Datasets:
Upload compas.py
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compas.py
CHANGED
@@ -263,14 +263,14 @@ class Compas(datasets.GeneratorBasedBuilder):
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# drop nan values
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data = data[~data.days_b_screening_arrest.isna()]
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data.loc[:, "days_b_screening_arrest"] = data.days_b_screening_arrest.astype(int)
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print("dropping from " + data.shape[0])
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data = data[~data.r_days_from_arrest.isna()]
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print("dropped to" + data.shape[0])
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# transform columns into intervals
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print("dropping from " + data.shape[0])
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data = data[(~data.in_custody.isna()) & (~data.out_custody.isna())]
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print("dropped to" + data.shape[0])
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in_dates = data.in_custody.apply(datetime.date.fromisoformat)
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out_dates = data.out_custody.apply(datetime.date.fromisoformat)
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days_in_custody = [delta.days for delta in out_dates - in_dates]
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# drop nan values
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data = data[~data.days_b_screening_arrest.isna()]
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data.loc[:, "days_b_screening_arrest"] = data.days_b_screening_arrest.astype(int)
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print("dropping from " + str(data.shape[0]))
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data = data[~data.r_days_from_arrest.isna()]
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print("dropped to" + str(data.shape[0]))
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# transform columns into intervals
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print("dropping from " + str(data.shape[0]))
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data = data[(~data.in_custody.isna()) & (~data.out_custody.isna())]
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print("dropped to" + str(data.shape[0]))
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in_dates = data.in_custody.apply(datetime.date.fromisoformat)
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out_dates = data.out_custody.apply(datetime.date.fromisoformat)
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days_in_custody = [delta.days for delta in out_dates - in_dates]
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