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simple imputer python

from sklearn.impute import SimpleImputer

imputer = SimpleImputer(strategy='median')

# for the entire df
df = pd.DataFrame(imputer.fit_transform(df), columns=df.columns)

# for specific column
df['Embarked'] = pd.DataFrame(imputer.fit_transform(pd.DataFrame(df['Embarked'], columns=['Embarked'])), columns=['Embarked'])
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