
v0.6.1 (Unreleased)
-------------------

- Added an additional rule when determining category order in categorical plots. Now, when numeric variables are used in a categorical role, the default behavior is to sort the unique levels of the variable (i.e they will be in proper numerical order). This can still be overriden by the appropriate ``{*_}order`` parameter, and variables with a ``category`` dtype will still follow the category order even if the levels are strictly numerical.

- Improve performance for large dendrograms in :func:`clustermap`.

- Added ``font.size`` to the plotting context definition so that the default output from ``plt.text`` will be scaled appropriately. 

- Fixed a bug in :func:`clustermap` when ``fastcluster`` is not installed.

- Fixed a bug in the zscore calculation in :func:`clustermap`.

- Added compatability for various IPython (and Jupyter) versions in functions that use widgets.


v0.6.1 (Unreleased)
-------------------

- Added the :func:`swarmplot` function, which draws beeswarm plots. These are categorical scatterplots, similar to those produced by :func:`stripplot`, but position of the points on the categorical axis is chosen to avoid overlapping points. See the :ref:`categorical plot tutorial <categorical_tutorial>` for more information.

- Added an additional rule when determining category order in categorical plots. Now, when numeric variables are used in a categorical role, the default behavior is to sort the unique levels of the variable (i.e they will be in proper numerical order). This can still be overriden by the appropriate ``{*_}order`` parameter, and variables with a ``category`` dtype will still follow the category order even if the levels are strictly numerical.

- Improve performance for large dendrograms in :func:`clustermap`.

- Added ``font.size`` to the plotting context definition so that the default output from ``plt.text`` will be scaled appropriately. 

- Fixed a bug in :func:`clustermap` when ``fastcluster`` is not installed.

- Fixed a bug in the zscore calculation in :func:`clustermap`.

- Added compatability for various IPython (and Jupyter) versions in functions that use widgets.

Add release note about swarmplot
Add release note about swarmplot
