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_238
14
23
501
570
0
349
213
1
1,550
bus+train
1,875
1,071
455
26
216
543.4
10,482.7
4,141.9
5,797.4
0
1
1
0
0
706
0
1003_238
15
23
667
330
0
767
188
1
1,550
bus+train
2,185
997
421
26
207
503.1
6,674.1
4,171.6
1,999.3
0
1
1
0
0
706
0
1003_238
16
23
1,473
120
0
460
28
2
1,550
bus+train
2,472
1,593
419
26
365
501.1
11,041.6
9,162
1,378.4
0
1
1
0
0
706
0
1003_238
17
23
570
780
0
697
56
1
1,550
bus+train
2,511
1,350
464
26
382
555
10,028.8
3,108.5
6,365.3
0
1
1
0
0
706
0
1003_238
18
23
484
330
0
767
188
1
1,550
bus+train
2,160
814
579
26
365
692.7
6,318.6
3,626.5
1,999.3
0
1
1
0
0
706
0
1003_238
19
23
417
780
0
757
56
1
1,550
bus+train
2,531
1,197
577
26
495
688.9
9,319.9
2,265.8
6,365.3
0
1
1
0
0
706
0
1003_238
20
23
701
330
0
767
188
1
1,550
bus+train
2,476
1,031
678
26
464
810.6
7,241.3
4,431.4
1,999.3
0
1
1
0
0
706
0
1003_238
21
23
257
630
0
897
182
1
1,550
bus+train
2,456
887
672
26
464
803.5
7,134
1,534.1
4,796.4
0
1
1
0
0
706
0
1003_238
22
23
601
510
0
731
203
1
1,550
bus+train
2,530
1,111
688
26
459
823.5
6,324.3
1,718.2
3,782.6
0
1
1
0
0
706
0
1003_240
0
3
0
510
0
162
0
0
1,550
train_only
1,025
510
353
26
327
421.8
4,204.4
0
3,782.6
0
0
1
0
0
1,107
0.333333
1003_240
1
3
37
510
0
210
191
1
1,550
bus+train
1,243
547
486
26
269
581.1
4,730.3
366.7
3,782.6
0
1
1
0
0
1,107
0.333333
1003_240
2
3
1,555
0
0
189
0
0
1,500
bus_only
2,605
1,555
861
344
517
1,032
9,109
8,077
0
0
1
0
0
0
1,107
0.333333
1003_241
0
14
541
300
0
910
67
1
1,550
bus+train
1,938
841
187
26
94
220.5
5,868
2,614.4
3,033.1
0
1
1
0
0
841
0
1003_241
1
14
0
750
0
381
236
1
1,550
train_only
1,418
750
287
26
25
342.3
7,289.9
0
6,947.5
0
0
1
0
841
841
1
1003_241
2
14
1,145
0
0
458
0
0
1,500
bus_only
1,988
1,145
385
344
41
460.1
6,856.2
6,396.1
0
0
1
0
0
0
841
0
1003_241
3
14
616
600
0
416
96
1
1,550
bus+train
1,848
1,216
216
26
94
255.5
8,870.6
3,688.3
4,926.9
0
1
1
0
0
841
0
1003_241
4
14
506
270
0
622
133
1
1,550
bus+train
1,651
776
253
26
94
299.9
4,601.7
2,510.9
1,790.9
0
1
1
0
0
841
0
1003_241
5
14
554
660
0
607
63
1
1,550
bus+train
2,069
1,214
248
26
159
295.7
9,826.8
3,375.3
6,155.8
0
1
1
0
0
841
0
1003_241
6
14
188
510
0
641
139
1
1,550
bus+train
1,663
698
324
26
159
386.6
6,459
1,485.5
4,586.9
0
1
1
0
0
841
0
1003_241
7
14
452
510
0
822
139
1
1,550
bus+train
2,074
962
290
26
125
345.2
7,506.7
2,574.6
4,586.9
0
1
1
0
0
841
0
1003_241
8
14
411
270
0
818
181
1
1,550
bus+train
1,831
681
332
26
125
395.5
4,142.6
1,956.2
1,790.9
0
1
1
0
0
841
0
1003_241
9
14
1,267
0
0
518
0
0
1,500
bus_only
2,348
1,267
563
344
219
673.6
7,311.5
6,638
0
0
1
0
0
0
841
0
1003_241
10
14
325
510
0
762
139
1
1,550
bus+train
2,140
835
543
26
378
649.8
7,587.4
2,350.8
4,586.9
0
1
1
0
0
841
0
1003_241
11
14
284
270
0
758
181
1
1,550
bus+train
1,897
554
585
26
378
700
4,223.4
1,732.4
1,790.9
0
1
1
0
0
841
0
1003_241
12
14
376
660
0
820
63
1
1,550
bus+train
2,381
1,036
525
26
436
627.6
9,519.8
2,736.4
6,155.8
0
1
1
0
0
841
0
1003_241
13
14
1,342
0
0
458
0
0
1,500
bus_only
2,527
1,342
727
344
383
870.5
7,698.6
6,828.1
0
0
1
0
0
0
841
0
1003_242
0
8
272
300
0
812
67
1
1,550
bus+train
1,538
572
154
26
61
181.5
4,978
1,763.5
3,033.1
0
1
1
0
346
347
1
1003_242
1
8
220
330
0
463
133
1
1,550
bus+train
1,489
550
476
26
317
568.5
3,858
1,290.1
1,999.3
0
1
1
0
0
347
0
1003_242
2
8
865
0
0
344
0
0
1,500
bus_only
1,614
865
405
344
61
483.6
5,968.4
5,484.7
0
0
1
0
0
0
347
0
1003_242
3
8
287
630
0
470
139
1
1,550
bus+train
1,666
917
279
26
114
332.3
7,539
2,410.3
4,796.4
0
1
1
0
0
347
0
1003_242
4
8
337
300
0
812
67
1
1,550
bus+train
1,896
637
447
26
354
533.1
5,712.8
2,146.6
3,033.1
0
1
1
0
0
347
0
1003_242
5
8
297
330
0
463
133
1
1,550
bus+train
1,630
627
540
26
381
645
4,470.2
1,825.8
1,999.3
0
1
1
0
0
347
0
1003_242
6
8
930
0
0
344
0
0
1,500
bus_only
1,927
930
653
344
309
781.4
6,649.3
5,867.9
0
0
1
0
0
0
347
0
1003_242
7
8
250
630
0
470
139
1
1,550
bus+train
1,982
880
632
26
467
755.8
7,659.4
2,107.1
4,796.4
0
1
1
0
0
347
0
1003_243
0
8
164
300
0
432
67
1
1,550
bus+train
1,022
464
126
26
33
149.3
4,269.4
1,087
3,033.1
0
1
1
0
1
256
1
1003_243
1
8
76
300
0
372
67
1
1,550
bus+train
1,229
376
481
26
388
575.4
4,317.6
709.2
3,033.1
0
1
1
0
0
256
0
1003_243
2
8
711
0
0
294
0
0
1,500
bus_only
1,494
711
489
344
145
585.2
5,507.1
4,921.9
0
0
1
0
0
0
256
0
1003_243
3
8
313
600
0
238
96
1
1,550
bus+train
1,463
913
312
26
190
371.8
7,573
2,274.4
4,926.9
0
1
1
0
0
256
0
1003_243
4
8
218
300
0
628
67
2
1,550
bus+train
1,490
518
344
26
251
410.7
4,764.8
1,321.1
3,033.1
0
1
1
0
0
256
0
1003_243
5
8
226
300
0
478
67
2
1,550
bus+train
1,468
526
464
26
371
554.4
4,970.6
1,383.2
3,033.1
0
1
1
0
0
256
0
1003_243
6
8
231
600
0
432
96
1
1,550
bus+train
1,815
831
552
26
430
659.8
7,454.5
1,867.9
4,926.9
0
1
1
0
0
256
0
1003_243
7
8
154
300
0
568
295
1
1,550
bus+train
1,773
454
751
26
430
899.1
4,971.4
1,039.2
3,033.1
0
1
1
0
0
256
0
1003_244
0
6
0
1,530
0
648
134
1
1,550
train_only
2,413
1,530
235
26
75
280
11,970
0
11,689.9
0
0
1
0
79
79
1
1003_244
1
6
358
990
0
1,699
128
1
1,550
bus+train
3,457
1,348
410
26
256
490.2
11,017.4
1,280.9
9,246.4
0
1
1
0
0
79
0
1003_244
2
6
381
990
0
1,639
128
1
1,550
bus+train
3,459
1,371
449
26
295
537
11,226.5
1,443.1
9,246.4
0
1
1
0
0
79
0
1003_244
3
6
423
990
0
1,639
128
1
1,550
bus+train
3,579
1,413
527
26
373
630.2
11,402.2
1,525.6
9,246.4
0
1
1
0
0
79
0
1003_244
4
6
285
990
0
1,699
128
1
1,550
bus+train
3,533
1,275
559
26
405
668.7
11,056.4
1,141.3
9,246.4
0
1
1
0
0
79
0
1003_244
5
6
239
990
0
1,639
128
1
1,550
bus+train
3,561
1,229
693
26
539
830.1
11,089.8
1,013.3
9,246.4
0
1
1
0
0
79
0
1003_245
0
23
1,616
300
0
513
67
2
1,550
bus+train
2,585
1,916
156
26
63
184.4
11,633.6
8,416.2
3,033.1
0
1
1
0
0
48
0
1003_245
1
23
718
600
0
598
158
2
1,550
bus+train
2,163
1,318
247
26
63
292.4
11,266.9
6,047.6
4,926.9
0
1
1
0
0
48
0
1003_245
2
23
524
1,440
0
424
54
1
1,550
bus+train
2,573
1,964
185
26
105
219.5
13,649.2
2,864.9
10,564.8
0
1
1
0
0
48
0
1003_245
3
23
1,054
300
0
937
67
2
1,550
bus+train
2,447
1,354
156
26
63
184.4
10,977.5
7,760.1
3,033.1
0
1
1
0
0
48
0
1003_245
4
23
205
1,200
0
836
117
1
1,550
bus+train
2,447
1,405
206
26
63
244.3
11,067.6
2,130.6
8,692.7
0
1
1
0
0
48
0
1003_245
5
23
0
1,410
0
950
134
1
1,550
train_only
2,574
1,410
214
26
54
253.7
10,957.2
0
10,703.4
0
0
1
0
48
48
1
1003_245
6
23
1,303
1,440
0
296
58
1
1,650
bus+train
3,239
2,743
200
26
116
238.6
16,102
5,298.5
10,564.8
0
1
1
0
0
48
0
1003_245
7
23
985
1,200
0
505
45
2
1,550
bus+train
2,877
2,185
187
26
116
223.1
14,698.6
5,782.8
8,692.7
0
1
1
0
0
48
0
1003_245
8
23
686
600
0
466
137
1
1,550
bus+train
2,196
1,286
444
26
281
528.9
11,152.3
5,696.6
4,926.9
0
1
1
0
0
48
0
1003_245
9
23
450
1,050
0
745
196
1
1,550
bus+train
2,739
1,500
494
28
270
591.6
12,189.9
1,480.5
10,117.8
0
1
1
0
0
48
0
1003_245
10
23
422
990
0
1,905
37
1
1,550
bus+train
3,606
1,412
289
26
226
343.9
10,857.5
1,267.2
9,246.4
0
1
1
0
0
48
0
1003_245
11
23
557
1,440
0
484
54
1
1,550
bus+train
2,929
1,997
448
26
368
535.4
14,352.2
3,251.9
10,564.8
0
1
1
0
0
48
0
1003_245
12
23
535
1,050
0
745
196
1
1,550
bus+train
2,908
1,585
578
28
354
692.2
12,449.6
1,639.6
10,117.8
0
1
1
0
0
48
0
1003_245
13
23
383
1,050
0
745
196
1
1,550
bus+train
2,788
1,433
610
28
386
729.9
12,026.3
1,178.6
10,117.8
0
1
1
0
0
48
0
1003_245
14
23
840
840
0
789
43
2
1,550
bus+train
2,966
1,680
497
26
428
593.9
12,206.1
5,012.7
6,599.5
0
1
1
0
0
48
0
1003_245
15
23
961
1,200
0
422
45
1
1,550
bus+train
3,148
2,161
565
26
494
677
15,081.6
5,712
8,692.7
0
1
1
0
0
48
0
1003_245
16
23
497
1,440
0
424
54
1
1,550
bus+train
2,944
1,937
583
26
503
696.8
13,712.8
2,451.1
10,564.8
0
1
1
0
0
48
0
1003_245
17
23
1,091
300
0
937
67
2
1,550
bus+train
2,915
1,391
587
26
494
702.6
11,879.6
8,144
3,033.1
0
1
1
0
0
48
0
1003_245
18
23
242
1,200
0
836
117
1
1,550
bus+train
2,915
1,442
637
26
494
762.6
11,969.7
2,514.5
8,692.7
0
1
1
0
0
48
0
1003_245
19
23
578
1,050
0
745
196
1
1,550
bus+train
3,058
1,628
685
28
461
820.9
12,732.2
1,793.5
10,117.8
0
1
1
0
0
48
0
1003_245
20
23
755
600
0
598
158
2
1,550
bus+train
2,631
1,355
678
26
494
810.7
12,169
6,431.5
4,926.9
0
1
1
0
0
48
0
1003_245
21
23
314
1,050
0
745
196
1
1,550
bus+train
2,875
1,364
766
28
542
917.4
12,048.3
1,013.1
10,117.8
0
1
1
0
0
48
0
1003_245
22
23
635
1,080
0
497
300
1
1,550
bus+train
2,966
1,715
754
26
428
903.3
12,570.7
3,758.6
7,908.9
0
1
1
0
0
48
0
1003_247
0
7
0
810
0
476
31
1
1,550
train_only
1,369
810
83
26
26
97.8
8,478.3
0
8,380.5
0
0
1
0
71
71
1
1003_247
1
7
569
420
0
598
115
1
1,550
bus+train
2,049
989
462
26
321
551.6
8,799.1
3,418.9
4,828.7
0
1
1
0
0
71
0
1003_247
2
7
617
420
0
598
115
1
1,550
bus+train
2,179
1,037
544
26
403
650.5
9,047.8
3,568.7
4,828.7
0
1
1
0
0
71
0
1003_247
3
7
541
420
0
598
115
1
1,550
bus+train
2,196
961
637
26
496
762.5
8,792.7
3,201.5
4,828.7
0
1
1
0
0
71
0
1003_247
4
7
146
720
0
661
195
1
1,550
bus+train
2,188
866
661
26
440
791.5
8,610.6
421.8
7,397.3
0
1
1
0
0
71
0
1003_247
5
7
207
720
0
661
195
1
1,550
bus+train
2,290
927
702
26
481
840.4
8,814.6
576.9
7,397.3
0
1
1
0
0
71
0
1003_247
6
7
269
720
0
706
195
1
1,550
bus+train
2,477
989
782
26
561
935.8
9,087.3
754.3
7,397.3
0
1
1
0
0
71
0
1003_248
0
23
0
990
0
1,063
31
1
1,550
train_only
2,137
990
84
26
27
98.5
9,990.5
0
9,891.9
0
0
1
0
647
647
1
1003_248
1
23
256
870
0
769
202
1
1,550
bus+train
2,396
1,126
501
26
273
599.2
10,549.7
1,484.3
8,466.2
0
1
1
0
0
647
0
1003_248
2
23
849
720
0
590
182
1
1,550
bus+train
2,640
1,569
481
26
273
574.7
10,717.8
2,745.9
7,397.3
0
1
1
0
0
647
0
1003_248
3
23
943
420
0
883
115
3
1,550
bus+train
2,644
1,363
398
26
257
475.5
11,299
5,994.8
4,828.7
0
1
1
0
0
647
0
1003_248
4
23
1,032
420
0
770
115
2
1,550
bus+train
2,650
1,452
428
26
287
511.6
10,870.9
5,530.6
4,828.7
0
1
1
0
0
647
0
1003_248
5
23
1,383
420
0
700
115
2
1,550
bus+train
2,961
1,803
458
26
317
547.3
12,015.3
6,639.2
4,828.7
0
1
1
0
0
647
0
1003_248
6
23
1,408
420
0
700
115
2
1,550
bus+train
3,016
1,828
488
26
347
583.8
12,231.8
6,819.3
4,828.7
0
1
1
0
0
647
0
1003_248
7
23
817
720
0
590
182
1
1,550
bus+train
2,719
1,537
592
26
384
707.8
10,605.1
2,500
7,397.3
0
1
1
0
0
647
0
1003_248
8
23
224
870
0
769
202
1
1,550
bus+train
2,475
1,094
612
26
384
732.3
10,437
1,238.5
8,466.2
0
1
1
0
0
647
0
1003_248
9
23
1,936
180
0
512
95
1
1,550
bus+train
3,233
2,116
605
26
484
722.9
12,187.4
8,824.2
2,640.3
0
1
1
0
0
647
0
1003_248
10
23
1,318
420
0
692
115
3
1,550
bus+train
2,923
1,738
493
26
352
589.5
14,283.6
8,865.4
4,828.7
0
1
1
0
0
647
0
1003_248
11
23
384
870
0
568
202
1
1,550
bus+train
2,530
1,254
708
26
480
848.2
10,606.3
1,291.9
8,466.2
0
1
1
0
0
647
0
1003_248
12
23
2,050
0
0
1,194
0
1
1,500
bus_only
3,803
2,050
559
207
352
670.3
13,559.1
12,888.8
0
0
1
0
0
0
647
0
1003_248
13
23
1,418
420
0
882
115
2
1,550
bus+train
3,287
1,838
567
26
426
678.6
13,149.4
7,642.1
4,828.7
0
1
1
0
0
647
0
1003_248
14
23
868
420
0
1,034
115
3
1,550
bus+train
2,889
1,288
567
26
426
678.6
11,598.8
6,091.5
4,828.7
0
1
1
0
0
647
0
1003_248
15
23
1,197
1,170
0
482
118
1
1,650
bus+train
3,485
2,367
636
26
492
760
17,566.3
5,951.7
10,854.6
0
1
1
0
0
647
0
1003_248
16
23
1,191
420
0
692
115
3
1,550
bus+train
2,896
1,611
593
26
452
708.9
13,695.6
8,158
4,828.7
0
1
1
0
0
647
0
1003_248
17
23
1,337
420
0
700
115
2
1,550
bus+train
3,101
1,757
644
26
503
770.7
11,924.2
6,324.8
4,828.7
0
1
1
0
0
647
0
1003_248
18
23
1,518
420
0
882
115
2
1,550
bus+train
3,423
1,938
603
26
462
721.1
13,764.3
8,214.5
4,828.7
0
1
1
0
0
647
0
1003_248
19
23
761
570
0
893
213
2
1,550
bus+train
2,889
1,331
665
26
426
796.5
11,813.6
5,219.7
5,797.4
0
1
1
0
0
647
0
1003_248
20
23
406
870
0
1,016
202
1
1,550
bus+train
3,012
1,276
720
26
492
861.5
10,849.5
1,521.9
8,466.2
0
1
1
0
0
647
0
1003_248
21
23
2,481
0
0
764
27
1
1,500
bus_only
3,905
2,481
660
207
426
791.1
15,245.5
14,454.4
0
0
1
0
0
0
647
0