bbgame60 commited on
Commit
98f20dc
·
verified ·
1 Parent(s): a2bee74

Upload etth2 dataset

Browse files
Files changed (5) hide show
  1. README.md +54 -0
  2. scaler_params.json +29 -0
  3. test.parquet +3 -0
  4. train.parquet +3 -0
  5. val.parquet +3 -0
README.md ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ task_categories:
4
+ - time-series-forecasting
5
+ tags:
6
+ - time-series
7
+ - forecasting
8
+ - ts-arena
9
+ - ETT
10
+ size_categories:
11
+ - 10K<n<100K
12
+ ---
13
+
14
+ # ETTH2 Dataset
15
+
16
+ Part of the TS Arena benchmarking suite for time-series foundation models.
17
+
18
+ ## Description
19
+
20
+ Electricity Transformer Temperature dataset - Hourly variant 2.
21
+
22
+ ## Statistics
23
+
24
+ - **Total samples**: 17420
25
+ - **Features**: 7
26
+ - **Train samples**: 12194
27
+ - **Validation samples**: 1741
28
+ - **Test samples**: 3485
29
+ - **Frequency**: 1 hour
30
+
31
+ ## Preprocessing
32
+
33
+ - Standard normalization (zero mean, unit variance)
34
+ - Scaler fitted on training data only
35
+ - Train/Val/Test split: 70%/10%/20%
36
+
37
+ ## Usage
38
+
39
+ ```python
40
+ from datasets import load_dataset
41
+
42
+ # Load a specific split
43
+ train = load_dataset("ts-arena/etth2", split="train")
44
+ val = load_dataset("ts-arena/etth2", split="validation")
45
+ test = load_dataset("ts-arena/etth2", split="test")
46
+ ```
47
+
48
+ ## Source
49
+
50
+ [ETDataset](https://github.com/zhouhaoyi/ETDataset)
51
+
52
+ ## License
53
+
54
+ MIT
scaler_params.json ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "mean": [
3
+ 39.52060407311169,
4
+ 10.410631541093686,
5
+ 45.14501175716976,
6
+ 9.486279636166888,
7
+ -1.1224371016524122,
8
+ -2.1763390009669528,
9
+ 28.8171697171258
10
+ ],
11
+ "std": [
12
+ 9.961770217834955,
13
+ 5.7186471235903635,
14
+ 14.749576433681074,
15
+ 3.9811078018999555,
16
+ 5.596361364724503,
17
+ 7.156498869993989,
18
+ 11.403355472095315
19
+ ],
20
+ "feature_names": [
21
+ "feature_0",
22
+ "feature_1",
23
+ "feature_2",
24
+ "feature_3",
25
+ "feature_4",
26
+ "feature_5",
27
+ "feature_6"
28
+ ]
29
+ }
test.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9d6a63a1d2ce89c04665b5a7309f32207484d90aa9f0b90b07614f21d142efcf
3
+ size 64565
train.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2cfe2f5aebf7e74fcf69b8d14b63407a07d418ceabaa61c6a26aa93d64eb3c6b
3
+ size 195686
val.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8fe2d8e06b76a7ee0d55c2613b02d227d5e649890dc2b276dddee1372560f0cc
3
+ size 36235