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This is a major release from 0.8.1 and includes several new features and
enhancements along with a large number of bug fixes. New features include
vectorized unicode encoding/decoding for Series.str
, to_latex
method to
DataFrame, more flexible parsing of boolean values, and enabling the download of
options data from Yahoo! Finance.
- Add
encode
anddecode
for unicode handling to :ref:`vectorized string processing methods <text.string_methods>` in Series.str (:issue:`1706`)- Add
DataFrame.to_latex
method (:issue:`1735`)- Add convenient expanding window equivalents of all rolling_* ops (:issue:`1785`)
- Add Options class to pandas.io.data for fetching options data from Yahoo! Finance (:issue:`1748`, :issue:`1739`)
- More flexible parsing of boolean values (Yes, No, TRUE, FALSE, etc) (:issue:`1691`, :issue:`1295`)
- Add
level
parameter toSeries.reset_index
TimeSeries.between_time
can now select times across midnight (:issue:`1871`)- Series constructor can now handle generator as input (:issue:`1679`)
DataFrame.dropna
can now take multiple axes (tuple/list) as input (:issue:`924`)- Enable
skip_footer
parameter inExcelFile.parse
(:issue:`1843`)
- The default column names when
header=None
and no columns names passed to functions likeread_csv
has changed to be more Pythonic and amenable to attribute access:
.. ipython:: python import io data = """ 0,0,1 1,1,0 0,1,0 """ df = pd.read_csv(io.StringIO(data), header=None) df
- Creating a Series from another Series, passing an index, will cause reindexing
to happen inside rather than treating the Series like an ndarray. Technically
improper usages like
Series(df[col1], index=df[col2])
that worked before "by accident" (this was never intended) will lead to all NA Series in some cases. To be perfectly clear:
.. ipython:: python s1 = pd.Series([1, 2, 3]) s1 s2 = pd.Series(s1, index=["foo", "bar", "baz"]) s2
- Deprecated
day_of_year
API removed from PeriodIndex, usedayofyear
(:issue:`1723`) - Don't modify NumPy suppress printoption to True at import time
- The internal HDF5 data arrangement for DataFrames has been transposed. Legacy files will still be readable by HDFStore (:issue:`1834`, :issue:`1824`)
- Legacy cruft removed: pandas.stats.misc.quantileTS
- Use ISO8601 format for Period repr: monthly, daily, and on down (:issue:`1776`)
- Empty DataFrame columns are now created as object dtype. This will prevent a class of TypeErrors that was occurring in code where the dtype of a column would depend on the presence of data or not (e.g. a SQL query having results) (:issue:`1783`)
- Setting parts of DataFrame/Panel using ix now aligns input Series/DataFrame (:issue:`1630`)
first
andlast
methods inGroupBy
no longer drop non-numeric columns (:issue:`1809`)- Resolved inconsistencies in specifying custom NA values in text parser.
na_values
of type dict no longer override default NAs unlesskeep_default_na
is set to false explicitly (:issue:`1657`) DataFrame.dot
will not do data alignment, and also work with Series (:issue:`1915`)
See the :ref:`full release notes <release>` or issue tracker on GitHub for a complete list.
.. contributors:: v0.8.1..v0.9.0