@@ -48,7 +48,7 @@ analysis / manipulation tool available in any language.
4848pandas 0.13.1
4949------------- 
5050
51- **Release date: ** not-yet-released 
51+ **Release date: ** (February 3, 2014) 
5252
5353New features
5454~~~~~~~~~~~~ 
@@ -118,7 +118,7 @@ Bug Fixes
118118  - Bug in isnull handling ``NaT `` in an object array (:issue: `5443 `)
119119  - Bug in ``to_datetime `` when passed a ``np.nan `` or integer datelike and a format string (:issue: `5863 `)
120120  - Bug in groupby dtype conversion with datetimelike (:issue: `5869 `)
121-   - Regresssion  in handling of empty Series as indexers to Series  (:issue: `5877 `)
121+   - Regression  in handling of empty Series as indexers to Series  (:issue: `5877 `)
122122  - Bug in internal caching, related to (:issue: `5727 `)
123123  - Testing bug in reading json/msgpack from a non-filepath on windows under py3 (:issue: `5874 `)
124124  - Bug when assigning to .ix[tuple(...)] (:issue: `5896 `)
@@ -143,7 +143,7 @@ Bug Fixes
143143  - Fixed bug with ``pd.concat `` losing dtype information if all inputs are empty (:issue: `5742 `)
144144  - Recent changes in IPython cause warnings to be emitted when using previous versions
145145    of pandas in QTConsole, now fixed. If you're using an older version and
146-     need to supress  the warnings, see (:issue: `5922 `).
146+     need to suppress  the warnings, see (:issue: `5922 `).
147147  - Bug in merging ``timedelta `` dtypes (:issue: `5695 `)
148148  - Bug in plotting.scatter_matrix function. Wrong alignment among diagonal
149149    and off-diagonal plots, see (:issue: `5497 `).
@@ -167,16 +167,16 @@ Bug Fixes
167167  - Bug in ``DataFrame.apply `` when using mixed datelike reductions (:issue: `6125 `)
168168  - Bug in ``DataFrame.append `` when appending a row with different columns (:issue: `6129 `)
169169  - Bug in DataFrame construction with recarray and non-ns datetime dtype (:issue: `6140 `)
170-   - Bug in ``.loc `` setitem indexing with a datafrme  on rhs, multiple item setting, and
170+   - Bug in ``.loc `` setitem indexing with a dataframe  on rhs, multiple item setting, and
171171    a datetimelike (:issue: `6152 `)
172172  - Fixed a bug in ``query ``/``eval `` during lexicographic string comparisons (:issue: `6155 `).
173173  - Fixed a bug in ``query `` where the index of a single-element ``Series `` was
174174    being thrown away (:issue: `6148 `).
175175  - Bug in ``HDFStore `` on appending a dataframe with multi-indexed columns to
176176    an existing table (:issue: `6167 `)
177177  - Consistency with dtypes in setting an empty DataFrame (:issue: `6171 `)
178-   - Bug in  selecting on a multi-index ``HDFStore `` even in the prescence  of under
179-     specificed  column spec (:issue: `6169 `)
178+   - Bug in  selecting on a multi-index ``HDFStore `` even in the presence  of under
179+     specified  column spec (:issue: `6169 `)
180180  - Bug in ``nanops.var `` with ``ddof=1 `` and 1 elements would sometimes return ``inf ``
181181    rather than ``nan `` on some platforms (:issue: `6136 `)
182182  - Bug in Series and DataFrame bar plots ignoring the ``use_index `` keyword (:issue: `6209 `)
@@ -193,7 +193,7 @@ New features
193193  - ``plot(kind='kde') `` now accepts the optional parameters ``bw_method `` and
194194    ``ind ``, passed to scipy.stats.gaussian_kde() (for scipy >= 0.11.0) to set
195195    the bandwidth, and to gkde.evaluate() to specify the indicies at which it
196-     is evaluated, respecttively . See scipy docs. (:issue: `4298 `)
196+     is evaluated, respectively . See scipy docs. (:issue: `4298 `)
197197  - Added ``isin `` method to DataFrame (:issue: `4211 `)
198198  - ``df.to_clipboard() `` learned a new ``excel `` keyword that let's you
199199    paste df data directly into excel (enabled by default). (:issue: `5070 `).
@@ -249,7 +249,7 @@ Improvements to existing features
249249  - Added a more informative error message when plot arguments contain
250250    overlapping color and style arguments (:issue: `4402 `)
251251  - Significant table writing performance improvements in ``HDFStore ``
252-   - JSON date serialisation  now performed in low-level C code.
252+   - JSON date serialization  now performed in low-level C code.
253253  - JSON support for encoding datetime.time
254254  - Expanded JSON docs, more info about orient options and the use of the numpy
255255    param when decoding.
@@ -278,7 +278,7 @@ Improvements to existing features
278278  - Better/cleaned up exceptions in core/common, io/excel and core/format
279279    (:issue: `4721 `, :issue: `3954 `), as well as cleaned up test cases in
280280    tests/test_frame, tests/test_multilevel (:issue: `4732 `).
281-   - Performance improvement of timesesies  plotting with PeriodIndex and added
281+   - Performance improvement of timeseries  plotting with PeriodIndex and added
282282    test to vbench (:issue: `4705 ` and :issue: `4722 `)
283283  - Add ``axis `` and ``level `` keywords to ``where ``, so that the ``other ``
284284    argument can now be an alignable pandas object.
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