Phloemfinder

Latest version: v0.4.3

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0.4.3

- Fix issue with utils import error in feature_selection_using_ml module.

0.4.2

- Fix AttributeError issue with numpy 1.24. Specify version lower than 1.24 in pyproject.toml.

0.4.1

- Remove median of ratios normalization method (not used).
- Fix utils module import error in metabolome_analysis module.

0.4.0

- Since features are highly correlated, it is very difficult to estimate the individual feature importance using permutation_importance directly on the feature data. Rather a dimensionality reduction method is being used and importance is calculated directly on the Principal Components. This still gives an idea of the model performance.
- Add a function to extract the features most important per Principal Component. function is called `get_names_of_top_n_features_from_selected_pc()`
- Add a unit test for the `get_names_of_top_n_features_from_selected_pc()` function.

0.3.0

- Add a function to compute metabolome matrix sparsity.
- Add a function to create a histogram/density plot of feature peak areas for each group e.g. genotype.
- Add a function to filter the features per group based on a selected peak area percentile.

0.2.0

- Add search for best model and computes feature importances.
- Fix small bug with PCA scree plot.

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