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_2621
10
25
1,650
420
0
629
115
3
1,550
bus+train
3,166
2,070
467
26
326
558.6
14,723.7
9,336.4
4,828.7
0
1
1
0
0
352
0
1003_2621
11
25
1,852
0
0
359
48
1
1,500
bus_only
2,891
1,852
680
306
326
815.1
14,138.8
13,323.8
0
0
1
0
0
0
352
0
1003_2621
12
25
1,341
300
0
1,092
67
2
1,550
bus+train
3,255
1,641
522
26
429
624.5
11,387.9
7,730.4
3,033.1
0
1
1
0
0
352
0
1003_2621
13
25
2,195
180
0
687
66
2
1,550
bus+train
3,576
2,375
514
26
422
614.2
14,870.8
13,256.6
999.9
0
1
1
0
0
352
0
1003_2621
14
25
261
930
0
410
389
1
1,550
bus+train
2,342
1,191
741
26
326
887.1
10,738.1
1,843.1
8,007.9
0
1
1
0
0
352
0
1003_2621
15
25
781
510
0
717
191
2
1,550
bus+train
2,654
1,291
646
26
429
773.8
8,900.7
4,344.3
3,782.6
0
1
1
0
0
352
0
1003_2621
16
25
115
780
0
700
334
1
1,550
bus+train
2,337
895
742
26
382
887.8
7,770
516.9
6,365.3
0
1
1
0
0
352
0
1003_2621
17
25
77
780
0
605
334
1
1,550
bus+train
2,233
857
771
26
411
922.6
7,772.8
485
6,365.3
0
1
1
0
0
352
0
1003_2621
18
25
1,276
180
0
613
66
3
1,550
bus+train
2,694
1,456
625
26
533
748
8,789.5
7,041.6
999.9
0
1
1
0
0
352
0
1003_2621
19
25
1,277
300
0
1,092
67
2
1,550
bus+train
3,295
1,577
626
26
533
749.2
11,416.9
7,634.7
3,033.1
0
1
1
0
0
352
0
1003_2621
20
25
671
630
0
548
350
1
1,550
bus+train
2,654
1,301
805
26
429
964.1
9,338
3,577.4
4,796.4
0
1
1
0
0
352
0
1003_2621
21
25
1,499
180
0
805
66
3
1,550
bus+train
3,110
1,679
626
26
534
748.5
9,293.9
7,545.5
999.9
0
1
1
0
0
352
0
1003_2621
22
25
717
510
0
717
191
2
1,550
bus+train
2,694
1,227
750
26
533
898.5
8,929.7
4,248.6
3,782.6
0
1
1
0
0
352
0
1003_2621
23
25
1,818
510
0
549
203
1
1,550
bus+train
3,640
2,328
763
26
534
912.9
9,872.9
5,177.4
3,782.6
0
1
1
0
0
352
0
1003_2621
24
25
1,863
0
0
455
51
2
1,500
bus_only
3,110
1,863
792
207
534
948
11,098.9
10,150.9
0
0
1
0
0
0
352
0
1003_2622
0
22
546
610
0
638
117
2
1,550
bus+train
1,946
1,156
152
26
9
180.3
11,156.5
4,450.5
6,525.6
0
1
1
0
0
546
0
1003_2622
1
22
282
630
0
778
40
1
1,550
bus+train
1,946
912
256
207
9
305.8
7,183.9
1,551.6
5,326.4
0
1
1
0
0
546
0
1003_2622
2
22
0
810
0
1,491
90
1
1,550
train_only
2,426
810
125
26
9
148.9
6,475.3
0
6,326.4
0
0
1
0
543
546
0.99633
1003_2622
3
22
1,109
300
0
503
67
2
1,550
bus+train
2,212
1,409
300
26
207
357.4
11,162
7,771.6
3,033.1
0
1
1
0
0
546
0
1003_2622
4
22
1,291
600
0
439
96
1
1,550
bus+train
2,659
1,891
329
26
207
392.3
12,812.9
7,493.7
4,926.9
0
1
1
0
0
546
0
1003_2622
5
22
1,217
300
0
503
67
2
1,550
bus+train
2,339
1,517
319
26
226
380.8
11,568.3
8,154.5
3,033.1
0
1
1
0
0
546
0
1003_2622
6
22
1,399
600
0
439
96
1
1,550
bus+train
2,786
1,999
348
26
226
415.7
13,219.1
7,876.6
4,926.9
0
1
1
0
0
546
0
1003_2622
7
22
1,273
300
0
503
67
2
1,550
bus+train
2,495
1,573
419
26
326
500.5
11,909.9
8,376.4
3,033.1
0
1
1
0
0
546
0
1003_2622
8
22
1,082
300
0
563
67
2
1,550
bus+train
2,450
1,382
505
26
412
603.1
11,218.9
7,582.8
3,033.1
0
1
1
0
0
546
0
1003_2622
9
22
1,264
600
0
499
96
1
1,550
bus+train
2,897
1,864
534
26
412
638.1
12,869.8
7,304.9
4,926.9
0
1
1
0
0
546
0
1003_2622
10
22
1,675
600
0
462
96
2
1,550
bus+train
3,210
2,275
473
26
351
564.8
12,487.1
6,995.4
4,926.9
0
1
1
0
0
546
0
1003_2622
11
22
264
780
0
2,080
56
1
1,550
bus+train
3,568
1,044
444
26
362
530.8
8,325.3
1,429.2
6,365.3
0
1
1
0
0
546
0
1003_2622
12
22
1,637
600
0
462
96
2
1,550
bus+train
3,269
2,237
570
26
448
682.4
12,486
6,876.8
4,926.9
0
1
1
0
0
546
0
1003_2622
13
22
1,129
300
0
919
67
2
1,550
bus+train
2,952
1,429
604
26
511
722.2
10,716.8
6,961.5
3,033.1
0
1
1
0
0
546
0
1003_2622
14
22
1,201
300
0
919
67
2
1,550
bus+train
3,018
1,501
598
26
505
714.8
10,935.9
7,188
3,033.1
0
1
1
0
0
546
0
1003_2622
15
22
1,523
600
0
848
96
2
1,550
bus+train
3,515
2,123
544
26
422
649.9
12,655.4
7,078.6
4,926.9
0
1
1
0
0
546
0
1003_2622
16
22
2,016
600
0
462
96
2
1,550
bus+train
3,656
2,616
578
26
456
691.4
13,455.5
7,837.2
4,926.9
0
1
1
0
0
546
0
1003_2622
17
22
1,527
300
0
360
228
1
1,550
bus+train
2,952
1,827
765
26
511
915.5
11,575.2
7,626.6
3,033.1
0
1
1
0
0
546
0
1003_2622
18
22
1,599
300
0
360
228
1
1,550
bus+train
3,018
1,899
759
26
505
908.1
11,794.3
7,853.1
3,033.1
0
1
1
0
2
546
0.00367
1003_2622
19
22
912
510
0
1,442
203
1
1,550
bus+train
3,515
1,422
651
26
422
778.2
6,701.6
2,140.9
3,782.6
0
1
1
0
0
546
0
1003_2622
20
22
962
510
0
1,382
203
1
1,550
bus+train
3,509
1,472
655
26
426
784.2
6,947
2,380.3
3,782.6
0
1
1
0
0
546
0
1003_2622
21
22
1,566
600
0
522
96
2
1,550
bus+train
3,361
2,166
673
26
551
805.1
12,495.5
6,763.5
4,926.9
0
1
1
0
0
546
0
1003_2623
0
19
0
690
0
982
90
1
1,550
train_only
1,804
690
132
26
16
157.1
5,642.4
0
5,485.3
0
0
1
0
0
248
0
1003_2623
1
19
635
420
0
546
115
2
1,550
bus+train
1,803
1,055
202
26
61
240.2
10,160.1
5,091.3
4,828.7
0
1
1
0
0
248
0
1003_2623
2
19
896
300
0
642
67
1
1,550
bus+train
2,009
1,196
171
26
78
203.3
9,202.9
5,966.5
3,033.1
0
1
1
0
0
248
0
1003_2623
3
19
498
780
0
1,153
56
1
1,550
bus+train
2,596
1,278
165
26
83
196.6
9,383.5
2,821.6
6,365.3
0
1
1
0
0
248
0
1003_2623
4
19
0
1,230
0
581
31
1
1,550
train_only
2,018
1,230
207
26
150
245.4
12,736.2
0
12,490.8
0
0
1
0
248
248
1
1003_2623
5
19
454
570
0
491
213
1
1,550
bus+train
1,815
1,024
300
26
61
358.1
10,297.4
4,141.9
5,797.4
0
1
1
0
0
248
0
1003_2623
6
19
172
630
0
785
182
1
1,550
bus+train
1,873
802
286
26
78
341.4
6,407.3
1,269.5
4,796.4
0
1
1
0
0
248
0
1003_2623
7
19
959
300
0
851
67
2
1,550
bus+train
2,345
1,259
235
26
142
279.1
9,487.1
6,174.9
3,033.1
0
1
1
0
0
248
0
1003_2623
8
19
1,158
600
0
477
96
1
1,550
bus+train
2,617
1,758
382
26
260
455.7
12,427.7
7,045.1
4,926.9
0
1
1
0
0
248
0
1003_2623
9
19
467
780
0
1,153
56
1
1,550
bus+train
2,734
1,247
334
26
252
398.7
9,298.3
2,534.3
6,365.3
0
1
1
0
0
248
0
1003_2623
10
19
238
630
0
896
182
1
1,550
bus+train
2,232
868
468
26
260
558.8
6,629.6
1,274.3
4,796.4
0
1
1
0
0
248
0
1003_2623
11
19
1,071
600
0
477
96
1
1,550
bus+train
2,602
1,671
454
26
332
543.1
12,278.5
6,808.6
4,926.9
0
1
1
0
0
248
0
1003_2623
12
19
151
630
0
896
182
1
1,550
bus+train
2,217
781
540
26
332
646.2
6,480.4
1,037.8
4,796.4
0
1
1
0
0
248
0
1003_2623
13
19
376
630
0
926
110
1
1,550
bus+train
2,457
1,006
525
26
389
626.6
6,611.1
1,188
4,796.4
0
1
1
0
0
248
0
1003_2623
14
19
865
300
0
851
67
2
1,550
bus+train
2,509
1,165
493
26
400
589.4
9,317
5,694.5
3,033.1
0
1
1
0
0
248
0
1003_2623
15
19
602
780
0
1,153
56
1
1,550
bus+train
3,020
1,382
485
26
403
580.2
10,054
3,108.5
6,365.3
0
1
1
0
0
248
0
1003_2623
16
19
471
330
0
1,305
188
1
1,550
bus+train
2,720
801
614
26
400
734.5
6,360.3
3,626.5
1,999.3
0
1
1
0
0
248
0
1003_2623
17
19
744
510
0
828
203
1
1,550
bus+train
2,721
1,254
639
26
410
764.6
6,897.4
2,350.2
3,782.6
0
1
1
0
0
248
0
1003_2623
18
19
574
510
0
888
203
1
1,550
bus+train
2,663
1,084
691
26
462
826.1
6,326.9
1,718.2
3,782.6
0
1
1
0
0
248
0
1003_2624
0
25
0
600
0
1,327
90
1
1,550
train_only
2,082
600
155
26
39
184.2
4,831.9
0
4,647.8
0
0
1
0
393
394
0.997462
1003_2624
1
25
169
540
0
465
45
1
1,550
bus+train
1,602
709
428
344
39
510.7
6,450.1
1,098.5
4,841
0
1
1
0
0
394
0
1003_2624
2
25
630
780
0
1,534
56
1
1,550
bus+train
3,115
1,410
171
26
89
202.9
10,043
3,474.9
6,365.3
0
1
1
0
0
394
0
1003_2624
3
25
851
330
0
821
40
3
1,550
bus+train
2,159
1,181
157
26
91
187.4
11,237.7
7,010.5
4,039.8
0
1
1
0
0
394
0
1003_2624
4
25
1,376
300
0
935
57
2
1,550
bus+train
2,785
1,676
174
26
91
207
10,530.5
7,290.5
3,033.1
0
1
1
0
0
394
0
1003_2624
5
25
1,439
120
0
960
94
2
1,550
bus+train
2,730
1,559
211
26
91
251.7
9,439.4
7,809.3
1,378.4
0
1
1
0
1
394
0.002538
1003_2624
6
25
1,158
0
0
703
0
2
1,500
bus_only
2,159
1,158
298
207
91
357.4
10,979.7
10,622.3
0
0
1
0
0
0
394
0
1003_2624
7
25
814
330
0
821
40
3
1,550
bus+train
2,246
1,144
281
26
215
336
11,175.6
6,799.9
4,039.8
0
1
1
0
0
394
0
1003_2624
8
25
1,402
120
0
960
94
2
1,550
bus+train
2,817
1,522
335
26
215
400.2
9,377.3
7,598.7
1,378.4
0
1
1
0
0
394
0
1003_2624
9
25
1,121
0
0
703
0
2
1,500
bus_only
2,246
1,121
422
207
215
505.9
10,917.6
10,411.7
0
0
1
0
0
0
394
0
1003_2624
10
25
480
510
0
1,315
203
1
1,550
bus+train
2,731
990
426
26
197
508.6
5,796.1
1,504.9
3,782.6
0
1
1
0
0
394
0
1003_2624
11
25
1,223
300
0
825
228
1
1,550
bus+train
2,817
1,523
469
26
215
560.8
9,383
5,789.2
3,033.1
0
1
1
0
0
394
0
1003_2624
12
25
1,291
300
0
1,297
57
2
1,550
bus+train
3,259
1,591
371
26
288
443
10,351
6,874.9
3,033.1
0
1
1
0
0
394
0
1003_2624
13
25
1,359
0
0
346
42
1
1,500
bus_only
2,328
1,359
623
344
237
746.1
10,133.2
9,387.1
0
0
1
0
0
0
394
0
1003_2624
14
25
1,326
300
0
935
57
2
1,550
bus+train
2,993
1,626
432
26
349
516.5
10,487.6
6,938
3,033.1
0
1
1
0
0
394
0
1003_2624
15
25
337
510
0
1,375
203
1
1,550
bus+train
2,744
847
522
26
293
623.7
5,477.9
1,071.6
3,782.6
0
1
1
0
0
394
0
1003_2624
16
25
492
510
0
1,100
203
1
1,550
bus+train
2,724
1,002
622
26
393
743.8
5,732.5
1,206.1
3,782.6
0
1
1
0
0
394
0
1003_2624
17
25
397
330
0
1,703
188
1
1,550
bus+train
2,993
727
563
26
349
673.6
5,587.1
2,914.2
1,999.3
0
1
1
0
0
394
0
1003_2624
18
25
682
780
0
1,534
56
1
1,550
bus+train
3,489
1,462
493
26
411
590
10,829.6
3,874.3
6,365.3
0
1
1
0
0
394
0
1003_2624
19
25
304
510
0
1,315
203
1
1,550
bus+train
2,745
814
616
26
387
736.5
5,507
987.9
3,782.6
0
1
1
0
0
394
0
1003_2624
20
25
877
330
0
821
40
3
1,550
bus+train
2,590
1,207
562
26
496
673
12,083.1
7,370.3
4,039.8
0
1
1
0
0
394
0
1003_2624
21
25
1,402
300
0
935
57
2
1,550
bus+train
3,216
1,702
579
26
496
692.6
11,375.9
7,650.3
3,033.1
0
1
1
0
0
394
0
1003_2624
22
25
594
780
0
1,594
56
1
1,550
bus+train
3,541
1,374
573
26
491
685.5
10,159.3
3,108.5
6,365.3
0
1
1
0
0
394
0
1003_2624
23
25
1,465
120
0
960
94
2
1,550
bus+train
3,161
1,585
616
26
496
737.2
10,284.8
8,169.1
1,378.4
0
1
1
0
0
394
0
1003_2624
24
25
626
510
0
1,315
203
1
1,550
bus+train
3,112
1,136
661
26
432
791.5
6,292.3
1,718.2
3,782.6
0
1
1
0
0
394
0
1003_2625
0
8
536
330
0
402
40
1
1,550
bus+train
1,422
866
154
26
88
182.3
8,672.7
4,450.5
4,039.8
0
1
1
0
0
250
0
1003_2625
1
8
0
500
0
763
90
1
1,550
train_only
1,390
500
127
26
11
150.9
3,991.5
0
3,840.6
0
0
1
0
249
250
1
1003_2625
2
8
249
510
0
435
119
1
1,550
bus+train
1,466
759
272
26
127
323.8
4,892.7
786.3
3,782.6
0
1
1
0
0
250
0
1003_2625
3
8
87
510
0
506
205
1
1,550
bus+train
1,442
597
339
26
108
405.4
4,881.1
693
3,782.6
0
1
1
0
0
250
0
1003_2625
4
8
226
510
0
435
119
1
1,550
bus+train
1,532
736
361
26
216
431.1
4,922.1
708.4
3,782.6
0
1
1
0
0
250
0
1003_2625
5
8
156
510
0
502
203
1
1,550
bus+train
1,654
666
486
26
257
581
4,807.1
443.5
3,782.6
0
1
1
0
0
250
0
1003_2625
6
8
153
510
0
435
119
1
1,550
bus+train
1,604
663
506
26
361
604.5
4,963.9
576.7
3,782.6
0
1
1
0
0
250
0
1003_2625
7
8
564
330
0
402
40
1
1,550
bus+train
1,805
894
509
26
443
608
9,394.6
4,746.8
4,039.8
0
1
1
0
0
250
0
1003_2626
0
12
0
380
0
615
90
1
1,550
train_only
1,134
380
139
26
23
165
3,115.3
0
2,950.3
0
0
1
0
264
264
1
1003_2626
1
12
641
0
0
102
0
1
1,500
bus_only
994
641
251
207
44
300.7
3,787.2
3,486.5
0
0
1
0
0
0
264
0
1003_2626
2
12
365
180
0
713
66
1
1,550
bus+train
1,394
545
136
26
44
161.2
3,096
1,934.9
999.9
0
1
1
0
0
264
0
1003_2626
3
12
50
510
0
649
119
1
1,550
bus+train
1,489
560
280
26
135
332.6
4,662.6
547.4
3,782.6
0
1
1
0
0
264
0
1003_2626
4
12
94
510
0
589
119
1
1,550
bus+train
1,492
604
299
26
154
355.8
4,941.7
803.3
3,782.6
0
1
1
0
0
264
0
1003_2626
5
12
693
0
0
162
0
1
1,500
bus_only
1,312
693
457
207
250
547.3
4,323.5
3,776.2
0
0
1
0
0
0
264
0
1003_2626
6
12
417
180
0
713
66
1
1,550
bus+train
1,689
597
379
26
287
452.3
3,676.8
2,224.6
999.9
0
1
1
0
0
264
0
1003_2626
7
12
320
180
0
713
66
1
1,550
bus+train
1,652
500
439
26
347
524
3,187.2
1,663.3
999.9
0
1
1
0
0
264
0
1003_2626
8
12
96
510
0
701
119
1
1,550
bus+train
1,756
606
449
26
304
535.3
5,071.8
754
3,782.6
0
1
1
0
0
264
0
1003_2626
9
12
596
0
0
102
0
1
1,500
bus_only
1,252
596
554
207
347
663.6
3,878.5
3,214.9
0
0
1
0
0
0
264
0
1003_2626
10
12
215
330
0
582
181
1
1,550
bus+train
1,638
545
511
26
304
610.1
3,857.1
1,247.7
1,999.3
0
1
1
0
0
264
0