v.1.4.1

What's Changed

Patch release with Python 3.14 CI support, pandas/NumPy compatibility fixes, and subplot support for selected plots.

Added

• Added Python 3.14 to the CI test matrix.
• Added Python 3.10 through 3.14 classifiers to package metadata.
• Added ax support to corr_plot, so correlation plots can be drawn into an existing matplotlib subplot.
• Added ax support to dist_plot for a single numeric column or Series.
• Added tests for subplot usage in corr_plot and dist_plot.

Fixed

• Fixed corr_interactive_plot with newer NumPy/pandas behavior where to_numpy() may return a read-only array.
• Fixed cat_plot handling for pandas string dtypes.
• Fixed data_cleaning(convert_dtypes=False) preserving object-style string columns under newer pandas versions.
• Fixed duplicate column hint output formatting.
• Fixed coverage config key from fail_skip_covered to skip_covered.

Changed

• Updated pre-commit Ruff hook to v0.15.17, allowing target-version = "py314".
• Updated Ruff target to Python 3.14.
• Updated GitHub Actions setup:
  • actions/checkout v6
  • actions/setup-python v6
• Switched Unix CI dependency setup to use uv directly.
• Regenerated uv.lock.

Notes

• dist_plot(ax=...) intentionally supports exactly one numeric non-binary column. Passing multiple numeric columns with ax raises ValueError; existing
  multi-column behavior without ax is unchanged.

v1.4.0

What's Changed

Drop support for Python 3.9 and introduce Python 3.13

• Bump mypy from 1.11.0 to 1.11.1 by @dependabot[bot] in #248
• Bump pre-commit from 3.7.1 to 3.8.0 by @dependabot[bot] in #247
• Bump matplotlib from 3.9.1 to 3.9.2 by @dependabot[bot] in #253
• Bump plotly from 5.23.0 to 5.24.0 by @dependabot[bot] in #252
• Bump mypy from 1.11.1 to 1.11.2 by @dependabot[bot] in #251
• Bump pytest from 8.3.2 to 8.3.3 by @dependabot[bot] in #257
• Bump pandas from 2.2.2 to 2.2.3 by @dependabot[bot] in #254
• Bump plotly from 5.24.0 to 5.24.1 by @dependabot[bot] in #256
• Bump actions/checkout from 3 to 4 by @dependabot[bot] in #258
• Bump codecov/codecov-action from 4 to 5 by @dependabot[bot] in #261
• Bump astral-sh/setup-uv from 3 to 4 by @dependabot[bot] in #260
• Bump astral-sh/setup-uv from 4 to 5 by @dependabot[bot] in #262
• Bump actions/checkout from 4 to 5 by @dependabot[bot] in #265
• Bump astral-sh/setup-uv from 5 to 7 by @dependabot[bot] in #268
• Bump github/codeql-action from 3 to 4 by @dependabot[bot] in #269

Full Changelog: v1.3.1...v1.4.0

v1.3.1

What's Changed

• Python 3.12 support by @akanz1 in #245

Full Changelog: v1.2.0...v1.3.1

v1.2.0

What's Changed

• [FIX] Add MultiIndex support by @m-marqx in #175
• [FIX] dist_plot only displaying first numerical column in #242

Full Changelog: v1.1.2...v1.2.0

v1.1.2

What's Changed

• 123 fix dpi computation by @akanz1 in #124
• Release 1.1.2 by @akanz1 in #127

Thank you @m-marqx for reporting a bug and suggesting a fix to a Google Colab imcompatibility with corr_interactive_plot.

Full Changelog: v1.1.1...v1.1.2

v1.1.1

What's Changed

• Bump black from 22.10.0 to 22.12.0 by @dependabot in #86
• Bump jupyter-core from 4.11.1 to 4.11.2 by @dependabot in #87
• Bump pylint from 2.15.6 to 2.15.8 by @dependabot in #85
• Bump pandas from 1.5.1 to 1.5.2 by @dependabot in #82
• Bump ipykernel from 6.17.1 to 6.19.2 by @dependabot in #84
• Bump pylint from 2.15.8 to 2.15.9 by @dependabot in #88
• Bump ipykernel from 6.19.2 to 6.19.4 by @dependabot in #91
• Bump pre-commit from 2.20.0 to 2.21.0 by @dependabot in #90
• Bump setuptools from 65.4.1 to 65.5.1 by @dependabot in #92
• Bump seaborn from 0.12.1 to 0.12.2 by @dependabot in #93
• Bump pydocstyle from 6.1.1 to 6.2.3 by @dependabot in #95
• Bump scipy from 1.9.3 to 1.10.0 by @dependabot in #96
• Bump numpy from 1.23.5 to 1.24.1 by @dependabot in #94
• ci and dependency updates by @akanz1 in #98
• Bump pandas from 1.5.3 to 2.0.2 by @dependabot in #100
• Bump pytest from 7.3.1 to 7.3.2 by @dependabot in #102
• Bump ruff from 0.0.270 to 0.0.272 by @dependabot in #101
• Bump pre-commit from 3.3.2 to 3.3.3 by @dependabot in #104
• Bump ipykernel from 6.23.1 to 6.23.2 by @dependabot in #103
• Bump ruff from 0.0.272 to 0.0.275 by @dependabot in #108
• Bump pytest from 7.3.2 to 7.4.0 by @dependabot in #107
• Bump ipykernel from 6.23.2 to 6.23.3 by @dependabot in #106
• Bump mypy from 1.3.0 to 1.4.1 by @dependabot in #105
• Bump numpy from 1.24.3 to 1.24.4 by @dependabot in #110
• Bump pandas from 2.0.2 to 2.0.3 by @dependabot in #109
• Bump ruff from 0.0.275 to 0.0.277 by @dependabot in #113
• Bump matplotlib from 3.7.1 to 3.7.2 by @dependabot in #112
• Bump ipykernel from 6.23.3 to 6.24.0 by @dependabot in #111
• Bump black from 23.3.0 to 23.7.0 by @dependabot in #115
• Bump ruff from 0.0.277 to 0.0.278 by @dependabot in #114
• Bump ruff from 0.0.278 to 0.0.280 by @dependabot in #118
• [FEATURE] - corr_plot using plotly by @m-marqx in #116
• [Docs] - add corr_interactive_plot example by @m-marqx in #120
• minor fixes and updates to prepare release and fix ci by @akanz1 in #122
• fix dpi computation by @akanz1 in #124

New Contributors

• @m-marqx made their first contribution in #116

Full Changelog: v1.0.7...v1.1.1

v1.0.7

Security fixes and dependency updates

What's Changed

• Bump ipykernel from 6.17.0 to 6.17.1 by @dependabot in #75
• Bump mypy from 0.982 to 0.990 by @dependabot in #77
• Bump pillow from 9.2.0 to 9.3.0 by @dependabot in #78
• Bump seaborn from 0.11.2 to 0.12.1 by @dependabot in #76
• Bump numpy from 1.23.4 to 1.23.5 by @dependabot in #81
• Bump mypy from 0.990 to 0.991 by @dependabot in #80
• Bump pylint from 2.15.5 to 2.15.6 by @dependabot in #79

Full Changelog: v1.0.6...v1.0.7

v1.0.6

What's Changed

• remove old docs by @akanz1 in #48
• update dependencies by @akanz1 in #49
• add 3.11 to workflow by @akanz1 in #51
• Delete inappropriate validation in klib.catplot() by @px39n in #71
• prep for release 1.0.6 by @akanz1 in #74
• [BUG] - fix bug in missingval_plot by @akanz1 in #73

New Contributors

• @px39n made their first contribution in #71

Full Changelog: v1.0.5...v1.0.6

v1.0.5

What's Changed

• improve stats summary in cat_plot by @hasan-alper in #34
• Bump numpy from 1.23.2 to 1.23.3 by @dependabot in #43
• Bump black from 22.6.0 to 22.8.0 by @dependabot in #42
• Bump actions/checkout from 2 to 3 by @dependabot in #36
• Bump codecov/codecov-action from 2 to 3 by @dependabot in #38
• Bump pytest from 6.2.5 to 7.1.3 by @dependabot in #45

Full Changelog: v1.0.4...v1.0.5

v1.0.4

What's Changed

• add validation to prevent passing non-numerical data to corr_mat by @hasan-alper in #32

New Contributors

• @hasan-alper made their first contribution in #32

Full Changelog: v1.0.3...v1.0.4