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
1003_10137
2
17
2,134
0
0
132
0
0
1,500
bus_only
2,709
2,134
443
207
236
530.2
12,871.4
12,341.3
0
0
1
0
0
0
39
0
1003_10137
3
17
791
660
0
398
214
2
1,550
bus+train
2,271
1,451
422
207
1
504.5
11,812.1
5,724.9
5,582.7
0
1
1
0
1
39
0.025641
1003_10137
4
17
612
900
0
488
113
2
1,550
bus+train
2,469
1,512
469
207
149
560.9
13,475.9
5,423.4
7,491.6
0
1
1
0
0
39
0
1003_10137
5
17
2,187
0
0
132
0
0
1,500
bus_only
2,927
2,187
608
207
401
728.4
13,527.8
12,799.4
0
0
1
0
0
0
39
0
1003_10137
6
17
638
900
0
488
113
2
1,550
bus+train
2,545
1,538
519
207
199
620.8
13,751.6
5,639.2
7,491.6
0
1
1
0
0
39
0
1003_10137
7
17
15
1,200
0
1,042
150
2
1,550
bus+train
2,751
1,215
494
26
318
589.4
12,087.9
182.4
11,316.1
0
1
1
0
0
39
0
1003_10137
8
17
2,109
0
0
72
0
0
1,500
bus_only
2,895
2,109
714
207
507
855.8
13,014.7
12,158.9
0
0
1
0
0
0
39
0
1003_10137
9
17
507
760
0
447
220
2
1,550
bus+train
2,340
1,267
626
207
199
749.6
11,951.1
4,838.1
6,363.4
0
1
1
0
0
39
0
1003_10137
10
17
67
1,200
0
1,042
150
2
1,550
bus+train
2,886
1,267
577
26
401
689.2
12,645.9
640.6
11,316.1
0
1
1
0
0
39
0
1003_10137
11
17
1,634
180
0
564
187
1
1,550
bus+train
3,053
1,814
675
26
462
808.4
12,698.1
9,249.3
2,640.3
0
1
1
0
0
39
0
1003_10137
12
17
2,167
0
0
223
61
1
1,500
bus_only
3,145
2,167
755
207
487
904.8
13,567.6
12,662.8
0
0
1
0
0
0
39
0
1003_10137
13
17
542
760
0
507
220
2
1,550
bus+train
2,550
1,302
741
207
314
887.3
12,224
4,973.2
6,363.4
0
1
1
0
0
39
0
1003_10137
14
17
889
660
0
398
214
2
1,550
bus+train
2,725
1,549
778
207
357
931.7
12,556.1
6,041.7
5,582.7
0
1
1
0
0
39
0
1003_10137
15
17
668
760
0
449
220
2
1,550
bus+train
2,661
1,428
784
207
357
938.9
12,555.9
5,253.6
6,363.4
0
1
1
0
0
39
0
1003_10137
16
17
595
760
0
507
220
2
1,550
bus+train
2,690
1,355
828
207
401
991.6
12,786.5
5,431.4
6,363.4
0
1
1
0
0
39
0
1003_1014
0
2
0
1,050
0
300
0
0
1,550
train_only
1,384
1,050
34
28
6
40.2
10,158.1
0
10,117.8
0
0
1
0
0
1,224
0
1003_1014
1
2
0
1,440
0
242
0
0
1,550
train_only
2,052
1,440
370
26
344
442.7
11,007.5
0
10,564.8
0
0
1
0
1,224
1,224
1
1003_10145
0
18
1,301
420
0
803
115
1
1,550
bus+train
2,675
1,721
151
26
10
179.4
13,839.7
8,831.7
4,828.7
0
1
1
0
36
55
0.654545
1003_10145
1
18
1,079
190
0
527
120
2
1,550
bus+train
2,133
1,269
337
207
10
402.7
12,877.6
10,167.8
2,307.1
0
1
1
0
0
55
0
1003_10145
2
18
1,753
0
0
409
0
0
1,500
bus_only
2,860
1,753
698
306
392
836.2
14,613.9
13,777.6
0
0
1
0
0
0
55
0
1003_10145
3
18
369
1,110
0
767
178
2
1,550
bus+train
2,460
1,479
214
26
10
253.9
12,494
2,535.5
9,704.6
0
1
1
0
19
55
0.345455
1003_10145
4
18
1,386
420
0
863
115
1
1,550
bus+train
3,150
1,806
481
26
340
574.5
14,546.6
9,143.5
4,828.7
0
1
1
0
0
55
0
1003_10145
5
18
571
695
0
732
91
3
1,550
bus+train
2,473
1,266
475
207
177
567.8
13,608.8
5,435.8
7,605.2
0
1
1
0
0
55
0
1003_10145
6
18
1,149
420
0
758
115
1
1,550
bus+train
2,922
1,569
595
26
454
711.1
13,908
8,368.2
4,828.7
0
1
1
0
0
55
0
1003_10145
7
18
454
1,110
0
827
178
2
1,550
bus+train
2,935
1,564
544
26
340
648.9
13,200.9
2,847.4
9,704.6
0
1
1
0
0
55
0
1003_10145
8
18
704
695
0
732
91
3
1,550
bus+train
2,676
1,399
545
207
247
651.4
13,993.2
5,736.5
7,605.2
0
1
1
0
0
55
0
1003_10145
9
18
1,169
190
0
587
120
2
1,550
bus+train
2,613
1,359
667
207
340
797.7
13,584.5
10,479.7
2,307.1
0
1
1
0
0
55
0
1003_10145
10
18
1,792
0
0
482
100
1
1,500
bus_only
2,977
1,792
703
306
297
841.1
14,371.7
13,530.5
0
0
1
0
0
0
55
0
1003_10145
11
18
1,856
0
0
482
100
1
1,500
bus_only
3,059
1,856
721
306
315
863.4
14,619.8
13,756.5
0
0
1
0
0
0
55
0
1003_10145
12
18
677
695
0
625
225
2
1,550
bus+train
2,676
1,372
679
207
247
813.1
13,943.2
5,524.9
7,605.2
0
1
1
0
0
55
0
1003_10145
13
18
742
695
0
732
91
3
1,550
bus+train
2,821
1,437
652
207
354
780.1
14,239.5
5,854.1
7,605.2
0
1
1
0
0
55
0
1003_10145
14
18
1,905
0
0
482
100
1
1,500
bus_only
3,199
1,905
812
306
406
972.7
14,878.2
13,905.4
0
0
1
0
0
0
55
0
1003_10145
15
18
715
695
0
625
225
2
1,550
bus+train
2,821
1,410
786
207
354
941.8
14,189.5
5,642.5
7,605.2
0
1
1
0
0
55
0
1003_10145
16
18
700
450
0
586
129
2
1,550
bus+train
2,595
1,150
859
207
523
1,028.9
13,234.7
7,018.8
5,187
0
1
1
0
0
55
0
1003_10145
17
18
1,961
0
0
482
100
1
1,500
bus_only
3,348
1,961
905
306
499
1,083.9
15,118.8
14,034.9
0
0
1
0
0
0
55
0
1003_1020
0
3
0
2,280
0
195
0
0
1,650
train_only
2,518
2,280
43
26
17
50.6
17,353.8
0
17,303.1
0
0
1
0
421
421
1
1003_1020
1
3
2,190
0
0
178
0
0
1,600
bus_only
3,042
2,190
674
344
330
807.4
18,142.1
17,334.7
0
0
1
0
0
0
421
0
1003_1020
2
3
2,158
0
0
178
0
0
1,600
bus_only
3,203
2,158
867
344
523
1,039.4
17,897
16,857.6
0
0
1
0
0
0
421
0
1003_1023
0
20
0
1,650
0
941
0
1
1,650
train_only
2,653
1,650
62
26
36
72.7
15,981.8
0
15,909.1
0
0
1
0
0
216
0
1003_1023
1
20
1,247
0
0
372
169
3
1,500
bus_only
2,094
1,247
475
168
138
568.3
10,872.8
10,304.5
0
0
1
0
0
0
216
0
1003_1023
2
20
1,591
180
0
742
30
1
1,550
bus+train
2,732
1,771
219
26
163
259.7
12,556.6
11,297
999.9
0
1
1
0
0
216
0
1003_1023
3
20
0
1,080
0
880
151
2
1,550
train_only
2,173
1,080
213
26
36
252.4
13,168.4
0
12,916
0
0
1
0
216
216
1
1003_1023
4
20
1,396
180
0
600
124
1
1,550
bus+train
2,464
1,576
288
26
138
343.9
13,233.5
10,249.3
2,640.3
0
1
1
0
0
216
0
1003_1023
5
20
1,069
300
0
605
55
2
1,550
bus+train
2,252
1,369
278
168
55
330.3
10,969.6
7,397.3
3,242
0
1
1
0
0
216
0
1003_1023
6
20
1,430
180
0
763
124
1
1,550
bus+train
2,686
1,610
313
26
163
371.8
13,882.3
10,870.1
2,640.3
0
1
1
0
0
216
0
1003_1023
7
20
1,478
0
0
494
0
2
1,500
bus_only
2,303
1,478
331
168
163
394.1
11,108.5
10,714.3
0
0
1
0
0
0
216
0
1003_1023
8
20
1,501
300
0
405
75
3
1,550
bus+train
2,445
1,801
239
26
138
284.9
15,076.6
11,758.6
3,033.1
0
1
1
0
0
216
0
1003_1023
9
20
1,479
0
0
536
24
3
1,500
bus_only
2,345
1,479
330
168
138
393.8
12,878.1
12,484.3
0
0
1
0
0
0
216
0
1003_1023
10
20
52
990
0
937
202
2
1,550
bus+train
2,345
1,042
366
26
138
436.6
13,048
518.6
12,092.8
0
1
1
0
0
216
0
1003_1023
11
20
1,365
450
0
577
134
1
1,650
bus+train
2,891
1,815
499
26
339
597.8
16,106.7
11,294.3
4,214.6
0
1
1
0
0
216
0
1003_1023
12
20
1,535
300
0
465
75
3
1,650
bus+train
2,740
1,835
440
26
339
526.1
15,747.6
12,188.5
3,033.1
0
1
1
0
0
216
0
1003_1023
13
20
1,502
180
0
682
30
1
1,550
bus+train
2,947
1,682
583
26
527
698.3
12,403.8
10,705.6
999.9
0
1
1
0
0
216
0
1003_1023
14
20
1,513
0
0
596
24
3
1,500
bus_only
2,640
1,513
531
168
339
635
13,549.1
12,914.2
0
0
1
0
0
0
216
0
1003_1023
15
20
86
990
0
997
202
2
1,550
bus+train
2,640
1,076
567
26
339
677.7
13,719.1
948.5
12,092.8
0
1
1
0
0
216
0
1003_1023
16
20
1,341
180
0
703
124
1
1,550
bus+train
2,901
1,521
677
26
527
810.4
13,729.5
10,278.7
2,640.3
0
1
1
0
0
216
0
1003_1023
17
20
1,389
0
0
434
0
2
1,500
bus_only
2,518
1,389
695
168
527
832.7
10,955.7
10,122.9
0
0
1
0
0
0
216
0
1003_1023
18
20
1,281
0
0
372
169
3
1,500
bus_only
2,338
1,281
685
168
348
819.3
11,553.7
10,734.4
0
0
1
0
0
0
216
0
1003_1023
19
20
2,252
0
0
355
0
2
1,500
bus_only
3,301
2,252
694
168
526
831.7
14,899.3
14,067.7
0
0
1
0
0
0
216
0
1003_1024
0
25
0
1,770
0
910
0
1
1,650
train_only
2,725
1,770
45
26
19
52.6
16,959.4
0
16,906.8
0
0
1
0
0
178
0
1003_1024
1
25
0
1,230
0
579
151
2
1,550
train_only
2,005
1,230
196
26
19
232.3
14,146.1
0
13,913.8
0
0
1
0
178
178
1
1003_1024
2
25
1,829
330
0
408
40
1
1,650
bus+train
2,745
2,159
178
26
112
211.9
17,134.4
12,882.7
4,039.8
0
1
1
0
0
178
0
1003_1024
3
25
1,858
330
0
408
40
1
1,650
bus+train
2,788
2,188
192
26
126
229.3
17,362.3
13,093.3
4,039.8
0
1
1
0
0
178
0
1003_1024
4
25
1,647
300
0
484
57
2
1,650
bus+train
2,626
1,947
195
26
112
231.5
15,279.1
12,014.5
3,033.1
0
1
1
0
0
178
0
1003_1024
5
25
1,676
300
0
484
57
2
1,650
bus+train
2,669
1,976
209
26
126
248.9
15,507
12,225.1
3,033.1
0
1
1
0
0
178
0
1003_1024
6
25
386
845
0
598
159
2
1,550
bus+train
2,126
1,231
297
26
112
353.7
13,975.1
3,314.5
10,306.8
0
1
1
0
0
178
0
1003_1024
7
25
415
845
0
598
159
2
1,550
bus+train
2,169
1,260
311
26
126
371
14,203
3,525.1
10,306.8
0
1
1
0
0
178
0
1003_1024
8
25
1,288
450
0
729
134
1
1,650
bus+train
2,782
1,738
315
26
155
375.9
16,486.2
11,895.7
4,214.6
0
1
1
0
0
178
0
1003_1024
9
25
1,860
330
0
582
40
2
1,650
bus+train
3,015
2,190
243
26
177
290
17,383.2
13,053.4
4,039.8
0
1
1
0
0
178
0
1003_1024
10
25
155
1,020
0
527
202
2
1,550
bus+train
2,056
1,175
354
26
126
422
14,222.3
1,707.5
12,092.8
0
1
1
0
0
178
0
1003_1024
11
25
1,335
450
0
729
134
1
1,650
bus+train
2,851
1,785
337
26
177
402.8
16,805.4
12,188
4,214.6
0
1
1
0
0
178
0
1003_1024
12
25
1,717
180
0
354
108
3
1,550
bus+train
2,540
1,897
289
26
155
344.4
14,897.3
11,912.6
2,640.3
0
1
1
0
0
178
0
1003_1024
13
25
1,764
180
0
354
108
3
1,550
bus+train
2,609
1,944
311
26
177
371.2
15,216.5
12,204.9
2,640.3
0
1
1
0
0
178
0
1003_1024
14
25
141
1,020
0
758
202
2
1,550
bus+train
2,302
1,161
383
26
155
455.9
14,098.5
1,549.8
12,092.8
0
1
1
0
0
178
0
1003_1024
15
25
188
1,020
0
758
202
2
1,550
bus+train
2,371
1,208
405
26
177
482.7
14,417.7
1,842.2
12,092.8
0
1
1
0
0
178
0
1003_1024
16
25
1,249
450
0
789
134
1
1,650
bus+train
3,036
1,699
548
26
388
655.3
16,522.2
11,652.3
4,214.6
0
1
1
0
0
178
0
1003_1024
17
25
102
1,020
0
587
202
2
1,550
bus+train
2,295
1,122
586
26
358
699.2
14,098.5
1,306.5
12,092.8
0
1
1
0
0
178
0
1003_1024
18
25
1,782
330
0
408
40
1
1,650
bus+train
3,104
2,112
584
26
518
699.3
17,260.7
12,521.6
4,039.8
0
1
1
0
0
178
0
1003_1024
19
25
1,678
180
0
414
108
3
1,550
bus+train
2,794
1,858
522
26
388
623.7
14,933.3
11,669.2
2,640.3
0
1
1
0
0
178
0
1003_1024
20
25
1,933
330
0
582
40
2
1,650
bus+train
3,385
2,263
540
26
474
646.4
18,004
13,317.8
4,039.8
0
1
1
0
0
178
0
1003_1024
21
25
1,600
300
0
484
57
2
1,550
bus+train
2,985
1,900
601
26
518
718.8
15,405.4
11,653.5
3,033.1
0
1
1
0
0
178
0
1003_1024
22
25
1,408
450
0
729
134
1
1,650
bus+train
3,221
1,858
634
26
474
759.2
17,426.3
12,452.5
4,214.6
0
1
1
0
0
178
0
1003_1024
23
25
1,837
180
0
354
108
3
1,650
bus+train
2,979
2,017
608
26
474
727.7
15,837.4
12,469.4
2,640.3
0
1
1
0
0
178
0
1003_1024
24
25
339
845
0
598
159
2
1,550
bus+train
2,485
1,184
703
26
518
841
14,101.3
2,953.5
10,306.8
0
1
1
0
0
178
0
1003_1025
0
12
0
2,100
0
845
0
1
1,650
train_only
2,982
2,100
37
26
11
42.4
17,566.1
0
17,523.7
0
0
1
0
0
49
0
1003_1025
1
12
295
995
0
899
202
2
1,550
bus+train
2,610
1,290
421
26
193
501.8
14,701.3
2,106.7
12,092.8
0
1
1
0
0
49
0
1003_1025
2
12
1,900
300
0
426
57
1
1,650
bus+train
2,812
2,200
186
26
103
219.3
16,039
12,786.6
3,033.1
0
1
1
0
0
49
0
1003_1025
3
12
0
1,295
0
1,139
151
2
1,550
train_only
2,622
1,295
188
26
11
222.1
14,752.8
0
14,530.7
0
0
1
0
49
49
1
1003_1025
4
12
891
960
0
622
172
2
1,650
bus+train
2,703
1,851
230
26
32
272.8
17,060
7,680.7
9,106.6
0
1
1
0
0
49
0
1003_1025
5
12
1,550
450
0
618
134
1
1,650
bus+train
2,923
2,000
305
26
145
363.2
17,331.3
12,753.4
4,214.6
0
1
1
0
0
49
0
1003_1025
6
12
1,516
450
0
618
134
1
1,650
bus+train
2,916
1,966
332
26
172
395.9
17,063
12,452.5
4,214.6
0
1
1
0
0
49
0
1003_1025
7
12
1,847
300
0
426
57
1
1,650
bus+train
3,048
2,147
475
26
392
567
15,930.4
12,330.4
3,033.1
0
1
1
0
0
49
0
1003_1025
8
12
1,990
300
0
426
57
1
1,650
bus+train
3,247
2,290
531
26
448
634.1
16,765.7
13,098.6
3,033.1
0
1
1
0
0
49
0
1003_1025
9
12
1,438
450
0
558
134
1
1,650
bus+train
3,096
1,888
650
26
490
778.8
17,181.5
12,188
4,214.6
0
1
1
0
0
49
0
1003_1025
10
12
368
995
0
959
202
2
1,550
bus+train
2,998
1,363
676
26
448
807.2
15,456
2,555.9
12,092.8
0
1
1
0
0
49
0
1003_1025
11
12
217
995
0
899
202
2
1,550
bus+train
2,829
1,212
718
26
490
858.8
14,793.8
1,842.2
12,092.8
0
1
1
0
0
49
0
1003_10255
0
20
1,074
420
0
527
115
1
1,550
bus+train
2,163
1,494
142
26
1
167.8
10,693.1
5,696.5
4,828.7
0
1
1
0
28
54
0.518519
1003_10255
1
20
372
870
0
476
209
2
1,550
bus+train
1,954
1,242
236
26
1
280.6
10,833.5
2,086.8
8,466.2
0
1
1
0
1
54
0.018519
1003_10255
2
20
1,035
1,170
0
424
41
1
1,550
bus+train
2,800
2,205
171
26
104
202
12,755.5
1,780.9
10,772.5
0
1
1
0
0
54
0
1003_10255
3
20
1,094
1,170
0
424
41
1
1,550
bus+train
2,910
2,264
222
26
155
264.3
13,047
2,010.3
10,772.5
0
1
1
0
0
54
0
1003_10255
4
20
1,121
1,170
0
424
41
1
1,550
bus+train
3,082
2,291
367
26
300
437.3
13,348.7
2,139
10,772.5
0
1
1
0
0
54
0