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
1001_2517
11
14
1,983
900
0
485
179
1
1,650
bus+train
4,126
2,883
758
44
535
907.4
20,867.8
11,129.9
8,830.5
0
1
1
0
0
58
0.071429
1001_2517
12
14
1,725
900
0
670
213
1
1,650
bus+train
4,087
2,625
792
44
535
948.6
18,821.2
9,042.2
8,830.5
0
1
1
0
0
58
0.071429
1001_2517
13
14
2,490
0
0
498
0
1
1,600
bus_only
3,851
2,490
863
328
535
1,033.4
16,042.8
15,009.3
0
0
1
0
0
0
58
0.071429
1001_2518
0
16
2,094
0
0
284
0
1
1,500
bus_only
2,548
2,094
170
69
101
202.1
14,269.6
14,067.5
0
0
1
0
0
0
110
0.0625
1001_2518
1
16
183
1,530
0
465
108
1
1,650
bus+train
2,368
1,713
190
69
13
225.5
15,577.4
1,087
14,264.8
0
1
1
0
0
110
0.0625
1001_2518
2
16
2,250
0
0
308
0
0
1,500
bus_only
2,987
2,250
429
328
101
512.8
14,951.4
14,438.6
0
0
1
0
0
0
110
0.0625
1001_2518
3
16
2,056
0
0
518
0
2
1,500
bus_only
2,818
2,056
244
69
175
291.3
14,318.2
14,026.8
0
0
1
0
0
0
110
0.0625
1001_2518
4
16
2,041
0
0
224
0
1
1,500
bus_only
2,628
2,041
363
69
294
433.4
14,182.4
13,749
0
0
1
0
0
0
110
0.0625
1001_2518
5
16
2,147
0
0
224
0
1
1,500
bus_only
2,785
2,147
414
69
345
494.9
14,789.4
14,294.5
0
0
1
0
0
0
110
0.0625
1001_2518
6
16
2,168
0
0
608
0
2
1,600
bus_only
3,071
2,168
295
69
226
352.7
15,610.1
15,257.4
0
0
1
0
0
0
110
0.0625
1001_2518
7
16
2,408
0
0
288
140
1
1,600
bus_only
3,128
2,408
432
69
223
515.8
16,681.4
16,165.6
0
0
1
0
0
0
110
0.0625
1001_2518
8
16
2,111
0
0
408
0
2
1,500
bus_only
2,942
2,111
423
69
354
505.6
14,813.4
14,307.8
0
0
1
0
0
0
110
0.0625
1001_2518
9
16
2,116
0
0
518
0
2
1,500
bus_only
3,081
2,116
447
69
378
534.9
14,742.9
14,208
0
0
1
0
0
0
110
0.0625
1001_2518
10
16
2,197
0
0
248
0
0
1,500
bus_only
3,067
2,197
622
328
294
744.2
14,864.2
14,120.1
0
0
1
0
0
0
110
0.0625
1001_2518
11
16
2,470
0
0
228
140
1
1,600
bus_only
3,261
2,470
563
69
354
672.7
17,121.3
16,448.6
0
0
1
0
0
0
110
0.0625
1001_2518
12
16
2,139
0
0
412
0
2
1,500
bus_only
3,075
2,139
524
69
455
627.7
14,995.9
14,368.2
0
0
1
0
0
0
110
0.0625
1001_2518
13
16
2,301
0
0
248
0
0
1,500
bus_only
3,222
2,301
673
328
345
805.6
15,471.2
14,665.6
0
0
1
0
0
0
110
0.0625
1001_2518
14
16
2,057
0
0
608
0
2
1,600
bus_only
3,214
2,057
549
69
480
656.7
15,688.5
15,031.8
0
0
1
0
0
0
110
0.0625
1001_2518
15
16
2,297
0
0
288
140
1
1,600
bus_only
3,252
2,297
667
69
458
797.6
16,737.6
15,940.1
0
0
1
0
0
0
110
0.0625
1001_2519
0
9
871
840
0
325
56
1
1,550
bus+train
2,170
1,711
134
30
48
160.1
14,264.3
6,612.6
7,491.6
0
1
1
0
0
149
0.111111
1001_2519
1
9
1,072
900
0
409
213
1
1,550
bus+train
2,985
1,972
604
44
347
723
15,176
5,622.5
8,830.5
0
1
1
0
0
149
0.111111
1001_2519
2
9
2,357
0
0
755
0
1
1,600
bus_only
3,457
2,357
345
69
276
412.5
15,967.7
15,555.2
0
0
1
0
0
0
149
0.111111
1001_2519
3
9
2,834
0
0
302
39
1
1,700
bus_only
3,493
2,834
357
30
288
427
20,723.4
20,296.4
0
0
1
0
0
0
149
0.111111
1001_2519
4
9
2,839
0
0
367
39
2
1,700
bus_only
3,575
2,839
369
30
300
440.8
20,755
20,314.2
0
0
1
0
0
0
149
0.111111
1001_2519
5
9
2,566
0
0
990
0
1
1,500
bus_only
3,927
2,566
371
69
302
442.4
14,930.3
14,487.9
0
0
1
0
0
0
149
0.111111
1001_2519
6
9
2,434
0
0
770
0
1
1,500
bus_only
3,620
2,434
416
69
347
497.2
14,655.6
14,158.4
0
0
1
0
0
0
149
0.111111
1001_2519
7
9
2,613
0
0
880
0
1
1,500
bus_only
3,964
2,613
471
69
402
563.4
15,228.2
14,664.8
0
0
1
0
0
0
149
0.111111
1001_2519
8
9
1,281
900
0
409
213
1
1,650
bus+train
3,249
2,181
659
44
402
789.2
15,899.3
6,279.6
8,830.5
0
1
1
0
0
149
0.111111
1001_2520
0
14
217
1,490
0
341
123
1
1,650
bus+train
2,257
1,707
209
69
17
248.9
15,844.4
1,937.4
13,658.1
0
1
1
0
0
50
0
1001_2520
1
14
884
750
0
341
115
1
1,550
bus+train
2,339
1,634
364
44
205
435.2
13,991.7
5,694.7
7,861.7
0
1
1
0
48
50
1
1001_2520
2
14
2,010
0
0
292
0
0
1,500
bus_only
2,720
2,010
418
69
349
500.1
13,823.4
13,323.3
0
0
1
0
0
0
50
0
1001_2520
3
14
2,160
0
0
380
32
1
1,500
bus_only
2,807
2,160
267
69
166
318.3
13,530.1
13,211.8
0
0
1
0
0
0
50
0
1001_2520
4
14
2,021
0
0
448
66
1
1,500
bus_only
2,800
2,021
331
69
196
393.9
13,769.3
13,375.4
0
0
1
0
0
0
50
0
1001_2520
5
14
1,967
0
0
292
0
0
1,500
bus_only
2,688
1,967
429
69
360
512.3
13,520.3
13,008
0
0
1
0
0
0
50
0
1001_2520
6
14
1,893
0
0
737
14
1
1,500
bus_only
3,106
1,893
476
30
432
570.1
14,384.7
13,814.6
0
0
1
0
0
0
50
0
1001_2520
7
14
2,039
0
0
232
0
0
1,500
bus_only
2,869
2,039
598
69
529
716.1
14,195.3
13,479.2
0
0
1
0
0
0
50
0
1001_2520
8
14
2,014
0
0
440
32
1
1,500
bus_only
2,990
2,014
536
69
435
640.6
13,310.3
12,669.7
0
0
1
0
0
0
50
0
1001_2520
9
14
1,895
0
0
448
66
1
1,500
bus_only
2,910
1,895
567
69
432
678.2
13,479.4
12,801.2
0
0
1
0
0
0
50
0
1001_2520
10
14
758
750
0
401
115
1
1,550
bus+train
2,500
1,508
591
44
432
707.6
13,690
5,120.6
7,861.7
0
1
1
0
0
50
0
1001_2520
11
14
912
750
0
415
115
2
1,550
bus+train
2,676
1,662
599
44
440
717.7
14,389.4
5,810
7,861.7
0
1
1
0
0
50
0
1001_2520
12
14
869
750
0
415
115
2
1,550
bus+train
2,660
1,619
626
44
467
749.7
14,106.1
5,494.7
7,861.7
0
1
1
0
0
50
0
1001_2520
13
14
941
750
0
415
115
2
1,550
bus+train
2,794
1,691
688
44
529
824.1
14,651.7
5,965.9
7,861.7
0
1
1
0
0
50
0
1001_2521
0
16
746
610
0
402
56
1
1,550
bus+train
1,860
1,356
102
30
16
120.9
12,316.2
6,612.6
5,582.7
0
1
1
0
0
144
0
1001_2521
1
16
694
750
0
455
115
1
1,550
bus+train
2,235
1,444
336
44
177
401.6
13,068.9
4,805.6
7,861.7
0
1
1
0
144
144
1
1001_2521
2
16
1,749
0
0
512
0
0
1,500
bus_only
2,494
1,749
233
69
164
276.9
12,560.5
12,283.7
0
0
1
0
0
0
144
0
1001_2521
3
16
1,779
0
0
265
0
2
1,500
bus_only
2,251
1,779
207
30
177
247.6
13,839.6
13,592
0
0
1
0
0
0
144
0
1001_2521
4
16
1,789
0
0
289
14
1
1,500
bus_only
2,346
1,789
268
30
224
319.1
13,919.8
13,600.7
0
0
1
0
0
0
144
0
1001_2521
5
16
1,961
0
0
426
23
1
1,500
bus_only
2,617
1,961
230
30
177
274.9
14,212
13,937.1
0
0
1
0
0
0
144
0
1001_2521
6
16
1,607
0
0
558
104
1
1,500
bus_only
2,476
1,607
311
30
177
371.6
12,804.3
12,432.7
0
0
1
0
0
0
144
0
1001_2521
7
16
1,752
0
0
289
14
1
1,500
bus_only
2,415
1,752
374
30
330
446.7
13,519.5
13,072.8
0
0
1
0
0
0
144
0
1001_2521
8
16
1,682
0
0
512
0
0
1,500
bus_only
2,593
1,682
399
69
330
476.3
12,368.5
11,892.2
0
0
1
0
0
0
144
0
1001_2521
9
16
1,725
0
0
325
0
2
1,500
bus_only
2,410
1,725
360
30
330
430.3
13,595.5
13,165.2
0
0
1
0
0
0
144
0
1001_2521
10
16
1,798
0
0
452
0
0
1,500
bus_only
2,769
1,798
519
69
450
620.8
13,125.4
12,504.6
0
0
1
0
0
0
144
0
1001_2521
11
16
1,820
0
0
229
14
1
1,500
bus_only
2,562
1,820
513
30
469
614.1
14,428.7
13,814.6
0
0
1
0
0
0
144
0
1001_2521
12
16
643
750
0
455
115
1
1,550
bus+train
2,376
1,393
528
44
369
631.8
12,872.3
4,378.8
7,861.7
0
1
1
0
0
144
0
1001_2521
13
16
1,686
0
0
358
14
2
1,500
bus_only
2,545
1,686
501
30
457
600.4
13,608.9
13,008.5
0
0
1
0
0
0
144
0
1001_2521
14
16
1,764
0
0
520
0
1
1,500
bus_only
2,891
1,764
607
69
538
727.3
13,325.4
12,598.1
0
0
1
0
0
0
144
0
1001_2521
15
16
272
1,200
0
702
202
1
1,550
bus+train
2,956
1,472
782
44
536
937
14,812.3
2,376.1
11,499.2
0
1
1
0
0
144
0
1001_2522
0
19
771
500
0
720
56
1
1,550
bus+train
2,085
1,271
94
30
8
111.1
11,384.8
6,612.6
4,661
0
1
1
0
0
207
0
1001_2522
1
19
152
1,070
0
288
108
1
1,550
bus+train
1,695
1,222
185
69
8
218.8
11,524.8
1,087
10,218.9
0
1
1
0
0
207
0
1001_2522
2
19
1,588
0
0
602
0
2
1,500
bus_only
2,337
1,588
147
30
117
175.8
12,659.1
12,483.3
0
0
1
0
0
0
207
0
1001_2522
3
19
1,951
0
0
216
0
1
1,500
bus_only
2,365
1,951
198
30
168
236.6
13,530.5
13,293.9
0
0
1
0
0
0
207
0
1001_2522
4
19
1,993
0
0
276
0
1
1,500
bus_only
2,467
1,993
198
30
168
236.1
13,845.3
13,609.1
0
0
1
0
0
0
207
0
1001_2522
5
19
1,631
0
0
483
14
1
1,500
bus_only
2,326
1,631
212
30
168
253
12,600.7
12,347.7
0
0
1
0
0
0
207
0
1001_2522
6
19
1,673
0
0
543
14
1
1,500
bus_only
2,428
1,673
212
30
168
252.5
12,915.5
12,663
0
0
1
0
0
0
207
0
1001_2522
7
19
1,908
0
0
527
0
1
1,500
bus_only
2,621
1,908
186
69
117
221.8
13,108.2
12,886.4
0
0
1
0
0
0
207
0
1001_2522
8
19
499
750
0
345
115
1
1,550
bus+train
1,921
1,249
327
44
168
390.5
11,906
3,653.8
7,861.7
0
1
1
0
204
207
1
1001_2522
9
19
541
750
0
405
115
1
1,550
bus+train
2,023
1,291
327
44
168
390.1
12,220.8
3,969
7,861.7
0
1
1
0
0
207
0
1001_2522
10
19
1,768
0
0
561
0
1
1,500
bus_only
2,662
1,768
333
69
264
397.5
12,333
11,935.4
0
0
1
0
0
0
207
0
1001_2522
11
19
2,046
0
0
263
0
2
1,500
bus_only
2,603
2,046
294
30
264
351.5
14,091.1
13,739.6
0
0
1
0
0
0
207
0
1001_2522
12
19
1,858
0
0
527
0
1
1,500
bus_only
2,725
1,858
340
69
271
406.9
12,954
12,547.1
0
0
1
0
0
0
207
0
1001_2522
13
19
1,945
0
0
354
0
1
1,500
bus_only
2,824
1,945
525
69
456
627.9
12,015.9
11,388
0
0
1
0
0
0
207
0
1001_2522
14
19
1,630
0
0
602
0
2
1,500
bus_only
2,741
1,630
509
30
479
610
13,434.5
12,824.4
0
0
1
0
0
0
207
0
1001_2522
15
19
1,807
0
0
561
0
1
1,500
bus_only
2,950
1,807
582
69
513
696.2
13,016.3
12,320.1
0
0
1
0
0
0
207
0
1001_2522
16
19
2,086
0
0
263
0
2
1,500
bus_only
2,892
2,086
543
30
513
650.2
14,774.5
14,124.3
0
0
1
0
0
0
207
0
1001_2522
17
19
240
1,050
0
541
195
1
1,550
bus+train
2,531
1,290
700
44
461
838.9
13,219.2
1,949.9
10,430.3
0
1
1
0
0
207
0
1001_2522
18
19
437
1,200
0
454
202
1
1,550
bus+train
2,813
1,637
722
44
476
865.2
14,763.1
2,398.7
11,499.2
0
1
1
0
0
207
0
1001_2523
0
11
770
400
0
483
56
1
1,550
bus+train
1,782
1,170
129
30
43
153.1
10,482.2
6,612.6
3,716.5
0
1
1
0
0
79
0.090909
1001_2523
1
11
372
750
0
401
115
2
1,550
bus+train
2,017
1,122
494
44
335
591.1
11,383.9
2,931.1
7,861.7
0
1
1
0
0
79
0.090909
1001_2523
2
11
1,519
0
0
387
0
1
1,500
bus_only
2,271
1,519
365
30
335
437.2
11,647.4
11,210.3
0
0
1
0
0
0
79
0.090909
1001_2523
3
11
2,146
0
0
534
0
2
1,500
bus_only
2,969
2,146
289
30
259
345.9
12,765.1
12,419.2
0
0
1
0
0
0
79
0.090909
1001_2523
4
11
1,481
0
0
387
0
1
1,500
bus_only
2,307
1,481
439
30
409
526.1
11,437.6
10,911.5
0
0
1
0
0
0
79
0.090909
1001_2523
5
11
1,527
0
0
226
118
1
1,500
bus_only
2,236
1,527
483
30
335
578
12,077.1
11,499.2
0
0
1
0
0
0
79
0.090909
1001_2523
6
11
1,489
0
0
226
118
1
1,500
bus_only
2,272
1,489
557
30
409
667
11,867.4
11,200.4
0
0
1
0
0
0
79
0.090909
1001_2523
7
11
1,283
0
0
850
0
1
1,500
bus_only
2,659
1,283
526
69
457
629.7
10,219.9
9,590.1
0
0
1
0
0
0
79
0.090909
1001_2523
8
11
334
750
0
401
115
2
1,550
bus+train
2,053
1,084
568
44
409
680.1
11,174.1
2,632.3
7,861.7
0
1
1
0
0
79
0.090909
1001_2523
9
11
1,239
0
0
850
0
1
1,500
bus_only
2,665
1,239
576
69
507
689.2
9,919
9,229.7
0
0
1
0
0
0
79
0.090909
1001_2523
10
11
2,253
0
0
534
0
2
1,500
bus_only
3,282
2,253
495
30
465
592.5
13,191.3
12,598.9
0
0
1
0
0
0
79
0.090909
1001_2524
0
24
895
310
0
349
56
1
1,550
bus+train
1,687
1,205
133
30
47
157.9
9,652.5
6,612.6
2,882.1
0
1
1
0
0
24
0
1001_2524
1
24
215
900
0
335
213
1
1,550
bus+train
1,864
1,115
414
44
157
495.4
10,506
1,180.1
8,830.5
0
1
1
0
0
24
0
1001_2524
2
24
1,520
0
0
517
104
1
1,500
bus_only
2,328
1,520
291
30
157
346.8
10,025.9
9,679.1
0
0
1
0
0
0
24
0
1001_2524
3
24
1,598
0
0
543
0
2
1,500
bus_only
2,328
1,598
187
30
157
222.8
10,554
10,331.2
0
0
1
0
0
0
24
0
1001_2524
4
24
1,655
0
0
798
0
1
1,500
bus_only
2,698
1,655
245
69
176
291.9
9,548.6
9,256.7
0
0
1
0
0
0
24
0
1001_2524
5
24
1,526
0
0
228
0
1
1,500
bus_only
2,109
1,526
355
30
325
425.2
10,553.6
10,128.4
0
0
1
0
0
0
24
0
1001_2524
6
24
0
1,260
0
625
31
1
1,550
train_only
2,174
1,260
289
44
214
344.8
12,739.1
0
12,394.3
0
0
1
0
24
24
1
1001_2524
7
24
1,649
0
0
483
0
2
1,500
bus_only
2,453
1,649
321
30
291
384.1
11,074.3
10,690.2
0
0
1
0
0
0
24
0
1001_2524
8
24
96
990
0
438
149
1
1,550
bus+train
1,964
1,086
440
77
214
525.6
10,309.1
816.7
8,966.8
0
1
1
0
0
24
0
1001_2524
9
24
1,571
0
0
457
104
1
1,500
bus_only
2,453
1,571
425
30
291
508.1
10,546.2
10,038
0
0
1
0
0
0
24
0
1001_2524
10
24
1,599
0
0
168
0
1
1,500
bus_only
2,251
1,599
484
30
454
579.4
11,166.6
10,587.2
0
0
1
0
0
0
24
0
1001_2524
11
24
1,460
0
0
721
0
1
1,500
bus_only
2,650
1,460
469
30
439
562.3
11,255.5
10,693.3
0
0
1
0
0
0
24
0