mstz commited on
Commit
5f26b8d
·
1 Parent(s): 5057317

updated to datasets 4.*

Browse files
README.md CHANGED
@@ -1,19 +1,20 @@
1
  ---
2
- language:
3
- - en
 
 
 
 
 
 
 
 
4
  tags:
5
- - electricity
6
  - tabular_classification
7
  - binary_classification
8
- - UCI
9
- pretty_name: Electricity
10
- size_categories:
11
- - 10k<n<100K
12
  task_categories:
13
  - tabular-classification
14
- configs:
15
- - electricity
16
- license: cc
17
  ---
18
  # Electricity
19
  The [Electricity dataset](https://www.openml.org/search?type=data&sort=runs&id=151&status=active) from the [OpenML repository](https://www.openml.org/).
 
1
  ---
2
+ configs:
3
+ - config_name: electricity
4
+ data_files:
5
+ - path: electricity/train.csv
6
+ split: train
7
+ default: true
8
+ language: en
9
+ license: cc
10
+ pretty_name: Electricity
11
+ size_categories: 1M<n<10M
12
  tags:
 
13
  - tabular_classification
14
  - binary_classification
15
+ - multiclass_classification
 
 
 
16
  task_categories:
17
  - tabular-classification
 
 
 
18
  ---
19
  # Electricity
20
  The [Electricity dataset](https://www.openml.org/search?type=data&sort=runs&id=151&status=active) from the [OpenML repository](https://www.openml.org/).
electricity.py DELETED
@@ -1,71 +0,0 @@
1
- from typing import List
2
-
3
- import datasets
4
-
5
- import pandas
6
-
7
-
8
- VERSION = datasets.Version("1.0.0")
9
-
10
-
11
- DESCRIPTION = "Electricity dataset from the UCI ML repository."
12
- _HOMEPAGE = "ttps://www.openml.org/search?type=data&sort=runs&id=151&status=active"
13
- _URLS = ("ttps://www.openml.org/search?type=data&sort=runs&id=151&status=active")
14
- _CITATION = """"""
15
-
16
- # Dataset info
17
- urls_per_split = {
18
- "train": "https://huggingface.co/datasets/mstz/electricity/raw/main/electricity-normalized.csv"
19
- }
20
- features_types_per_config = {
21
- "electricity": {
22
- "date": datasets.Value("float64"),
23
- "day": datasets.Value("int8"),
24
- "period": datasets.Value("float64"),
25
- "nswprice": datasets.Value("float64"),
26
- "nswdemand": datasets.Value("float64"),
27
- "vicprice": datasets.Value("float64"),
28
- "vicdemand": datasets.Value("float64"),
29
- "transfer": datasets.Value("float64"),
30
- "is_up": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
31
- }
32
-
33
- }
34
- features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
35
-
36
-
37
- class ElectricityConfig(datasets.BuilderConfig):
38
- def __init__(self, **kwargs):
39
- super(ElectricityConfig, self).__init__(version=VERSION, **kwargs)
40
- self.features = features_per_config[kwargs["name"]]
41
-
42
-
43
- class Electricity(datasets.GeneratorBasedBuilder):
44
- # dataset versions
45
- DEFAULT_CONFIG = "electricity"
46
- BUILDER_CONFIGS = [
47
- ElectricityConfig(name="electricity",
48
- description="Electricity for binary classification.")
49
- ]
50
-
51
-
52
- def _info(self):
53
- info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
54
- features=features_per_config[self.config.name])
55
-
56
- return info
57
-
58
- def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
59
- downloads = dl_manager.download_and_extract(urls_per_split)
60
-
61
- return [
62
- datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]})
63
- ]
64
-
65
- def _generate_examples(self, filepath: str):
66
- data = pandas.read_csv(filepath)
67
-
68
- for row_id, row in data.iterrows():
69
- data_row = dict(row)
70
-
71
- yield row_id, data_row
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
electricity-normalized.csv → electricity/train.csv RENAMED
The diff for this file is too large to render. See raw diff