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
9997_9931
7
16
1,032
0
0
308
0
2
1,500
bus_only
1,735
1,032
395
1
394
473.2
7,154.3
6,681.1
0
0
1
0
0
0
20
0
9997_9931
8
16
702
0
0
284
201
1
1,500
bus_only
1,506
702
520
1
318
621.2
4,549.4
3,928.2
0
0
1
0
0
0
20
0
9997_9931
9
16
647
0
0
674
0
0
1,500
bus_only
1,866
647
545
1
544
652.3
4,489
3,836.7
0
0
1
0
0
0
20
0
9997_9931
10
16
797
0
0
224
201
1
1,500
bus_only
1,577
797
556
1
354
665.6
5,190.1
4,524.6
0
0
1
0
0
0
20
0
9997_9931
11
16
625
0
0
415
0
2
1,500
bus_only
1,585
625
545
1
544
652.3
4,489
3,836.7
0
0
1
0
0
0
20
0
9997_9931
12
16
764
0
0
486
35
1
1,500
bus_only
1,859
764
609
109
465
730.2
5,719.7
4,989.4
0
0
1
0
0
0
20
0
9997_9931
13
16
432
60
0
523
56
2
1,550
bus+train
1,580
492
565
1
508
675.6
4,731.8
3,089.8
966.4
0
1
1
0
0
20
0
9997_9931
14
16
432
60
0
420
159
1
1,550
bus+train
1,580
492
668
1
508
799.6
4,873.1
3,107.1
966.4
0
1
1
0
0
20
0
9997_9931
15
16
615
0
0
224
201
1
1,500
bus_only
1,585
615
746
1
544
892.6
4,597.7
3,705.1
0
0
1
0
0
0
20
0
9997_9967
0
11
833
0
0
446
0
0
1,500
bus_only
1,281
833
2
1
1
1
4,060.9
4,059.8
0
0
1
0
0
24
24
1
9997_9967
1
11
679
0
0
294
30
1
1,500
bus_only
1,376
679
403
31
342
481.8
3,214.3
2,732.5
0
0
1
0
0
0
24
0
9997_9967
2
11
738
0
0
446
0
0
1,500
bus_only
1,437
738
253
1
252
302
4,138.7
3,836.7
0
0
1
0
0
0
24
0
9997_9967
3
11
906
0
0
446
0
0
1,500
bus_only
1,664
906
312
1
311
373.5
4,710.1
4,336.6
0
0
1
0
0
0
24
0
9997_9967
4
11
649
0
0
446
0
0
1,500
bus_only
1,571
649
476
1
475
569.8
4,208.1
3,638.3
0
0
1
0
0
0
24
0
9997_9967
5
11
490
60
0
571
56
2
1,550
bus+train
1,525
550
404
1
347
482.6
4,538.8
3,089.8
966.4
0
1
1
0
0
24
0
9997_9967
6
11
453
60
0
505
159
1
1,550
bus+train
1,525
513
507
1
347
606.6
4,680.1
3,107.1
966.4
0
1
1
0
0
24
0
9997_9967
7
11
715
0
0
622
0
1
1,500
bus_only
1,852
715
515
1
514
615.3
5,196.2
4,580.8
0
0
1
0
0
0
24
0
9997_9967
8
11
634
0
0
407
66
1
1,500
bus_only
1,622
634
581
1
514
693.5
4,971.7
4,278.1
0
0
1
0
0
0
24
0
9997_9967
9
11
616
0
0
430
0
0
1,500
bus_only
1,731
616
685
355
330
820.5
4,532.9
3,712.4
0
0
1
0
0
0
24
0
9997_9967
10
11
563
0
0
430
0
0
1,500
bus_only
1,862
563
869
355
514
1,040.7
4,393.9
3,353.2
0
0
1
0
0
0
24
0
9997_9999
0
7
630
0
0
59
0
0
1,500
bus_only
691
630
2
1
1
1.2
3,837.9
3,836.7
0
0
1
0
0
22
22
1
9997_9999
1
7
549
0
0
59
0
0
1,500
bus_only
833
549
225
1
224
268.1
3,906.4
3,638.3
0
0
1
0
0
0
22
0
9997_9999
2
7
717
0
0
59
0
0
1,500
bus_only
1,029
717
253
1
252
301.8
4,361.7
4,059.8
0
0
1
0
0
0
22
0
9997_9999
3
7
504
0
0
129
0
1
1,500
bus_only
1,000
504
367
1
366
439.2
3,877.2
3,438
0
0
1
0
0
0
22
0
9997_9999
4
7
552
0
0
189
0
1
1,500
bus_only
1,168
552
427
1
426
510.5
4,307.8
3,797.2
0
0
1
0
0
0
22
0
9997_9999
5
7
780
0
0
119
0
0
1,500
bus_only
1,438
780
539
1
538
644.4
4,981
4,336.6
0
0
1
0
0
0
22
0
9997_9999
6
7
513
0
0
631
0
0
1,500
bus_only
2,308
513
1,164
355
809
1,395.7
4,748.9
3,353.2
0
0
1
0
0
0
22
0
9998_10018
0
5
708
0
0
325
0
0
1,500
bus_only
1,048
708
15
6
9
16.8
3,801.2
3,784.4
0
0
1
0
0
25
25
1
9998_10018
1
5
701
0
0
379
0
1
1,500
bus_only
1,360
701
280
6
274
335.2
3,995
3,659.8
0
0
1
0
0
0
25
0
9998_10018
2
5
661
0
0
385
0
0
1,500
bus_only
1,463
661
417
6
411
499.7
3,869
3,369.3
0
0
1
0
0
0
25
0
9998_10018
3
5
773
0
0
385
0
0
1,500
bus_only
1,640
773
482
6
476
577.6
4,829.1
4,251.5
0
0
1
0
0
0
25
0
9998_10018
4
5
485
0
0
204
0
0
1,500
bus_only
1,360
485
671
397
274
803.9
3,969.8
3,165.9
0
0
1
0
0
0
25
0
9998_220
0
2
202
1,050
0
532
106
1
1,550
bus+train
1,902
1,252
118
6
6
141.2
10,368.5
690.2
9,537.1
0
1
1
0
54
54
1
9998_220
1
2
0
1,140
0
219
0
0
1,550
train_only
1,902
1,140
543
537
6
651.1
11,154.6
0
10,503.5
0
0
1
0
0
54
0
9998_221
0
2
256
930
0
597
106
1
1,550
bus+train
1,901
1,186
118
6
6
141.4
9,190.6
690.2
8,359.1
0
1
1
0
15
15
1
9998_221
1
2
0
1,020
0
338
0
0
1,550
train_only
1,901
1,020
543
537
6
651.3
9,976.7
0
9,325.5
0
0
1
0
0
15
0
9998_222
0
3
252
840
0
341
106
1
1,550
bus+train
1,601
1,092
168
6
56
200.9
8,409.4
690.2
7,518.4
0
1
1
0
46
46
1
9998_222
1
3
0
900
0
468
0
0
1,550
train_only
1,961
900
593
537
56
710.8
9,195.5
0
8,484.8
0
0
1
0
0
46
0
9998_222
2
3
1,442
0
0
176
0
0
1,500
bus_only
2,381
1,442
763
397
366
914.4
10,396.7
9,482.3
0
0
1
0
0
0
46
0
9998_223
0
2
215
690
0
259
106
1
1,550
bus+train
1,326
905
162
6
50
193.4
7,178.7
690.2
6,295.1
0
1
1
0
17
17
1
9998_223
1
2
0
780
0
109
0
0
1,550
train_only
1,476
780
587
537
50
703.3
7,964.7
0
7,261.5
0
0
1
0
0
17
0
9998_224
0
5
200
600
0
464
106
1
1,550
bus+train
1,380
800
116
6
4
138.2
6,486.3
690.2
5,658
0
1
1
0
20
20
1
9998_224
1
5
0
690
0
149
0
0
1,550
train_only
1,380
690
541
537
4
648
7,272.4
0
6,624.3
0
0
1
0
0
20
0
9998_224
2
5
900
0
0
349
0
0
1,500
bus_only
1,770
900
521
397
124
623.2
8,153
7,529.8
0
0
1
0
0
0
20
0
9998_224
3
5
957
0
0
289
0
0
1,500
bus_only
2,026
957
780
397
383
935.1
8,663.1
7,728
0
0
1
0
0
0
20
0
9998_224
4
5
866
0
0
289
0
0
1,500
bus_only
1,953
866
798
397
401
956.9
7,988.3
7,031.4
0
0
1
0
0
0
20
0
9998_226
0
5
473
0
0
552
0
0
1,500
bus_only
1,553
473
528
397
131
631.9
3,691
3,059.1
0
0
1
0
0
0
24
0.2
9998_226
1
5
1,157
0
0
552
0
0
1,500
bus_only
2,213
1,157
504
397
107
604.1
4,180.6
3,576.5
0
0
1
0
0
0
24
0.2
9998_226
2
5
513
0
0
634
0
0
1,500
bus_only
1,814
513
667
397
270
798.5
4,002
3,203.5
0
0
1
0
0
0
24
0.2
9998_226
3
5
696
0
0
612
0
0
1,500
bus_only
1,988
696
680
397
283
814.9
4,033.4
3,218.5
0
0
1
0
0
0
24
0.2
9998_226
4
5
414
0
0
418
0
0
1,500
bus_only
1,653
414
821
397
424
983.8
3,672.7
2,688.9
0
0
1
0
0
0
24
0.2
9998_239
0
2
201
1,440
0
566
106
1
1,550
bus+train
2,355
1,641
148
6
36
177
14,496.6
690.2
13,629.4
0
1
1
0
22
22
1
9998_239
1
2
0
1,350
0
432
0
0
1,550
train_only
2,355
1,350
573
537
36
686.9
13,349.9
0
12,663
0
0
1
0
0
22
0
9998_2733
0
12
547
940
0
547
41
1
1,550
bus+train
2,088
1,487
54
6
7
63.4
11,491.4
2,719.3
8,708.7
0
1
1
0
17
18
0.944444
9998_2733
1
12
1,378
0
0
446
0
1
1,500
bus_only
2,387
1,378
563
397
166
674.9
10,469.4
9,794.5
0
0
1
0
0
0
18
0
9998_2733
2
12
2,293
0
0
711
0
1
1,500
bus_only
3,176
2,293
172
6
166
206.2
13,836.7
13,630.5
0
0
1
0
0
0
18
0
9998_2733
3
12
2,091
0
0
863
0
2
1,500
bus_only
3,126
2,091
172
6
166
206.2
13,867.1
13,660.9
0
0
1
0
0
0
18
0
9998_2733
4
12
2,346
0
0
711
0
1
1,500
bus_only
3,427
2,346
370
6
364
443.5
14,515.8
14,072.3
0
0
1
0
0
0
18
0
9998_2733
5
12
2,378
0
0
1,005
0
2
1,500
bus_only
3,854
2,378
471
6
465
564.2
14,610
14,045.8
0
0
1
0
0
0
18
0
9998_2733
6
12
2,141
0
0
863
0
2
1,500
bus_only
3,519
2,141
515
6
509
617.8
14,876.8
14,258.9
0
0
1
0
0
0
18
0
9998_2733
7
12
1,431
0
0
446
0
1
1,500
bus_only
2,638
1,431
761
397
364
912.2
11,148.5
10,236.3
0
0
1
0
0
0
18
0
9998_2733
8
12
2,439
0
0
676
35
4
1,600
bus_only
3,581
2,439
466
32
399
556.5
16,311.9
15,755.4
0
0
1
0
0
0
18
0
9998_2733
9
12
1,428
0
0
473
0
1
1,500
bus_only
2,807
1,428
906
397
509
1,086.5
11,479
10,392.5
0
0
1
0
0
0
18
0
9998_2733
10
12
183
1,050
0
444
86
1
1,550
bus+train
2,653
1,233
976
537
353
1,169.8
11,675.9
1,180.6
9,325.5
0
1
1
0
1
18
0.055556
9998_2733
11
12
214
1,050
0
304
181
1
1,550
bus+train
2,795
1,264
1,227
537
509
1,470.9
12,670.2
1,873.9
9,325.5
0
1
1
0
0
18
0
9998_2734
0
20
528
820
0
919
41
1
1,550
bus+train
2,354
1,348
87
6
40
103
10,561.6
2,719.3
7,739.3
0
1
1
0
18
18
1
9998_2734
1
20
301
820
0
275
41
1
1,550
bus+train
1,874
1,121
478
397
40
571.7
10,536.4
2,225.4
7,739.3
0
1
1
0
0
18
0
9998_2734
2
20
2,186
0
0
754
0
1
1,500
bus_only
3,015
2,186
75
6
69
89.3
12,996.1
12,906.8
0
0
1
0
0
0
18
0
9998_2734
3
20
1,535
0
0
663
0
4
1,500
bus_only
2,273
1,535
75
6
69
89.3
9,461.7
9,372.4
0
0
1
0
0
0
18
0
9998_2734
4
20
2,147
0
0
814
0
1
1,500
bus_only
3,236
2,147
275
6
269
328
12,925.8
12,597.9
0
0
1
0
0
0
18
0
9998_2734
5
20
1,508
0
0
625
0
3
1,500
bus_only
2,408
1,508
275
6
269
328
9,391.4
9,063.5
0
0
1
0
0
0
18
0
9998_2734
6
20
1,733
0
0
880
0
2
1,500
bus_only
2,888
1,733
275
6
269
328
9,938.9
9,610.9
0
0
1
0
0
0
18
0
9998_2734
7
20
1,555
0
0
798
0
3
1,500
bus_only
2,608
1,555
255
6
249
304.8
9,691.1
9,386.3
0
0
1
0
0
0
18
0
9998_2734
8
20
1,523
0
0
691
139
2
1,500
bus_only
2,608
1,523
394
6
249
471.4
9,691.1
9,219.7
0
0
1
0
0
0
18
0
9998_2734
9
20
1,474
0
0
751
139
2
1,500
bus_only
2,639
1,474
414
6
269
494.6
9,391.4
8,896.9
0
0
1
0
0
0
18
0
9998_2734
10
20
2,076
0
0
1,052
0
1
1,500
bus_only
3,635
2,076
507
6
501
607.3
13,715.3
13,108
0
0
1
0
0
0
18
0
9998_2734
11
20
1,325
0
0
637
0
1
1,500
bus_only
2,608
1,325
646
397
249
773.5
9,858.2
9,084.7
0
0
1
0
0
0
18
0
9998_2734
12
20
1,603
0
0
864
0
3
1,500
bus_only
2,974
1,603
507
6
501
607.3
10,150.5
9,543.1
0
0
1
0
0
0
18
0
9998_2734
13
20
2,193
0
0
880
0
2
1,500
bus_only
3,577
2,193
504
6
498
603.9
10,770.2
10,166.3
0
0
1
0
0
0
18
0
9998_2734
14
20
1,968
0
0
625
0
3
1,500
bus_only
3,104
1,968
511
6
505
612.3
10,231.1
9,618.8
0
0
1
0
0
0
18
0
9998_2734
15
20
2,152
0
0
933
0
2
1,500
bus_only
3,592
2,152
507
6
501
607.3
13,684.9
13,077.5
0
0
1
0
0
0
18
0
9998_2734
16
20
1,571
0
0
757
139
2
1,500
bus_only
2,974
1,571
646
6
501
773.9
10,150.5
9,376.5
0
0
1
0
0
0
18
0
9998_2734
17
20
464
780
0
297
55
1
1,550
bus+train
2,382
1,244
841
537
249
1,006.6
11,038.1
2,770
7,261.5
0
1
1
0
0
18
0
9998_2734
18
20
1,934
0
0
843
139
2
1,500
bus_only
3,452
1,934
675
6
530
809.3
10,261.6
9,452.2
0
0
1
0
0
0
18
0
9998_2734
19
20
1,373
0
0
643
0
1
1,500
bus_only
2,929
1,373
913
397
516
1,094.7
10,336.3
9,241.6
0
0
1
0
0
0
18
0
9998_329
0
6
1,206
0
0
541
0
2
1,500
bus_only
1,874
1,206
127
6
121
151.1
7,776.3
7,625.2
0
0
1
0
0
0
14
0
9998_329
1
6
1,175
0
0
373
139
1
1,500
bus_only
1,851
1,175
303
6
158
362.2
7,820.8
7,458.6
0
0
1
0
0
0
14
0
9998_329
2
6
991
0
0
365
0
0
1,500
bus_only
1,874
991
518
397
121
619.8
7,943.4
7,323.6
0
0
1
0
0
0
14
0
9998_329
3
6
530
570
0
673
41
1
1,550
bus+train
1,973
1,100
200
6
153
238.6
8,976.7
2,719.3
6,018.7
0
1
1
0
9
14
1
9998_329
4
6
1,317
0
0
414
0
0
1,500
bus_only
2,325
1,317
594
397
197
711.7
9,660.2
8,948.5
0
0
1
0
0
0
14
0
9998_329
5
6
1,664
0
0
414
0
0
1,500
bus_only
2,942
1,664
864
397
467
1,035.9
10,547.7
9,511.8
0
0
1
0
0
0
14
0
9998_332
0
14
1,236
0
0
625
173
2
1,500
bus_only
2,152
1,236
291
6
112
347.1
8,921.3
8,574.2
0
0
1
0
0
0
17
0.071429
9998_332
1
14
1,089
0
0
460
34
1
1,500
bus_only
2,116
1,089
567
397
136
678.8
9,118
8,439.3
0
0
1
0
0
0
17
0.071429
9998_332
2
14
1,704
0
0
506
139
2
1,500
bus_only
2,515
1,704
305
6
160
364.6
9,439.9
9,075.3
0
0
1
0
0
0
17
0.071429
9998_332
3
14
1,575
0
0
716
38
1
1,500
bus_only
2,604
1,575
313
6
269
374.1
10,379.7
10,005.6
0
0
1
0
0
0
17
0.071429
9998_332
4
14
1,454
0
0
383
139
1
1,500
bus_only
2,251
1,454
414
6
269
495.3
9,847.2
9,351.9
0
0
1
0
0
0
17
0.071429
9998_332
5
14
1,623
0
0
769
38
2
1,500
bus_only
2,726
1,623
334
6
290
399.8
10,500.3
10,100.6
0
0
1
0
0
0
17
0.071429
9998_332
6
14
1,521
0
0
716
38
1
1,500
bus_only
2,664
1,521
427
6
383
510.2
9,969.8
9,459.6
0
0
1
0
0
0
17
0.071429
9998_332
7
14
1,502
0
0
429
139
2
1,500
bus_only
2,371
1,502
440
6
295
526.6
9,973.5
9,446.9
0
0
1
0
0
0
17
0.071429
9998_332
8
14
1,178
0
0
712
139
2
1,500
bus_only
2,331
1,178
441
6
296
526.7
8,350.8
7,824.1
0
0
1
0
0
0
17
0.071429