hojjat-m commited on
Commit
80a07df
1 Parent(s): 49c17a6

Create snappfood-sentiment-analysis

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  1. snappfood-sentiment-analysis +55 -0
snappfood-sentiment-analysis ADDED
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+ import csv
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+ import datasets
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+
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+ _CITATION = ""
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+
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+
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+ _DESCRIPTION = """ Snappfood sentiment analysis dataset"""
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+
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+ FILENAME = "Snappfood - Sentiment Analysis.csv"
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+
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+ class SnappfoodSentiment(datasets.GeneratorBasedBuilder):
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+ BUILDER_CONFIGS = [
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+ datasets.BuilderConfig(
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+ name="snappfood_sentiment",
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+ version=datasets.Version("1.0.0", ""),
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+ description="snappfood sentiment analysis dataset",
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+ )
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+ ]
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+
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+ def _info(self):
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+ return datasets.DatasetInfo(
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+ description=_DESCRIPTION,
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+ features=datasets.Features(
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+ {
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+ "comment": datasets.Value("string"),
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+ "label": datasets.Value("string"),
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+ "label_id": datasets.Value("float64"),
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+ }
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+ ),
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+ # No default supervised_keys.
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+ supervised_keys=None,
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+ homepage="https://www.kaggle.com/datasets/soheiltehranipour/snappfood-persian-sentiment-analysis",
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+ citation=_CITATION,
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+ )
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+
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+ def _split_generators(self, dl_manager):
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+ dl_dir = dl_manager.download_and_extract(FILENAME)
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+
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+ return [
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+ datasets.SplitGenerator(name=datasets.Split.TRAIN, gen_kwargs={"filepath": dl_dir})
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+ ]
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+
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+ def _generate_examples(self, filepath):
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+ """This function returns the examples in the raw (text) form."""
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+ try:
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+ with open(filepath, encoding="utf-8") as f:
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+ reader = csv.DictReader(f, delimiter="\t")
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+ for idx, row in enumerate(reader):
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+ yield idx, {
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+ "comment": row["comment"],
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+ "label": row["label"],
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+ "label_id": row["label_id"],
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+ }
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+ except Exception as e:
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+ print(e)