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``isupper()``, ``istitle()`` which behave as the same as standard ``str`` (:issue:`9282`)
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``isupper()``, ``istitle()`` which behave as the same as standard ``str`` (:issue:`9282`)
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- Added ``StringMethods.ljust()`` and ``rjust()`` which behave as the same as standard ``str`` (:issue:`9352`)
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- ``StringMethods.pad()`` and ``center()`` now accept `fillchar` option to specify filling character (:issue:`9352`)
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- ``StringMethods.pad()`` and ``center()`` now accept ``fillchar`` option to specify filling character (:issue:`9352`)
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- Added ``StringMethods.zfill()`` which behave as the same as standard ``str`` (:issue:`9387`)
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Performance
@@ -170,7 +170,7 @@ Performance
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- Fixed a performance regression for ``.loc`` indexing with an array or list-like (:issue:`9126`:).
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- ``DataFrame.to_json`` 30x performance improvement for mixed dtype frames. (:issue:`9037`)
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- Performance improvements in ``MultiIndex.duplicated`` by working with labels instead of values (:issue:`9125`)
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- Improved the speed of `nunique` by calling `unique` instead of `value_counts` (:issue:`9129`, :issue:`7771`)
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- Improved the speed of ``nunique`` by calling ``unique`` instead of ``value_counts`` (:issue:`9129`, :issue:`7771`)
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- Performance improvement of up to 10x in ``DataFrame.count`` and ``DataFrame.dropna`` by taking advantage of homogeneous/heterogeneous dtypes appropriately (:issue:`9136`)
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- Performance improvement of up to 20x in ``DataFrame.count`` when using a ``MultiIndex`` and the ``level`` keyword argument (:issue:`9163`)
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- Performance and memory usage improvements in ``merge`` when key space exceeds ``int64`` bounds (:issue:`9151`)
@@ -180,13 +180,13 @@ Bug Fixes
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.. _whatsnew_0160.bug_fixes:
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- Fixed issue using `read_csv` on s3 with Python 3.
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- Fixed issue using ``read_csv`` on s3 with Python 3.
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- Fixed compatibility issue in ``DatetimeIndex`` affecting architectures where ``numpy.int_`` defaults to ``numpy.int32`` (:issue:`8943`)
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- Bug in Panel indexing with an object-like (:issue:`9140`)
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- Bug in the returned ``Series.dt.components`` index was reset to the default index (:issue:`9247`)
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- Fixed bug in ``to_sql`` when mapping a Timestamp object column (datetime
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- Fixed bug in ``to_sql`` when mapping a ``Timestamp`` object column (datetime
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column with timezone info) to the according sqlalchemy type (:issue:`9085`).
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- Fixed bug in ``to_sql`` ``dtype`` argument not accepting an instantiated
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SQLAlchemy type (:issue:`9083`).
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- Fixed bug on bug endian platforms which produced incorrect results in ``StataReader`` (:issue:`8688`).
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- Bug in ``MultiIndex.has_duplicates`` when having many levels causes an indexer overflow (:issue:`9075`, :issue:`5873`)
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- Bug in ``pivot`` and `unstack`` where ``nan`` values would break index alignment (:issue:`4862`, :issue:`7401`, :issue:`7403`, :issue:`7405`, :issue:`7466`)
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- Bug in ``pivot`` and ``unstack`` where ``nan`` values would break index alignment (:issue:`4862`, :issue:`7401`, :issue:`7403`, :issue:`7405`, :issue:`7466`)
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- Bug in left ``join`` on multi-index with ``sort=True`` or null values (:issue:`9210`).
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- Bug in ``MultiIndex`` where inserting new keys would fail (:issue:`9250`).
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- Bug in ``groupby`` when key space exceeds ``int64`` bounds (:issue:`9096`).
@@ -221,7 +221,7 @@ Bug Fixes
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- Bug in DatetimeIndex iteration, related to (:issue:`8890`), fixed in (:issue:`9100`)
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- Bug in ``DatetimeIndex`` iteration, related to (:issue:`8890`), fixed in (:issue:`9100`)
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@@ -246,9 +246,9 @@ Bug Fixes
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- Bug in using grouper functions that need passed thru arguments (e.g. axis), when using wrapped function (e.g. ``fillna``), (:issue:`9221`)
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- DataFrame now properly supports simultaneous ``copy`` and ``dtype`` arguments in constructor (:issue:`9099`)
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- Bug in read_csv when using skiprows on a file with CR line endings with the c engine. (:issue:`9079`)
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- isnull now detects ``NaT`` in PeriodIndex (:issue:`9129`)
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- ``DataFrame`` now properly supports simultaneous ``copy`` and ``dtype`` arguments in constructor (:issue:`9099`)
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- Bug in ``read_csv`` when using skiprows on a file with CR line endings with the c engine. (:issue:`9079`)
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- ``isnull`` now detects ``NaT`` in ``PeriodIndex`` (:issue:`9129`)
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- Bug in groupby ``.nth()`` with a multiple column groupby (:issue:`8979`)
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- Bug in ``DataFrame.where`` and ``Series.where`` coerce numerics to string incorrectly (:issue:`9280`)
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- Bug in ``DataFrame.where`` and ``Series.where`` raise ``ValueError`` when string list-like is passed. (:issue:`9280`)
@@ -260,7 +260,7 @@ Bug Fixes
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- Fixed issue in the ``xlsxwriter`` engine where it added a default 'General' format to cells if no other format wass applied. This prevented other row or column formatting being applied. (:issue:`9167`)
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- Fixes issue with ``index_col=False`` when ``usecols`` is also specified in ``read_csv``. (:issue:`9082`)
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- Bug where ``wide_to_long`` would modify the input stubnames list (:issue:`9204`)
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- Bug in to_sql not storing float64 values using double precision. (:issue:`9009`)
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- Bug in ``to_sql`` not storing float64 values using double precision. (:issue:`9009`)
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- ``SparseSeries`` and ``SparsePanel`` now accept zero argument constructors (same as their non-sparse counterparts) (:issue:`9272`).
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