Remove deprecated numpy dtype.
parent
00e4f8deae
commit
0d634f3622
|
@ -134,7 +134,7 @@ def straw_cleaning(sensor_data_files, provider):
|
||||||
valid_features = features[numerical_cols].loc[:, features[numerical_cols].isna().sum() < drop_corr_features['MIN_OVERLAP_FOR_CORR_THRESHOLD'] * features[numerical_cols].shape[0]]
|
valid_features = features[numerical_cols].loc[:, features[numerical_cols].isna().sum() < drop_corr_features['MIN_OVERLAP_FOR_CORR_THRESHOLD'] * features[numerical_cols].shape[0]]
|
||||||
|
|
||||||
corr_matrix = valid_features.corr().abs()
|
corr_matrix = valid_features.corr().abs()
|
||||||
upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool))
|
upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(bool))
|
||||||
to_drop = [column for column in upper.columns if any(upper[column] > drop_corr_features["CORR_THRESHOLD"])]
|
to_drop = [column for column in upper.columns if any(upper[column] > drop_corr_features["CORR_THRESHOLD"])]
|
||||||
|
|
||||||
features.drop(to_drop, axis=1, inplace=True)
|
features.drop(to_drop, axis=1, inplace=True)
|
||||||
|
|
|
@ -200,7 +200,7 @@ def straw_cleaning(sensor_data_files, provider, target):
|
||||||
valid_features = features[numerical_cols].loc[:, features[numerical_cols].isna().sum() < drop_corr_features['MIN_OVERLAP_FOR_CORR_THRESHOLD'] * features[numerical_cols].shape[0]]
|
valid_features = features[numerical_cols].loc[:, features[numerical_cols].isna().sum() < drop_corr_features['MIN_OVERLAP_FOR_CORR_THRESHOLD'] * features[numerical_cols].shape[0]]
|
||||||
|
|
||||||
corr_matrix = valid_features.corr().abs()
|
corr_matrix = valid_features.corr().abs()
|
||||||
upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool))
|
upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(bool))
|
||||||
to_drop = [column for column in upper.columns if any(upper[column] > drop_corr_features["CORR_THRESHOLD"])]
|
to_drop = [column for column in upper.columns if any(upper[column] > drop_corr_features["CORR_THRESHOLD"])]
|
||||||
|
|
||||||
# sns.heatmap(corr_matrix, cmap="YlGnBu")
|
# sns.heatmap(corr_matrix, cmap="YlGnBu")
|
||||||
|
|
Loading…
Reference in New Issue