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_1276
2
3
4,847
0
0
243
4
1
3,000
bus_only
5,600
4,847
510
199
307
608.8
31,992.7
31,383.9
0
0
1
0
0
0
71
0
1002_1277
0
8
0
1,050
720
1,105
145
2
4,200
train+gtx
3,125
1,770
250
62
43
298.1
30,543
0
12,068.5
18,176.4
0
1
1
3
27
0.111111
1002_1277
1
8
0
2,790
0
423
137
1
1,850
train_only
3,455
2,790
242
62
43
288.6
29,466.3
0
29,177.8
0
0
1
0
24
27
0.888889
1002_1277
2
8
3,746
0
0
1,080
3
3
3,000
bus_only
5,075
3,746
249
38
208
296.4
31,588.5
31,292.1
0
0
1
0
0
0
27
0
1002_1277
3
8
4,634
0
0
407
4
2
3,000
bus_only
5,709
4,634
668
198
466
800.1
34,123
33,322.8
0
0
1
0
0
0
27
0
1002_1277
4
8
4,182
0
0
1,335
16
2
1,900
bus_only
6,552
4,182
1,035
51
968
1,240.3
34,197.1
32,956.9
0
0
1
0
0
0
27
0
1002_1277
5
8
4,733
0
0
467
4
2
3,000
bus_only
6,370
4,733
1,170
198
968
1,402.2
35,138.7
33,736.5
0
0
1
0
0
0
27
0
1002_1277
6
8
3,809
150
0
684
222
2
3,400
bus+train
5,895
3,959
1,252
62
968
1,500
31,855.7
28,701.1
1,654.6
0
1
1
0
0
27
0
1002_1277
7
8
5,089
0
0
564
110
1
2,100
bus_only
7,147
5,089
1,494
416
968
1,791.5
42,895.4
41,103.9
0
0
1
0
0
0
27
0
1002_1278
0
2
0
1,200
720
790
145
2
4,200
train+gtx
3,057
1,920
347
62
140
414.5
32,249.5
0
13,658.6
18,176.4
0
1
1
0
21
0
1002_1278
1
2
0
3,120
0
755
0
1
1,950
train_only
4,077
3,120
202
62
140
240.8
31,968.5
0
31,727.7
0
0
1
0
21
21
1
1002_1279
0
5
196
1,230
720
1,428
132
2
4,200
bus+train+gtx
3,750
2,146
176
38
6
208.9
34,867.7
1,635.9
14,846.5
18,176.4
1
1
1
0
21
0
1002_1279
1
5
0
3,120
0
425
137
1
1,950
train_only
3,750
3,120
205
62
6
244.6
33,855
0
33,610.4
0
0
1
0
18
21
1
1002_1279
2
5
0
3,330
0
652
0
1
1,950
train_only
4,050
3,330
68
62
6
80.5
34,650.7
0
34,570.2
0
0
1
0
0
21
0
1002_1279
3
5
5,838
0
0
558
26
2
2,000
bus_only
6,881
5,838
485
38
421
579.1
40,080.6
39,501.5
0
0
1
0
0
0
21
0
1002_1279
4
5
5,436
450
0
398
114
1
2,050
bus+train
6,881
5,886
597
62
421
713.6
40,233.8
35,971.8
3,548.4
0
1
1
0
0
21
0
1002_1280
0
14
0
1,530
720
1,449
145
2
4,450
train+gtx
3,925
2,250
226
62
19
269.7
36,796.4
0
18,350.3
18,176.4
0
1
1
0
15
0
1002_1280
1
14
0
3,480
0
1,114
0
1
2,050
train_only
4,675
3,480
81
62
19
96
36,515.4
0
36,419.4
0
0
1
0
15
15
1
1002_1280
2
14
5,304
0
0
818
3
3
3,100
bus_only
6,565
5,304
443
38
402
529
38,950.6
38,421.6
0
0
1
0
0
0
15
0
1002_1280
3
14
5,065
0
0
818
3
3
3,100
bus_only
6,351
5,065
468
38
427
560.1
38,264.9
37,704.8
0
0
1
0
0
0
15
0
1002_1280
4
14
6,226
0
0
570
8
2
1,900
bus_only
7,271
6,226
475
38
429
568.1
33,153.4
32,585.3
0
0
1
0
0
0
15
0
1002_1280
5
14
6,480
0
0
570
8
2
1,900
bus_only
7,498
6,480
448
38
402
535.1
33,771.4
33,236.3
0
0
1
0
0
0
15
0
1002_1280
6
14
5,425
0
0
993
3
3
3,100
bus_only
6,888
5,425
470
38
429
562
39,850.5
39,288.5
0
0
1
0
0
0
15
0
1002_1280
7
14
5,356
0
0
1,311
16
2
2,000
bus_only
7,161
5,356
494
51
427
591.7
39,961.2
39,369.5
0
0
1
0
0
0
15
0
1002_1280
8
14
5,595
0
0
1,311
16
2
2,100
bus_only
7,375
5,595
469
51
402
560.5
40,646.9
40,086.4
0
0
1
0
0
0
15
0
1002_1280
9
14
4,987
0
0
818
3
3
3,100
bus_only
6,366
4,987
561
38
520
671.3
38,201
37,529.7
0
0
1
0
0
0
15
0
1002_1280
10
14
5,732
0
0
910
16
2
2,100
bus_only
7,229
5,732
587
51
520
702.8
41,527.4
40,824.6
0
0
1
0
0
0
15
0
1002_1280
11
14
5,278
0
0
1,311
16
2
2,000
bus_only
7,176
5,278
587
51
520
702.8
39,897.3
39,194.5
0
0
1
0
0
0
15
0
1002_1280
12
14
5,103
150
0
435
222
2
3,500
bus+train
6,492
5,253
804
62
520
962.6
37,704.1
35,086.9
1,654.6
0
1
1
0
0
15
0
1002_1280
13
14
4,896
0
0
576
3
2
3,100
bus_only
6,366
4,896
894
371
520
1,071
38,314
37,243
0
0
1
0
0
0
15
0
1002_1284
0
5
0
4,140
0
507
0
1
2,250
train_only
4,761
4,140
114
62
52
135.5
46,770.2
0
46,634.8
0
0
1
0
14
14
1
1002_1284
1
5
6,773
0
0
1,124
12
2
2,100
bus_only
8,444
6,773
547
38
497
655
43,082.6
42,427.5
0
0
1
0
0
0
14
0
1002_1284
2
5
7,430
0
0
231
74
1
2,100
bus_only
8,444
7,430
783
212
497
939
43,915.1
42,976.1
0
0
1
0
0
0
14
0
1002_1284
3
5
6,885
0
0
1,124
12
2
2,100
bus_only
8,470
6,885
461
38
411
551.3
43,537
42,985.7
0
0
1
0
0
0
14
0
1002_1284
4
5
7,542
0
0
291
74
1
2,100
bus_only
8,962
7,542
1,129
212
843
1,353.6
44,887.8
43,534.3
0
0
1
0
0
0
14
0
1002_1314
0
25
3,036
450
0
766
43
3
1,750
bus+train
4,361
3,486
109
38
28
127.7
23,036.7
17,292.2
5,616.9
0
1
1
0
0
13
0
1002_1314
1
25
1,294
2,280
0
524
85
3
1,750
bus+train
4,330
3,574
232
62
85
276
24,407.7
5,376.7
18,755
0
1
1
0
0
13
0
1002_1314
2
25
3,712
450
0
819
40
1
1,750
bus+train
5,261
4,162
280
212
28
333.8
25,309.4
19,358.7
5,616.9
0
1
1
0
0
13
0
1002_1314
3
25
1,676
1,500
0
1,007
88
2
1,750
bus+train
4,361
3,176
178
62
28
210.2
22,081.7
8,940.3
12,931.1
0
1
1
0
0
13
0
1002_1314
4
25
1,198
2,280
0
584
85
3
1,750
bus+train
4,364
3,478
302
62
155
359.2
24,314.1
5,199.9
18,755
0
1
1
0
0
13
0
1002_1314
5
25
1,400
2,280
0
524
85
3
1,750
bus+train
4,523
3,680
319
62
172
380.9
24,630.3
5,494.3
18,755
0
1
1
0
0
13
0
1002_1314
6
25
4,780
0
0
338
8
3
1,700
bus_only
5,453
4,780
335
38
289
400.2
22,995.7
22,595.5
0
0
1
0
0
0
13
0
1002_1314
7
25
3,699
1,830
0
498
47
1
1,750
bus+train
6,314
5,529
287
62
178
341.8
24,269.2
10,122.1
13,805.4
0
1
1
0
13
13
1
1002_1314
8
25
2,727
1,830
0
498
47
1
1,750
bus+train
5,453
4,557
398
62
289
475.3
22,301.7
8,021
13,805.4
0
1
1
0
0
13
0
1002_1314
9
25
2,858
1,830
0
498
47
1
1,750
bus+train
5,615
4,688
429
62
320
512
22,554.8
8,237.4
13,805.4
0
1
1
0
0
13
0
1002_1314
10
25
1,282
2,280
0
501
85
3
1,750
bus+train
4,499
3,562
436
62
289
521.5
24,576.6
5,300.1
18,755
0
1
1
0
0
13
0
1002_1314
11
25
1,402
2,280
0
501
85
3
1,750
bus+train
4,650
3,682
467
62
320
558.2
24,829.7
5,516.5
18,755
0
1
1
0
0
13
0
1002_1314
12
25
2,940
1,620
0
353
143
2
1,750
bus+train
5,407
4,560
494
62
289
590.8
24,247.5
11,206.8
12,449.9
0
1
1
0
0
13
0
1002_1314
13
25
3,851
1,830
0
498
47
1
1,750
bus+train
6,590
5,681
411
62
302
490.5
24,609.4
10,313.6
13,805.4
0
1
1
0
0
13
0
1002_1314
14
25
3,014
1,620
0
353
143
2
1,750
bus+train
5,512
4,634
525
62
320
627.5
24,500.6
11,423.2
12,449.9
0
1
1
0
0
13
0
1002_1314
15
25
1,234
2,280
0
463
296
2
1,750
bus+train
4,624
3,514
647
62
289
774.5
24,537.6
5,008
18,755
0
1
1
0
0
13
0
1002_1314
16
25
1,125
2,280
0
501
85
3
1,750
bus+train
4,514
3,405
608
62
461
727.9
24,441.3
4,958.4
18,755
0
1
1
0
0
13
0
1002_1314
17
25
4,975
0
0
526
5
3
1,700
bus_only
6,033
4,975
532
38
489
635.8
24,223.5
23,587.7
0
0
1
0
0
0
13
0
1002_1314
18
25
1,308
2,280
0
463
296
2
1,750
bus+train
4,729
3,588
678
62
320
811.2
24,790.7
5,224.4
18,755
0
1
1
0
0
13
0
1002_1314
19
25
4,886
0
0
526
5
3
1,700
bus_only
5,975
4,886
563
38
520
672.7
24,085.2
23,412.4
0
0
1
0
0
0
13
0
1002_1314
20
25
2,993
1,830
0
498
47
1
1,750
bus+train
5,942
4,823
621
62
512
742.1
23,029.4
8,482
13,805.4
0
1
1
0
0
13
0
1002_1314
21
25
3,575
1,830
0
498
47
1
1,750
bus+train
6,470
5,405
567
62
458
678
24,332.7
9,849.4
13,805.4
0
1
1
0
0
13
0
1002_1314
22
25
2,814
1,620
0
353
143
2
1,750
bus+train
5,453
4,434
666
62
461
797.1
24,112.2
10,865.1
12,449.9
0
1
1
0
0
13
0
1002_1314
23
25
4,382
1,290
0
508
132
1
1,750
bus+train
6,835
5,672
655
62
461
784.6
23,308.2
13,337.2
9,186.4
0
1
1
0
0
13
0
1002_1314
24
25
1,656
2,280
0
694
85
3
1,750
bus+train
5,289
3,936
659
62
512
788.2
25,304.4
5,761.1
18,755
0
1
1
0
0
13
0
1002_1317
0
3
0
2,820
0
2,033
18
1
1,950
train_only
4,962
2,820
109
62
29
129.2
31,491.8
0
31,362.6
0
0
1
0
29
29
1
1002_1317
1
3
0
3,240
0
1,241
0
1
1,950
train_only
4,546
3,240
65
62
3
76.8
31,127.5
0
31,050.7
0
0
1
0
0
29
0
1002_1317
2
3
5,674
1,290
0
670
132
2
1,850
bus+train
8,856
6,964
1,222
62
1,028
1,464.4
31,000.6
20,349.8
9,186.4
0
1
1
0
0
29
0
1002_13895
0
19
1,249
1,830
0
1,087
63
1
1,750
bus+train
4,303
3,079
137
62
12
161.8
20,715.4
6,748.2
13,805.4
0
1
1
0
14
14
1
1002_13895
1
19
861
2,400
0
798
84
2
1,850
bus+train
4,301
3,261
242
38
120
288.4
26,512.5
4,635.6
21,588.6
0
1
1
0
0
14
0
1002_13895
2
19
3,584
0
0
715
0
3
1,700
bus_only
4,460
3,584
161
38
123
192.1
21,186.9
20,994.7
0
0
1
0
0
0
14
0
1002_13895
3
19
4,563
0
0
458
0
2
1,700
bus_only
5,182
4,563
161
38
123
192.1
24,163.1
23,970.9
0
0
1
0
0
0
14
0
1002_13895
4
19
3,657
0
0
520
122
2
1,700
bus_only
4,460
3,657
283
38
123
337.5
21,503.4
21,165.9
0
0
1
0
0
0
14
0
1002_13895
5
19
4,518
0
0
357
0
1
1,700
bus_only
5,182
4,518
307
184
123
367.2
24,220.5
23,853.3
0
0
1
0
0
0
14
0
1002_13895
6
19
4,511
0
0
518
0
2
1,700
bus_only
5,297
4,511
268
38
230
319.5
24,168.7
23,849.3
0
0
1
0
0
0
14
0
1002_13895
7
19
4,466
0
0
417
0
1
1,700
bus_only
5,297
4,466
414
184
230
494.5
24,226.2
23,731.7
0
0
1
0
0
0
14
0
1002_13895
8
19
831
2,400
0
798
84
2
1,850
bus+train
4,377
3,231
348
38
226
414.8
26,517.3
4,513.9
21,588.6
0
1
1
0
0
14
0
1002_13895
9
19
4,448
0
0
518
0
2
1,700
bus_only
5,396
4,448
430
38
392
513.7
24,087.8
23,574.1
0
0
1
0
0
0
14
0
1002_13895
10
19
3,508
0
0
775
0
3
1,700
bus_only
4,763
3,508
480
38
442
573.6
21,279.7
20,706.2
0
0
1
0
0
0
14
0
1002_13895
11
19
4,403
0
0
417
0
1
1,700
bus_only
5,396
4,403
576
184
392
688.8
24,145.3
23,456.5
0
0
1
0
0
0
14
0
1002_13895
12
19
775
2,400
0
798
84
2
1,850
bus+train
4,482
3,175
509
38
387
608.4
26,437.3
4,240.4
21,588.6
0
1
1
0
0
14
0
1002_13895
13
19
3,581
0
0
580
122
2
1,700
bus_only
4,763
3,581
602
38
442
719
21,596.3
20,877.3
0
0
1
0
0
0
14
0
1002_13895
14
19
1,107
1,830
0
1,087
63
1
1,750
bus+train
4,698
2,937
674
62
549
805.7
20,869.9
6,258.9
13,805.4
0
1
1
0
0
14
0
1002_13895
15
19
484
2,640
0
537
68
1
1,850
bus+train
4,381
3,124
720
512
140
862.3
26,601.9
2,419.8
23,319.8
0
1
1
0
0
14
0
1002_13895
16
19
3,763
0
0
715
0
3
1,700
bus_only
5,077
3,763
599
38
561
716.9
22,221.8
21,504.8
0
0
1
0
0
0
14
0
1002_13895
17
19
4,742
0
0
458
0
2
1,700
bus_only
5,799
4,742
599
38
561
716.9
25,198
24,481
0
0
1
0
0
0
14
0
1002_13895
18
19
398
2,640
0
477
68
1
1,850
bus+train
4,482
3,038
967
512
387
1,158.7
26,503.1
2,024.6
23,319.8
0
1
1
0
0
14
0
1002_1407
0
3
0
3,090
0
951
219
2
2,850
train_only
4,345
3,090
304
62
23
361.1
97,414.9
0
97,053.8
0
0
1
0
0
29
0
1002_1407
1
3
0
5,340
0
1,242
18
1
2,950
train_only
6,681
5,340
99
62
19
116.3
101,404.5
0
101,288.2
0
0
1
0
0
29
0
1002_1407
2
3
0
7,020
0
150
0
0
2,950
train_only
7,255
7,020
85
62
23
99.6
105,961.8
0
105,862.2
0
0
1
0
29
29
1
1002_150
0
7
0
150
0
262
0
0
1,550
train_only
518
150
106
62
44
125.9
1,780.5
0
1,654.6
0
0
1
0
1,813
1,813
1
1002_150
1
7
267
0
0
88
0
0
1,500
bus_only
501
267
146
38
108
174
1,809.9
1,635.9
0
0
1
0
0
0
1,813
0
1002_150
2
7
265
0
0
131
0
1
1,500
bus_only
511
265
115
38
77
136.2
1,775.7
1,639.5
0
0
1
0
0
0
1,813
0
1002_150
3
7
715
0
0
191
0
1
1,500
bus_only
1,342
715
436
38
398
521.1
4,768.5
4,247.4
0
0
1
0
0
0
1,813
0
1002_150
4
7
226
0
0
250
0
0
1,500
bus_only
1,045
226
569
212
357
681.6
2,352.3
1,670.7
0
0
1
0
0
0
1,813
0
1002_150
5
7
153
0
0
310
0
0
1,500
bus_only
1,127
153
664
212
452
795.6
1,947.6
1,151.9
0
0
1
0
0
0
1,813
0
1002_150
6
7
405
0
0
310
0
0
1,500
bus_only
1,357
405
642
212
430
769.5
3,154.3
2,384.8
0
0
1
0
0
0
1,813
0
1002_151
0
12
0
300
0
236
0
0
1,550
train_only
619
300
83
62
21
98.3
2,934.5
0
2,836.2
0
0
1
0
1,268
1,268
1
1002_151
1
12
369
0
0
229
0
1
1,500
bus_only
1,136
369
538
184
354
644.3
3,674.1
3,029.8
0
0
1
0
0
0
1,268
0
1002_151
2
12
377
0
0
283
0
0
1,500
bus_only
1,196
377
536
184
352
641.8
3,671.6
3,029.8
0
0
1
0
0
0
1,268
0
1002_151
3
12
428
0
0
394
0
1
1,500
bus_only
1,183
428
361
38
323
431.8
3,579.2
3,147.4
0
0
1
0
0
0
1,268
0
1002_151
4
12
454
0
0
463
0
1
1,500
bus_only
1,343
454
426
38
388
509.9
3,683.3
3,173.4
0
0
1
0
0
0
1,268
0
1002_151
5
12
357
0
0
394
0
1
1,500
bus_only
1,202
357
451
38
413
538.6
2,994.8
2,456.2
0
0
1
0
0
0
1,268
0
1002_151
6
12
306
0
0
283
0
0
1,500
bus_only
1,186
306
597
184
413
713.7
3,052.2
2,338.6
0
0
1
0
0
0
1,268
0
1002_151
7
12
392
0
0
287
0
1
1,500
bus_only
1,262
392
583
184
399
698.1
3,744.9
3,046.8
0
0
1
0
0
0
1,268
0