{{ header }}
- :ref:`Added <basics.df_join>`
DataFrame.align
method with standard join options - :ref:`Added <io.parse_dates>`
parse_dates
option toread_csv
andread_table
methods to optionally try to parse dates in the index columns - :ref:`Added <io.parse_dates>`
nrows
,chunksize
, anditerator
arguments toread_csv
andread_table
. The last two return a newTextParser
class capable of lazily iterating through chunks of a flat file (:issue:`242`) - :ref:`Added <merging.multikey_join>` ability to join on multiple columns in
DataFrame.join
(:issue:`214`) - Added private
_get_duplicates
function toIndex
for identifying duplicate values more easily (ENH5c) - :ref:`Added <indexing.df_cols>` column attribute access to DataFrame.
- :ref:`Added <indexing.df_cols>` Python tab completion hook for DataFrame columns. (:issue:`233`, :issue:`230`)
- :ref:`Implemented <basics.describe>`
Series.describe
for Series containing objects (:issue:`241`) - :ref:`Added <merging.df_inner_join>` inner join option to
DataFrame.join
when joining on key(s) (:issue:`248`) - :ref:`Implemented <indexing.df_cols>` selecting DataFrame columns by passing a list to
__getitem__
(:issue:`253`) - :ref:`Implemented <indexing.set_ops>` & and | to intersect / union Index objects, respectively (:issue:`261`)
- :ref:`Added<reshaping.pivot>`
pivot_table
convenience function to pandas namespace (:issue:`234`) - :ref:`Implemented <basics.rename_axis>`
Panel.rename_axis
function (:issue:`243`) - DataFrame will show index level names in console output (:issue:`334`)
- :ref:`Implemented <advanced.take>`
Panel.take
- :ref:`Added<basics.console_output>`
set_eng_float_format
for alternate DataFrame floating point string formatting (ENH61) - :ref:`Added <indexing.set_index>` convenience
set_index
function for creating a DataFrame index from its existing columns - :ref:`Implemented <groupby.multiindex>`
groupby
hierarchical index level name (:issue:`223`) - :ref:`Added <io.store_in_csv>` support for different delimiters in
DataFrame.to_csv
(:issue:`244`)
- VBENCH Major performance improvements in file parsing functions
read_csv
andread_table
- VBENCH Added Cython function for converting tuples to ndarray very fast. Speeds up many MultiIndex-related operations
- VBENCH Refactored merging / joining code into a tidy class and disabled unnecessary computations in the float/object case, thus getting about 10% better performance (:issue:`211`)
- VBENCH Improved speed of
DataFrame.xs
on mixed-type DataFrame objects by about 5x, regression from 0.3.0 (:issue:`215`) - VBENCH With new
DataFrame.align
method, speeding up binary operations between differently-indexed DataFrame objects by 10-25%. - VBENCH Significantly sped up conversion of nested dict into DataFrame (:issue:`212`)
- VBENCH Significantly speed up DataFrame
__repr__
andcount
on large mixed-type DataFrame objects
.. contributors:: v0.4.0..v0.5.0