Datasets:
Upload compas.py
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compas.py
CHANGED
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@@ -204,9 +204,8 @@ class Compas(datasets.GeneratorBasedBuilder):
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def _generate_examples(self, filepath: str):
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data = pandas.read_csv(filepath)
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print("preprocessing...")
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data = self.preprocess(data, config=self.config.name)
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print(
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for row_id, row in data.iterrows():
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data_row = dict(row)
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@@ -214,7 +213,6 @@ class Compas(datasets.GeneratorBasedBuilder):
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yield row_id, data_row
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def preprocess(self, data: pandas.DataFrame, config: str = "income") -> pandas.DataFrame:
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print("dropping columns...")
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data.drop("id", axis="columns", inplace=True)
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data.drop("name", axis="columns", inplace=True)
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data.drop("first", axis="columns", inplace=True)
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@@ -267,7 +265,6 @@ class Compas(datasets.GeneratorBasedBuilder):
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data.drop("in_custody", axis="columns", inplace=True)
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data.drop("out_custody", axis="columns", inplace=True)
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print(data.columns)
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data = data[["sex",
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"age",
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"race",
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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, config=self.config.name)
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print(data.dtypes)
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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, config: str = "income") -> pandas.DataFrame:
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data.drop("id", axis="columns", inplace=True)
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data.drop("name", axis="columns", inplace=True)
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data.drop("first", axis="columns", inplace=True)
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data.drop("in_custody", axis="columns", inplace=True)
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data.drop("out_custody", axis="columns", inplace=True)
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data = data[["sex",
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"age",
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"race",
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