v1.4.1

What's Changed

• DOC update examples with new release by @lorentzenchr in #196
• ENH rename collapsed "rest-n" to "other n" in binned strings by @lorentzenchr in #197
• REL increase to version 1.4.1 by @lorentzenchr in #198

Full Changelog: v1.4.0...v1.4.1

v1.4.0

Highlights

The binning methods of numpy.histogram_bin_edges are now available in compute_bias, compute_marginal, plot_bias and plot_marginal.
The default argument of bin_method of these functions changed to "auto".
Additionally, strings/categorical/enum features now display all the remaining (unique) values of a feature as "rest-n" where n indicates the number of unique values. This way, n_bins is strictly adhered to.

The marginal plot from the example Regression on Workers' Compensation Dataset now looks like this:

What's Changed

• MNT hatchling >= 1.26.3 by @lorentzenchr in #192
• DOC improve docstring of add_marginal_subplot by @lorentzenchr in #193
• ENH add numpy binning options by @lorentzenchr in #194
• REL increase to version 1.4.0 by @lorentzenchr in #195

Full Changelog: v1.3.0...v1.4.0

v1.3.0

Highlights

plot_marginal got a new argument show_lines and a helper function add_marginal_subplot to simplify subplots with plotly.

What's Changed

• DOC fix mkdocs-jupyter==0.24.7 by @lorentzenchr in #174
• MNT remove polyfill, javascipt updates and mkdocs-material version 9.5.31 by @lorentzenchr in #176
• MNT remove old fix for polars version 0.20 by @lorentzenchr in #182
• MNT simplify internal bin_feature a bit by @lorentzenchr in #183
• MNT remove old fix for polars version 0.20 part 2 by @lorentzenchr in #184
• CI switch back from macos-14 to macos-latest by @lorentzenchr in #185
• ENH add show_lines to plot_marginal by @lorentzenchr in #186
• FIX bin_edges with Null values in compute_marginal by @lorentzenchr in #188
• ENH add add_marginal_subplot by @lorentzenchr in #187
• CI use codecov token for upload by @lorentzenchr in #189
• ENH smaller confidence intervals in plot_reliability_diagram by @lorentzenchr in #190
• REL increase to version 1.3.0 by @lorentzenchr in #191

Full Changelog: v1.2.0...v1.3.0

v1.2.0

Highlights

The most important changes in this release are the following:

• The minimal required version of polars is now 1.0.0. This simplified a lot of code as polars had quite some deprecations in the releases before 1.0.0.
• Numpy 2.0.0 and higher is supported (and tested).
• 2 new functions for inspection of model calibration and model effects:
  • model_diagnostics.calibration.compute_marginal
  • model_diagnostics.calibration.plot_marginal which can look like this
    

What's Changed

• MNT Development Status :: 5 - Production/Stable by @lorentzenchr in #150
• MNT hatchling >= 1.24.2 by @lorentzenchr in #151
• MNT DOC mkdocs version and automatic dark-light mode by @lorentzenchr in #152
• DOC code block for pip install in README by @lorentzenchr in #153
• MNT ruff update, remove black by @lorentzenchr in #154
• MNT binning utilities by @lorentzenchr in #156
• DOC more general add unified docstring for y_pred by @lorentzenchr in #157
• MNT numpy 2.0.0 by @lorentzenchr in #158
• DOC add hatch config in development guide by @lorentzenchr in #159
• DOC make _config part of top level in API reference by @lorentzenchr in #160
• DOC add some more development commands for testing by @lorentzenchr in #161
• ENH compute_marginal and plot_marginal by @lorentzenchr in #162
• FIX drop in test_compute_marginal_multiple_predictions by @lorentzenchr in #164
• CI update test.yml and step order by @lorentzenchr in #163
• FIX typo in error message by @lorentzenchr in #166
• MNT increase minimum polars version to 1.0.0 by @lorentzenchr in #167
• DOC add more note links and minor doc improvements by @lorentzenchr in #168
• MNT remove polars_version by @lorentzenchr in #169
• CI add pyathon 3.12 and fix pandas without pyarrow installed by @lorentzenchr in #170
• DOC include inherited members in API reference by @lorentzenchr in #172
• REL increase to version 1.2.0 by @lorentzenchr in #171

Full Changelog: v1.1.1...v1.2.0

v1.1.1

This is a bugfix release.

What's Changed

• FIX polars 0.20.20 lazy neglects head(0) by @lorentzenchr in #148
• FIX remove argument plot_backend from plot_bias by @lorentzenchr in #147
• REL increase to version 1.1.1 by @lorentzenchr in #149

Full Changelog: v1.1.0...v1.1.1

v1.1.0

Highlights

This release ships with the option to plot with plotly instead of matplotlib, but plotly is only an optional dependency only required if this option is used:

• Set global settings

  from model_diagnostics import set_config
  
  set_config(plot_backend="plotly")

• Context manager

  from model_diagnostics import config_context
  from model_diagnostics.calibration import plot_bias
  
  with config_context(plot_backend="plotly"):
      plot_bias(...)

What's Changed

• DOC fix docstrings after sub-bullet points by @lorentzenchr in #135
• CI make coverage account for full test matrix by @lorentzenchr in #137
• ENH add inital plotly backend to plot_reliability_diagram by @lorentzenchr in #136
• ENH add plotly backend to plot_bias by @lorentzenchr in #139
• ENH add plotly backend to plot_murphy_diagram by @lorentzenchr in #140
• ENH add config and move plot_backend to config system by @lorentzenchr in #141
• REL increase to version 1.1.0 by @lorentzenchr in #142

Full Changelog: v1.0.5...v1.1.0

v1.0.5

This is a bugfix release.

What's Changed

• FIX polars 0.20.4 deprecation warnings by @lorentzenchr in #133
• REL increase to version 1.0.5 by @lorentzenchr in #134

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

v1.0.4

This is a bugfix release.

What's Changed

• FIX polars 0.20 by @lorentzenchr in #130
• DOC fix typo in identification_function docstring by @m-maggi in #129
• REL increase to version 1.0.4 by @lorentzenchr in #131

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

v1.0.3

This is a bugfix release.

Highlights

• New example for classification #121

What's Changed

• MNT emoji extension of mkdoc material by @lorentzenchr in #122
• FIX polars 0.19.14 deprecation warnings by @lorentzenchr in #123
• DOC add classification example by @lorentzenchr in #121
• FIX correct functional as labels in plot_reliability_diagram by @m-maggi in #125
• DOC fix text on null hypothesis in quantile example by @lorentzenchr in #126
• REL increase to version 1.0.3 by @lorentzenchr in #127

New Contributors

• @m-maggi made their first contribution in #125

Full Changelog: v1.0.2...v1.0.3

v1.0.2

This is a bugfix release that increases the minimum polars version to 0.17.15.

What's Changed

• DOC update dev doc by @lorentzenchr in #106
• FIX raise informed error in decompose when recalibrated out of range by @lorentzenchr in #111
• CI always run better hatch env test matrix by @lorentzenchr in #112
• MNT increase minimum polars to 0.17.15 by @lorentzenchr in #114
• FIX boolean mask in numpy array by @lorentzenchr in #115
• TST add skip mechanism when pandas or pyarrow are not installed by @lorentzenchr in #116
• MNT move test helpers to _utils.test_helper by @lorentzenchr in #117
• FIX score decomposition when recalibrated outside range of y_pred by @lorentzenchr in #118
• REL increase to version 1.0.2 by @lorentzenchr in #119

Full Changelog: v1.0.1...v1.0.2