v0.2.3

What's Changed

• using poetry for environment and build/publish
• added some tests
• restructured package

Full Changelog: v0.2.2...v0.2.3

v0.2.2

Full Changelog: v0.2.1...v0.2.2

Fixes a bug in missingvalue plot (y-axis not displaying very small ratios of missing values). Thanks for pointing this out @Abermal

v0.2.1

What's Changed

• Update dependencies for python 3.10 by @akanz1 in #11

Full Changelog: v0.2.0...v0.2.1

v0.2.0

Changelog:

This release comes with several small fixes and improvements to the code quality.

v0.1.5

Changelog:

Changes

Update dist_plot()

• Update the implementation of dist_plot() to be compatible with the latest version of seaborn (0.11.1). The old implementation is deprecated and will be removed in future versions.
• Introduce sampling for large datasets (10k rows) what significantly speeds up plotting. Summary statistics continue to be based on the entire dataset, however, the figures use 10000 randomly sampled points.
• Minor cosmetic changes

Several fixes and code quality improvements

v0.1.2

Adjustments & Fixes:

• clean_column_names: adding additional cases to column name cleaning
• data_cleaning: update the printout format, especially for large datasets with many duplicate rows
• update and improve docstrings, code formatting and clarity

v0.1.1

Adjustments & Fixes:

• dist_plot: avoid running into an error when the dataframe includes a binary columns

• dist_plot: update the colors and slightly improve runtime

• cat_plot: fixed hard coded colors in the heatmap of cat_plot

v0.0.91

Changelog:

Additions

• clean_column_names():
  Cleans the column names of the provided Pandas Dataframe and optionally provides hints on duplicate and long column names. This functionality is also added to data_cleaning() by default.

Changes

• small fixes and refinements
  Revert from split = {None, 'pos', 'neg', 'above', 'below'} to split = {None, 'pos', 'neg', 'high', 'low'} for all correlation functions.

• increase test coverage

• update docstrings:
  Several updates to docstrings to improve clarity and conform with numpy style.

• black formatting:
  Format the entire codebase with black.

v0.0.86

Changelog:

Changes

• data_cleaning():

  • Changed the default setting to do a shallow instead of a deep analysis of memory_usage.
  • Lowers function runtime compared to the previous version by about 70% - 80%!

• missingval_plot():

  • Minor changes to font size and spacing to accommodate very large datasets (40+ cols)

• update docstrings:

  • Several updates to the readme, to the examples as well as to docstrings to improve clarity and formatting.