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Merge develop into main: Preprocessing pipeline overhaul and documentation updates
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Merge develop into main: Preprocessing pipeline overhaul and documentation updates
#32
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Update develop - #29
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Added todos to refactor training data preprocessing to handle feature types.
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Add CategoricalEncoder, Scaler, and Imputer to preprocessing pipeline.
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Refactor handling of categorical features in scaler and imputer
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Refactor preprocessing steps to use custom Scaler and Imputer.
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Refactor data preprocessing and enhance CategoricalEncoder. Enhanced `CategoricalEncoder` with detailed docstrings, improved handling of numerical and categorical features, and fixed feature name c…
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Enhance data preprocessing components:
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Added class ForwardFillImputer.
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Enhance CategoricalEncoder and Imputer: Added logging for non-declared categorical features and harmonized data types in numerical columns converting numerical columns, which might inlcude booleans…
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Added new test cases for CategoricalEncoder and ForwardFillImputer, updated .gitignore to include generated documentation files, and added TODO comments in FaultDetector for handling of encoded cat…
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Add tests for data preprocessing components: ffill imputer and scaler
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Added unit tests to test data preprocessor and updated config.yaml examples
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Added test for imputer wrapper and added docstrings all over the place
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Added adavanced_config.yaml, that contains the added preprocessing steps and other advanced parameters. Refactored base_config.yaml to reflect changes in the data_preprocessor.
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Refactor conditional feature checks in FaultDetector to handle encoded categorical columns
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Refactor conditional feature checks in FaultDetector. Declared conditions are now resolved properly even if the declared name is a substring on any column in data, which is the case of encoded cate…
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Refactor protected feature validation in DataPreprocessor and update FaultDetector comments. Improved handling of available protected features and clarified potential issues with conditional featur…
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Update advanced_config.yaml and enhance test coverage for preprocessing pipeline
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Fix preprocessing unit tests and finalize categorical feature handling
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Rework ForwardFillImputer to time-based ffill and harden Imputer
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Fix Sphinx warnings and improve API docs readability
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fix: correct scaler step names, config mutation, unseen categories, and dead code
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fix: handle duplicate indices and clarify ffill imputer docstrings
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Enhance data preprocessing components:
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Enhance CategoricalEncoder and Imputer: Added logging for non-declared categorical features and harmonized data types in numerical columns converting numerical columns, which might inlcude booleans…
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Added new test cases for CategoricalEncoder and ForwardFillImputer, updated .gitignore to include generated documentation files, and added TODO comments in FaultDetector for handling of encoded cat…
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Fix Sphinx warnings and improve API docs readability
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CARE2Compare guide and FAQ set up
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Replace 'code-block:: text' with 'code-block:: yaml' where necessary.
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Fix CARE2Compare guide example and refine FAQ
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Use Zenodo concept DOI and fix CARE2Compare notebook API calls
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Fix outdated API calls in example notebooks
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Reviewed and edited C2C FAQ and guide docs.
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Rebase fix
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Fix sphinx warnings and remove the unnecessary TODO in FaultDetector
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Improve package docstrings, fix conditional-features handling, and remove redundant config
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