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
1001_240
4
8
1,303
0
0
280
0
0
1,500
bus_only
1,814
1,303
231
49
182
275.5
7,160
6,884.5
0
0
1
0
0
0
510
0
1001_240
5
8
866
0
0
421
23
1
1,500
bus_only
1,536
866
249
69
157
297.3
6,440
6,142.7
0
0
1
0
0
0
510
0
1001_240
6
8
695
0
0
629
0
0
1,500
bus_only
1,623
695
299
69
230
357.3
4,110.1
3,752.8
0
0
1
0
0
0
510
0
1001_240
7
8
830
0
0
228
165
1
1,500
bus_only
1,437
830
379
77
137
452.8
4,763.7
4,310.9
0
0
1
0
0
0
510
0
1001_241
0
7
477
0
0
526
0
0
1,500
bus_only
1,166
477
163
69
94
192.4
2,806.9
2,614.4
0
0
1
0
0
0
380
0.142857
1001_241
1
7
79
300
0
413
149
1
1,550
bus+train
1,043
379
251
77
25
299.6
3,849.1
816.7
2,732.9
0
1
1
0
0
380
0.142857
1001_241
2
7
1,337
0
0
639
0
0
1,500
bus_only
2,481
1,337
505
69
436
603.6
6,814.3
6,210.7
0
0
1
0
0
0
380
0.142857
1001_241
3
7
1,441
0
0
639
0
1
1,500
bus_only
2,363
1,441
283
49
234
337.3
7,551.9
7,214.6
0
0
1
0
0
0
380
0.142857
1001_241
4
7
1,179
0
0
579
0
1
1,500
bus_only
2,185
1,179
427
49
378
510.9
7,279.2
6,768.3
0
0
1
0
0
0
380
0.142857
1001_241
5
7
0
330
0
311
0
0
1,550
train_only
1,309
330
668
227
441
801
3,372
0
2,571
0
0
1
0
0
380
0.142857
1001_241
6
7
641
0
0
178
0
0
1,500
bus_only
1,525
641
706
328
378
845.5
4,486.5
3,641
0
0
1
0
0
0
380
0.142857
1001_242
0
3
367
0
0
444
0
0
1,500
bus_only
941
367
130
69
61
153.4
1,916.9
1,763.5
0
0
1
0
0
0
60
0.333333
1001_242
1
3
96
210
0
301
149
1
1,550
bus+train
838
306
231
77
5
275.4
2,928.3
816.7
1,836.3
0
1
1
0
0
60
0.333333
1001_242
2
3
438
0
0
444
0
0
1,500
bus_only
1,260
438
378
69
309
451.2
2,597.8
2,146.6
0
0
1
0
0
0
60
0.333333
1001_243
0
2
149
0
0
383
0
0
1,500
bus_only
634
149
102
69
33
121.2
1,208.3
1,087
0
0
1
0
0
0
38
0.5
1001_243
1
2
82
0
0
323
0
0
1,500
bus_only
862
82
457
69
388
547.3
1,256.5
709.2
0
0
1
0
0
0
38
0.5
1001_246
0
10
814
0
0
318
0
1
1,500
bus_only
1,246
814
114
69
45
134.7
5,764.3
5,629.5
0
0
1
0
0
0
81
0
1001_246
1
10
735
0
0
202
0
0
1,500
bus_only
1,243
735
306
77
229
365
5,775
5,410
0
0
1
0
0
0
81
0
1001_246
2
10
810
0
0
279
0
0
1,500
bus_only
1,300
810
211
69
142
250.5
5,805.9
5,555.4
0
0
1
0
0
0
81
0
1001_246
3
10
954
0
0
306
0
0
1,500
bus_only
1,474
954
214
69
145
254.9
5,896
5,641.1
0
0
1
0
0
0
81
0
1001_246
4
10
0
870
0
244
0
0
1,550
train_only
1,335
870
221
44
177
264.6
5,924.3
0
5,659.7
0
0
1
0
81
81
1
1001_246
5
10
830
0
0
131
0
0
1,500
bus_only
1,259
830
298
69
229
355.2
5,966.5
5,611.3
0
0
1
0
0
0
81
0
1001_246
6
10
923
0
0
190
0
0
1,500
bus_only
1,398
923
285
108
177
340.6
5,891.4
5,550.8
0
0
1
0
0
0
81
0
1001_246
7
10
985
0
0
190
0
0
1,500
bus_only
1,495
985
320
108
212
382.7
6,246.4
5,863.7
0
0
1
0
0
0
81
0
1001_246
8
10
884
0
0
306
0
0
1,500
bus_only
1,726
884
536
69
467
640.8
5,966.3
5,325.6
0
0
1
0
0
0
81
0
1001_246
9
10
770
0
0
258
0
1
1,500
bus_only
1,564
770
536
69
467
641.8
5,903.1
5,261.3
0
0
1
0
0
0
81
0
1001_248
0
25
0
1,320
0
735
31
1
1,550
train_only
2,157
1,320
102
44
27
120.8
13,045.7
0
12,925
0
0
1
0
85
85
1
1001_248
1
25
587
1,050
0
647
184
1
1,550
bus+train
2,785
1,637
501
44
273
599.5
13,624.8
2,595
10,430.3
0
1
1
0
0
85
0
1001_248
2
25
2,675
0
0
830
0
1
1,500
bus_only
3,797
2,675
292
69
223
348.5
15,221.8
14,873.3
0
0
1
0
0
0
85
0
1001_248
3
25
2,537
0
0
300
0
2
1,500
bus_only
2,908
2,537
71
30
41
84.2
14,976.6
14,892.4
0
0
1
0
0
0
85
0
1001_248
4
25
3,269
0
0
275
28
1
1,600
bus_only
3,875
3,269
331
30
273
395
17,989.2
17,594.1
0
0
1
0
0
0
85
0
1001_248
5
25
2,577
0
0
360
0
2
1,600
bus_only
3,284
2,577
347
30
317
414.5
15,608.3
15,193.8
0
0
1
0
0
0
85
0
1001_248
6
25
2,176
0
0
1,346
0
1
1,500
bus_only
3,825
2,176
303
30
273
362.4
13,210.1
12,847.7
0
0
1
0
0
0
85
0
1001_248
7
25
2,584
0
0
830
0
1
1,500
bus_only
3,770
2,584
356
69
287
425.9
14,871.5
14,445.5
0
0
1
0
0
0
85
0
1001_248
8
25
2,551
0
0
719
79
1
1,500
bus_only
3,675
2,551
405
69
257
484.6
14,704.6
14,220
0
0
1
0
0
0
85
0
1001_248
9
25
2,444
0
0
360
0
2
1,500
bus_only
3,243
2,444
439
30
409
526.1
15,012.6
14,486.5
0
0
1
0
0
0
85
0
1001_248
10
25
2,592
0
0
903
0
2
1,600
bus_only
3,842
2,592
347
30
317
415.6
15,763.6
15,348
0
0
1
0
0
0
85
0
1001_248
11
25
3,235
0
0
275
28
1
1,600
bus_only
3,952
3,235
442
30
384
528.1
17,876.5
17,348.3
0
0
1
0
0
0
85
0
1001_248
12
25
2,142
0
0
1,346
0
1
1,500
bus_only
3,902
2,142
414
30
384
495.5
13,097.4
12,601.8
0
0
1
0
0
0
85
0
1001_248
13
25
2,617
0
0
903
0
2
1,600
bus_only
3,897
2,617
377
30
347
452.1
15,980.1
15,528
0
0
1
0
0
0
85
0
1001_248
14
25
2,968
0
0
367
0
1
1,600
bus_only
3,849
2,968
514
30
484
614.3
15,623.2
15,008.8
0
0
1
0
0
0
85
0
1001_248
15
25
2,331
0
0
1,407
0
1
1,500
bus_only
4,159
2,331
421
69
352
503.8
14,713
14,209.2
0
0
1
0
0
0
85
0
1001_248
16
25
2,595
0
0
771
93
1
1,600
bus_only
3,880
2,595
514
69
352
614.8
15,839.7
15,224.9
0
0
1
0
0
0
85
0
1001_248
17
25
2,705
0
0
830
0
1
1,600
bus_only
4,030
2,705
495
69
426
592.9
15,749.9
15,157.1
0
0
1
0
0
0
85
0
1001_248
18
25
553
1,050
0
647
184
1
1,550
bus+train
2,862
1,603
612
44
384
732.6
13,512.1
2,349.2
10,430.3
0
1
1
0
0
85
0
1001_248
19
25
2,232
0
0
1,071
0
1
1,500
bus_only
3,827
2,232
524
69
455
626.7
14,301.1
13,674.5
0
0
1
0
0
0
85
0
1001_248
20
25
2,383
0
0
771
93
1
1,500
bus_only
3,742
2,383
588
69
426
703.8
14,622.6
13,918.8
0
0
1
0
0
0
85
0
1001_248
21
25
2,198
0
0
1,407
0
1
1,500
bus_only
4,126
2,198
521
69
452
623.2
14,125
13,501.8
0
0
1
0
0
0
85
0
1001_248
22
25
3,010
0
0
771
93
1
1,600
bus_only
4,323
3,010
542
69
380
648.3
17,073
16,424.6
0
0
1
0
0
0
85
0
1001_248
23
25
2,353
0
0
714
0
1
1,500
bus_only
3,686
2,353
619
69
550
740.6
13,942
13,201.4
0
0
1
0
0
0
85
0
1001_248
24
25
2,462
0
0
771
93
1
1,500
bus_only
3,847
2,462
614
69
452
734.1
15,251.7
14,517.5
0
0
1
0
0
0
85
0
1001_249
0
8
0
1,530
0
644
31
1
1,550
train_only
2,258
1,530
84
44
9
99.9
14,449.1
0
14,349.2
0
0
1
0
99
99
1
1001_249
1
8
2,345
0
0
229
0
1
1,500
bus_only
2,759
2,345
185
30
155
221.2
14,685.1
14,463.9
0
0
1
0
0
0
99
0
1001_249
2
8
2,310
0
0
674
0
0
1,500
bus_only
3,181
2,310
197
69
128
234.5
13,713.7
13,479.2
0
0
1
0
0
0
99
0
1001_249
3
8
2,369
0
0
229
0
1
1,500
bus_only
2,886
2,369
288
30
258
344.7
14,991
14,646.3
0
0
1
0
0
0
99
0
1001_249
4
8
2,313
0
0
229
0
1
1,500
bus_only
2,860
2,313
318
30
288
381.2
14,689.1
14,308
0
0
1
0
0
0
99
0
1001_249
5
8
2,334
0
0
614
0
0
1,500
bus_only
3,275
2,334
327
69
258
390.7
14,052.4
13,661.6
0
0
1
0
0
0
99
0
1001_249
6
8
2,278
0
0
614
0
0
1,500
bus_only
3,249
2,278
357
69
288
427.2
13,750.5
13,323.3
0
0
1
0
0
0
99
0
1001_249
7
8
1,090
900
0
720
111
2
1,650
bus+train
3,250
1,990
540
44
385
645.5
15,926.5
6,450.5
8,830.5
0
1
1
0
0
99
0
1001_250
0
11
858
0
0
218
0
1
1,500
bus_only
1,209
858
133
77
56
158.7
7,074.2
6,915.4
0
0
1
0
0
0
17
0.090909
1001_250
1
11
884
0
0
218
0
1
1,500
bus_only
1,410
884
308
77
231
367.6
7,530
7,162.3
0
0
1
0
0
0
17
0.090909
1001_250
2
11
1,079
0
0
416
0
0
1,500
bus_only
1,751
1,079
256
108
148
306.1
7,483.4
7,177.3
0
0
1
0
0
0
17
0.090909
1001_250
3
11
2,290
0
0
399
0
0
1,500
bus_only
2,936
2,290
247
73
174
295.4
7,185.3
6,889.9
0
0
1
0
0
0
17
0.090909
1001_250
4
11
906
0
0
364
0
0
1,500
bus_only
1,768
906
498
69
429
595.1
7,303.7
6,708.5
0
0
1
0
0
0
17
0.090909
1001_250
5
11
1,198
0
0
245
0
1
1,500
bus_only
1,914
1,198
471
77
394
564.3
7,850
7,285.7
0
0
1
0
0
0
17
0.090909
1001_250
6
11
901
0
0
193
0
1
1,500
bus_only
1,642
901
548
77
471
655.3
7,680.1
7,024.7
0
0
1
0
0
0
17
0.090909
1001_250
7
11
1,141
0
0
416
0
0
1,500
bus_only
2,118
1,141
561
108
453
671.8
8,412.6
7,740.8
0
0
1
0
0
0
17
0.090909
1001_250
8
11
1,013
0
0
356
0
0
1,500
bus_only
1,983
1,013
614
108
506
736.3
7,591.2
6,854.8
0
0
1
0
0
0
17
0.090909
1001_250
9
11
797
0
0
278
0
1
1,500
bus_only
1,735
797
660
77
583
790.1
7,221.8
6,431.8
0
0
1
0
0
0
17
0.090909
1001_250
10
11
2,130
0
0
459
0
0
1,500
bus_only
3,245
2,130
656
73
583
786.3
6,996.6
6,210.3
0
0
1
0
0
0
17
0.090909
1001_2516
0
19
895
1,200
0
581
56
1
1,650
bus+train
2,769
2,095
93
30
7
110
17,417.2
6,612.6
10,694.7
0
1
1
0
0
60
0.052632
1001_2516
1
19
335
1,140
0
536
25
1
1,650
bus+train
2,417
1,475
406
371
10
485.1
16,414.2
1,456.5
14,472.6
0
1
1
0
0
60
0.052632
1001_2516
2
19
2,242
0
0
540
5
1
1,500
bus_only
3,010
2,242
228
69
154
270.7
13,087.9
12,817.2
0
0
1
0
0
0
60
0.052632
1001_2516
3
19
2,527
0
0
645
0
1
1,500
bus_only
3,360
2,527
188
69
119
223
15,086
14,863
0
0
1
0
0
0
60
0.052632
1001_2516
4
19
2,860
0
0
780
0
1
1,600
bus_only
3,912
2,860
272
69
203
324.4
15,854.1
15,529.7
0
0
1
0
0
0
60
0.052632
1001_2516
5
19
2,750
0
0
557
0
2
1,600
bus_only
3,574
2,750
267
30
237
319
18,580.9
18,261.9
0
0
1
0
0
0
60
0.052632
1001_2516
6
19
2,779
0
0
520
0
1
1,600
bus_only
3,679
2,779
380
30
350
454.6
19,018.2
18,563.6
0
0
1
0
0
0
60
0.052632
1001_2516
7
19
2,484
0
0
644
140
1
1,500
bus_only
3,574
2,484
446
69
237
532.1
15,082.1
14,550
0
0
1
0
0
0
60
0.052632
1001_2516
8
19
2,552
0
0
883
0
2
1,600
bus_only
3,831
2,552
396
69
327
473.6
16,059.8
15,586.2
0
0
1
0
0
0
60
0.052632
1001_2516
9
19
3,414
0
0
652
0
1
1,600
bus_only
4,462
3,414
396
69
327
473.6
19,904.8
19,431.2
0
0
1
0
0
0
60
0.052632
1001_2516
10
19
459
1,140
0
863
25
1
1,650
bus+train
3,095
1,599
633
371
237
756.6
16,823.2
1,594
14,472.6
0
1
1
0
0
60
0.052632
1001_2516
11
19
400
1,140
0
863
25
1
1,650
bus+train
3,080
1,540
677
371
281
809.4
16,554.7
1,272.8
14,472.6
0
1
1
0
0
60
0.052632
1001_2516
12
19
2,826
0
0
780
0
1
1,600
bus_only
4,221
2,826
615
69
546
736
15,958.6
15,222.7
0
0
1
0
0
0
60
0.052632
1001_2516
13
19
2,386
0
0
1,174
65
2
1,500
bus_only
4,178
2,386
618
69
484
739
14,330
13,591
0
0
1
0
0
0
60
0.052632
1001_2516
14
19
2,675
0
0
911
32
2
1,600
bus_only
4,232
2,675
646
69
545
772.8
17,410.1
16,637.3
0
0
1
0
0
0
60
0.052632
1001_2516
15
19
238
1,140
0
596
25
1
1,650
bus+train
2,849
1,378
875
371
479
1,047.1
16,519.5
999.8
14,472.6
0
1
1
0
0
60
0.052632
1001_2516
16
19
2,344
0
0
1,234
65
2
1,500
bus_only
4,302
2,344
724
69
590
866.5
14,270.7
13,404.3
0
0
1
0
0
0
60
0.052632
1001_2516
17
19
2,787
0
0
540
32
1
1,600
bus_only
4,232
2,787
905
328
545
1,083.5
18,091.9
17,008.4
0
0
1
0
0
0
60
0.052632
1001_2516
18
19
1,520
450
0
529
172
2
1,550
bus+train
3,588
1,970
1,089
371
546
1,304.4
15,521.3
9,450.4
4,766.5
0
1
1
0
0
60
0.052632
1001_2517
0
14
810
1,080
0
714
56
1
1,650
bus+train
2,699
1,890
95
30
9
112.2
16,318.7
6,612.6
9,593.9
0
1
1
0
0
58
0.071429
1001_2517
1
14
3,054
0
0
158
0
2
1,600
bus_only
3,315
3,054
103
49
54
122.3
17,830.2
17,707.9
0
0
1
0
0
0
58
0.071429
1001_2517
2
14
2,779
0
0
777
0
2
1,600
bus_only
3,708
2,779
152
30
122
181.5
19,232
19,050.4
0
0
1
0
0
0
58
0.071429
1001_2517
3
14
3,006
0
0
158
0
2
1,600
bus_only
3,337
3,006
173
49
124
206.3
17,768.2
17,561.9
0
0
1
0
0
0
58
0.071429
1001_2517
4
14
3,045
0
0
374
0
2
1,600
bus_only
3,626
3,045
207
30
177
247.8
18,316.9
18,069.1
0
0
1
0
0
0
58
0.071429
1001_2517
5
14
3,062
0
0
302
32
2
1,600
bus_only
3,622
3,062
258
49
177
307.3
18,708.5
18,401.3
0
0
1
0
0
0
58
0.071429
1001_2517
6
14
2,857
0
0
158
0
2
1,600
bus_only
3,574
2,857
559
49
510
669.2
17,844.9
17,175.7
0
0
1
0
0
0
58
0.071429
1001_2517
7
14
3,109
0
0
158
0
2
1,600
bus_only
3,851
3,109
584
49
535
698.8
18,835.4
18,136.6
0
0
1
0
0
0
58
0.071429
1001_2517
8
14
2,848
0
0
777
0
2
1,600
bus_only
4,203
2,848
578
30
548
692.6
20,344.7
19,652
0
0
1
0
0
0
58
0.071429
1001_2517
9
14
2,238
0
0
498
0
1
1,500
bus_only
3,574
2,238
838
328
510
1,003.8
15,052.2
14,048.5
0
0
1
0
0
0
58
0.071429
1001_2517
10
14
2,527
0
0
919
140
1
1,600
bus_only
4,203
2,527
757
69
548
905.7
16,845.8
15,940.1
0
0
1
0
0
0
58
0.071429