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TODO.md

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List of what could be done

  • Remove parameters extra names from avoiding collisions (smooth etc.)
  • Optionally apply noise to generated data
  • Add some datasets to generate_data from other libraries
  • Separate error for local file and web file not found.
  • Add examples to functions docstrings
  • Add pd.Series to preprocessing as input.
  • Generate sequentions even if bigger output than input.
  • Remove create_inputs. Do one column input and data type in predictit.
  • Add shape and dtype to numpy array type hints.
  • Add features use_last_line (bool, optional): Last value may have not been complete yet. If False, it's removed. Defaults to False. reversit (bool, optional): If want to limit number of loaded lines, you can use select top and use reversed order. If you need to reverse it back, set this to True. Defaults to False
  • Add Influx DB, Sqlite and postgres to databases
  • Join load and consolidate to get_data
  • Rename to mydataprocessing - load data and data consolidation to own submodule - get_data
  • Define inplace argument in consolidation, data_preprocessing, and do inplace operations where possible
  • In data consolidation, return also full scaler for all columns for inverse all columns and return in class maybe
  • Feature extraction
  • Finish generate test data modul -rename to datasets - add some real data, ramp etc...
  • Add unit test for inputs (from visual) and generation
  • In remove_outliers function do not remove it, but interpolate by neighbors option
  • Check if somewhere in pandas iat instead of iloc (do it also for predictit)
  • Add modin (or ray or dask) performance support