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Added CHANGELOG entry to 1.8.1 release
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CHANGELOG.rst

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Version 1.8.1
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-------------
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This bugfix release addresses a number of minor issues identified since
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the 1.8 release:
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Feature:
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* All enabled plotting extension logos now shown (`#1694
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<https://github.com/ioam/holoviews/pull/1694>`_)
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Fixes:
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* Updated search ordering when looking for holoviews.rc (`#1700
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<https://github.com/ioam/holoviews/pull/1700>`_)
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* Fixed lower bound inclusivity bug when no upper bound supplied (`#1686
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<https://github.com/ioam/holoviews/pull/1686>`_)
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* Raise SkipRendering error when plotting nested layouts (`#1687
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<https://github.com/ioam/holoviews/pull/1687>`_)
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* Added safety margin for grid axis constraint issue (`#1695
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<https://github.com/ioam/holoviews/pull/1685>`_)
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* Fixed bug when using +framewise (`#1685
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<https://github.com/ioam/holoviews/pull/1685>`_)
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* Fixed handling of Spacer models in sparse grid (`#1682
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<https://github.com/ioam/holoviews/pull/>`_)
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* Renamed Bounds to BoundsXY for consistency (`#1672
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<https://github.com/ioam/holoviews/pull/1672>`_)
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* Fixed bokeh log axes with axis lower bound <=0 (`#1691
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<https://github.com/ioam/holoviews/pull/1691>`_)
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* Set default datashader cmap to fire (`#1697
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<https://github.com/ioam/holoviews/pull/1697>`_)
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* Set SpikesPlot color index to None by default (`#1671
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<https://github.com/ioam/holoviews/pull/1671>`_)
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* Documentation fixes (`#1662
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<https://github.com/ioam/holoviews/pull/1662>`_, `#1665
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<https://github.com/ioam/holoviews/pull/1665>`_, `#1690
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<https://github.com/ioam/holoviews/pull/1690>`_, `#1692
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<https://github.com/ioam/holoviews/pull/1692>`_, `#1658
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<https://github.com/ioam/holoviews/pull/1658>`_)
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Version 1.8.0
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-------------
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<https://github.com/ioam/holoviews/pull/1576>`_)
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* Define a number of ``Cycle`` and ``Palette`` defaults across
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backends (`#1605 <https://github.com/ioam/holoviews/pull/1605>`_)
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* Many other small improvements and fixes
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(`#1399 <https://github.com/ioam/holoviews/pull/1399>`_,
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* Many other small improvements and fixes
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(`#1399 <https://github.com/ioam/holoviews/pull/1399>`_,
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`#1400 <https://github.com/ioam/holoviews/pull/1400>`_,
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`#1405 <https://github.com/ioam/holoviews/pull/1405>`_,
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`#1412 <https://github.com/ioam/holoviews/pull/1412>`_,
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`#1442 <https://github.com/ioam/holoviews/pull/1442>`_,
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`#1443 <https://github.com/ioam/holoviews/pull/1443>`_,
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`#1467 <https://github.com/ioam/holoviews/pull/1467>`_,
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`#1485 <https://github.com/ioam/holoviews/pull/1485>`_,
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`#1485 <https://github.com/ioam/holoviews/pull/1485>`_,
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`#1505 <https://github.com/ioam/holoviews/pull/1505>`_,
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`#1493 <https://github.com/ioam/holoviews/pull/1493>`_,
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`#1509 <https://github.com/ioam/holoviews/pull/1509>`_,
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`#1547 <https://github.com/ioam/holoviews/pull/1547>`_,
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`#1560 <https://github.com/ioam/holoviews/pull/1560>`_,
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`#1603 <https://github.com/ioam/holoviews/pull/1603>`_)
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Changes affecting backwards compatibility:
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* Renamed ``ElementOperation`` to ``Operation`` (`#1421
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<https://github.com/ioam/holoviews/pull/1589>`_)
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* Styling changes for both matplotlib and bokeh, which can be reverted
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for a notebook with the ``config`` option of ``hv.extension``. For
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instance, ``hv.extension('bokeh', config=dict(style_17=True))``
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instance, ``hv.extension('bokeh', config=dict(style_17=True))``
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(`#1518 <https://github.com/ioam/holoviews/pull/1518>`_)
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A major release with a large number of new features including new data
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interfaces for grid based data, major improvements for DynamicMaps
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and a large number of bug fixes.
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and a large number of bug fixes.
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Features and improvements:
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* New Spikes and BoxWhisker elements suitable for representing
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distributions as a sequence of lines or as a box-and-whisker plot.
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(`PR #346 <https://github.com/ioam/holoviews/pull/346>`_,
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`PR #339 <https://github.com/ioam/holoviews/pull/339>`_)
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`PR #339 <https://github.com/ioam/holoviews/pull/339>`_)
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* Improvements to the notebook_extension. For instance, executing
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hv.notebook_extension('bokeh') will now load BokehJS and automatically
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* Widgets now work correctly when unicode is used in the dimension
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labels and values (`PR #376 <https://github.com/ioam/holoviews/pull/376>`_).
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Version 1.4.0
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-------------
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plotting and IPython display system to make it easy to add new plotting
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backends. Data may be styled and pickled for each backend independently and
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renderers now support exporting all plotting data including widgets
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as standalone HTML files or with separate JSON data.
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as standalone HTML files or with separate JSON data.
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* Bokeh backend: The first new plotting backend added via the new backend
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API. Bokeh plots allow for much faster plotting and greater interactivity.
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browsers and make use of jinja2 template inheritance. (fc7dd2b)
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* Calling a HoloViews object without arguments now clears any
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associated custom styles. (9e8c343)
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API Changes
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``backend='matplotlib:nbagg'`` and ``backend='matplotlib:mpld3'``
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respectively. The 'd3' and 'nbagg' options remain supported but will
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be deprecated in future.
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* Customizations should no longer be applied directly to ``Store.options``;
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* Customizations should no longer be applied directly to ``Store.options``;
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the ``Store.options(backend='matplotlib')`` object should be
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customized instead. There is no longer a need to call the
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deprecated ``Store.register_plots`` method.
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Version 1.2.0
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-------------
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