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traffic-prediction-refined-splits

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DateTime
timestamp[ns]
Junction
int64
Vehicles
int64
ID
int64
is_weekend
int64
hour
int32
dayofweek
int32
month
int32
hour_sin
float64
hour_cos
float64
dow_sin
float64
dow_cos
float64
month_sin
float64
month_cos
float64
veh_lag_1
float64
veh_lag_2
float64
veh_lag_3
float64
veh_lag_24
float64
veh_ma_6
float64
veh_ma_24
float64
veh_diff_1
float64
2015-11-01T08:00:00
3
3
20,151,101,083
1
8
6
11
0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
4
4
8
15
5.333333
6.25
-1
2015-11-01T08:00:00
1
11
20,151,101,081
1
8
6
11
0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
3
4
4
6
5.333333
5.75
8
2015-11-01T08:00:00
2
3
20,151,101,082
1
8
6
11
0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
11
3
4
9
5.666667
5.958333
-8
2015-11-01T09:00:00
3
6
20,151,101,093
1
9
6
11
0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
3
11
3
7
5.5
5.708333
3
2015-11-01T09:00:00
1
12
20,151,101,091
1
9
6
11
0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
6
3
11
13
5.166667
5.666667
6
2015-11-01T09:00:00
2
3
20,151,101,092
1
9
6
11
0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
12
6
3
6
6.5
5.625
-9
2015-11-01T10:00:00
1
15
20,151,101,101
1
10
6
11
0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
3
12
6
5
6.333333
5.5
12
2015-11-01T10:00:00
2
8
20,151,101,102
1
10
6
11
0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
15
3
12
10
8.333333
5.916667
-7
2015-11-01T10:00:00
3
12
20,151,101,103
1
10
6
11
0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
8
15
3
5
7.833333
5.833333
4
2015-11-01T11:00:00
3
6
20,151,101,113
1
11
6
11
0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
12
8
15
6
9.333333
6.125
-6
2015-11-01T11:00:00
2
5
20,151,101,112
1
11
6
11
0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
6
12
8
1
9.333333
6.125
-1
2015-11-01T11:00:00
1
17
20,151,101,111
1
11
6
11
0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
5
6
12
7
8.166667
6.291667
12
2015-11-01T12:00:00
2
6
20,151,101,122
1
12
6
11
0
-1
-0.781831
0.62349
-0.5
0.866025
17
5
6
7
10.5
6.708333
-11
2015-11-01T12:00:00
3
6
20,151,101,123
1
12
6
11
0
-1
-0.781831
0.62349
-0.5
0.866025
6
17
5
2
9
6.666667
0
2015-11-01T12:00:00
1
16
20,151,101,121
1
12
6
11
0
-1
-0.781831
0.62349
-0.5
0.866025
6
6
17
9
8.666667
6.833333
10
2015-11-01T13:00:00
1
15
20,151,101,131
1
13
6
11
-0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
16
6
6
2
9.333333
7.125
-1
2015-11-01T13:00:00
2
6
20,151,101,132
1
13
6
11
-0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
15
16
6
6
10.833333
7.666667
-9
2015-11-01T13:00:00
3
9
20,151,101,133
1
13
6
11
-0.258819
-0.965926
-0.781831
0.62349
-0.5
0.866025
6
15
16
2
11
7.666667
3
2015-11-01T14:00:00
2
5
20,151,101,142
1
14
6
11
-0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
9
6
15
3
9.666667
7.958333
-4
2015-11-01T14:00:00
3
6
20,151,101,143
1
14
6
11
-0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
5
9
6
9
9.5
8.041667
1
2015-11-01T14:00:00
1
16
20,151,101,141
1
14
6
11
-0.5
-0.866025
-0.781831
0.62349
-0.5
0.866025
6
5
9
4
9.5
7.916667
10
2015-11-01T15:00:00
1
12
20,151,101,151
1
15
6
11
-0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
16
6
5
8
9.5
8.416667
-4
2015-11-01T15:00:00
3
6
20,151,101,153
1
15
6
11
-0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
12
16
6
4
9
8.583333
-6
2015-11-01T15:00:00
2
3
20,151,101,152
1
15
6
11
-0.707107
-0.707107
-0.781831
0.62349
-0.5
0.866025
6
12
16
4
9
8.666667
-3
2015-11-01T16:00:00
1
12
20,151,101,161
1
16
6
11
-0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
3
6
12
3
8
8.625
9
2015-11-01T16:00:00
3
4
20,151,101,163
1
16
6
11
-0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
12
3
6
11
9.166667
9
-8
2015-11-01T16:00:00
2
8
20,151,101,162
1
16
6
11
-0.866025
-0.5
-0.781831
0.62349
-0.5
0.866025
4
12
3
3
8.833333
8.708333
4
2015-11-01T17:00:00
2
7
20,151,101,172
1
17
6
11
-0.965926
-0.258819
-0.781831
0.62349
-0.5
0.866025
8
4
12
6
7.5
8.916667
-1
2015-11-01T17:00:00
1
16
20,151,101,171
1
17
6
11
-0.965926
-0.258819
-0.781831
0.62349
-0.5
0.866025
7
8
4
12
6.666667
8.958333
9
2015-11-01T17:00:00
3
4
20,151,101,173
1
17
6
11
-0.965926
-0.258819
-0.781831
0.62349
-0.5
0.866025
16
7
8
3
8.333333
9.125
-12
2015-11-01T18:00:00
1
17
20,151,101,181
1
18
6
11
-1
-0
-0.781831
0.62349
-0.5
0.866025
4
16
7
15
8.5
9.166667
13
2015-11-01T18:00:00
2
8
20,151,101,182
1
18
6
11
-1
-0
-0.781831
0.62349
-0.5
0.866025
17
4
16
8
9.333333
9.25
-9
2015-11-01T18:00:00
3
6
20,151,101,183
1
18
6
11
-1
-0
-0.781831
0.62349
-0.5
0.866025
8
17
4
12
10
9.25
-2
2015-11-01T19:00:00
2
7
20,151,101,192
1
19
6
11
-0.965926
0.258819
-0.781831
0.62349
-0.5
0.866025
6
8
17
6
9.666667
9
1
2015-11-01T19:00:00
1
20
20,151,101,191
1
19
6
11
-0.965926
0.258819
-0.781831
0.62349
-0.5
0.866025
7
6
8
5
9.666667
9.041667
13
2015-11-01T19:00:00
3
5
20,151,101,193
1
19
6
11
-0.965926
0.258819
-0.781831
0.62349
-0.5
0.866025
20
7
6
17
10.333333
9.666667
-15
2015-11-01T20:00:00
3
11
20,151,101,203
1
20
6
11
-0.866025
0.5
-0.781831
0.62349
-0.5
0.866025
5
20
7
6
10.5
9.166667
6
2015-11-01T20:00:00
1
17
20,151,101,201
1
20
6
11
-0.866025
0.5
-0.781831
0.62349
-0.5
0.866025
11
5
20
6
9.5
9.375
6
2015-11-01T20:00:00
2
6
20,151,101,202
1
20
6
11
-0.866025
0.5
-0.781831
0.62349
-0.5
0.866025
17
11
5
16
11
9.833333
-11
2015-11-01T21:00:00
2
5
20,151,101,212
1
21
6
11
-0.707107
0.707107
-0.781831
0.62349
-0.5
0.866025
6
17
11
15
11
9.416667
-1
2015-11-01T21:00:00
1
19
20,151,101,211
1
21
6
11
-0.707107
0.707107
-0.781831
0.62349
-0.5
0.866025
5
6
17
6
10.666667
9
14
2015-11-01T21:00:00
3
8
20,151,101,213
1
21
6
11
-0.707107
0.707107
-0.781831
0.62349
-0.5
0.866025
19
5
6
9
10.5
9.541667
-11
2015-11-01T22:00:00
3
6
20,151,101,223
1
22
6
11
-0.5
0.866025
-0.781831
0.62349
-0.5
0.866025
8
19
5
5
11
9.5
-2
2015-11-01T22:00:00
2
9
20,151,101,222
1
22
6
11
-0.5
0.866025
-0.781831
0.62349
-0.5
0.866025
6
8
19
6
10.166667
9.541667
3
2015-11-01T22:00:00
1
20
20,151,101,221
1
22
6
11
-0.5
0.866025
-0.781831
0.62349
-0.5
0.866025
9
6
8
16
8.833333
9.666667
11
2015-11-01T23:00:00
1
15
20,151,101,231
1
23
6
11
-0.258819
0.965926
-0.781831
0.62349
-0.5
0.866025
20
9
6
12
11.166667
9.833333
-5
2015-11-01T23:00:00
2
4
20,151,101,232
1
23
6
11
-0.258819
0.965926
-0.781831
0.62349
-0.5
0.866025
15
20
9
6
12.833333
9.958333
-11
2015-11-01T23:00:00
3
5
20,151,101,233
1
23
6
11
-0.258819
0.965926
-0.781831
0.62349
-0.5
0.866025
4
15
20
3
10.333333
9.875
1
2015-11-02T00:00:00
2
8
20,151,102,002
0
0
0
11
0
1
0
1
-0.5
0.866025
5
4
15
12
9.833333
9.958333
3
2015-11-02T00:00:00
1
14
20,151,102,001
0
0
0
11
0
1
0
1
-0.5
0.866025
8
5
4
4
10.166667
9.791667
6
2015-11-02T00:00:00
3
5
20,151,102,003
0
0
0
11
0
1
0
1
-0.5
0.866025
14
8
5
8
11
10.208333
-9
2015-11-02T01:00:00
1
12
20,151,102,011
0
1
0
11
0.258819
0.965926
0
1
-0.5
0.866025
5
14
8
7
8.5
10.083333
7
2015-11-02T01:00:00
2
6
20,151,102,012
0
1
0
11
0.258819
0.965926
0
1
-0.5
0.866025
12
5
14
16
8
10.291667
-6
2015-11-02T01:00:00
3
3
20,151,102,013
0
1
0
11
0.258819
0.965926
0
1
-0.5
0.866025
6
12
5
4
8.333333
9.875
-3
2015-11-02T02:00:00
1
14
20,151,102,021
0
2
0
11
0.5
0.866025
0
1
-0.5
0.866025
3
6
12
17
8
9.833333
11
2015-11-02T02:00:00
2
8
20,151,102,022
0
2
0
11
0.5
0.866025
0
1
-0.5
0.866025
14
3
6
8
9
9.708333
-6
2015-11-02T02:00:00
3
5
20,151,102,023
0
2
0
11
0.5
0.866025
0
1
-0.5
0.866025
8
14
3
6
8
9.708333
-3
2015-11-02T03:00:00
1
12
20,151,102,031
0
3
0
11
0.707107
0.707107
0
1
-0.5
0.866025
5
8
14
7
8
9.666667
7
2015-11-02T03:00:00
2
5
20,151,102,032
0
3
0
11
0.707107
0.707107
0
1
-0.5
0.866025
12
5
8
20
8
9.875
-7
2015-11-02T03:00:00
3
5
20,151,102,033
0
3
0
11
0.707107
0.707107
0
1
-0.5
0.866025
5
12
5
5
7.833333
9.25
0
2015-11-02T04:00:00
1
12
20,151,102,041
0
4
0
11
0.866025
0.5
0
1
-0.5
0.866025
5
5
12
11
8.166667
9.25
7
2015-11-02T04:00:00
3
3
20,151,102,043
0
4
0
11
0.866025
0.5
0
1
-0.5
0.866025
12
5
5
17
7.833333
9.291667
-9
2015-11-02T04:00:00
2
3
20,151,102,042
0
4
0
11
0.866025
0.5
0
1
-0.5
0.866025
3
12
5
6
7
8.708333
0
2015-11-02T05:00:00
3
1
20,151,102,053
0
5
0
11
0.965926
0.258819
0
1
-0.5
0.866025
3
3
12
5
6.666667
8.583333
-2
2015-11-02T05:00:00
1
11
20,151,102,051
0
5
0
11
0.965926
0.258819
0
1
-0.5
0.866025
1
3
3
19
4.833333
8.416667
10
2015-11-02T05:00:00
2
4
20,151,102,052
0
5
0
11
0.965926
0.258819
0
1
-0.5
0.866025
11
1
3
8
5.833333
8.083333
-7
2015-11-02T06:00:00
3
5
20,151,102,063
0
6
0
11
1
0
0
1
-0.5
0.866025
4
11
1
6
5.666667
7.916667
1
2015-11-02T06:00:00
1
13
20,151,102,061
0
6
0
11
1
0
0
1
-0.5
0.866025
5
4
11
9
4.5
7.875
8
2015-11-02T06:00:00
2
5
20,151,102,062
0
6
0
11
1
0
0
1
-0.5
0.866025
13
5
4
20
6.166667
8.041667
-8
2015-11-02T07:00:00
3
1
20,151,102,073
0
7
0
11
0.965926
-0.258819
0
1
-0.5
0.866025
5
13
5
15
6.5
7.416667
-4
2015-11-02T07:00:00
1
14
20,151,102,071
0
7
0
11
0.965926
-0.258819
0
1
-0.5
0.866025
1
5
13
4
6.5
6.833333
13
2015-11-02T07:00:00
2
6
20,151,102,072
0
7
0
11
0.965926
-0.258819
0
1
-0.5
0.866025
14
1
5
5
7
7.25
-8
2015-11-02T08:00:00
3
5
20,151,102,083
0
8
0
11
0.866025
-0.5
0
1
-0.5
0.866025
6
14
1
8
7.333333
7.291667
-1
2015-11-02T08:00:00
1
12
20,151,102,081
0
8
0
11
0.866025
-0.5
0
1
-0.5
0.866025
5
6
14
14
7.333333
7.166667
7
2015-11-02T08:00:00
2
8
20,151,102,082
0
8
0
11
0.866025
-0.5
0
1
-0.5
0.866025
12
5
6
5
7.166667
7.083333
-4
2015-11-02T09:00:00
1
22
20,151,102,091
0
9
0
11
0.707107
-0.707107
0
1
-0.5
0.866025
8
12
5
12
7.666667
7.208333
14
2015-11-02T09:00:00
3
8
20,151,102,093
0
9
0
11
0.707107
-0.707107
0
1
-0.5
0.866025
22
8
12
6
11.166667
7.625
-14
2015-11-02T09:00:00
2
5
20,151,102,092
0
9
0
11
0.707107
-0.707107
0
1
-0.5
0.866025
8
22
8
3
10.166667
7.708333
-3
2015-11-02T10:00:00
3
10
20,151,102,103
0
10
0
11
0.5
-0.866025
0
1
-0.5
0.866025
5
8
22
14
10
7.791667
5
2015-11-02T10:00:00
2
8
20,151,102,102
0
10
0
11
0.5
-0.866025
0
1
-0.5
0.866025
10
5
8
8
10.833333
7.625
-2
2015-11-02T10:00:00
1
32
20,151,102,101
0
10
0
11
0.5
-0.866025
0
1
-0.5
0.866025
8
10
5
5
10.166667
7.625
24
2015-11-02T11:00:00
3
10
20,151,102,113
0
11
0
11
0.258819
-0.965926
0
1
-0.5
0.866025
32
8
10
12
14.166667
8.75
-22
2015-11-02T11:00:00
2
9
20,151,102,112
0
11
0
11
0.258819
-0.965926
0
1
-0.5
0.866025
10
32
8
5
12.166667
8.666667
-1
2015-11-02T11:00:00
1
31
20,151,102,111
0
11
0
11
0.258819
-0.965926
0
1
-0.5
0.866025
9
10
32
5
12.333333
8.833333
22
2015-11-02T12:00:00
2
11
20,151,102,122
0
12
0
11
0
-1
0
1
-0.5
0.866025
31
9
10
12
16.666667
9.916667
-20
2015-11-02T12:00:00
3
11
20,151,102,123
0
12
0
11
0
-1
0
1
-0.5
0.866025
11
31
9
3
16.833333
9.875
0
2015-11-02T12:00:00
1
35
20,151,102,121
0
12
0
11
0
-1
0
1
-0.5
0.866025
11
11
31
3
17.333333
10.208333
24
2015-11-02T13:00:00
2
8
20,151,102,132
0
13
0
11
-0.258819
-0.965926
0
1
-0.5
0.866025
35
11
11
1
17.833333
11.541667
-27
2015-11-02T13:00:00
1
26
20,151,102,131
0
13
0
11
-0.258819
-0.965926
0
1
-0.5
0.866025
8
35
11
11
17.5
11.833333
18
2015-11-02T13:00:00
3
7
20,151,102,133
0
13
0
11
-0.258819
-0.965926
0
1
-0.5
0.866025
26
8
35
4
20.333333
12.458333
-19
2015-11-02T14:00:00
2
8
20,151,102,142
0
14
0
11
-0.5
-0.866025
0
1
-0.5
0.866025
7
26
8
5
16.333333
12.583333
1
2015-11-02T14:00:00
1
34
20,151,102,141
0
14
0
11
-0.5
-0.866025
0
1
-0.5
0.866025
8
7
26
13
15.833333
12.708333
26
2015-11-02T14:00:00
3
6
20,151,102,143
0
14
0
11
-0.5
-0.866025
0
1
-0.5
0.866025
34
8
7
5
19.666667
13.583333
-28
2015-11-02T15:00:00
2
8
20,151,102,152
0
15
0
11
-0.707107
-0.707107
0
1
-0.5
0.866025
6
34
8
1
14.833333
13.625
2
2015-11-02T15:00:00
3
9
20,151,102,153
0
15
0
11
-0.707107
-0.707107
0
1
-0.5
0.866025
8
6
34
14
14.833333
13.916667
1
2015-11-02T15:00:00
1
30
20,151,102,151
0
15
0
11
-0.707107
-0.707107
0
1
-0.5
0.866025
9
8
6
6
12
13.708333
21
2015-11-02T16:00:00
1
27
20,151,102,161
0
16
0
11
-0.866025
-0.5
0
1
-0.5
0.866025
30
9
8
5
15.833333
14.708333
-3
2015-11-02T16:00:00
2
11
20,151,102,162
0
16
0
11
-0.866025
-0.5
0
1
-0.5
0.866025
27
30
9
12
19
15.625
-16
2015-11-02T16:00:00
3
6
20,151,102,163
0
16
0
11
-0.866025
-0.5
0
1
-0.5
0.866025
11
27
30
8
15.166667
15.583333
-5
2015-11-02T17:00:00
3
6
20,151,102,173
0
17
0
11
-0.965926
-0.258819
0
1
-0.5
0.866025
6
11
27
22
15.166667
15.5
0
End of preview. Expand in Data Studio

Traffic Prediction Dataset (Refined & Processed)

Ce dataset contient des données de trafic routier de 4 jonctions différentes, enrichies par un pipeline de feature engineering rigoureux conçu pour éviter tout data leakage.

🛠 Pipeline de Traitement

  • Split Temporel Strict : 70% Train, 15% Val, 15% Test isolés avant transformation.
  • Feature Engineering : Lags (1h, 2h, 3h, 24h), Moyennes Mobiles (6h, 24h), Encodage Sin/Cos.
  • Scaling : StandardScaler ajusté uniquement sur le Train.

📊 Features Disponibles

  • hour_sin
  • hour_cos
  • dow_sin
  • dow_cos
  • month_sin
  • month_cos
  • is_weekend
  • veh_lag_1
  • veh_lag_2
  • veh_lag_3
  • veh_lag_24
  • veh_ma_6
  • veh_ma_24
  • veh_diff_1

🧠 Usage GNN

Format d'entrée attendu : (Batch, 4, 24, 14).
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