47f8fe9404071e5d30ef5aea8fb96539eb0a82c3,fancyimpute/MICE.py,MICE,perform_imputation_round,#MICE#Any#Any#Any#Any#,147

Before Change

                if self.min_value is not None:
                    imputed_values[imputed_values < self.min_value] = self.min_value
                if self.max_value is not None:
                    imputed_values[imputed_values > self.max_value] = self.max_value

                X_filled[missing_row_mask_for_this_col, col_idx] = imputed_values
        return X_filled

    def initialize(self, X, missing_mask, observed_mask, visit_indices):

After Change

                    sigmas = sigmas_squared
                    np.sqrt(sigmas_squared, out=sigmas)
                    imputed_values = np.random.normal(mus, sigmas)
                imputed_values = self.clip(imputed_values)
                X_filled[missing_row_mask_for_this_col, col_idx] = imputed_values
        return X_filled

    def initialize(self, X, missing_mask, observed_mask, visit_indices):

Instances