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_2533
3
12
362
0
0
364
9
1
1,500
bus_only
1,045
362
319
184
126
379.5
3,044.2
2,664.7
0
0
1
0
0
0
19
0.083333
1002_2533
4
12
475
0
0
627
0
1
1,500
bus_only
1,472
475
370
38
332
441.8
3,663
3,221.2
0
0
1
0
0
0
19
0.083333
1002_2533
5
12
412
0
0
479
0
1
1,500
bus_only
1,317
412
426
38
388
509
3,022.8
2,513.8
0
0
1
0
0
0
19
0.083333
1002_2533
6
12
391
0
0
195
0
1
1,500
bus_only
1,102
391
516
184
332
616.9
3,720.4
3,103.6
0
0
1
0
0
0
19
0.083333
1002_2533
7
12
442
0
0
243
36
2
1,500
bus_only
1,145
442
460
184
240
550.7
3,986.7
3,436
0
0
1
0
0
0
19
0.083333
1002_2533
8
12
433
0
0
315
110
2
1,500
bus_only
1,232
433
484
184
190
578.4
3,861.2
3,282.8
0
0
1
0
0
0
19
0.083333
1002_2533
9
12
327
0
0
195
0
1
1,500
bus_only
1,094
327
572
184
388
684
3,080.2
2,396.2
0
0
1
0
0
0
19
0.083333
1002_2533
10
12
294
0
0
264
0
0
1,500
bus_only
1,253
294
695
371
324
832.3
3,059.5
2,227.1
0
0
1
0
0
0
19
0.083333
1002_2533
11
12
357
0
0
412
0
0
1,500
bus_only
1,472
357
703
371
332
841.5
3,776
2,934.5
0
0
1
0
0
0
19
0.083333
1002_2534
0
7
431
0
0
491
0
1
1,500
bus_only
1,097
431
175
38
137
208.8
3,784.4
3,575.6
0
0
1
0
0
0
19
0.142857
1002_2534
1
7
379
0
0
71
0
0
1,500
bus_only
771
379
321
184
137
383.8
3,841.8
3,458
0
0
1
0
0
0
19
0.142857
1002_2534
2
7
331
0
0
131
0
0
1,500
bus_only
1,014
331
552
184
368
660.1
3,689.9
3,029.8
0
0
1
0
0
0
19
0.142857
1002_2534
3
7
383
0
0
248
0
1
1,500
bus_only
1,037
383
406
38
368
485.1
3,632.5
3,147.4
0
0
1
0
0
0
19
0.142857
1002_2534
4
7
1,421
0
0
71
0
0
1,500
bus_only
1,940
1,421
448
184
264
536.2
11,801.3
11,265.1
0
0
1
0
0
0
19
0.142857
1002_2534
5
7
464
0
0
266
0
1
1,500
bus_only
1,256
464
526
38
488
629.6
4,159.3
3,529.7
0
0
1
0
0
0
19
0.142857
1002_2534
6
7
368
0
0
120
0
0
1,500
bus_only
1,347
368
859
371
488
1,029.3
4,272.3
3,243
0
0
1
0
0
0
19
0.142857
1002_2535
0
14
0
570
0
345
0
0
1,550
train_only
1,229
570
314
62
252
375
4,734.7
0
4,359.8
0
0
1
0
20
20
1
1002_2535
1
14
79
450
0
391
137
1
1,550
bus+train
1,427
529
507
62
308
606.1
4,878.4
723.9
3,548.4
0
1
1
0
0
20
0
1002_2535
2
14
697
0
0
218
0
0
1,500
bus_only
1,435
697
520
212
308
623.5
5,123.5
4,500
0
0
1
0
0
0
20
0
1002_2535
3
14
355
150
0
493
67
1
1,550
bus+train
1,435
505
437
62
308
522.1
4,635.6
2,458.9
1,654.6
0
1
1
0
0
20
0
1002_2535
4
14
547
0
0
815
0
1
1,500
bus_only
1,934
547
572
38
534
684.2
4,560.2
3,876
0
0
1
0
0
0
20
0
1002_2535
5
14
393
150
0
553
67
1
1,550
bus+train
1,736
543
640
62
511
764.5
5,360
2,940.8
1,654.6
0
1
1
0
0
20
0
1002_2535
6
14
735
0
0
278
0
0
1,500
bus_only
1,736
735
723
212
511
865.9
5,847.9
4,982
0
0
1
0
0
0
20
0
1002_2535
7
14
302
150
0
553
67
1
1,550
bus+train
1,668
452
663
62
534
792.4
4,528.3
2,081.3
1,654.6
0
1
1
0
0
20
0
1002_2535
8
14
117
450
0
391
137
1
1,550
bus+train
1,669
567
711
62
512
850.2
5,604.5
1,205.8
3,548.4
0
1
1
0
0
20
0
1002_2535
9
14
644
0
0
278
0
0
1,500
bus_only
1,722
644
800
212
588
959.2
5,081.6
4,122.5
0
0
1
0
0
0
20
0
1002_2535
10
14
305
150
0
518
75
2
1,550
bus+train
1,654
455
681
62
544
813.8
4,607.3
2,138.9
1,654.6
0
1
1
0
0
20
0
1002_2535
11
14
85
450
0
504
137
1
1,550
bus+train
1,810
535
771
62
572
921.3
5,107.4
637.7
3,548.4
0
1
1
0
0
20
0
1002_2535
12
14
487
0
0
252
0
1
1,500
bus_only
1,682
487
943
371
572
1,128.7
4,629.4
3,500.7
0
0
1
0
0
0
20
0
1002_2535
13
14
433
0
0
142
0
0
1,500
bus_only
1,686
433
1,111
371
740
1,331.4
4,820.4
3,489
0
0
1
0
0
0
20
0
1002_2544
0
8
0
1,440
0
440
74
2
1,550
train_only
2,078
1,440
198
62
62
235.5
13,604.5
0
13,369.1
0
0
1
0
35
35
1
1002_2544
1
8
1,208
150
0
325
75
2
1,550
bus+train
2,031
1,358
348
62
211
415.2
11,596.7
9,526.9
1,654.6
0
1
1
0
0
35
0
1002_2544
2
8
384
1,050
0
267
117
1
1,550
bus+train
2,053
1,434
352
62
173
419.2
11,832.1
4,098.6
7,314.3
0
1
1
0
0
35
0
1002_2544
3
8
1,304
1,050
0
451
45
1
1,550
bus+train
3,080
2,354
275
62
168
327.8
14,731.4
7,089.4
7,314.3
0
1
1
0
0
35
0
1002_2544
4
8
1,164
150
0
385
75
2
1,550
bus+train
2,168
1,314
469
62
332
559
11,236.5
9,022.9
1,654.6
0
1
1
0
0
35
0
1002_2544
5
8
340
1,050
0
267
117
1
1,550
bus+train
2,168
1,390
511
62
332
609.5
11,518.3
3,594.6
7,314.3
0
1
1
0
0
35
0
1002_2544
6
8
1,211
1,050
0
451
45
1
1,550
bus+train
3,129
2,261
417
62
310
498.6
14,706.7
6,893.8
7,314.3
0
1
1
0
0
35
0
1002_2544
7
8
1,373
1,050
0
391
45
1
1,550
bus+train
3,238
2,423
424
62
317
507.5
15,041.5
7,219.7
7,314.3
0
1
1
0
0
35
0
1002_2545
0
12
1,071
450
0
486
137
1
1,550
bus+train
2,325
1,521
318
62
119
378.6
13,183.7
9,256.7
3,548.4
0
1
1
0
0
42
0.083333
1002_2545
1
12
564
1,050
0
332
112
1
1,550
bus+train
2,402
1,614
456
62
282
545.4
13,554.1
5,694.5
7,314.3
0
1
1
0
0
42
0.083333
1002_2545
2
12
2,039
450
0
426
137
1
1,650
bus+train
3,388
2,489
473
62
274
565.3
18,081.7
13,967.9
3,548.4
0
1
1
0
0
42
0.083333
1002_2545
3
12
2,151
150
0
637
75
2
1,550
bus+train
3,325
2,301
387
62
250
461.3
13,235.8
11,120
1,654.6
0
1
1
0
0
42
0.083333
1002_2545
4
12
502
1,050
0
392
112
1
1,550
bus+train
2,523
1,552
579
62
405
692.7
13,050.1
5,043.1
7,314.3
0
1
1
0
0
42
0.083333
1002_2545
5
12
2,108
150
0
637
75
2
1,550
bus+train
3,367
2,258
472
62
335
563.7
13,218.1
10,999.8
1,654.6
0
1
1
0
0
42
0.083333
1002_2545
6
12
2,421
690
0
457
43
2
1,650
bus+train
4,050
3,111
482
62
377
575.7
16,774
10,977.3
5,221
0
1
1
0
0
42
0.083333
1002_2545
7
12
3,296
0
0
441
0
1
1,600
bus_only
4,315
3,296
578
212
366
692.9
18,306.2
17,613.3
0
0
1
0
0
0
42
0.083333
1002_2545
8
12
2,052
150
0
697
75
2
1,550
bus+train
3,545
2,202
646
62
509
771.5
13,246.1
10,820
1,654.6
0
1
1
0
0
42
0.083333
1002_2545
9
12
2,361
450
0
502
137
2
1,650
bus+train
3,917
2,811
604
62
405
722.4
19,047.3
14,776.4
3,548.4
0
1
1
0
0
42
0.083333
1002_2545
10
12
2,576
0
0
869
15
1
1,600
bus_only
4,150
2,576
705
212
478
843.9
17,201
16,357.1
0
0
1
0
0
0
42
0.083333
1002_2545
11
12
1,128
450
0
486
137
1
1,550
bus+train
2,973
1,578
909
62
710
1,087.5
14,309
9,673.1
3,548.4
0
1
1
0
0
42
0.083333
1002_2546
0
13
1,599
0
0
482
0
2
1,500
bus_only
2,211
1,599
130
38
92
154.4
13,576.2
13,421.8
0
0
1
0
0
0
18
0.076923
1002_2546
1
13
1,494
0
0
315
0
3
1,500
bus_only
2,091
1,494
282
184
98
336.8
13,997.5
13,660.7
0
0
1
0
0
0
18
0.076923
1002_2546
2
13
1,102
450
0
368
137
1
1,550
bus+train
2,211
1,552
291
62
92
346.6
14,143.6
10,248.6
3,548.4
0
1
1
0
0
18
0.076923
1002_2546
3
13
1,598
0
0
746
0
3
1,500
bus_only
2,669
1,598
325
38
287
388.5
13,698.8
13,310.3
0
0
1
0
0
0
18
0.076923
1002_2546
4
13
1,970
0
0
420
0
2
1,500
bus_only
2,758
1,970
368
38
330
440.5
14,808.3
14,367.9
0
0
1
0
0
0
18
0.076923
1002_2546
5
13
2,402
0
0
604
0
2
1,500
bus_only
3,331
2,402
325
38
287
388.5
14,271
13,882.5
0
0
1
0
0
0
18
0.076923
1002_2546
6
13
1,666
0
0
574
0
3
1,500
bus_only
2,628
1,666
388
38
350
463.4
14,276.5
13,813.1
0
0
1
0
0
0
18
0.076923
1002_2546
7
13
721
1,050
0
483
112
1
1,550
bus+train
2,778
1,771
524
62
350
625.8
14,808.3
6,868.2
7,314.3
0
1
1
0
0
18
0.076923
1002_2546
8
13
1,169
450
0
460
137
2
1,550
bus+train
2,628
1,619
549
62
350
655.6
14,843.9
10,639.8
3,548.4
0
1
1
0
0
18
0.076923
1002_2546
9
13
1,564
0
0
482
0
2
1,500
bus_only
2,622
1,564
576
38
538
689.5
13,685.6
12,996.1
0
0
1
0
0
0
18
0.076923
1002_2546
10
13
1,631
0
0
356
0
4
1,500
bus_only
2,494
1,631
507
184
323
606.9
14,637.4
14,030.5
0
0
1
0
0
0
18
0.076923
1002_2546
11
13
1,067
450
0
368
137
1
1,550
bus+train
2,622
1,517
737
62
538
881.7
14,253
9,822.8
3,548.4
0
1
1
0
0
18
0.076923
1002_2546
12
13
1,459
0
0
375
0
3
1,500
bus_only
2,556
1,459
722
184
538
864.5
14,099.4
13,234.9
0
0
1
0
0
0
18
0.076923
1002_2548
0
7
1,994
0
0
671
0
2
1,600
bus_only
2,888
1,994
223
38
185
265.5
17,709
17,443.5
0
0
1
0
0
0
25
0.142857
1002_2548
1
7
1,524
450
0
470
137
1
1,650
bus+train
2,873
1,974
429
62
230
512
17,974.3
13,913.9
3,548.4
0
1
1
0
0
25
0.142857
1002_2548
2
7
2,525
150
0
730
57
2
1,750
bus+train
3,699
2,675
294
62
175
350
22,973.8
20,969.2
1,654.6
0
1
1
0
0
25
0.142857
1002_2548
3
7
3,305
150
0
692
57
2
1,850
bus+train
4,414
3,455
267
62
148
318
26,009.9
24,037.3
1,654.6
0
1
1
0
0
25
0.142857
1002_2548
4
7
2,463
150
0
790
57
2
1,750
bus+train
3,869
2,613
466
62
347
556.9
22,716
20,504.5
1,654.6
0
1
1
0
0
25
0.142857
1002_2548
5
7
2,782
0
0
447
0
2
1,600
bus_only
3,726
2,782
497
150
347
595.5
19,908.5
19,313
0
0
1
0
0
0
25
0.142857
1002_2548
6
7
2,565
150
0
730
57
2
1,750
bus+train
4,016
2,715
571
62
452
682.5
23,552.8
21,215.6
1,654.6
0
1
1
0
0
25
0.142857
1002_2549
0
15
2,249
0
0
751
31
2
1,600
bus_only
3,149
2,249
149
38
80
175.2
18,026.1
17,850.9
0
0
1
0
0
0
14
0
1002_2549
1
15
2,095
0
0
272
0
2
1,600
bus_only
2,632
2,095
265
184
81
316.3
17,851.9
17,535.6
0
0
1
0
0
0
14
0
1002_2549
2
15
1,674
450
0
509
137
1
1,650
bus+train
2,912
2,124
279
62
80
330.8
18,359.2
14,480
3,548.4
0
1
1
0
14
14
1
1002_2549
3
15
2,217
0
0
897
31
3
1,600
bus_only
3,549
2,217
435
38
366
519.6
18,753
18,233.4
0
0
1
0
0
0
14
0
1002_2549
4
15
543
1,530
0
297
119
1
1,650
bus+train
2,884
2,073
514
371
24
614.6
18,181.2
3,977.1
13,589.6
0
1
1
0
0
14
0
1002_2549
5
15
2,374
0
0
691
31
2
1,600
bus_only
3,518
2,374
453
38
384
542
18,805.4
18,263.5
0
0
1
0
0
0
14
0
1002_2549
6
15
1,799
450
0
449
137
1
1,650
bus+train
3,281
2,249
583
62
384
697.6
19,138.5
14,892.5
3,548.4
0
1
1
0
0
14
0
1002_2549
7
15
2,220
0
0
272
0
2
1,600
bus_only
3,060
2,220
568
184
384
680.4
18,628.6
17,948.2
0
0
1
0
0
0
14
0
1002_2549
8
15
1,175
1,290
0
598
58
2
1,750
bus+train
3,549
2,465
486
62
366
581
21,071.9
11,304.4
9,186.4
0
1
1
0
0
14
0
1002_2549
9
15
2,063
0
0
476
0
3
1,600
bus_only
3,089
2,063
550
184
366
658
18,576.1
17,918.1
0
0
1
0
0
0
14
0
1002_2549
10
15
2,363
0
0
519
89
1
1,600
bus_only
3,549
2,363
667
212
366
798.4
19,750.8
18,952.3
0
0
1
0
0
0
14
0
1002_2549
11
15
2,435
0
0
837
31
3
1,600
bus_only
3,893
2,435
621
38
552
742.8
20,399.3
19,656.4
0
0
1
0
0
0
14
0
1002_2549
12
15
1,393
1,290
0
538
58
2
1,750
bus+train
3,893
2,683
672
62
552
804.3
22,718.1
12,727.5
9,186.4
0
1
1
0
0
14
0
1002_2549
13
15
2,281
0
0
416
0
3
1,600
bus_only
3,433
2,281
736
184
552
881.2
20,222.4
19,341.2
0
0
1
0
0
0
14
0
1002_2549
14
15
2,581
0
0
459
89
1
1,700
bus_only
3,893
2,581
853
212
552
1,021.7
21,397.1
20,375.4
0
0
1
0
0
0
14
0
1002_2550
0
21
2,303
0
0
584
0
3
1,600
bus_only
2,945
2,303
58
38
20
67.2
19,066.4
18,999.1
0
0
1
0
0
0
13
0
1002_2550
1
21
1,839
450
0
377
137
2
1,650
bus+train
2,890
2,289
224
62
25
266.2
19,640.5
15,825.9
3,548.4
0
1
1
0
0
13
0
1002_2550
2
21
1,102
1,170
0
340
251
1
1,650
bus+train
2,945
2,272
333
62
20
396
19,664.5
11,005.1
8,263.4
0
1
1
0
13
13
1
1002_2550
3
21
2,338
0
0
524
0
3
1,600
bus_only
3,203
2,338
341
38
303
408.1
19,693.7
19,285.6
0
0
1
0
0
0
13
0
1002_2550
4
21
2,236
0
0
584
0
3
1,600
bus_only
3,239
2,236
419
38
381
500.3
19,170.1
18,669.8
0
0
1
0
0
0
13
0
1002_2550
5
21
1,874
450
0
377
137
2
1,650
bus+train
3,203
2,324
502
62
303
600.3
20,261.1
16,112.4
3,548.4
0
1
1
0
0
13
0
1002_2550
6
21
3,435
0
0
763
31
2
1,700
bus_only
4,545
3,435
347
38
278
414
21,854.7
21,440.7
0
0
1
0
0
0
13
0
1002_2550
7
21
2,148
0
0
524
0
3
1,600
bus_only
3,161
2,148
489
38
451
585
18,620.7
18,035.7
0
0
1
0
0
0
13
0
1002_2550
8
21
2,202
0
0
524
0
3
1,600
bus_only
3,215
2,202
489
38
451
585.2
18,976.3
18,391.1
0
0
1
0
0
0
13
0
1002_2550
9
21
1,772
450
0
437
137
2
1,650
bus+train
3,239
2,222
580
62
381
692.6
19,737.5
15,496.5
3,548.4
0
1
1
0
0
13
0
1002_2550
10
21
1,137
1,170
0
280
251
1
1,650
bus+train
3,203
2,307
616
62
303
736.8
20,291.8
11,291.6
8,263.4
0
1
1
0
0
13
0
1002_2550
11
21
3,546
0
0
509
0
1
1,700
bus_only
4,545
3,546
490
212
278
586.9
22,432.8
21,845.9
0
0
1
0
0
0
13
0
1002_2550
12
21
2,453
0
0
571
0
2
1,600
bus_only
3,586
2,453
562
38
524
672.2
19,653.7
18,981.5
0
0
1
0
0
0
13
0
1002_2550
13
21
2,366
0
0
524
0
3
1,600
bus_only
3,415
2,366
525
38
487
628
20,086.8
19,458.8
0
0
1
0
0
0
13
0
1002_2550
14
21
1,684
450
0
377
137
2
1,650
bus+train
3,161
2,134
650
62
451
777.2
19,188.1
14,862.5
3,548.4
0
1
1
0
0
13
0