Datasets:
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Update parquet files
Browse files- README.md +0 -21
- golf.data +0 -15
- golf.py +0 -90
- golf/golf-train.parquet +3 -0
README.md
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---
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language:
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- en
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tags:
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- golf
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- tabular_classification
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- binary_classification
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pretty_name: Golf
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task_categories: # Full list at https://github.com/huggingface/hub-docs/blob/main/js/src/lib/interfaces/Types.ts
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- tabular-classification
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configs:
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- golf
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---
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# Golf
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The Golf dataset.
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Is it a good day to play golf?
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# Configurations and tasks
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| **Configuration** | **Task** |
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|-----------------------|---------------------------|
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| golf | Binary classification.|
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golf.data
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outlook,temperature,humidity,windy,goodPlaying,toPlay
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sunny,85,85,false,1,Don't Play
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sunny,80,90,true,1,Don't Play
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overcast,83,78,false,1.5,Play
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rain,70,96,false,0.8,Play
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rain,68,80,false,2,Play
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rain,65,70,true,1,Don't Play
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overcast,64,65,true,2.5,Play
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sunny,72,95,false,1,Don't Play
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sunny,69,70,false,1,Play
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rain,75,80,false,1.5,Play
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sunny,75,70,true,3,Play
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overcast,72,90,true,1.5,Play
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overcast,81,75,false,1,Play
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rain,71,80,true,1,Don't Play
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golf.py
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"""Golf Dataset"""
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from typing import List
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from functools import partial
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import datasets
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import pandas
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VERSION = datasets.Version("1.0.0")
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_ENCODING_DICS = {
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"toPlay": {
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"Don't Play": 0,
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"Play": 1
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}
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}
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DESCRIPTION = "Golf dataset."
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_HOMEPAGE = ""
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_URLS = ("")
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_CITATION = """"""
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# Dataset info
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urls_per_split = {
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"train": "https://huggingface.co/datasets/mstz/golf/resolve/main/golf.data"
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}
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features_types_per_config = {
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"golf": {
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"outlook": datasets.Value("string"),
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"temperature": datasets.Value("int8"),
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"humidity": datasets.Value("int8"),
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"windy": datasets.Value("bool"),
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"goodPlaying": datasets.Value("float64"),
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"toPlay": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
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}
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}
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features_per_config = {k: datasets.Features(features_types_per_config[k]) for k in features_types_per_config}
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class GolfConfig(datasets.BuilderConfig):
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def __init__(self, **kwargs):
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super(GolfConfig, self).__init__(version=VERSION, **kwargs)
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self.features = features_per_config[kwargs["name"]]
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class Golf(datasets.GeneratorBasedBuilder):
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# dataset versions
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DEFAULT_CONFIG = "golf"
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BUILDER_CONFIGS = [
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GolfConfig(name="golf", description="Golf for binary classification.")
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]
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def _info(self):
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info = datasets.DatasetInfo(description=DESCRIPTION, citation=_CITATION, homepage=_HOMEPAGE,
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features=features_per_config[self.config.name])
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return info
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def _split_generators(self, dl_manager: datasets.DownloadManager) -> List[datasets.SplitGenerator]:
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downloads = dl_manager.download_and_extract(urls_per_split)
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return [
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datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": downloads["train"]}),
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]
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def _generate_examples(self, filepath: str):
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data = pandas.read_csv(filepath)
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data = self.preprocess(data)
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for row_id, row in data.iterrows():
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data_row = dict(row)
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yield row_id, data_row
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def preprocess(self, data: pandas.DataFrame) -> pandas.DataFrame:
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print(data.dtypes)
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print(data.windy.unique())
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for feature in _ENCODING_DICS:
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encoding_function = partial(self.encode, feature)
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data.loc[:, feature] = data[feature].apply(encoding_function)
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return data[list(features_types_per_config[self.config.name].keys())]
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def encode(self, feature, value):
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if feature in _ENCODING_DICS:
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return _ENCODING_DICS[feature][value]
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raise ValueError(f"Unknown feature: {feature}")
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golf/golf-train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:c47e7b6a1788f7216d1e7d02be242236ed733bb489d1fadd34177d6976e0d5a3
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size 3268
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