bus_only
2,064
1,107
435
274
161
520
8,782
8,262
0
0
1
0
0
0
25
0
10018_152
3
15
1,491
0
0
968
0
1
1,500
bus_only
2,651
1,491
192
9
183
228.2
10,209
9,980.8
0
0
1
0
0
0
25
0
10018_152
4
15
1,456
0
0
1,028
0
1
1,500
bus_only
2,689
1,456
205
9
196
243.7
9,878.3
9,634.5
0
0
1
0
0
0
25
0
10018_152
5
15
1,464
0
0
295
40
1
1,500
bus_only
2,099
1,464
340
104
196
405.5
10,770.3
10,364.8
0
0
1
0
0
0
25
0
10018_152
6
15
1,142
0
0
462
0
0
1,500
bus_only
2,061
1,142
457
274
183
546.5
9,154.8
8,608.3
0
0
1
0
0
0
25
0
10018_152
7
15
1,138
0
0
243
0
1
1,500
bus_only
1,838
1,138
457
274
183
546.5
9,154.8
8,608.3
0
0
1
0
0
0
25
0
10018_152
8
15
1,137
0
0
199
0
0
1,500
bus_only
1,869
1,137
533
274
259
637.6
8,983.1
8,345.4
0
0
1
0
0
0
25
0
10018_152
9
15
1,486
0
0
1,023
0
1
1,500
bus_only
2,826
1,486
317
9
308
378.3
10,096.3
9,718
0
0
1
0
0
0
25
0
10018_152
10
15
1,213
0
0
268
9
1
1,500
bus_only
1,967
1,213
486
274
203
580.6
8,807.5
8,226.9
0
0
1
0
0
0
25
0
10018_152
11
15
1,200
0
0
464
75
2
1,500
bus_only
2,121
1,200
457
104
278
545.9
9,875.7
9,329.8
0
0
1
0
0
0
25
0
10018_152
12
15
1,111
0
0
339
0
1
1,500
bus_only
1,989
1,111
539
274
265
645
9,259.7
8,614.7
0
0
1
0
0
0
25
0
10018_152
13
15
1,068
0
0
279
0
1
1,500
bus_only
1,916
1,068
569
274
295
681
8,773.7
8,092.7
0
0
1
0
0
0
25
0
10018_152
14
15
1,182
0
0
396
0
2
1,500
bus_only
2,348
1,182
770
274
496
922.1
9,821.7
8,899.6
0
0
1
0
0
0
25
0
10018_2516
0
14
1,943
0
0
510
0
1
1,500
bus_only
2,584
1,943
131
9
122
154.4
13,513.8
13,359.5
0
0
1
0
0
0
16
0
10018_2516
1
14
504
1,080
0
285
168
1
1,550
bus+train
2,053
1,584
184
9
7
217.7
13,517.9
3,550.3
9,749.8
0
1
1
0
15
16
1
10018_2516
2
14
2,304
0
0
530
0
1
1,500
bus_only
2,961
2,304
127
9
118
151.2
14,710.1
14,558.9
0
0
1
0
0
0
16
0
10018_2516
3
14
2,270
0
0
530
0
1
1,500
bus_only
3,012
2,270
212
9
203
252.3
14,588.6
14,336.3
0
0
1
0
0
0
16
0
10018_2516
4
14
1,968
0
0
520
0
1
1,500
bus_only
2,710
1,968
222
9
213
263.9
13,787.6
13,523.7
0
0
1
0
0
0
16
0
10018_2516
5
14
2,283
0
0
346
0
1
1,500
bus_only
2,870
2,283
241
9
232
287.8
14,569.2
14,281.4
0
0
1
0
0
0
16
0
10018_2516
6
14
1,989
0
0
510
0
1
1,500
bus_only
2,812
1,989
313
9
304
373
14,198.4
13,825.3
0
0
1
0
0
0
16
0
10018_2516
7
14
2,362
0
0
221
0
1
1,600
bus_only
2,919
2,362
336
9
327
401.6
15,869.7
15,468.1
0
0
1
0
0
0
16
0
10018_2516
8
14
2,236
0
0
346
0
1
1,500
bus_only
2,918
2,236
336
9
327
401.6
14,208
13,806.5
0
0
1
0
0
0
16
0
10018_2516
9
14
2,306
0
0
346
0
1
1,500
bus_only
3,206
2,306
554
9
545
663.4
15,230.7
14,567.4
0
0
1
0
0
0
16
0
10018_2516
10
14
2,547
0
0
696
0
2
1,500
bus_only
3,672
2,547
429
9
420
512.6
14,433
13,920.5
0
0
1
0
0
0
16
0
10018_2516
11
14
2,233
0
0
530
0
1
1,500
bus_only
3,318
2,233
555
9
546
663.9
14,693.2
14,029.3
0
0
1
0
0
0
16
0
10018_2516
12
14
2,216
0
0
641
65
1
1,500
bus_only
3,415
2,216
558
9
484
666.9
14,139.8
13,472.9
0
0
1
0
0
0
16
0
10018_2516
13
14
2,175
0
0
701
65
1
1,500
bus_only
3,540
2,175
664
9
590
794.4
14,080.6
13,286.2
0
0
1
0
0
0
16
0
10018_2519
0
15
2,060
0
0
571
0
1
1,500
bus_only
2,675
2,060
44
9
35
51.5
14,401.8
14,350.2
0
0
1
0
0
0
14
0
10018_2519
1
15
254
995
0
586
81
2
1,550
bus+train
1,973
1,249
138
9
48
162.9
10,834.7
1,448.4
9,223.3
0
1
1
0
4
14
0.285714
10018_2519
2
15
1,908
0
0
681
0
1
1,500
bus_only
2,654
1,908
65
9
56
76.5
10,385.2
10,308.7
0
0
1
0
0
0
14
0
10018_2519
3
15
578
840
0
832
56
1
1,550
bus+train
2,363
1,418
113
9
48
134
12,574.4
4,948.7
7,491.6
0
1
1
0
1
14
0.071429
10018_2519
4
15
497
720
0
531
168
1
1,550
bus+train
1,973
1,217
225
9
48
267.8
10,364.9
3,550.3
6,546.8
0
1
1
0
9
14
0.642857
10018_2519
5
15
1,964
0
0
582
25
1
1,500
bus_only
2,868
1,964
322
9
288
384.1
10,868.3
10,484.2
0
0
1
0
0
0
14
0
10018_2519
6
15
2,294
0
0
391
0
2
1,600
bus_only
2,970
2,294
285
9
276
340.5
15,429.1
15,088.7
0
0
1
0
0
0
14
0
10018_2519
7
15
1,840
0
0
681
0
1
1,500
bus_only
2,877
1,840
356
9
347
425.1
10,469.8
10,044.6
0
0
1
0
0
0
14
0
10018_2519
8
15
1,900
0
0
582
25
1
1,500
bus_only
2,863
1,900
381
9
347
454
10,732.5
10,278.4
0
0
1
0
0
0
14
0
10018_2519
9
15
2,586
0
0
685
0
1
1,600
bus_only
3,556
2,586
285
9
276
340.5
15,777.6
15,437.2
0
0
1
0
0
0
14
0
10018_2519
10
15
2,161
0
0
698
0
2
1,500
bus_only
3,170
2,161
311
9
302
370.3
14,977.9
14,607.6
0
0
1
0
0
0
14
0
10018_2519
11
15
2,062
0
0
741
0
1
1,500
bus_only
3,183
2,062
380
9
371
453.3
11,155
10,701.7
0
0
1
0
0
0
14
0
10018_2519
12
15
2,872
0
0
686
22
1
1,600
bus_only
3,891
2,872
333
9
302
396.5
17,951.2
17,554.7
0
0
1
0
0
0
14
0
10018_2519
13
15
2,262
0
0
391
0
2
1,500
bus_only
3,232
2,262
579
9
570
692.6
15,515.6
14,823.1
0
0
1
0
0
0
14
0
10018_2519
14
15
2,554
0
0
685
0
1
1,600
bus_only
3,818
2,554
579
9
570
692.6
15,864.1
15,171.5
0
0
1
0
0
0
14
0
10018_31982
0
3
633
0
0
125
0
0
1,500
bus_only
768
633
10
9
1
10.5
4,528.9
4,518.4
0
0
1
0
0
105
106
1
10018_31982
1
3
582
0
0
125
0
0
1,500
bus_only
1,036
582
329
9
320
393.4
4,627.9
4,234.6
0
0
1
0
0
0
106
0
10018_31982
2
3
688
0
0
125
0
0
1,500
bus_only
1,211
688
398
9
389
475.7
5,339.7
4,864
0
0
1
0
0
0
106
0
10018_4114
0
10
855
0
0
248
0
1
1,500
bus_only
1,159
855
56
9
47
65.5
5,996.4
5,930.9
0
0
1
0
0
0
13
0.1
10018_4114
1
10
789
0
0
339
0
1
1,500
bus_only
1,209
789
81
9
72
95.8
6,039.1
5,943.3
0
0
1
0
0
0
13
0.1
10018_4114
2
10
858
0
0
293
13
1
1,500
bus_only
1,221
858
70
9
48
81.9
6,027
5,945.1
0
0
1
0
0
0
13
0.1
10018_4114
3
10
822
0
0
339
0
1
1,500
bus_only
1,354
822
193
9
184
230.1
6,277.3
6,047.2
0
0
1
0
0
0
13
0.1
10018_4114
4
10
967
0
0
351
9
1
1,500
bus_only
1,582
967
264
9
246
314
7,615.9
7,301.9
0
0
1
0
0
0
13
0.1
10018_4114
5
10
1,171
0
0
358
26
1
1,500
bus_only
1,840
1,171
311
9
276
371
7,404.2
7,033.2
0
0
1
0
0
0
13
0.1
10018_4114
6
10
839
0
0
381
0
2
1,500
bus_only
1,508
839
288
9
279
344.2
7,356.6
7,012.4
0
0
1
0
0
0
13
0.1
10018_4114
7
10
839
0
0
480
0
1
1,500
bus_only
1,682
839
363
9
354
434.3
7,611.3
7,177
0
0
1
0
0
0
13
0.1
10018_4114
8
10
1,216
0
0
262
0
1
1,500
bus_only
1,901
1,216
423
9
414
506.3
6,812
6,305.7
0
0
1
0
0
0
13
0.1
10018_4114
9
10
1,087
0
0
358
26
1
1,500
bus_only
1,946
1,087
501
9
466
599.8
7,440.5
6,840.7
0
0
1
0
0
0
13
0.1
10018_4115
0
5
545
0
0
284
0
0
1,500
bus_only
893
545
64
9
55
74.6
5,023.4
4,948.7
0
0
1
0
0
0
39
0.2