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
9987_9400
12
16
818
300
0
668
103
2
1,550
bus+train
2,435
1,118
649
8
538
776.1
8,292.1
3,773.3
3,742.8
0
1
1
0
0
24
0
9987_9400
13
16
653
300
0
435
304
2
1,550
bus+train
2,120
953
732
8
420
875.7
7,461.3
2,842.8
3,742.8
0
1
1
0
0
24
0
9987_9400
14
16
830
300
0
473
302
2
1,550
bus+train
2,366
1,130
763
8
453
912.7
8,276.4
3,620.9
3,742.8
0
1
1
0
0
24
0
9987_9400
15
16
627
300
0
471
304
2
1,550
bus+train
2,210
927
812
8
500
971.7
7,601.2
2,886.8
3,742.8
0
1
1
0
0
24
0
9987_9457
0
14
1,871
0
0
143
0
0
1,500
bus_only
2,027
1,871
13
8
5
14.2
6,793.7
6,779.6
0
0
1
0
0
29
29
1
9987_9457
1
14
690
300
0
490
103
2
1,550
bus+train
1,763
990
283
8
172
337.4
6,940.9
2,860.7
3,742.8
0
1
1
0
0
29
0
9987_9457
2
14
1,723
0
0
203
0
0
1,500
bus_only
2,291
1,723
365
8
357
435.8
6,872.9
6,437.1
0
0
1
0
0
0
29
0
9987_9457
3
14
2,061
0
0
448
0
1
1,500
bus_only
2,757
2,061
248
12
236
296
7,121.6
6,825.6
0
0
1
0
0
0
29
0
9987_9457
4
14
665
300
0
493
302
2
1,550
bus+train
1,773
965
315
8
5
375.7
6,960.5
2,842.1
3,742.8
0
1
1
0
0
29
0
9987_9457
5
14
1,934
0
0
143
0
0
1,500
bus_only
2,508
1,934
431
8
423
515.4
7,673.6
7,158.2
0
0
1
0
0
0
29
0
9987_9457
6
14
840
300
0
489
199
2
1,550
bus+train
2,072
1,140
443
8
236
528.9
7,336.3
3,064.7
3,742.8
0
1
1
0
0
29
0
9987_9457
7
14
672
300
0
630
103
2
1,550
bus+train
2,057
972
455
8
344
542.5
7,348.7
3,063.4
3,742.8
0
1
1
0
0
29
0
9987_9457
8
14
694
300
0
602
111
2
1,550
bus+train
2,053
994
457
8
338
545.3
7,371.5
3,083.4
3,742.8
0
1
1
0
0
29
0
9987_9457
9
14
630
300
0
602
111
2
1,550
bus+train
2,055
930
523
8
404
625
7,232.6
2,864.8
3,742.8
0
1
1
0
0
29
0
9987_9457
10
14
704
300
0
494
304
2
1,550
bus+train
2,046
1,004
548
8
236
654.2
7,283.7
2,886.8
3,742.8
0
1
1
0
0
29
0
9987_9457
11
14
710
300
0
489
199
2
1,550
bus+train
2,091
1,010
592
8
385
708
7,128.4
2,677.5
3,742.8
0
1
1
0
0
29
0
9987_9457
12
14
732
300
0
542
111
2
1,550
bus+train
2,203
1,032
629
8
510
752.5
7,694.9
3,199.6
3,742.8
0
1
1
0
0
29
0
9987_9457
13
14
728
300
0
493
302
2
1,550
bus+train
2,254
1,028
733
8
423
876.9
7,840.4
3,220.7
3,742.8
0
1
1
0
0
29
0
9987_9590
0
3
1,465
0
0
187
0
0
1,500
bus_only
1,663
1,465
11
8
3
11.4
5,739.9
5,728.5
0
0
1
0
0
181
181
1
9987_9590
1
3
1,309
0
0
187
0
0
1,500
bus_only
1,869
1,309
373
8
365
446.3
5,850
5,403.6
0
0
1
0
0
0
181
0
9987_9590
2
3
1,678
0
0
247
0
0
1,500
bus_only
2,344
1,678
419
8
411
500.9
6,620.9
6,120
0
0
1
0
0
0
181
0
9987_9636
0
10
1,384
0
0
285
0
0
1,500
bus_only
1,685
1,384
16
8
8
17.2
5,420.8
5,403.6
0
0
1
0
0
160
160
1
9987_9636
1
10
467
330
0
445
363
2
1,550
bus+train
1,622
797
380
12
5
453.7
5,641
1,508.8
3,678.5
0
1
1
0
0
160
0
9987_9636
2
10
1,540
0
0
285
0
0
1,500
bus_only
2,192
1,540
367
8
359
439
6,167.4
5,728.5
0
0
1
0
0
0
160
0
9987_9636
3
10
1,267
0
0
345
0
0
1,500
bus_only
2,159
1,267
547
8
539
654
5,584.7
4,930.6
0
0
1
0
0
0
160
0
9987_9636
4
10
632
330
0
359
344
2
1,550
bus+train
1,949
962
628
12
272
750.7
6,729.4
2,300.2
3,678.5
0
1
1
0
0
160
0
9987_9636
5
10
571
330
0
359
344
2
1,550
bus+train
1,999
901
739
12
383
884.5
6,648.8
2,085.8
3,678.5
0
1
1
0
0
160
0
9987_9636
6
10
432
330
0
616
344
2
1,550
bus+train
2,177
762
799
12
443
955.3
5,870.5
1,236.8
3,678.5
0
1
1
0
0
160
0
9987_9636
7
10
328
330
0
445
363
2
1,550
bus+train
2,013
658
910
12
535
1,089.4
5,804
1,036
3,678.5
0
1
1
0
0
160
0
9987_9636
8
10
278
510
0
422
494
2
1,550
bus+train
2,140
788
930
12
424
1,112.6
7,643.4
663.7
5,867.1
0
1
1
0
0
160
0
9987_9636
9
10
169
510
0
378
582
2
3,000
bus+train
2,088
679
1,031
12
437
1,234.8
7,576.4
474.4
5,867.1
0
1
1
0
0
160
0
9987_9699
0
3
1,269
0
0
238
0
0
1,500
bus_only
1,523
1,269
16
8
8
16.6
4,947.3
4,930.6
0
0
1
0
0
62
62
1
9987_9699
1
3
1,108
0
0
178
0
0
1,500
bus_only
1,724
1,108
438
8
430
523.5
5,079.7
4,556.2
0
0
1
0
0
0
62
0
9987_9699
2
3
1,393
0
0
238
0
0
1,500
bus_only
2,148
1,393
517
8
509
618.7
6,022.3
5,403.6
0
0
1
0
0
0
62
0
9987_9758
0
4
971
0
0
285
0
0
1,500
bus_only
1,272
971
16
8
8
17.2
4,573.4
4,556.2
0
0
1
0
0
65
65
1
9987_9758
1
4
887
0
0
225
0
0
1,500
bus_only
1,564
887
452
8
444
541
4,710.1
4,169.1
0
0
1
0
0
0
65
0
9987_9758
2
4
1,117
0
0
225
0
0
1,500
bus_only
1,764
1,117
422
8
414
504.4
5,435.1
4,930.6
0
0
1
0
0
0
65
0
9987_9758
3
4
516
120
0
500
54
1
1,550
bus+train
1,720
636
584
8
522
699.1
4,752.9
2,499.6
1,554.2
0
1
1
0
0
65
0
9987_9847
0
3
902
0
0
42
0
0
1,500
bus_only
967
902
23
8
15
26
3,891.4
3,865.4
0
0
1
0
0
46
46
1
9987_9847
1
3
1,005
0
0
42
0
0
1,500
bus_only
1,411
1,005
364
8
356
434.9
4,604
4,169.1
0
0
1
0
0
0
46
0
9987_9847
2
3
1,017
0
0
1,037
0
0
1,500
bus_only
2,433
1,017
379
8
371
453.7
4,655.6
4,201.9
0
0
1
0
0
0
46
0
9987_9968
0
8
571
0
0
385
0
0
1,500
bus_only
984
571
28
8
20
32
2,531.7
2,499.6
0
0
1
0
0
333
333
1
9987_9968
1
8
664
0
0
203
0
1
1,500
bus_only
1,109
664
242
76
166
288.3
2,829.7
2,541.4
0
0
1
0
0
0
333
0
9987_9968
2
8
686
0
0
445
0
0
1,500
bus_only
1,447
686
316
8
308
377.7
3,134.9
2,757.2
0
0
1
0
0
0
333
0
9987_9968
3
8
1,269
0
0
827
0
0
1,500
bus_only
2,494
1,269
398
12
386
475.9
3,174.3
2,698.4
0
0
1
0
0
0
333
0
9987_9968
4
8
506
0
0
445
0
0
1,500
bus_only
1,434
506
483
8
475
577.4
2,618.8
2,041.4
0
0
1
0
0
0
333
0
9987_9968
5
8
733
0
0
852
0
1
1,500
bus_only
1,983
733
398
12
386
475.9
3,654.3
3,178.4
0
0
1
0
0
0
333
0
9987_9968
6
8
556
0
0
263
0
1
1,500
bus_only
1,366
556
547
76
471
653.7
2,646
1,992.4
0
0
1
0
0
0
333
0
9987_9968
7
8
753
0
0
674
0
2
1,500
bus_only
1,917
753
490
76
414
585.8
3,403
2,817.2
0
0
1
0
0
0
333
0
9997_10050
0
8
625
0
0
136
0
0
1,500
bus_only
763
625
2
1
1
1
3,639.3
3,638.3
0
0
1
0
0
17
17
1
9997_10050
1
8
706
0
0
136
0
0
1,500
bus_only
1,067
706
225
1
224
268.6
4,105.3
3,836.7
0
0
1
0
0
0
17
0
9997_10050
2
8
510
0
0
196
0
0
1,500
bus_only
1,143
510
437
1
436
522.7
3,761.4
3,238.7
0
0
1
0
0
0
17
0
9997_10050
3
8
557
0
0
901
0
1
1,500
bus_only
1,812
557
354
1
353
423.5
3,861.5
3,438
0
0
1
0
0
0
17
0
9997_10050
4
8
500
0
0
194
0
1
1,500
bus_only
1,131
500
437
1
436
522.7
3,761.4
3,238.7
0
0
1
0
0
0
17
0
9997_10050
5
8
801
0
0
136
0
0
1,500
bus_only
1,413
801
476
1
475
569.8
4,629.7
4,059.8
0
0
1
0
0
0
17
0
9997_10050
6
8
503
0
0
222
0
1
1,500
bus_only
1,235
503
510
1
509
610.1
3,699.9
3,089.8
0
0
1
0
0
0
17
0
9997_10050
7
8
478
0
0
901
0
1
1,500
bus_only
1,827
478
448
1
447
536
3,632.9
3,096.9
0
0
1
0
0
0
17
0
9997_219
0
13
425
1,230
0
379
159
1
1,550
bus+train
2,202
1,655
168
1
8
200.4
14,195.9
3,107.1
10,888.3
0
1
1
0
28
28
1
9997_219
1
13
671
710
0
524
281
4
1,550
bus+train
2,326
1,381
421
1
139
503.6
13,379.7
6,051.8
6,824.4
0
1
1
0
0
28
0
9997_219
2
13
2,340
0
0
680
0
1
1,600
bus_only
3,249
2,340
229
1
228
272.6
16,433.2
16,160.6
0
0
1
0
0
0
28
0
9997_219
3
13
2,166
0
0
761
0
2
1,600
bus_only
3,150
2,166
223
1
222
265.8
16,593.4
16,327.6
0
0
1
0
0
0
28
0
9997_219
4
13
1,815
0
0
279
0
1
1,500
bus_only
2,455
1,815
361
109
252
431.3
13,868.7
13,437.5
0
0
1
0
0
0
28
0
9997_219
5
13
1,701
0
0
385
0
3
1,500
bus_only
2,334
1,701
248
109
139
297.2
13,940.9
13,643.7
0
0
1
0
0
0
28
0
9997_219
6
13
1,797
0
0
334
0
2
1,500
bus_only
2,462
1,797
331
109
222
396
14,253.7
13,857.7
0
0
1
0
0
0
28
0
9997_219
7
13
970
0
360
683
75
2
3,450
bus+gtx
2,414
1,330
401
1
325
478.1
17,529.8
7,820.9
0
9,230.7
1
0
1
0
28
0
9997_219
8
13
1,888
0
0
219
0
1
1,500
bus_only
2,519
1,888
412
109
303
493.6
14,447.6
13,954
0
0
1
0
0
0
28
0
9997_219
9
13
1,715
0
0
463
0
3
1,500
bus_only
2,508
1,715
330
109
221
395
14,252.2
13,857.2
0
0
1
0
0
0
28
0
9997_219
10
13
2,476
0
0
620
0
1
1,600
bus_only
3,508
2,476
412
1
411
492.5
17,014.8
16,522.3
0
0
1
0
0
0
28
0
9997_219
11
13
701
0
360
623
30
1
3,450
bus+gtx
2,414
1,061
730
375
325
872.9
16,475.4
6,371.8
0
9,230.7
1
0
1
0
28
0
9997_219
12
13
1,708
0
180
801
239
1
3,450
bus+gtx
3,312
1,888
623
1
383
745.9
16,381.7
11,768.9
0
3,866.9
1
0
1
0
28
0
9997_221
0
8
479
930
0
371
56
2
1,550
bus+train
1,843
1,409
63
1
6
74.1
11,522.9
3,089.8
8,359.1
0
1
1
0
0
63
0
9997_221
1
8
425
930
0
325
156
1
1,550
bus+train
1,843
1,355
163
1
6
194.5
11,389.9
2,836.4
8,359.1
0
1
1
0
63
63
1
9997_221
2
8
2,321
0
0
789
29
1
1,500
bus_only
3,251
2,321
141
1
111
167.6
14,461.5
14,293.9
0
0
1
0
0
0
63
0
9997_221
3
8
1,724
0
0
235
31
1
1,500
bus_only
2,344
1,724
385
109
245
460.9
12,145.1
11,684.2
0
0
1
0
0
0
63
0
9997_221
4
8
1,652
0
0
295
31
1
1,500
bus_only
2,372
1,652
425
109
285
508.7
11,696.8
11,188.1
0
0
1
0
0
0
63
0
9997_221
5
8
2,281
0
0
849
29
1
1,500
bus_only
3,570
2,281
440
1
410
525.8
14,368.9
13,843.1
0
0
1
0
0
0
63
0
9997_221
6
8
1,994
0
0
659
31
2
1,500
bus_only
3,143
1,994
490
109
350
586.8
13,135.1
12,548.4
0
0
1
0
0
0
63
0
9997_221
7
8
432
1,030
0
581
122
1
1,550
bus+train
3,393
1,462
1,350
314
914
1,618.8
13,222.5
1,975.5
9,628.2
0
1
1
0
0
63
0
9997_222
0
21
474
840
0
424
56
2
1,550
bus+train
1,851
1,314
113
1
56
133.6
10,741.7
3,089.8
7,518.4
0
1
1
0
0
23
0
9997_222
1
21
438
840
0
357
159
1
1,550
bus+train
1,851
1,278
216
1
56
257.5
10,883
3,107.1
7,518.4
0
1
1
0
23
23
1
9997_222
2
21
1,559
0
0
346
31
1
1,500
bus_only
2,150
1,559
245
109
105
292.2
11,061.2
10,769
0
0
1
0
0
0
23
0
9997_222
3
21
2,246
0
0
834
29
1
1,500
bus_only
3,269
2,246
189
1
159
224.6
12,694.9
12,470.4
0
0
1
0
0
0
23
0
9997_222
4
21
156
1,003
0
584
37
2
1,550
bus+train
1,938
1,159
195
1
157
233.1
10,829.5
1,162.3
9,434.1
0
1
1
0
0
23
0
9997_222
5
21
2,037
0
0
940
29
1
1,500
bus_only
3,182
2,037
205
1
175
244.1
12,849.7
12,605.6
0
0
1
0
0
0
23
0
9997_222
6
21
1,989
0
0
545
105
1
1,500
bus_only
2,817
1,989
283
1
177
337.3
9,015.6
8,678.3
0
0
1
0
0
0
23
0
9997_222
7
21
1,983
0
0
648
115
1
1,500
bus_only
2,919
1,983
288
1
172
343.7
8,803.4
8,459.7
0
0
1
0
0
0
23
0
9997_222
8
21
1,868
0
0
651
47
1
1,500
bus_only
2,822
1,868
303
1
255
362.5
9,540.2
9,177.8
0
0
1
0
0
0
23
0
9997_222
9
21
1,668
0
0
838
31
1
1,500
bus_only
2,798
1,668
292
109
152
349.6
11,082.7
10,733
0
0
1
0
0
0
23
0
9997_222
10
21
2,343
0
0
774
29
1
1,500
bus_only
3,361
2,343
244
1
214
290.8
12,926.4
12,635.7
0
0
1
0
0
0
23
0
9997_222
11
21
1,922
0
0
437
0
1
1,500
bus_only
2,819
1,922
460
1
459
550
12,584.2
12,034.2
0
0
1
0
0
0
23
0
9997_222
12
21
1,600
0
0
898
31
1
1,500
bus_only
2,935
1,600
437
109
297
522.7
10,996.6
10,473.9
0
0
1
0
0
0
23
0
9997_222
13
21
1,573
0
0
766
31
2
1,500
bus_only
2,776
1,573
437
109
297
522.7
10,996.6
10,473.9
0
0
1
0
0
0
23
0
9997_222
14
21
2,282
0
0
696
61
1
1,500
bus_only
3,417
2,282
439
1
377
524.4
14,432.7
13,908.2
0
0
1
0
0
0
23
0
9997_222
15
21
2,131
0
0
513
107
1
1,500
bus_only
3,129
2,131
485
1
377
579.3
13,483.8
12,904.5
0
0
1
0
0
0
23
0
9997_222
16
21
2,169
0
0
756
61
1
1,500
bus_only
3,389
2,169
464
1
402
554.4
13,773.9
13,219.5
0
0
1
0
0
0
23
0
9997_222
17
21
2,018
0
0
573
107
1
1,500
bus_only
3,101
2,018
510
1
402
609.3
12,825
12,215.8
0
0
1
0
0
0
23
0
9997_222
18
21
1,496
0
0
406
31
1
1,500
bus_only
2,501
1,496
599
109
459
716.9
10,996.6
10,279.7
0
0
1
0
0
0
23
0
9997_222
19
21
253
830
0
440
46
1
1,550
bus+train
2,189
1,083
666
314
306
798.5
10,622.5
2,080.1
7,743.9
0
1
1
0
0
23
0
9997_222
20
21
1,679
0
0
766
31
2
1,500
bus_only
3,016
1,679
571
109
431
682.6
11,798.9
11,116.2
0
0
1
0
0
0
23
0
9997_60060
0
4
982
0
0
236
0
0
1,500
bus_only
1,227
982
9
1
8
8.9
5,258.8
5,249.9
0
0
1
0
0
25
25
1