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
1002_247
2
9
1,127
0
0
455
39
2
1,500
bus_only
2,075
1,127
493
51
403
589.3
10,949.1
10,359.7
0
0
1
0
0
0
22
0
1002_247
3
9
518
570
0
365
115
1
1,550
bus+train
1,951
1,088
498
62
321
594.6
10,220.6
3,418.9
6,207.1
0
1
1
0
0
22
0
1002_247
4
9
560
570
0
365
115
1
1,550
bus+train
2,075
1,130
580
62
403
693.5
10,469.3
3,568.7
6,207.1
0
1
1
0
0
22
0
1002_247
5
9
1,059
0
0
455
39
2
1,500
bus_only
2,100
1,059
586
51
496
701.4
10,693.9
9,992.5
0
0
1
0
0
0
22
0
1002_247
6
9
492
570
0
365
115
1
1,550
bus+train
2,100
1,062
673
62
496
805.5
10,214.1
3,201.5
6,207.1
0
1
1
0
0
22
0
1002_247
7
9
110
870
0
789
195
1
1,550
bus+train
2,466
980
697
62
440
834.5
10,032.1
421.8
8,775.7
0
1
1
0
0
22
0
1002_247
8
9
171
870
0
789
195
1
1,550
bus+train
2,568
1,041
738
62
481
883.4
10,236.1
576.9
8,775.7
0
1
1
0
0
22
0
1002_248
0
12
0
1,140
0
548
31
1
1,550
train_only
1,808
1,140
120
62
27
141.5
11,411.9
0
11,270.4
0
0
1
0
188
188
1
1002_248
1
12
256
1,020
0
278
202
1
1,550
bus+train
2,091
1,276
537
62
273
642.2
11,971.1
1,484.3
9,844.6
0
1
1
0
0
188
0
1002_248
2
12
224
1,020
0
278
202
1
1,550
bus+train
2,170
1,244
648
62
384
775.3
11,858.4
1,238.5
9,844.6
0
1
1
0
0
188
0
1002_248
3
12
1,751
0
0
760
0
2
1,500
bus_only
2,835
1,751
324
51
273
387.3
11,777.3
11,390.1
0
0
1
0
0
0
188
0
1002_248
4
12
1,719
0
0
760
0
2
1,500
bus_only
2,914
1,719
435
51
384
520.4
11,664.6
11,144.2
0
0
1
0
0
0
188
0
1002_248
5
12
2,926
0
0
370
0
3
1,600
bus_only
3,760
2,926
464
38
426
555.8
19,359.4
18,803.7
0
0
1
0
0
0
188
0
1002_248
6
12
1,936
330
0
498
95
1
1,550
bus+train
3,405
2,266
641
62
484
765.9
13,608.8
8,824.2
4,018.8
0
1
1
0
0
188
0
1002_248
7
12
384
1,020
0
381
202
1
1,550
bus+train
2,533
1,404
748
62
484
894.1
12,030.7
1,291.9
9,844.6
0
1
1
0
0
188
0
1002_248
8
12
406
1,020
0
381
202
1
1,550
bus+train
2,563
1,426
756
62
492
904.5
12,271
1,521.9
9,844.6
0
1
1
0
0
188
0
1002_248
9
12
2,870
0
0
280
0
2
1,600
bus_only
3,760
2,870
610
184
426
730.8
19,416.9
18,686.1
0
0
1
0
0
0
188
0
1002_248
10
12
2,972
0
0
370
0
3
1,600
bus_only
3,930
2,972
588
38
550
703.5
19,777.5
19,074.1
0
0
1
0
0
0
188
0
1002_248
11
12
2,916
0
0
280
0
2
1,600
bus_only
3,930
2,916
734
184
550
878.5
19,835
18,956.5
0
0
1
0
0
0
188
0
1002_249
0
15
0
1,350
0
999
31
1
1,550
train_only
2,451
1,350
102
62
9
120.7
12,815.3
0
12,694.6
0
0
1
0
192
192
1
1002_249
1
15
1,587
0
0
592
39
3
1,500
bus_only
2,424
1,587
245
51
155
291.8
13,048.8
12,756.9
0
0
1
0
0
0
192
0
1002_249
2
15
1,740
0
0
890
0
1
1,500
bus_only
2,830
1,740
200
51
149
238.4
13,025.9
12,787.5
0
0
1
0
0
0
192
0
1002_249
3
15
1,763
0
0
830
0
1
1,500
bus_only
2,902
1,763
309
51
258
369.6
13,339.4
12,969.9
0
0
1
0
0
0
192
0
1002_249
4
15
1,714
0
0
830
0
1
1,500
bus_only
2,883
1,714
339
51
288
406
13,037.6
12,631.6
0
0
1
0
0
0
192
0
1002_249
5
15
1,610
0
0
592
39
3
1,500
bus_only
2,550
1,610
348
51
258
415.3
13,354.6
12,939.3
0
0
1
0
0
0
192
0
1002_249
6
15
1,561
0
0
592
39
3
1,500
bus_only
2,531
1,561
378
51
288
451.8
13,052.8
12,601
0
0
1
0
0
0
192
0
1002_249
7
15
1,958
0
0
389
133
2
1,600
bus_only
2,789
1,958
442
51
258
528.9
16,300.2
15,771.3
0
0
1
0
0
0
192
0
1002_249
8
15
2,254
0
0
498
39
1
1,600
bus_only
3,245
2,254
493
51
403
589.3
19,293.1
18,703.8
0
0
1
0
0
0
192
0
1002_249
9
15
2,319
0
0
703
39
2
1,600
bus_only
3,445
2,319
423
51
333
504.8
19,861.1
19,356.4
0
0
1
0
0
0
192
0
1002_249
10
15
1,927
0
0
449
133
2
1,600
bus_only
2,944
1,927
568
51
384
678.8
16,314.9
15,636.1
0
0
1
0
0
0
192
0
1002_249
11
15
819
1,650
0
581
44
1
1,750
bus+train
3,532
2,469
482
62
376
575.1
21,051.3
5,231
15,245.1
0
1
1
0
0
192
0
1002_249
12
15
2,041
0
0
1,441
0
2
1,500
bus_only
3,932
2,041
450
51
399
539.1
13,459.7
12,920.6
0
0
1
0
0
0
192
0
1002_249
13
15
1,323
570
0
853
115
2
1,550
bus+train
3,308
1,893
562
62
385
671.3
14,205.7
7,327.3
6,207.1
0
1
1
0
0
192
0
1002_249
14
15
622
1,020
0
840
319
1
1,550
bus+train
3,259
1,642
777
62
396
930.6
14,564
3,788.8
9,844.6
0
1
1
0
0
192
0
1002_250
0
19
1,079
0
0
705
0
2
1,500
bus_only
1,878
1,079
94
38
56
111.8
8,310.3
8,198.5
0
0
1
0
0
0
17
0
1002_250
1
19
578
450
0
347
137
1
1,550
bus+train
1,630
1,028
255
62
56
304.1
8,877.7
5,025.2
3,548.4
0
1
1
0
0
17
0
1002_250
2
19
1,374
0
0
243
0
0
1,500
bus_only
2,136
1,374
519
371
148
621.1
9,147.6
8,526.5
0
0
1
0
0
0
17
0
1002_250
3
19
1,492
0
0
1,000
0
1
1,500
bus_only
2,684
1,492
192
38
154
228.4
9,041.6
8,813.2
0
0
1
0
0
0
17
0
1002_250
4
19
1,105
0
0
765
0
2
1,500
bus_only
2,125
1,105
255
38
217
303.3
8,748.6
8,445.4
0
0
1
0
0
0
17
0
1002_250
5
19
1,408
0
0
336
0
1
1,500
bus_only
2,082
1,408
338
184
154
403.5
9,099.1
8,695.6
0
0
1
0
0
0
17
0
1002_250
6
19
604
450
0
407
137
1
1,550
bus+train
1,877
1,054
416
62
217
495.5
9,316
5,272.1
3,548.4
0
1
1
0
17
17
1
1002_250
7
19
1,226
0
0
723
31
1
1,500
bus_only
2,489
1,226
540
38
471
645.1
9,150.5
8,505.4
0
0
1
0
0
0
17
0
1002_250
8
19
877
150
0
526
67
1
1,550
bus+train
2,153
1,027
600
62
471
716.6
9,079.8
6,708.5
1,654.6
0
1
1
0
0
17
0
1002_250
9
19
1,013
0
0
255
0
2
1,500
bus_only
1,870
1,013
602
184
418
719.8
8,910
8,190.2
0
0
1
0
0
0
17
0
1002_250
10
19
1,579
0
0
1,060
0
1
1,500
bus_only
3,130
1,579
491
38
453
587.1
9,963.8
9,376.7
0
0
1
0
0
0
17
0
1002_250
11
19
1,370
0
0
233
0
2
1,500
bus_only
2,181
1,370
578
184
394
692.4
9,500
8,807.6
0
0
1
0
0
0
17
0
1002_250
12
19
1,267
0
0
573
12
3
1,500
bus_only
2,335
1,267
495
184
299
592.4
8,803.2
8,210.7
0
0
1
0
0
0
17
0
1002_250
13
19
1,266
0
0
540
0
0
1,500
bus_only
2,489
1,266
683
212
471
818
9,728.7
8,910.7
0
0
1
0
0
0
17
0
1002_250
14
19
1,417
0
0
1,000
0
1
1,500
bus_only
2,961
1,417
544
38
506
651.7
9,142.4
8,490.7
0
0
1
0
0
0
17
0
1002_250
15
19
1,495
0
0
396
0
1
1,500
bus_only
2,528
1,495
637
184
453
762.1
10,021.2
9,259.1
0
0
1
0
0
0
17
0
1002_250
16
19
1,013
0
0
765
0
2
1,500
bus_only
2,399
1,013
621
38
583
743.1
8,458
7,714.8
0
0
1
0
0
0
17
0
1002_250
17
19
512
450
0
407
137
1
1,550
bus+train
2,151
962
782
62
583
935.4
9,025.4
4,541.6
3,548.4
0
1
1
0
0
17
0
1002_250
18
19
1,461
0
0
243
0
0
1,500
bus_only
2,544
1,461
840
371
469
1,006.2
10,096.3
9,090
0
0
1
0
0
0
17
0
1002_2511
0
21
517
1,920
0
479
56
2
1,750
bus+train
3,034
2,437
118
51
11
140.1
21,260.7
5,155
15,965.5
0
1
1
0
0
25
0
1002_2511
1
21
183
1,540
0
680
342
2
1,650
bus+train
2,794
1,723
391
38
11
466
20,395.3
1,142
18,787.3
0
1
1
0
0
25
0
1002_2511
2
21
3,091
0
0
546
0
3
1,700
bus_only
3,788
3,091
151
51
100
179.6
21,330.2
21,150.6
0
0
1
0
0
0
25
0
1002_2511
3
21
553
1,920
0
296
56
1
1,750
bus+train
3,034
2,473
265
198
11
317.1
21,401.4
5,118.8
15,965.5
0
1
1
0
0
25
0
1002_2511
4
21
4,209
0
0
234
0
2
1,800
bus_only
4,594
4,209
151
51
100
179.6
26,400.4
26,220.8
0
0
1
0
0
0
25
0
1002_2511
5
21
3,539
0
0
659
133
1
1,700
bus_only
4,482
3,539
284
51
100
339
24,482.8
24,143.8
0
0
1
0
0
0
25
0
1002_2511
6
21
1,940
1,020
0
464
202
1
1,750
bus+train
3,788
2,960
364
62
100
434.6
22,810.3
12,531.1
9,844.6
0
1
1
0
25
25
1
1002_2511
7
21
3,167
0
0
606
0
3
1,700
bus_only
4,031
3,167
258
51
207
307.1
21,734.8
21,427.7
0
0
1
0
0
0
25
0
1002_2511
8
21
4,285
0
0
294
0
2
1,800
bus_only
4,837
4,285
258
51
207
307.1
26,805
26,497.8
0
0
1
0
0
0
25
0
1002_2511
9
21
3,615
0
0
719
133
1
1,700
bus_only
4,725
3,615
391
51
207
466.5
24,887.4
24,420.9
0
0
1
0
0
0
25
0
1002_2511
10
21
2,016
1,020
0
524
202
1
1,750
bus+train
4,031
3,036
471
62
207
562.1
23,215
12,808.2
9,844.6
0
1
1
0
0
25
0
1002_2511
11
21
3,041
0
0
606
0
3
1,700
bus_only
4,047
3,041
400
51
349
478.4
21,402
20,923.6
0
0
1
0
0
0
25
0
1002_2511
12
21
3,489
0
0
719
133
1
1,700
bus_only
4,741
3,489
533
51
349
637.8
24,554.6
23,916.8
0
0
1
0
0
0
25
0
1002_2511
13
21
1,890
1,020
0
524
202
1
1,750
bus+train
4,047
2,910
613
62
349
733.4
22,882.1
12,304.1
9,844.6
0
1
1
0
0
25
0
1002_2511
14
21
3,461
0
0
583
0
2
1,600
bus_only
4,602
3,461
558
38
520
668.5
19,590.9
18,922.4
0
0
1
0
0
0
25
0
1002_2511
15
21
4,100
0
0
294
0
2
1,800
bus_only
4,936
4,100
542
51
491
647.4
26,456.4
25,809
0
0
1
0
0
0
25
0
1002_2511
16
21
4,052
0
0
294
0
2
1,800
bus_only
4,934
4,052
588
51
537
703.6
26,172.5
25,468.9
0
0
1
0
0
0
25
0
1002_2511
17
21
3,044
0
0
671
0
4
1,700
bus_only
4,257
3,044
542
51
491
647.4
21,887.4
21,240
0
0
1
0
0
0
25
0
1002_2511
18
21
3,275
0
0
704
0
3
1,700
bus_only
4,567
3,275
588
51
537
703.6
23,821
23,117.3
0
0
1
0
0
0
25
0
1002_2511
19
21
650
1,140
0
657
426
2
1,650
bus+train
3,260
1,790
813
38
349
971.6
18,295.8
2,851.6
14,472.6
0
1
1
0
0
25
0
1002_2511
20
21
2,996
0
0
671
0
4
1,700
bus_only
4,255
2,996
588
51
537
703.6
21,603.5
20,899.9
0
0
1
0
0
0
25
0
1002_2512
0
21
501
1,750
0
930
56
2
1,750
bus+train
3,358
2,251
177
51
70
210.3
20,523.3
5,155
15,158.1
0
1
1
0
0
13
0
1002_2512
1
21
138
1,420
0
839
139
2
1,650
bus+train
2,818
1,558
421
212
70
503.2
19,634.9
1,151.9
17,979.8
0
1
1
0
0
13
0
1002_2512
2
21
3,408
0
0
692
0
0
1,700
bus_only
4,785
3,408
685
416
269
821.2
24,289.1
23,468
0
0
1
0
0
0
13
0
1002_2512
3
21
91
2,230
0
509
96
2
1,750
bus+train
3,058
2,321
228
62
70
271.1
21,761.8
914.5
20,576.3
0
1
1
0
0
13
0
1002_2512
4
21
554
1,750
0
730
56
1
1,750
bus+train
3,358
2,304
324
198
70
387.2
20,664.1
5,118.8
15,158.1
0
1
1
0
0
13
0
1002_2512
5
21
2,469
570
0
744
115
1
1,750
bus+train
4,095
3,039
312
62
135
370.4
23,002.6
16,425
6,207.1
0
1
1
0
0
13
0
1002_2512
6
21
0
2,200
0
448
278
1
1,750
train_only
3,058
2,200
410
62
70
488.7
20,909.1
0
20,420.3
0
0
1
0
13
13
1
1002_2512
7
21
2,725
570
0
356
115
2
1,750
bus+train
3,984
3,295
333
62
156
397.3
22,437.5
15,833
6,207.1
0
1
1
0
0
13
0
1002_2512
8
21
2,413
570
0
684
115
1
1,750
bus+train
4,113
2,983
446
62
269
532.6
22,798.9
16,059.2
6,207.1
0
1
1
0
0
13
0
1002_2512
9
21
2,669
570
0
356
115
2
1,750
bus+train
4,041
3,239
446
62
269
532.6
22,206.9
15,467.2
6,207.1
0
1
1
0
0
13
0
1002_2512
10
21
3,346
0
0
323
0
2
1,700
bus_only
4,185
3,346
516
184
332
616.9
22,689.6
22,072.7
0
0
1
0
0
0
13
0
1002_2512
11
21
1,918
570
0
972
115
2
1,650
bus+train
3,969
2,488
509
62
332
607.7
20,376.1
13,561.2
6,207.1
0
1
1
0
0
13
0
1002_2512
12
21
3,273
450
0
626
96
1
1,750
bus+train
4,839
3,723
490
62
332
585
24,779.3
20,645.9
3,548.4
0
1
1
0
0
13
0
1002_2512
13
21
3,371
330
0
355
95
1
1,750
bus+train
4,670
3,701
614
62
457
734.7
24,354.5
19,601
4,018.8
0
1
1
0
0
13
0
1002_2512
14
21
2,374
570
0
744
115
1
1,750
bus+train
4,322
2,944
634
62
457
757.9
22,826.6
15,861.5
6,207.1
0
1
1
0
0
13
0
1002_2512
15
21
1,825
1,020
0
409
202
1
1,750
bus+train
3,952
2,845
698
62
434
835.3
22,748.7
12,068.8
9,844.6
0
1
1
0
0
13
0
1002_2512
16
21
349
1,320
0
881
158
2
1,650
bus+train
3,252
1,669
702
212
332
840
19,694.2
2,100.9
16,753.4
0
1
1
0
0
13
0
1002_2512
17
21
2,630
570
0
416
115
2
1,750
bus+train
4,250
3,200
634
62
457
757.9
22,234.6
15,269.5
6,207.1
0
1
1
0
0
13
0
1002_2512
18
21
2,531
570
0
684
115
1
1,750
bus+train
4,506
3,101
721
62
544
862.1
23,861.5
16,792.3
6,207.1
0
1
1
0
0
13
0
1002_2512
19
21
3,406
0
0
263
0
2
1,700
bus_only
4,397
3,406
728
184
544
871.4
23,447.8
22,576.4
0
0
1
0
0
0
13
0
1002_2512
20
21
1,978
570
0
912
115
2
1,750
bus+train
4,181
2,548
721
62
544
862.1
21,134.2
14,064.9
6,207.1
0
1
1
0
0
13
0
1002_2514
0
14
2,606
0
0
559
0
2
1,600
bus_only
3,303
2,606
138
38
100
163.6
18,833.8
18,670.2
0
0
1
0
0
0
31
0
1002_2514
1
14
469
1,440
0
250
56
1
1,650
bus+train
2,435
1,909
276
198
22
330.2
18,431
5,118.8
12,982
0
1
1
0
0
31
0
1002_2514
2
14
2,511
0
0
367
0
0
1,600
bus_only
3,394
2,511
516
416
100
618
19,931.5
19,313.5
0
0
1
0
0
0
31
0
1002_2514
3
14
2,644
0
0
492
120
1
1,600
bus_only
3,417
2,644
281
38
123
334.1
20,050
19,715.9
0
0
1
0
0
0
31
0
1002_2514
4
14
2,549
0
0
559
0
2
1,600
bus_only
3,580
2,549
472
38
434
563.4
18,681
18,117.6
0
0
1
0
0
0
31
0