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_73198
6
25
828
1,440
0
668
54
2
1,550
bus+train
3,208
2,268
272
26
192
322.9
14,590.5
3,702.8
10,564.8
0
1
1
0
0
15
0
1003_73198
7
25
1,613
300
0
817
67
2
1,550
bus+train
3,110
1,913
380
26
287
453.8
13,162.6
9,675.8
3,033.1
0
1
1
0
0
15
0
1003_73198
8
25
2,206
300
0
757
67
2
1,650
bus+train
3,597
2,506
334
26
241
398.1
15,906.7
12,475.5
3,033.1
0
1
1
0
0
15
0
1003_73198
9
25
701
1,200
0
779
117
1
1,550
bus+train
3,110
1,901
430
26
287
513.7
13,413.7
4,207.3
8,692.7
0
1
1
0
0
15
0
1003_73198
10
25
1,736
300
0
757
67
2
1,550
bus+train
3,197
2,036
404
26
311
482.8
14,027.8
10,512
3,033.1
0
1
1
0
0
15
0
1003_73198
11
25
1,294
1,200
0
719
117
1
1,650
bus+train
3,597
2,494
384
26
241
458
16,157.8
7,007
8,692.7
0
1
1
0
0
15
0
1003_73198
12
25
164
1,320
0
899
185
2
1,550
bus+train
2,807
1,484
424
26
213
506.6
13,185.6
688.3
11,990.6
0
1
1
0
0
15
0
1003_73198
13
25
1,708
300
0
757
67
2
1,550
bus+train
3,178
2,008
413
26
320
492.7
13,821.1
10,295.4
3,033.1
0
1
1
0
0
15
0
1003_73198
14
25
824
1,200
0
719
117
1
1,550
bus+train
3,197
2,024
454
26
311
542.8
14,278.9
5,043.5
8,692.7
0
1
1
0
0
15
0
1003_73198
15
25
796
1,200
0
719
117
1
1,550
bus+train
3,178
1,996
463
26
320
552.6
14,072.3
4,826.9
8,692.7
0
1
1
0
0
15
0
1003_73198
16
25
1,645
300
0
777
67
1
1,550
bus+train
3,226
1,945
504
26
411
602.2
13,401.1
9,765.9
3,033.1
0
1
1
0
0
15
0
1003_73198
17
25
231
1,320
0
839
185
2
1,550
bus+train
2,854
1,551
464
26
253
554.5
13,671.6
1,126.4
11,990.6
0
1
1
0
0
15
0
1003_73198
18
25
1,581
300
0
757
67
2
1,550
bus+train
3,142
1,881
504
26
411
602.2
13,132.7
9,497.5
3,033.1
0
1
1
0
0
15
0
1003_73198
19
25
669
1,200
0
719
117
1
1,550
bus+train
3,142
1,869
554
26
411
662.1
13,383.8
4,029
8,692.7
0
1
1
0
0
15
0
1003_73198
20
25
1,720
300
0
777
67
1
1,550
bus+train
3,394
2,020
597
26
504
714.4
14,045.5
10,298.1
3,033.1
0
1
1
0
0
15
0
1003_73198
21
25
987
1,200
0
785
45
1
1,550
bus+train
3,567
2,187
595
26
524
712.4
14,321.1
4,916
8,692.7
0
1
1
0
0
15
0
1003_73198
22
25
1,656
300
0
757
67
2
1,550
bus+train
3,310
1,956
597
26
504
714.4
13,777.2
10,029.7
3,033.1
0
1
1
0
0
15
0
1003_73198
23
25
1,801
300
0
757
67
2
1,550
bus+train
3,441
2,101
583
26
490
697.6
14,523.7
10,793
3,033.1
0
1
1
0
0
15
0
1003_73198
24
25
799
1,440
0
608
54
2
1,550
bus+train
3,401
2,239
554
26
474
662.7
14,699.6
3,472.1
10,564.8
0
1
1
0
0
15
0
1003_73949
0
2
1,177
420
0
571
115
1
1,550
bus+train
2,319
1,597
151
26
10
178.5
13,507.1
8,499.9
4,828.7
0
1
1
0
36
36
1
1003_73949
1
2
1,087
420
0
571
115
1
1,550
bus+train
2,561
1,507
483
26
342
577.6
13,594.3
8,188.1
4,828.7
0
1
1
0
0
36
0
1003_74203
0
14
252
420
0
478
115
1
1,550
bus+train
1,298
672
148
26
7
175.7
6,580.8
1,576.4
4,828.7
0
1
1
0
21
21
1
1003_74203
1
14
200
420
0
478
115
1
1,550
bus+train
1,615
620
517
26
376
617.9
6,683.3
1,236.7
4,828.7
0
1
1
0
0
21
0
1003_74203
2
14
914
0
0
502
0
0
1,500
bus_only
1,729
914
313
306
7
374.6
7,565.6
7,191
0
0
1
0
0
0
21
0
1003_74203
3
14
821
0
0
581
0
1
1,500
bus_only
1,809
821
407
207
200
487.2
7,470.4
6,983.2
0
0
1
0
0
0
21
0
1003_74203
4
14
275
420
0
657
115
2
1,550
bus+train
1,807
695
455
26
314
544.1
7,185.3
1,812.5
4,828.7
0
1
1
0
0
21
0
1003_74203
5
14
168
570
0
516
213
1
1,550
bus+train
1,807
738
553
26
314
662
7,400.1
940.6
5,797.4
0
1
1
0
0
21
0
1003_74203
6
14
299
420
0
538
115
1
1,550
bus+train
1,862
719
605
26
464
723.9
7,591
2,038.5
4,828.7
0
1
1
0
0
21
0
1003_74203
7
14
862
0
0
562
0
0
1,500
bus_only
2,081
862
657
306
351
786.8
7,638.1
6,851.3
0
0
1
0
0
0
21
0
1003_74203
8
14
315
420
0
657
115
2
1,550
bus+train
1,970
735
578
26
437
691.4
7,731.8
2,211.6
4,828.7
0
1
1
0
0
21
0
1003_74203
9
14
208
570
0
516
213
1
1,550
bus+train
1,970
778
676
26
437
809.3
7,946.5
1,339.8
5,797.4
0
1
1
0
0
21
0
1003_74203
10
14
235
420
0
657
115
2
1,550
bus+train
1,930
655
618
26
477
739
7,129.9
1,562.2
4,828.7
0
1
1
0
0
21
0
1003_74203
11
14
128
570
0
516
213
1
1,550
bus+train
1,930
698
716
26
477
856.9
7,344.7
690.4
5,797.4
0
1
1
0
0
21
0
1003_74203
12
14
961
0
0
562
0
0
1,500
bus_only
2,293
961
770
306
464
922.8
8,575.8
7,653
0
0
1
0
0
0
21
0
1003_74203
13
14
491
570
0
281
340
1
1,550
bus+train
2,085
1,061
743
26
377
889.2
7,665.2
978.6
5,797.4
0
1
1
0
0
21
0
1003_74209
0
16
685
630
0
789
114
1
1,550
bus+train
2,245
1,315
141
26
1
166.6
8,035.8
3,072.7
4,796.4
0
1
1
0
5
16
0.3125
1003_74209
1
16
206
930
0
875
155
1
1,550
bus+train
2,291
1,136
280
26
99
334.4
9,531.1
1,188.8
8,007.9
0
1
1
0
0
16
0
1003_74209
2
16
2,494
0
0
484
0
0
1,500
bus_only
3,323
2,494
345
344
1
412.6
12,639.3
12,226.7
0
0
1
0
0
0
16
0
1003_74209
3
16
634
630
0
789
114
1
1,550
bus+train
2,350
1,264
297
26
157
354.3
8,083.5
2,932.7
4,796.4
0
1
1
0
0
16
0
1003_74209
4
16
726
630
0
789
114
1
1,550
bus+train
2,582
1,356
437
26
297
521.3
8,653.2
3,335.5
4,796.4
0
1
1
0
0
16
0
1003_74209
5
16
192
930
0
875
155
1
1,550
bus+train
2,475
1,122
478
26
297
571.5
9,811.3
1,231.9
8,007.9
0
1
1
0
0
16
0
1003_74209
6
16
2,443
0
0
484
0
0
1,500
bus_only
3,428
2,443
501
344
157
600.3
12,687
12,086.6
0
0
1
0
0
0
16
0
1003_74209
7
16
155
930
0
875
155
1
1,550
bus+train
2,471
1,085
511
26
330
611.3
9,588.1
968.9
8,007.9
0
1
1
0
0
16
0
1003_74209
8
16
574
630
0
789
114
1
1,550
bus+train
2,545
1,204
552
26
412
659.5
8,148
2,692
4,796.4
0
1
1
0
0
16
0
1003_74209
9
16
793
630
0
789
114
1
1,550
bus+train
2,794
1,423
582
26
442
695.6
9,019.6
3,527.6
4,796.4
0
1
1
0
0
16
0
1003_74209
10
16
1,335
300
0
535
67
2
1,550
bus+train
2,749
1,635
579
26
486
691.4
13,362.1
9,637.6
3,033.1
0
1
1
0
11
16
0.6875
1003_74209
11
16
259
930
0
875
155
1
1,550
bus+train
2,687
1,189
623
26
442
745.8
10,177.7
1,424
8,007.9
0
1
1
0
0
16
0
1003_74209
12
16
2,535
0
0
484
0
0
1,500
bus_only
3,660
2,535
641
344
297
767.3
13,256.7
12,489.4
0
0
1
0
0
0
16
0
1003_74209
13
16
476
630
0
849
114
1
1,550
bus+train
2,642
1,106
687
26
547
820.9
8,131.1
2,513.8
4,796.4
0
1
1
0
0
16
0
1003_74209
14
16
78
930
0
875
155
1
1,550
bus+train
2,565
1,008
682
26
501
816.2
9,586.9
762.8
8,007.9
0
1
1
0
0
16
0
1003_74209
15
16
2,383
0
0
484
0
0
1,500
bus_only
3,623
2,383
756
344
412
905.5
12,751.4
11,845.9
0
0
1
0
0
0
16
0
1003_74432
0
12
828
330
0
527
40
1
1,550
bus+train
1,752
1,158
67
26
1
78.7
11,054.3
6,935.9
4,039.8
0
1
1
0
47
47
1
1003_74432
1
12
1,112
0
0
214
0
1
1,500
bus_only
1,534
1,112
208
207
1
248.6
6,478.2
6,229.6
0
0
1
0
0
0
47
0
1003_74432
2
12
1,235
0
0
170
0
0
1,500
bus_only
2,059
1,235
654
344
310
783.1
9,303.8
8,520.8
0
0
1
0
0
0
47
0
1003_74432
3
12
864
330
0
587
40
1
1,550
bus+train
2,137
1,194
356
26
290
425.9
11,688.3
7,222.7
4,039.8
0
1
1
0
0
47
0
1003_74432
4
12
1,148
0
0
274
0
1
1,500
bus_only
1,919
1,148
497
207
290
595.8
7,112.2
6,516.4
0
0
1
0
0
0
47
0
1003_74432
5
12
794
330
0
527
40
1
1,550
bus+train
2,161
1,124
510
26
444
610.1
11,191.7
6,541.8
4,039.8
0
1
1
0
0
47
0
1003_74432
6
12
44
630
0
677
114
1
1,550
bus+train
1,935
674
584
26
444
697.7
5,937.4
443.2
4,796.4
0
1
1
0
0
47
0
1003_74432
7
12
211
780
0
735
63
1
1,550
bus+train
2,282
991
556
26
467
664.5
8,755.5
1,725.7
6,365.3
0
1
1
0
0
47
0
1003_74432
8
12
1,294
0
0
170
0
0
1,500
bus_only
2,157
1,294
693
344
349
829.6
10,007.7
9,178.1
0
0
1
0
0
0
47
0
1003_74432
9
12
97
780
0
735
63
1
1,550
bus+train
2,196
877
584
26
495
698.8
8,012.5
948.4
6,365.3
0
1
1
0
0
47
0
1003_74432
10
12
157
630
0
737
114
1
1,550
bus+train
2,167
787
643
26
503
769
6,517.8
952.3
4,796.4
0
1
1
0
0
47
0
1003_74432
11
12
138
630
0
855
114
2
1,550
bus+train
2,276
768
653
26
513
780.3
6,875.5
1,298.8
4,796.4
0
1
1
0
0
47
0
1003_74433
0
11
951
180
0
421
66
1
1,550
bus+train
1,650
1,131
98
26
6
115.8
6,080.5
4,964.8
999.9
0
1
1
0
0
28
0
1003_74433
1
11
139
630
0
266
114
1
1,550
bus+train
1,181
769
146
26
6
173
6,093.5
1,124.1
4,796.4
0
1
1
0
21
28
1
1003_74433
2
11
157
630
0
590
114
2
1,550
bus+train
1,750
787
373
26
233
444.7
6,540
1,298.8
4,796.4
0
1
1
0
0
28
0
1003_74433
3
11
99
630
0
326
114
1
1,550
bus+train
1,512
729
457
26
317
545.3
6,178.9
837.2
4,796.4
0
1
1
0
0
28
0
1003_74433
4
11
911
180
0
481
66
1
1,550
bus+train
1,989
1,091
417
26
325
497.8
6,175.7
4,677.9
999.9
0
1
1
0
0
28
0
1003_74433
5
11
585
930
0
344
155
1
1,550
bus+train
2,251
1,515
392
26
211
469.2
11,952.3
3,475.1
8,007.9
0
1
1
0
0
28
0
1003_74433
6
11
175
630
0
417
114
2
1,550
bus+train
1,652
805
430
26
290
513.1
6,708.2
1,398.7
4,796.4
0
1
1
0
0
28
0
1003_74433
7
11
205
630
0
338
258
1
1,550
bus+train
1,695
835
522
26
238
625
7,051.8
1,630.4
4,796.4
0
1
1
0
0
28
0
1003_74433
8
11
238
630
0
530
114
2
1,550
bus+train
2,083
868
685
26
545
818.9
7,193.2
1,577.8
4,796.4
0
1
1
0
0
28
0
1003_74433
9
11
516
930
0
344
155
1
1,550
bus+train
2,509
1,446
719
26
538
861.2
12,048.7
3,179.6
8,007.9
0
1
1
0
0
28
0
1003_74433
10
11
286
630
0
338
258
1
1,550
bus+train
2,083
916
829
26
545
992.6
7,698.5
1,909.5
4,796.4
0
1
1
0
0
28
0
1003_74435
0
16
1,290
330
0
671
40
1
1,550
bus+train
2,358
1,620
67
26
1
79
12,243.4
8,124.7
4,039.8
0
1
1
0
22
22
1
1003_74435
1
16
275
630
0
775
114
1
1,550
bus+train
1,821
905
141
26
1
166.6
6,989.1
2,026.1
4,796.4
0
1
1
0
0
22
0
1003_74435
2
16
1,264
180
0
735
66
1
1,550
bus+train
2,272
1,444
93
26
1
109.3
6,976.1
5,866.8
999.9
0
1
1
0
0
22
0
1003_74435
3
16
1,231
330
0
671
40
1
1,550
bus+train
2,659
1,561
427
26
361
511
12,355.3
7,804.5
4,039.8
0
1
1
0
0
22
0
1003_74435
4
16
1,106
450
0
281
34
1
1,550
bus+train
2,311
1,556
474
26
414
566.3
11,303.7
6,522.8
4,214.6
0
1
1
0
0
22
0
1003_74435
5
16
1,205
180
0
735
66
1
1,550
bus+train
2,573
1,385
453
26
361
541.4
7,087.9
5,546.6
999.9
0
1
1
0
0
22
0
1003_74435
6
16
214
630
0
775
114
1
1,550
bus+train
2,120
844
501
26
361
598.6
7,101
1,705.9
4,796.4
0
1
1
0
0
22
0
1003_74435
7
16
1,259
450
0
281
34
1
1,550
bus+train
2,512
1,709
522
26
462
623.7
12,137.1
7,298.8
4,214.6
0
1
1
0
0
22
0
1003_74435
8
16
324
630
0
775
114
1
1,550
bus+train
2,259
954
530
26
390
633.1
7,802.1
2,372.5
4,796.4
0
1
1
0
0
22
0
1003_74435
9
16
1,959
300
0
437
67
2
1,550
bus+train
3,166
2,259
470
26
377
561.1
13,602.8
10,008.6
3,033.1
0
1
1
0
0
22
0
1003_74435
10
16
798
780
0
1,025
160
1
1,550
bus+train
3,166
1,578
563
26
377
672.6
11,068.7
4,030.8
6,365.3
0
1
1
0
0
22
0
1003_74435
11
16
1,636
330
0
809
40
2
1,550
bus+train
3,378
1,966
603
26
537
721.6
13,776.9
9,015.5
4,039.8
0
1
1
0
0
22
0
1003_74435
12
16
1,615
330
0
809
40
2
1,550
bus+train
3,366
1,945
612
26
546
731.6
13,771.2
8,999.8
4,039.8
0
1
1
0
0
22
0
1003_74435
13
16
619
630
0
986
114
2
1,550
bus+train
2,931
1,249
696
26
556
832.2
8,545.6
2,916.9
4,796.4
0
1
1
0
0
22
0
1003_74435
14
16
598
630
0
986
114
2
1,550
bus+train
2,915
1,228
701
26
561
838.9
8,536.5
2,901.2
4,796.4
0
1
1
0
0
22
0
1003_74435
15
16
1,110
930
0
858
155
1
1,550
bus+train
3,608
2,040
710
26
529
850.2
14,060.4
5,202.3
8,007.9
0
1
1
0
0
22
0
1003_74676
0
25
1,323
300
0
594
67
1
1,550
bus+train
2,311
1,623
94
26
1
110.6
12,053.8
8,910.1
3,033.1
0
1
1
0
10
14
0.714286
1003_74676
1
25
364
1,230
0
546
113
1
1,550
bus+train
2,280
1,594
140
26
1
166
13,717
2,021.2
11,529.9
0
1
1
0
4
14
0.285714
1003_74676
2
25
1,299
300
0
594
67
1
1,550
bus+train
2,465
1,599
272
26
179
324.6
12,108.5
8,750.9
3,033.1
0
1
1
0
0
14
0
1003_74676
3
25
1,217
300
0
698
67
2
1,550
bus+train
2,309
1,517
94
26
1
110.6
11,946.4
8,802.7
3,033.1
0
1
1
0
0
14
0
1003_74676
4
25
388
1,440
0
616
54
1
1,550
bus+train
2,713
1,828
269
26
189
320.2
12,972.5
2,087.5
10,564.8
0
1
1
0
0
14
0
1003_74676
5
25
1,193
300
0
698
67
2
1,550
bus+train
2,463
1,493
272
26
179
324.6
12,001.1
8,643.5
3,033.1
0
1
1
0
0
14
0
1003_74676
6
25
353
1,200
0
588
117
1
1,550
bus+train
2,463
1,553
322
26
179
384.5
12,091.2
3,014
8,692.7
0
1
1
0
0
14
0
1003_74676
7
25
332
1,230
0
606
113
1
1,550
bus+train
2,496
1,562
328
26
189
391.2
13,761.7
1,840.6
11,529.9
0
1
1
0
0
14
0
1003_74676
8
25
1,399
300
0
594
67
1
1,550
bus+train
2,674
1,699
381
26
288
455.2
12,653.9
9,165.7
3,033.1
0
1
1
0
0
14
0
1003_74676
9
25
1,264
300
0
654
67
1
1,550
bus+train
2,664
1,564
446
26
353
531.7
12,149.6
8,584.9
3,033.1
0
1
1
0
0
14
0