DOC: Whatsnew updates

[ci skip]

Author: TomAugspurger

doc/source/whatsnew/v0.20.3.txt

@@ -1,55 +1,33 @@
 .. _whatsnew_0203:
 
-v0.20.3 (June ??, 2017)
+v0.20.3 (July 7, 2017)
 -----------------------
 
-This is a minor bug-fix release in the 0.20.x series and includes some small regression fixes,
-bug fixes and performance improvements.
-We recommend that all users upgrade to this version.
+This is a minor bug-fix release in the 0.20.x series and includes some small regression fixes
+and bug fixes. We recommend that all users upgrade to this version.
 
 .. contents:: What's new in v0.20.3
     :local:
     :backlinks: none
 
-
-.. _whatsnew_0203.enhancements:
-
-Enhancements
-~~~~~~~~~~~~
-
-
-
-
-
-
-.. _whatsnew_0203.performance:
-
-Performance Improvements
-~~~~~~~~~~~~~~~~~~~~~~~~
-
-
-
-
-
-
 .. _whatsnew_0203.bug_fixes:
 
 Bug Fixes
 ~~~~~~~~~
-- Fixed issue with dataframe scatter plot for categorical data that reports incorrect column key not found when categorical data is used for plotting (:issue:`16199`)
-- Fixed issue with :meth:`DataFrame.style` where element id's were not unique (:issue:`16780`)
+
+- Fixed an issue with scatter plot for categorical data that incorrectly raised a ``KeyError`` when categorical data is used for plotting (:issue:`16199`)
+- Fixed an issue with :meth:`DataFrame.style` where element ids were not unique (:issue:`16780`)
 - Fixed a pytest marker failing downstream packages' tests suites (:issue:`16680`)
-- Fixed compat with loading a ``DataFrame`` with a ``PeriodIndex``, from a ``format='fixed'`` HDFStore, in Python 3, that was written in Python 2 (:issue:`16781`)
+- Fixed loading a ``DataFrame`` with a ``PeriodIndex``, from a ``format='fixed'`` HDFStore, in Python 3, that was written in Python 2 (:issue:`16781`)
 - Fixed a bug in failing to compute rolling computations of a column-MultiIndexed ``DataFrame`` (:issue:`16789`, :issue:`16825`)
-- Bug in a DataFrame/Series with a ``TimedeltaIndex`` when slice indexing (:issue:`16637`)
-
+- Fixed a bug in a slicing DataFrame/Series that have a  ``TimedeltaIndex`` (:issue:`16637`)
 
 Conversion
 ^^^^^^^^^^
 
 - Bug in pickle compat prior to the v0.20.x series, when ``UTC`` is a timezone in a Series/DataFrame/Index (:issue:`16608`)
 - Bug in ``Series`` construction when passing a ``Series`` with ``dtype='category'`` (:issue:`16524`).
-- Bug in ``DataFrame.astype()`` when passing a ``Series`` as the ``dtype`` kwarg. (:issue:`16717`).
+- Bug in :meth:`DataFrame.astype` when passing a ``Series`` as the ``dtype`` kwarg. (:issue:`16717`).
 
 Indexing
 ^^^^^^^^
@@ -62,39 +40,21 @@ I/O
 
 - Bug in :func:`read_csv` in which files weren't opened as binary files by the C engine on Windows, causing EOF characters mid-field, which would fail (:issue:`16039`, :issue:`16559`, :issue:`16675`)
 - Bug in :func:`read_hdf` in which reading a ``Series`` saved to an HDF file in 'fixed' format fails when an explicit ``mode='r'`` argument is supplied (:issue:`16583`)
-- Bug in :func:`DataFrame.to_latex` where ``bold_rows`` was wrongly specified to be ``True`` by default, whereas in reality row labels remained non-bold whatever parameter provided. (:issue:`16707`)
+- Bug in :meth:`DataFrame.to_latex` where ``bold_rows`` was wrongly specified to be ``True`` by default, whereas in reality row labels remained non-bold whatever parameter provided. (:issue:`16707`)
 
 Plotting
 ^^^^^^^^
-- Fix regression in series plotting that prevented RGB and RGBA tuples from being used as color arguments (:issue:`16233`)
-
-
-
-Groupby/Resample/Rolling
-^^^^^^^^^^^^^^^^^^^^^^^^
-
-
-Sparse
-^^^^^^
-
-
 
+- Fixed regression that prevented RGB and RGBA tuples from being used as color arguments (:issue:`16233`)
 
 Reshaping
 ^^^^^^^^^
+
 - ``PeriodIndex`` / ``TimedeltaIndex.join`` was missing the ``sort=`` kwarg (:issue:`16541`) 
 - Bug in joining on a ``MultiIndex`` with a ``category`` dtype for a level (:issue:`16627`).
 - Bug in :func:`merge` when merging/joining with multiple categorical columns (:issue:`16767`)
 
-
-Numeric
-^^^^^^^
-
-
 Categorical
 ^^^^^^^^^^^
 
-- Bug in ``DataFrame.sort_values`` not respecting the ``kind`` with categorical data (:issue:`16793`)
-
-Other
-^^^^^
+- Bug in ``DataFrame.sort_values`` not respecting the ``kind`` parameter with categorical data (:issue:`16793`)