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_1202
7
10
1,112
1,050
0
580
45
1
1,550
bus+train
3,407
2,162
665
62
558
796.2
14,418.1
6,307.7
7,314.3
0
1
1
0
0
35
0
1002_1202
8
10
670
1,290
0
592
78
2
1,550
bus+train
3,190
1,960
638
62
498
763
14,389.8
4,440.4
9,186.4
0
1
1
0
0
35
0
1002_1202
9
10
397
1,680
0
813
91
1
1,550
bus+train
3,555
2,077
665
62
512
796.1
14,984
1,853.1
12,334.8
0
1
1
0
0
35
0
1002_1203
0
20
0
2,010
0
384
0
1
1,650
train_only
2,461
2,010
67
62
5
78.6
17,505.1
0
17,426.5
0
0
1
0
50
50
1
1002_1203
1
20
0
1,890
0
774
0
1
1,550
train_only
2,837
1,890
173
62
111
205.3
14,138.3
0
13,932.9
0
0
1
0
0
50
0
1002_1203
2
20
2,830
0
0
462
0
0
1,600
bus_only
3,714
2,830
422
212
210
505
16,817.2
16,312.2
0
0
1
0
0
0
50
0
1002_1203
3
20
2,435
0
0
299
0
2
1,500
bus_only
3,024
2,435
290
38
252
345.9
15,215
14,869.1
0
0
1
0
0
0
50
0
1002_1203
4
20
2,340
0
0
299
0
2
1,500
bus_only
2,945
2,340
306
38
268
365.7
14,832.1
14,466.4
0
0
1
0
0
0
50
0
1002_1203
5
20
1,135
1,050
0
621
45
1
1,550
bus+train
3,165
2,185
359
62
252
428.4
14,527.5
6,784.8
7,314.3
0
1
1
0
0
50
0
1002_1203
6
20
1,040
1,050
0
621
45
1
1,550
bus+train
3,086
2,090
375
62
268
448.2
14,144.6
6,382.1
7,314.3
0
1
1
0
0
50
0
1002_1203
7
20
798
1,290
0
657
78
1
1,550
bus+train
3,137
2,088
392
62
252
467.4
14,515
4,861.3
9,186.4
0
1
1
0
0
50
0
1002_1203
8
20
703
1,290
0
657
78
1
1,550
bus+train
3,058
1,993
408
62
268
487.2
14,132.1
4,458.5
9,186.4
0
1
1
0
0
50
0
1002_1203
9
20
2,925
0
0
462
0
0
1,600
bus_only
3,845
2,925
458
212
246
547.3
17,262.2
16,714.9
0
0
1
0
0
0
50
0
1002_1203
10
20
2,278
0
0
619
0
3
1,500
bus_only
3,298
2,278
401
38
363
478.7
14,577.5
14,098.7
0
0
1
0
0
0
50
0
1002_1203
11
20
2,924
0
0
621
31
2
1,600
bus_only
3,977
2,924
432
38
363
515.4
16,950.2
16,434.8
0
0
1
0
0
0
50
0
1002_1203
12
20
1,556
1,290
0
652
54
1
1,650
bus+train
3,977
2,846
479
62
363
571.2
17,100.8
7,343.1
9,186.4
0
1
1
0
0
50
0
1002_1203
13
20
2,304
0
0
607
31
2
1,500
bus_only
3,475
2,304
564
38
495
673.8
14,891.9
14,218.1
0
0
1
0
0
0
50
0
1002_1203
14
20
2,280
0
0
489
0
3
1,500
bus_only
3,293
2,280
524
38
486
627.1
15,075.3
14,448.2
0
0
1
0
0
0
50
0
1002_1203
15
20
893
1,290
0
657
78
1
1,550
bus+train
3,475
2,183
635
62
495
758.7
15,048.3
5,103.3
9,186.4
0
1
1
0
0
50
0
1002_1203
16
20
980
1,050
0
670
45
2
1,550
bus+train
3,293
2,030
593
62
486
709.6
14,387.8
6,364
7,314.3
0
1
1
0
0
50
0
1002_1203
17
20
2,307
0
0
489
0
3
1,500
bus_only
3,392
2,307
596
38
558
714.1
15,285.8
14,571.7
0
0
1
0
0
0
50
0
1002_1203
18
20
362
1,680
0
667
91
1
1,550
bus+train
3,378
2,042
669
62
516
799.9
14,987.8
1,853.1
12,334.8
0
1
1
0
0
50
0
1002_1203
19
20
1,007
1,050
0
670
45
2
1,550
bus+train
3,392
2,057
665
62
558
796.6
14,598.4
6,487.5
7,314.3
0
1
1
0
0
50
0
1002_1205
0
5
0
2,640
0
590
0
1
1,750
train_only
3,303
2,640
73
62
11
85.6
22,303.6
0
22,217.9
0
0
1
0
82
82
1
1002_1205
1
5
1,965
1,830
0
1,122
47
2
1,750
bus+train
5,451
3,795
534
62
425
637.5
22,018.7
7,575.8
13,805.4
0
1
1
0
0
82
0
1002_1205
2
5
2,537
1,290
0
1,205
132
1
1,650
bus+train
5,615
3,827
583
62
389
697.9
19,155.6
9,271.3
9,186.4
0
1
1
0
0
82
0
1002_1205
3
5
1,890
1,830
0
1,182
47
2
1,750
bus+train
5,576
3,720
674
62
565
805.2
22,026.9
7,416.4
13,805.4
0
1
1
0
0
82
0
1002_1205
4
5
2,583
1,290
0
1,205
132
1
1,650
bus+train
5,808
3,873
730
62
536
873.9
19,504.6
9,444.4
9,186.4
0
1
1
0
0
82
0
1002_1206
0
5
0
2,610
0
813
0
1
1,750
train_only
3,492
2,610
69
62
7
80.8
23,937.8
0
23,857
0
0
1
0
72
72
1
1002_1206
1
5
3,455
1,830
0
499
47
1
1,850
bus+train
6,318
5,285
534
62
425
638.2
26,103.7
11,660.2
13,805.4
0
1
1
0
0
72
0
1002_1206
2
5
3,314
1,290
0
763
132
1
1,650
bus+train
6,036
4,604
669
62
475
801.4
20,641.4
10,653.7
9,186.4
0
1
1
0
0
72
0
1002_1206
3
5
3,120
1,290
0
474
75
1
1,750
bus+train
5,578
4,410
694
62
557
830.6
21,442.2
11,425.2
9,186.4
0
1
1
0
0
72
0
1002_1206
4
5
1,977
1,830
0
636
93
2
1,750
bus+train
5,603
3,807
1,160
62
1,005
1,389.2
24,661.9
9,467.3
13,805.4
0
1
1
0
0
72
0
1002_1208
0
5
0
3,240
0
591
0
1
1,850
train_only
3,901
3,240
70
62
8
82.5
29,292.3
0
29,209.8
0
0
1
0
21
21
1
1002_1208
1
5
4,950
1,470
0
466
242
1
1,850
bus+train
7,922
6,420
1,036
62
732
1,240.7
28,014.7
16,068.7
10,705.3
0
1
1
0
0
21
0
1002_1208
2
5
4,830
1,470
0
466
242
1
1,850
bus+train
7,987
6,300
1,221
62
917
1,462.7
28,028.9
15,860.9
10,705.3
0
1
1
0
0
21
0
1002_1208
3
5
4,740
1,470
0
466
242
1
1,850
bus+train
7,952
6,210
1,276
62
972
1,528.6
27,913.8
15,679.8
10,705.3
0
1
1
0
0
21
0
1002_1208
4
5
5,138
1,290
0
735
132
1
1,850
bus+train
8,566
6,428
1,403
62
1,209
1,680.9
27,226.4
16,359.1
9,186.4
0
1
1
0
0
21
0
1002_1263
0
9
0
630
0
248
0
1
1,550
train_only
987
630
109
62
47
129.5
5,290.6
0
5,161
0
0
1
0
28
28
1
1002_1263
1
9
839
0
0
219
0
0
1,500
bus_only
1,543
839
485
198
287
581.8
5,724.2
5,142.5
0
0
1
0
0
0
28
0
1002_1263
2
9
926
0
0
219
0
0
1,500
bus_only
1,593
926
448
198
250
537.2
5,956.6
5,419.4
0
0
1
0
0
0
28
0
1002_1263
3
9
890
0
0
535
0
2
1,500
bus_only
1,713
890
288
51
237
344.6
9,774.8
9,430.2
0
0
1
0
0
0
28
0
1002_1263
4
9
897
0
0
235
0
1
1,500
bus_only
1,568
897
436
199
237
522.1
9,621.8
9,099.8
0
0
1
0
0
0
28
0
1002_1263
5
9
842
0
0
595
0
2
1,500
bus_only
1,807
842
370
51
319
441.3
9,428.6
8,987.3
0
0
1
0
0
0
28
0
1002_1263
6
9
849
0
0
295
0
1
1,500
bus_only
1,662
849
518
199
319
618.8
9,275.7
8,656.8
0
0
1
0
0
0
28
0
1002_1263
7
9
979
0
0
279
0
0
1,500
bus_only
1,883
979
625
198
427
748
6,534.1
5,786
0
0
1
0
0
0
28
0
1002_1263
8
9
0
690
0
492
236
1
1,550
train_only
1,879
690
697
62
399
833.6
7,226.9
0
6,393.4
0
0
1
0
0
28
0
1002_1265
0
13
0
900
0
225
0
1
1,550
train_only
1,252
900
127
62
65
151.2
7,895
0
7,743.7
0
0
1
0
44
44
1
1002_1265
1
13
1,269
0
0
404
0
1
1,500
bus_only
1,898
1,269
225
38
187
268.7
8,864.1
8,595.3
0
0
1
0
0
0
44
0
1002_1265
2
13
1,180
0
0
220
0
0
1,500
bus_only
1,949
1,180
549
371
178
656.7
8,965.4
8,308.7
0
0
1
0
0
0
44
0
1002_1265
3
13
1,197
0
0
464
0
1
1,500
bus_only
1,979
1,197
318
38
280
379.7
8,585
8,205.3
0
0
1
0
0
0
44
0
1002_1265
4
13
1,709
0
0
405
0
1
1,500
bus_only
2,496
1,709
382
38
344
456.4
10,045.8
9,589.4
0
0
1
0
0
0
44
0
1002_1265
5
13
1,286
0
0
564
0
2
1,500
bus_only
2,232
1,286
382
38
344
456.4
9,190.4
8,734
0
0
1
0
0
0
44
0
1002_1265
6
13
1,108
0
0
220
0
0
1,500
bus_only
1,924
1,108
596
371
225
713.3
8,631.9
7,918.6
0
0
1
0
0
0
44
0
1002_1265
7
13
1,189
0
0
562
0
2
1,500
bus_only
2,179
1,189
428
38
390
511.7
9,131
8,619.3
0
0
1
0
0
0
44
0
1002_1265
8
13
1,231
0
0
502
0
2
1,500
bus_only
2,265
1,231
532
38
494
637
9,492.5
8,855.5
0
0
1
0
0
0
44
0
1002_1265
9
13
1,620
0
0
161
0
0
1,500
bus_only
2,496
1,620
715
371
344
856.1
10,158.8
9,302.7
0
0
1
0
0
0
44
0
1002_1265
10
13
1,582
0
0
390
0
0
1,500
bus_only
2,664
1,582
692
198
494
829.8
9,427.4
8,597.6
0
0
1
0
0
0
44
0
1002_1265
11
13
1,100
0
0
258
0
1
1,500
bus_only
2,159
1,100
801
371
430
960.2
9,292.8
8,332.6
0
0
1
0
0
0
44
0
1002_1265
12
13
1,142
0
0
258
0
1
1,500
bus_only
2,265
1,142
865
371
494
1,036.6
9,605.5
8,568.8
0
0
1
0
0
0
44
0
1002_1268
0
11
0
1,410
0
437
0
1
1,550
train_only
1,918
1,410
71
62
9
83.4
13,490.4
0
13,407
0
0
1
0
14
14
1
1002_1268
1
11
2,065
0
0
645
0
2
1,500
bus_only
2,873
2,065
163
38
125
193.8
14,181.9
13,988.1
0
0
1
0
0
0
14
0
1002_1268
2
11
2,347
0
0
358
40
1
1,500
bus_only
3,355
2,347
650
212
398
779
15,451.5
14,672.5
0
0
1
0
0
0
14
0
1002_1268
3
11
2,018
0
0
705
0
2
1,500
bus_only
3,109
2,018
386
38
348
460.6
14,200.1
13,739.5
0
0
1
0
0
0
14
0
1002_1268
4
11
2,102
0
0
595
0
2
1,500
bus_only
3,133
2,102
436
38
398
521.9
14,926.9
14,405
0
0
1
0
0
0
14
0
1002_1268
5
11
1,917
0
0
655
0
2
1,500
bus_only
3,050
1,917
478
38
440
572
14,253.5
13,681.5
0
0
1
0
0
0
14
0
1002_1268
6
11
2,440
0
0
606
61
2
1,500
bus_only
3,606
2,440
560
38
461
670.1
15,560.2
14,890.2
0
0
1
0
0
0
14
0
1002_1268
7
11
2,162
0
0
418
40
1
1,500
bus_only
3,272
2,162
692
212
440
829.1
14,778.2
13,949.1
0
0
1
0
0
0
14
0
1002_1268
8
11
2,570
0
0
817
40
2
1,600
bus_only
3,935
2,570
548
38
470
655.3
16,329.6
15,674.3
0
0
1
0
0
0
14
0
1002_1268
9
11
1,799
0
0
440
0
1
1,500
bus_only
3,066
1,799
827
371
456
989.8
14,384.7
13,394.9
0
0
1
0
0
0
14
0
1002_1268
10
11
1,984
0
0
440
0
1
1,500
bus_only
3,756
1,984
1,332
371
961
1,595.4
15,713.7
14,118.3
0
0
1
0
0
0
14
0
1002_1269
0
2
0
1,560
0
841
0
1
1,650
train_only
2,599
1,560
198
62
136
235.7
16,097.6
0
15,861.9
0
0
1
0
0
33
0
1002_1269
1
2
0
1,350
0
644
137
1
1,550
train_only
2,329
1,350
335
62
136
399.9
15,301.9
0
14,902
0
0
1
0
33
33
1
1002_1270
0
2
0
1,410
0
539
0
1
1,650
train_only
2,020
1,410
71
62
9
83.5
16,275.4
0
16,192
0
0
1
0
71
71
1
1002_1270
1
2
0
1,440
0
1,541
18
1
1,650
train_only
4,029
1,440
1,048
62
968
1,254.3
17,232.9
0
15,978.6
0
0
1
0
0
71
0
1002_1271
0
8
0
300
720
911
145
2
3,700
train+gtx
2,142
1,020
211
62
4
250.9
21,748
0
3,320.6
18,176.4
0
1
1
0
25
0
1002_1271
1
8
0
1,860
0
666
0
1
1,650
train_only
2,592
1,860
66
62
4
77.2
18,135
0
18,057.7
0
0
1
0
25
25
1
1002_1271
2
8
3,615
0
0
631
3
1
1,700
bus_only
4,836
3,615
590
198
389
707.1
20,952.2
20,245.1
0
0
1
0
0
0
25
0
1002_1271
3
8
2,494
0
0
960
39
2
1,700
bus_only
3,775
2,494
321
51
231
383.1
22,331.9
21,948.8
0
0
1
0
0
0
25
0
1002_1271
4
8
2,397
0
0
1,020
39
2
1,700
bus_only
3,786
2,397
369
51
279
440
21,976.9
21,536.9
0
0
1
0
0
0
25
0
1002_1271
5
8
3,449
0
0
950
10
2
1,600
bus_only
4,836
3,449
437
38
389
522.5
20,084.2
19,561.7
0
0
1
0
0
0
25
0
1002_1271
6
8
3,547
0
0
950
10
2
1,600
bus_only
5,044
3,547
547
38
499
654.5
20,565
19,910.5
0
0
1
0
0
0
25
0
1002_1271
7
8
3,713
0
0
631
3
1
1,700
bus_only
5,044
3,713
700
198
499
839.1
21,433.1
20,593.9
0
0
1
0
0
0
25
0
1002_1273
0
5
240
300
720
1,042
132
2
3,700
bus+train+gtx
2,517
1,260
215
38
45
255
23,371.1
1,635.9
3,303.7
18,176.4
1
1
1
0
29
0
1002_1273
1
5
0
2,190
0
623
137
1
1,750
train_only
3,057
2,190
244
62
45
290.7
22,358.3
0
22,067.6
0
0
1
0
26
29
1
1002_1273
2
5
0
2,490
0
790
0
1
1,750
train_only
3,387
2,490
107
62
45
126.5
23,154
0
23,027.5
0
0
1
0
0
29
0
1002_1273
3
5
3,657
0
0
333
3
2
3,000
bus_only
4,512
3,657
522
38
481
624.9
25,701
25,076.1
0
0
1
0
0
0
29
0
1002_1273
4
5
3,703
0
0
667
258
1
3,000
bus_only
5,147
3,703
777
38
481
930.9
25,051.9
24,120.9
0
0
1
0
0
0
29
0
1002_1274
0
4
246
450
720
1,041
132
2
3,700
bus+train+gtx
2,648
1,416
191
38
21
226.9
25,072.7
1,635.9
5,033.4
18,176.4
1
1
1
0
35
0
1002_1274
1
4
0
2,430
0
1,018
137
1
1,750
train_only
3,668
2,430
220
62
21
262.6
24,059.9
0
23,797.3
0
0
1
0
29
35
1
1002_1274
2
4
1,647
0
1,020
754
115
2
4,200
bus+gtx
3,720
2,667
299
38
146
355.5
30,709.4
5,528.6
0
24,825.3
1
0
1
0
35
0
1002_1274
3
4
1,359
0
1,020
814
115
2
3,950
bus+gtx
3,756
2,379
563
38
410
672.1
30,546.1
5,048.7
0
24,825.3
1
0
1
0
35
0
1002_1275
0
6
246
570
720
588
132
2
3,950
bus+train+gtx
2,311
1,536
187
38
17
221.7
26,763.9
1,635.9
6,729.9
18,176.4
1
1
1
0
82
0
1002_1275
1
6
0
2,250
0
1,032
0
1
1,850
train_only
3,361
2,250
79
62
17
93.2
25,995.3
0
25,902.1
0
0
1
0
70
82
1
1002_1275
2
6
1,003
0
1,020
900
106
2
3,950
bus+gtx
3,554
2,023
631
38
487
753.6
30,165.4
4,586.5
0
24,825.3
1
0
1
0
82
0
1002_1275
3
6
1,011
0
1,020
783
115
3
3,950
bus+gtx
3,454
2,031
640
38
487
764.1
29,954.4
4,365
0
24,825.3
1
0
1
0
82
0
1002_1275
4
6
1,159
0
1,020
900
106
2
4,200
bus+gtx
3,719
2,179
640
38
496
764.3
30,797.4
5,207.8
0
24,825.3
1
0
1
0
82
0
1002_1275
5
6
1,154
0
1,020
783
115
3
3,950
bus+gtx
3,606
2,174
649
38
496
774.8
30,586.4
4,986.3
0
24,825.3
1
0
1
0
82
0
1002_1276
0
3
246
720
720
850
132
2
3,950
bus+train+gtx
2,725
1,686
189
38
19
224.2
28,303.3
1,635.9
8,266.8
18,176.4
1
1
1
0
71
0
1002_1276
1
3
0
2,850
0
454
0
1
1,850
train_only
3,385
2,850
81
62
19
95.7
28,195
0
28,099.2
0
0
1
0
68
71
1