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
1003_422
9
20
1,060
0
0
397
0
0
1,500
bus_only
1,934
1,060
477
344
133
571.1
7,522.8
6,951.7
0
0
1
0
0
0
134
0
1003_422
10
20
1,105
0
0
397
0
0
1,500
bus_only
1,979
1,105
477
344
133
570.6
7,614.5
7,043.9
0
0
1
0
0
0
134
0
1003_422
11
20
921
0
0
305
0
0
1,500
bus_only
1,773
921
547
344
203
655
7,471.2
6,816.2
0
0
1
0
0
0
134
0
1003_422
12
20
540
300
0
296
97
1
1,550
bus+train
1,685
840
549
26
426
655.7
6,601.4
2,912.6
3,033.1
0
1
1
0
0
134
0
1003_422
13
20
1,017
0
0
397
0
0
1,500
bus_only
2,037
1,017
623
344
279
745.9
7,345.2
6,599.3
0
0
1
0
0
0
134
0
1003_422
14
20
984
0
0
551
0
0
1,500
bus_only
2,164
984
629
344
285
752.9
7,866.4
7,113.5
0
0
1
0
0
0
134
0
1003_422
15
20
963
0
0
422
0
0
1,500
bus_only
2,191
963
806
344
462
966.1
7,235.4
6,269.3
0
0
1
0
0
0
134
0
1003_422
16
20
995
0
0
397
0
0
1,500
bus_only
2,206
995
814
344
470
975.2
7,401.5
6,426.4
0
0
1
0
0
0
134
0
1003_422
17
20
1,036
0
0
305
0
0
1,500
bus_only
2,186
1,036
845
344
501
1,012.4
8,358.6
7,346.2
0
0
1
0
0
0
134
0
1003_422
18
20
964
0
0
397
0
0
1,500
bus_only
2,231
964
870
344
526
1,042.3
7,280.7
6,238.4
0
0
1
0
0
0
134
0
1003_422
19
20
1,072
0
0
305
0
0
1,500
bus_only
2,255
1,072
878
344
534
1,051.7
8,662.5
7,610.7
0
0
1
0
0
0
134
0
1003_423
0
5
391
300
0
286
57
1
1,550
bus+train
1,139
691
162
26
79
191.9
5,223.5
1,998.6
3,033.1
0
1
1
0
10
255
0.03937
1003_423
1
5
0
600
0
200
0
0
1,550
train_only
1,153
600
353
346
7
422.8
5,466.2
0
5,043.4
0
0
1
0
244
255
0.96063
1003_423
2
5
812
0
0
543
0
0
1,500
bus_only
1,879
812
524
344
180
627.4
5,844
5,216.6
0
0
1
0
0
0
255
0
1003_423
3
5
290
300
0
438
97
1
1,550
bus+train
1,331
590
303
26
180
361.7
5,254.7
1,859.9
3,033.1
0
1
1
0
0
255
0
1003_423
4
5
418
300
0
226
57
1
1,550
bus+train
1,308
718
364
26
281
434.3
5,651.9
2,184.5
3,033.1
0
1
1
0
0
255
0
1003_424
0
7
0
510
0
213
0
0
1,550
train_only
1,084
510
361
346
15
431.5
4,778
0
4,346.6
0
0
1
0
799
833
1
1003_424
1
7
772
0
0
219
0
0
1,500
bus_only
1,495
772
504
344
160
603.1
5,157.9
4,554.8
0
0
1
0
0
0
833
0
1003_424
2
7
1,390
0
0
132
0
0
1,500
bus_only
2,233
1,390
711
207
504
852.6
6,703.6
5,851
0
0
1
0
0
0
833
0
1003_424
3
7
1,127
0
0
797
0
1
1,500
bus_only
2,553
1,127
629
207
422
754.2
5,772.6
5,018.4
0
0
1
0
0
0
833
0
1003_424
4
7
638
0
0
65
0
0
1,500
bus_only
1,551
638
848
344
504
1,016.3
5,531.9
4,515.6
0
0
1
0
0
0
833
0
1003_424
5
7
749
0
0
377
0
1
1,500
bus_only
1,892
749
766
344
422
917.9
5,240.1
4,322.2
0
0
1
0
0
0
833
0
1003_424
6
7
648
0
0
339
0
0
1,500
bus_only
1,892
648
905
483
422
1,084.5
4,979.7
3,895.2
0
0
1
0
0
0
833
0
1003_425
0
17
225
300
0
299
57
1
1,550
bus+train
952
525
128
26
45
151.7
3,808.7
623.9
3,033.1
0
1
1
0
11
556
0.019784
1003_425
1
17
75
300
0
294
75
1
1,550
bus+train
1,032
375
363
26
262
433.7
4,259.1
792.3
3,033.1
0
1
1
0
0
556
0
1003_425
2
17
673
0
0
249
0
0
1,500
bus_only
1,311
673
389
344
45
465.8
4,402.3
3,936.5
0
0
1
0
0
0
556
0
1003_425
3
17
67
300
0
466
57
1
1,550
bus+train
1,201
367
368
26
285
439.5
3,968.1
495.6
3,033.1
0
1
1
0
0
556
0
1003_425
4
17
0
420
0
360
0
0
1,550
train_only
1,176
420
396
346
50
474.3
4,056.3
0
3,582
0
0
1
0
545
556
0.980216
1003_425
5
17
91
300
0
243
75
1
1,550
bus+train
1,067
391
433
26
332
516.6
4,449.8
900.2
3,033.1
0
1
1
0
0
556
0
1003_425
6
17
127
300
0
380
57
1
1,550
bus+train
1,261
427
454
26
371
542.6
3,982.7
407
3,033.1
0
1
1
0
0
556
0
1003_425
7
17
154
300
0
526
57
1
1,550
bus+train
1,421
454
441
26
358
526.7
4,311.6
751.8
3,033.1
0
1
1
0
0
556
0
1003_425
8
17
73
300
0
382
67
1
1,550
bus+train
1,248
373
493
26
400
589.5
3,966.2
343.7
3,033.1
0
1
1
0
0
556
0
1003_425
9
17
1,280
0
0
345
0
0
1,500
bus_only
2,094
1,280
469
207
262
562.6
6,041.6
5,479
0
0
1
0
0
0
556
0
1003_425
10
17
83
300
0
305
75
1
1,550
bus+train
1,213
383
525
26
424
627.1
4,476.9
816.7
3,033.1
0
1
1
0
0
556
0
1003_425
11
17
95
450
0
539
34
1
1,550
bus+train
1,550
545
466
26
406
557.5
5,274.5
502.4
4,214.6
0
1
1
0
0
556
0
1003_425
12
17
576
0
0
166
0
0
1,500
bus_only
1,348
576
606
344
262
726.3
4,878.9
4,152.5
0
0
1
0
0
0
556
0
1003_425
13
17
75
450
0
469
52
1
1,550
bus+train
1,569
525
575
26
497
687.4
5,372.4
470.3
4,214.6
0
1
1
0
0
556
0
1003_425
14
17
592
0
0
263
0
0
1,500
bus_only
1,531
592
676
344
332
809.2
5,069.6
4,260.4
0
0
1
0
0
0
556
0
1003_425
15
17
584
0
0
123
0
0
1,500
bus_only
1,475
584
768
344
424
919.7
5,096.7
4,176.9
0
0
1
0
0
0
556
0
1003_425
16
17
680
0
0
409
0
0
1,500
bus_only
1,990
680
901
483
418
1,079.8
4,975
3,895.2
0
0
1
0
0
0
556
0
1003_426
0
7
0
300
0
180
0
0
1,550
train_only
780
300
300
26
274
357.1
3,390.1
0
3,033.1
0
0
1
0
82
82
1
1003_426
1
7
82
120
0
272
230
1
1,550
bus+train
1,013
202
539
26
283
644.8
2,878.6
855.3
1,378.4
0
1
1
0
0
82
0
1003_426
2
7
1,017
0
0
212
0
0
1,500
bus_only
1,762
1,017
533
207
326
638.7
4,944.3
4,305.6
0
0
1
0
0
0
82
0
1003_426
3
7
383
0
0
108
0
0
1,500
bus_only
1,118
383
627
344
283
750.5
3,613.3
2,862.8
0
0
1
0
0
0
82
0
1003_426
4
7
531
0
0
372
0
0
1,500
bus_only
1,638
531
735
344
391
881.1
4,309.7
3,428.6
0
0
1
0
0
0
82
0
1003_426
5
7
1,170
0
0
274
0
0
1,500
bus_only
2,258
1,170
814
344
470
975.4
7,979.5
7,004.1
0
0
1
0
0
0
82
0
1003_426
6
7
0
300
0
250
0
0
1,550
train_only
1,581
300
1,031
346
685
1,236
4,039.7
0
2,803.8
0
0
1
0
0
82
0
1003_427
0
8
81
120
0
490
28
1
1,550
bus+train
848
201
157
26
103
185.6
1,966.6
402.5
1,378.4
0
1
1
0
1
78
0.012821
1003_427
1
8
0
180
0
245
0
0
1,550
train_only
779
180
354
346
8
423.7
2,274.5
0
1,850.8
0
0
1
0
2
78
0.025641
1003_427
2
8
670
0
0
212
0
0
1,500
bus_only
1,192
670
310
207
103
370.5
3,190
2,819.4
0
0
1
0
0
0
78
0
1003_427
3
8
33
120
0
472
94
1
1,550
bus+train
896
153
271
26
151
323.2
1,870.8
169.1
1,378.4
0
1
1
0
0
78
0
1003_427
4
8
47
120
0
355
115
1
1,550
bus+train
829
167
307
26
166
366.3
2,096.9
352.1
1,378.4
0
1
1
0
0
78
0
1003_427
5
8
719
0
0
152
0
0
1,500
bus_only
1,205
719
334
207
127
399.8
3,444.5
3,044.7
0
0
1
0
0
0
78
0
1003_427
6
8
0
120
0
295
0
0
1,550
train_only
813
120
398
26
372
475.8
1,854.3
0
1,378.4
0
0
1
0
75
78
0.961538
1003_427
7
8
778
0
0
152
0
0
1,500
bus_only
1,442
778
512
207
305
614
3,821.7
3,207.7
0
0
1
0
0
0
78
0
1003_428
0
5
0
60
0
91
0
0
1,550
train_only
527
60
376
346
30
450.4
1,122.9
0
672.5
0
0
1
0
70
70
1
1003_428
1
5
165
0
0
67
0
0
1,500
bus_only
737
165
505
344
161
605.1
1,703.6
1,098.5
0
0
1
0
0
0
70
0
1003_428
2
5
470
0
0
584
0
0
1,500
bus_only
1,426
470
372
299
73
444.7
1,180.5
735.8
0
0
1
0
0
0
70
0
1003_428
3
5
592
0
0
584
0
0
1,500
bus_only
1,751
592
575
299
276
688.6
1,612
923.4
0
0
1
0
0
0
70
0
1003_428
4
5
89
0
0
127
0
0
1,500
bus_only
956
89
740
344
396
886.5
1,474.2
587.8
0
0
1
0
0
0
70
0
1003_430
0
4
0
210
0
305
0
0
1,550
train_only
613
210
98
26
72
114.4
1,276.5
0
1,162.1
0
0
1
0
1,173
1,173
1
1003_430
1
4
220
0
0
474
0
0
1,500
bus_only
1,414
220
720
168
552
862.3
1,633.1
770.8
0
0
1
0
0
0
1,173
0
1003_430
2
4
361
0
0
474
0
0
1,500
bus_only
1,453
361
618
168
450
739.5
2,399
1,659.5
0
0
1
0
0
0
1,173
0
1003_430
3
4
0
120
0
255
0
0
1,550
train_only
1,626
120
1,251
346
905
1,499.7
2,464
0
964.3
0
0
1
0
0
1,173
0
1003_4304
0
8
0
960
0
473
155
1
1,550
train_only
1,678
960
245
26
64
291.3
9,726.9
0
9,435.6
0
0
1
0
0
14
0
1003_4304
1
8
314
540
0
547
155
1
1,550
bus+train
1,835
854
434
26
253
518.5
7,753.8
2,601.8
4,633.6
0
1
1
0
0
14
0
1003_4304
2
8
1,377
0
0
580
0
0
1,500
bus_only
2,339
1,377
382
168
214
456
10,151.8
9,695.8
0
0
1
0
0
0
14
0
1003_4304
3
8
857
300
0
492
57
2
1,550
bus+train
1,854
1,157
205
26
122
243.6
10,194.6
6,918
3,033.1
0
1
1
0
0
14
0
1003_4304
4
8
893
300
0
552
57
2
1,550
bus+train
1,959
1,193
214
26
131
253.9
10,435.6
7,148.7
3,033.1
0
1
1
0
0
14
0
1003_4304
5
8
999
300
0
364
57
1
1,550
bus+train
1,960
1,299
297
26
214
353.3
10,627
7,240.7
3,033.1
0
1
1
0
14
14
1
1003_4304
6
8
1,236
0
0
810
0
1
1,500
bus_only
2,336
1,236
290
168
122
346.3
9,719.4
9,373.1
0
0
1
0
0
0
14
0
1003_4304
7
8
1,225
450
0
459
134
2
1,550
bus+train
2,605
1,675
471
26
311
564
15,092.8
10,314.2
4,214.6
0
1
1
0
0
14
0
1003_4305
0
21
1,153
300
0
524
57
1
1,550
bus+train
2,204
1,453
227
26
144
269.2
12,730.2
9,427.9
3,033.1
0
1
1
0
0
19
0
1003_4305
1
21
1,119
0
0
286
87
1
1,500
bus_only
1,909
1,119
504
168
249
603.5
8,497.4
7,893.9
0
0
1
0
0
0
19
0
1003_4305
2
21
1,451
0
0
494
0
0
1,500
bus_only
2,442
1,451
497
168
329
594.8
11,103.3
10,508.5
0
0
1
0
0
0
19
0
1003_4305
3
21
1,074
210
0
878
26
3
1,550
bus+train
2,369
1,284
207
26
155
246.1
10,475.5
9,067.3
1,162.1
0
1
1
0
0
19
0
1003_4305
4
21
1,004
300
0
565
57
2
1,550
bus+train
2,096
1,304
227
26
144
269.2
10,919.4
7,617.1
3,033.1
0
1
1
0
0
19
0
1003_4305
5
21
978
180
0
415
124
1
1,550
bus+train
1,914
1,158
341
26
191
407.2
10,278.6
7,231
2,640.3
0
1
1
0
0
19
0
1003_4305
6
21
1,271
330
0
428
40
1
1,550
bus+train
2,338
1,601
309
26
243
368.4
13,121.8
8,713.6
4,039.8
0
1
1
0
0
19
0
1003_4305
7
21
1,114
300
0
524
57
1
1,550
bus+train
2,264
1,414
326
26
243
388
12,540
9,119
3,033.1
0
1
1
0
0
19
0
1003_4305
8
21
0
1,255
0
580
103
2
1,550
train_only
2,064
1,255
229
26
100
272.4
11,524.1
0
11,251.7
0
0
1
0
19
19
1
1003_4305
9
21
1,081
210
0
691
26
2
1,550
bus+train
2,273
1,291
291
26
239
346.1
10,374.4
8,866.2
1,162.1
0
1
1
0
0
19
0
1003_4305
10
21
1,409
0
0
554
83
1
1,500
bus_only
2,369
1,409
406
168
155
485.9
10,865.2
10,379.3
0
0
1
0
0
0
19
0
1003_4305
11
21
1,166
210
0
685
26
1
1,550
bus+train
2,457
1,376
396
26
344
471.5
10,922.1
9,288.5
1,162.1
0
1
1
0
0
19
0
1003_4305
12
21
516
820
0
216
37
1
1,550
bus+train
1,995
1,336
443
306
100
530.2
12,362.9
4,093.5
7,739.3
0
1
1
0
0
19
0
1003_4305
13
21
1,079
300
0
499
57
1
1,550
bus+train
2,305
1,379
427
26
344
509
11,595.4
8,053.4
3,033.1
0
1
1
0
0
19
0
1003_4305
14
21
1,075
180
0
415
124
1
1,550
bus+train
2,167
1,255
497
26
347
594.2
10,945.3
7,710.7
2,640.3
0
1
1
0
0
19
0
1003_4305
15
21
1,047
210
0
685
26
1
1,550
bus+train
2,459
1,257
517
26
465
617.1
10,255
8,475.8
1,162.1
0
1
1
0
0
19
0
1003_4305
16
21
960
300
0
499
57
1
1,550
bus+train
2,307
1,260
548
26
465
654.6
10,928.3
7,240.7
3,033.1
0
1
1
0
0
19
0
1003_4305
17
21
1,332
0
0
494
0
0
1,500
bus_only
2,454
1,332
628
168
460
751.7
10,447.5
9,695.8
0
0
1
0
0
0
19
0
1003_4305
18
21
412
540
0
641
155
1
1,550
bus+train
2,169
952
576
26
395
688.3
8,736.4
3,414.5
4,633.6
0
1
1
0
0
19
0
1003_4305
19
21
293
540
0
641
155
1
1,550
bus+train
2,120
833
646
26
465
772.2
8,007.6
2,601.8
4,633.6
0
1
1
0
0
19
0
1003_4305
20
21
997
210
0
691
26
2
1,550
bus+train
2,567
1,207
669
26
617
799.8
10,345.6
8,383.7
1,162.1
0
1
1
0
0
19
0
1003_4306
0
9
0
825
0
688
103
1
1,550
train_only
1,773
825
260
26
131
309.2
10,616
0
10,306.8
0
0
1
0
27
27
1
1003_4306
1
9
1,073
180
0
336
124
1
1,550
bus+train
1,975
1,253
386
26
236
460.4
11,461.6
8,360.9
2,640.3
0
1
1
0
0
27
0
1003_4306
2
9
1,583
0
0
411
0
0
1,500
bus_only
2,351
1,583
357
168
189
426.1
11,584.7
11,158.7
0
0
1
0
0
0
27
0
1003_4306
3
9
1,301
210
0
599
26
1
1,550
bus+train
2,351
1,511
241
26
189
285.8
11,386.6
9,938.7
1,162.1
0
1
1
0
0
27
0
1003_4306
4
9
1,207
210
0
599
26
1
1,550
bus+train
2,515
1,417
499
26
447
595.5
11,046
9,288.5
1,162.1
0
1
1
0
0
27
0
1003_4306
5
9
1,489
0
0
411
0
0
1,500
bus_only
2,485
1,489
585
168
417
699.7
11,208.2
10,508.5
0
0
1
0
0
0
27
0
1003_4306
6
9
979
180
0
396
124
1
1,550
bus+train
2,162
1,159
607
26
457
724.7
11,075.8
7,710.7
2,640.3
0
1
1
0
0
27
0