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changelog.md

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List of what have been done in new versions

v3.0

  • Refactored (backward incompatible). Divided into several subpackages. Mainly new 'consolidation'. There are new main pipelining functions and functions are implemented aside (also can be used separately).
  • All functions moved to consolidation subpackage now supports inplace parameter which may result in better performance.

v2.0

  • Refactored (backward incompatible) - now data loading functions are in load_data module and feature engineering functions are in feature_engineering module. Various functions not related to used modules are in misc.
  • Database module updated and tests done
  • Clean DataFrame to table print function
  • Type hints

v1.1

  • New formats support. H5, Parquet, xlsx...
  • Multiple files at once in a list ['file1.csv', 'file2.csv']
  • New function get_file_paths that open dialog window and let you choose files very simply. Return list of paths.
  • String embedding - transform string columns - E.g. Country ('US', 'FR'... etc.) into numbers so it can be used in machine learning models.
  • Deriving new columns with rolling fast fourier transform in preprocessing with add_frequency_columns()
  • Deriving new columns with add_derived_columns() in preprocessing such as first and second difference or rolling means and rolling standard deviations
  • Inputs module described in readme
  • No predicted column have to be specified in consolidation
  • Binning preprocessing function added

v1.0

  • Realease version, CI and docs deployment