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Merged
merged 8 commits into from
Mar 11, 2018
Merged

DOC: update DataFrame.to_records #20191

merged 8 commits into from
Mar 11, 2018

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samuelsinayoko
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Checklist for the pandas documentation sprint (ignore this if you are doing
an unrelated PR):

  • PR title is "DOC: update the docstring"
  • The validation script passes: scripts/validate_docstrings.py <your-function-or-method>
  • The PEP8 style check passes: git diff upstream/master -u -- "*.py" | flake8 --diff
  • The html version looks good: python doc/make.py --single <your-function-or-method>
  • It has been proofread on language by another sprint participant

Please include the output of the validation script below between the "```" ticks:

# paste output of "scripts/validate_docstrings.py <your-function-or-method>" here
# between the "```" (remove this comment, but keep the "```")

################################################################################
################### Docstring (pandas.DataFrame.to_records)  ###################
################################################################################

Convert DataFrame to record array.

Index will be put in the 'index' field of the record array if
requested.

Parameters
----------
index : boolean, default True
    Include index in resulting record array, stored in 'index' field.
convert_datetime64 : boolean, default True
    Whether to convert the index to datetime.datetime if it is a
    DatetimeIndex.

Returns
-------
y : recarray

See Also
--------
DataFrame.from_records: convert structured or record ndarray
    to DataFrame.
numpy.recarray: ndarray that allows field access using
    attributes, analogous to typed (typed) columns in a
    spreadsheet.

Examples
--------

>>> df = pd.DataFrame({'A': [1, 2], 'B': [0.5, 0.75]},
...                   index=['a', 'b'])
>>> df
   A  B
a     1  0.50
b     2  0.75
>>> df.to_records()
rec.array([('a', 1, 0.5 ), ('b', 2, 0.75)],
          dtype=[('index', 'O'), ('A', '<i8'), ('B', '<f8')])

The index can be excluded from the record array:

>>> df.to_records(index=False)
rec.array([(1, 0.5 ), (2, 0.75)],
          dtype=[('A', '<i8'), ('B', '<f8')])

By default, timestamps are converted to `datetime.datetime`:

>>> df.index = pd.date_range('2018-01-01 09:00', periods=2, freq='min')
>>> df
                     A  B
2018-01-01 09:00:00     1  0.50
2018-01-01 09:01:00     2  0.75
>>> df.to_records()
rec.array([(datetime.datetime(2018, 1, 1, 9, 0), 1, 0.5 ),
           (datetime.datetime(2018, 1, 1, 9, 1), 2, 0.75)],
          dtype=[('index', 'O'), ('A', '<i8'), ('B', '<f8')])

The timestamp conversion can be disabled so NumPy's datetime64
data type is used instead:

>>> df.to_records(convert_datetime64=False)
rec.array([('2018-01-01T09:00:00.000000000', 1, 0.5 ),
           ('2018-01-01T09:01:00.000000000', 2, 0.75)],
          dtype=[('index', '<M8[ns]'), ('A', '<i8'), ('B', '<f8')])

################################################################################
################################## Validation ##################################
################################################################################

Docstring for "pandas.DataFrame.to_records" correct. :)

If the validation script still gives errors, but you think there is a good reason
to deviate in this case (and there are certainly such cases), please state this
explicitly.

Checklist for other PRs (remove this part if you are doing a PR for the pandas documentation sprint):

  • closes #xxxx
  • tests added / passed
  • passes git diff upstream/master -u -- "*.py" | flake8 --diff
  • whatsnew entry

@samuelsinayoko
Update to_records docstring.
bcf416c 
- Minor changes (missing dots, newlines) to make tests pass.
- More examples.
@samuelsinayoko
Fix html docs.
8d0ee56 
Missing newlines.
@samuelsinayoko
Reword datetime type information.
b03dda7
@samuelsinayoko
flake8 errors
e7b4cf2
TomAugspurger
TomAugspurger reviewed Mar 10, 2018
View reviewed changes
pandas/core/frame.py Outdated
DataFrame.from_records: convert structured or record ndarray
to DataFrame.
numpy.recarray: ndarray that allows field access using
attributes, analogous to typed (typed) columns in a
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Why typed in the parenthesis?

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Sorry, typo! Fixed in 823862b.

TomAugspurger
TomAugspurger reviewed Mar 10, 2018
View reviewed changes
pandas/core/frame.py Outdated

Examples
--------

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No blank line here

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@samuelsinayoko samuelsinayoko Mar 10, 2018 •
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Fixed in 2d0a3bb.

TomAugspurger
TomAugspurger reviewed Mar 10, 2018
View reviewed changes
pandas/core/frame.py Outdated
>>> df = pd.DataFrame({'A': [1, 2], 'B': [0.5, 0.75]},
... index=['a', 'b'])
>>> df
A B
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Need some extra spaces here

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Try pytest --doctest-modules pandas/core/frame.py -k to_records to validate that it's correct.

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👍.
Renamed the columns at the last minute to save space and looks like he'd messed up the tests. Not sure how it sill passed the validate_docstring.py script though.
Fixed in 5f6e1c5.

@TomAugspurger TomAugspurger added this to the 0.23.0 milestone Mar 10, 2018
@TomAugspurger TomAugspurger added the IO Data IO issues that don't fit into a more specific label label Mar 10, 2018
@jreback jreback added the Reshaping Concat, Merge/Join, Stack/Unstack, Explode label Mar 10, 2018
@jreback jreback removed this from the 0.23.0 milestone Mar 10, 2018
TomAugspurger
TomAugspurger reviewed Mar 10, 2018
View reviewed changes
pandas/core/frame.py Outdated
>>> df = pd.DataFrame({'A': [1, 2], 'B': [0.5, 0.75]},
... index=['a', 'b'])
>>> df
A B
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column names A and B should line up with the data

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Fixed in 5f6e1c5.

@samuelsinayoko
Fix doctests.
5f6e1c5 
```
(pandas_dev) sinayoks@landade:~/dev/pandas/ $ pytest --doctest-modules pandas/core/frame.py -k to_record
========================================================================================== test session starts ==========================================================================================
platform darwin -- Python 3.6.4, pytest-3.4.2, py-1.5.2, pluggy-0.6.0
rootdir: /Users/sinayoks/dev/pandas, inifile: setup.cfg
plugins: xdist-1.22.1, forked-0.2, cov-2.5.1
collected 43 items

pandas/core/frame.py .                                                                                                                                                                            [100%]

========================================================================================== 42 tests deselected ==========================================================================================
```
@samuelsinayoko
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@TomAugspurger Thanks for the review, have addressed all your comments. The doctests now pass and the validate script is still happy.
By the way big fan of your blog, learned lots from it especially about multi-index/columns. Don't miss an occasion to recommend it to others. Keep it up!!

TomAugspurger
TomAugspurger reviewed Mar 10, 2018
View reviewed changes
pandas/core/frame.py Outdated
convert_datetime64 : boolean, default True
Whether to convert the index to datetime.datetime if it is a
DatetimeIndex
DatetimeIndex.

Returns
-------
y : recarray
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Ah sorry one last change. Could you make this y : numpy.recarray. And maybe say that in the opening line. "Convert the DataFrame to a NumPy record array"

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No probs. Fixed in b1d0b09.

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Thanks @samuelsinayoko!

@TomAugspurger TomAugspurger merged commit 6d7272a into pandas-dev:master Mar 11, 2018
@TomAugspurger TomAugspurger added this to the 0.23.0 milestone Mar 11, 2018
nehiljain added a commit to nehiljain/pandas that referenced this pull request Mar 11, 2018
@nehiljain
Merge remote-tracking branch 'upstream/master' into docstrings_datafr…
777dadf 
…ame_describe

* upstream/master: (25 commits)
  DOC: Improved pandas.plotting.bootstrap_plot docstring (pandas-dev#20166)
  DOC: update
6D40
 the Index.get_values docstring (pandas-dev#20231)
  DOC: update the pandas.DataFrame.all docstring (pandas-dev#20216)
  DOC: update the Series.view docstring (pandas-dev#20220)
  DOC: update the docstring of pandas.DataFrame.from_dict (pandas-dev#20259)
  DOC: add docstring for Index.get_duplicates (pandas-dev#20223)
  Docstring pandas.series.diff (pandas-dev#20238)
  DOC: update `pandas/core/ops.py` docstring template to accept examples (pandas-dev#20246)
  DOC: update the DataFrame.iat[] docstring (pandas-dev#20219)
  DOC: update the pandas.DataFrame.diff docstring (pandas-dev#20227)
  DOC: pd.core.window.Expanding.kurt docstring (split from pd.core.Rolling.kurt) (pandas-dev#20064)
  DOC: update the pandas.date_range() docstring (pandas-dev#20143)
  DOC: update DataFrame.to_records (pandas-dev#20191)
  DOC: Improved the docstring of pandas.plotting.radviz (pandas-dev#20169)
  DOC: Update pandas.DataFrame.tail docstring (pandas-dev#20225)
  DOC: update the DataFrame.cov docstring (pandas-dev#20245)
  DOC: update pandas.DataFrame.head docstring (pandas-dev#20262)
  DOC: Improve pandas.Series.plot.kde docstring and kwargs rewording for whole file (pandas-dev#20041)
  DOC: update the DataFrame.head()  docstring (pandas-dev#20206)
  DOC: update the Index.shift docstring (pandas-dev#20192)
  ...
harisbal added a commit to harisbal/pandas that referenced this pull request Mar 12, 2018
@harisbal
Squashed commit of the following:
dbf50fc 
commit df2e361
Author: Jeff Reback <jeff@reback.net>
Date:   Sun Mar 11 18:33:25 2018 -0400

    LINT: fixing

commit f1c0b7c
Author: David Polo <delkk0@users.noreply.github.com>
Date:   Sun Mar 11 22:54:27 2018 +0100

    DOC: Improved the docstring of pandas.plotting._core.FramePlotMethods… (pandas-dev#20157)

    * DOC: Improved the docstring of pandas.plotting._core.FramePlotMethods.barh()
    - Added examples section
    - Added extended summary
    - Added argument explanation

    * DOC: Improved the docstring of pandas.plotting._core.FramePlotMethods.barh()
    - Correcting PR comments

    * DOC: Improved the docstring of pandas.plotting._core.FramePlotMethods.barh()
    - Adding defaults for variables.

    * Update reference

commit 0780193
Author: Jonas Schulze <jonas.schulze7@t-online.de>
Date:   Sun Mar 11 22:37:37 2018 +0100

    DOC: update the pandas.DataFrame.plot.density docstring (pandas-dev#20236)

    * DOC: update the pandas.DataFrame.plot.kde and pandas.Series.plot.kde docstrings

    Unfortunately, I was not able to compute a kernel estimate of a
    two-dimensional random variable. Hence, the example is more of an
    analysis of some independent data series.

    * DOC: extract similarities of kde docstrings

    The `DataFrame.plot.kde` and `Series.plot.kde` now use a common
    docstring, for which the differences are inserted.

commit 2718984
Author: Cihan Ceyhan <chncyhn@gmail.com>
Date:   Sun Mar 11 21:48:08 2018 +0100

    DOC: Update the pandas.Series.dt.round/floor/ceil docstrings (pandas-dev#20187)

    * DOC: Update the pandas.Series.dt.round/floor/ceil docstrings

    * DOC: review points fixed.

    * Add series

commit 0d86742
Author: Antonio Molina <aydevosotros@gmail.com>
Date:   Sun Mar 11 18:57:37 2018 +0100

    DOC: Improved pandas.plotting.bootstrap_plot docstring (pandas-dev#20166)

    * Improved documentation on bootstrap_plot

    * Improved documentation on bootstrap_plot

    * Doc bootstrap_plot: Fixed some comments on pull requests

    * Added reference to wikipedia

    * Changed kwds for **kwds

    * Removed ** from kwds becuase of validation iuses

    * Fixed forgotten break line. I think that the kwds paramater now fits what expected @TomAugspurger. If not, sorry and indicate how it should be

    * Fixed warnings on compilation

    * Moved reference to extended description

commit a2910ad
Author: András Novoszáth <nocibambi@gmail.com>
Date:   Sun Mar 11 18:56:01 2018 +0100

    DOC: update the Index.get_values docstring (pandas-dev#20231)

    * DOC: update the Index.get_values docstring

    * Corrections

    * Corrected extended summary and quotes

    * Correcting spaces, extended summary, multiIndex example

    * See also correction

    * Multi ndim

commit afa6c42
Author: Marc <mlafore05@gmail.com>
Date:   Sun Mar 11 10:42:35 2018 -0400

    DOC: update the pandas.DataFrame.all docstring (pandas-dev#20216)

commit a44bae3
Author: Victor Villas <villasv@outlook.com>
Date:   Sun Mar 11 11:41:12 2018 -0300

    DOC: update the Series.view docstring (pandas-dev#20220)

commit 233103f
Author: David Adrián Cañones Castellano <davidarcano@gmail.com>
Date:   Sun Mar 11 15:40:02 2018 +0100

    DOC: update the docstring of pandas.DataFrame.from_dict (pandas-dev#20259)

commit 62bddec
Author: csfarkas <csaba.farkas95@gmail.com>
Date:   Sun Mar 11 15:33:54 2018 +0100

    DOC: add docstring for Index.get_duplicates (pandas-dev#20223)

commit 8c77238
Author: adatasetaday <32177771+adatasetaday@users.noreply.github.com>
Date:   Sun Mar 11 10:17:05 2018 -0400

    Docstring pandas.series.diff (pandas-dev#20238)

commit 4271757
Author: Aly Sivji <4369343+alysivji@users.noreply.github.com>
Date:   Sun Mar 11 08:51:25 2018 -0500

    DOC: update `pandas/core/ops.py` docstring template to accept examples (pandas-dev#20246)

commit 080ef0c
Author: akosel <aaronjkosel@gmail.com>
Date:   Sun Mar 11 12:43:10 2018 +0000

    DOC: update the DataFrame.iat[] docstring (pandas-dev#20219)

    * DOC: update the DataFrame.iat[] docstring

    * Update based on PR comments

    * Update based on PR comments

    * Singular not plural

    * Update to account for use with Series. Add example using Series.

    * Update indexing.py

    * PEP8

commit 302fda4
Author: adatasetaday <32177771+adatasetaday@users.noreply.github.com>
Date:   Sun Mar 11 08:36:21 2018 -0400

    DOC: update the pandas.DataFrame.diff docstring (pandas-dev#20227)

    * DOC: update the pandas.DataFrame.diff  docstring

    * DOC: update the pandas.DataFrame.diff docstring

    * DOC: update the pandas.DataFrame.diff docstring

    * DOC: update the pandas.DataFrame.diff docstring

    * DOC: update the pandas.DataFrame.diff docstring

    * DOC: update the pandas.DataFrame.diff  docstring

    * DOC: update the pandas.DataFrame.diff  docstring

    * DOC: update the pandas.DataFrame.diff  docstring

    * DOC: update the pandas.DataFrame.diff docstring

    * Cleanup

commit c791a84
Author: Pietro Battiston <me@pietrobattiston.it>
Date:   Sun Mar 11 13:07:01 2018 +0100

    DOC: pd.core.window.Expanding.kurt docstring (split from pd.core.Rolling.kurt) (pandas-dev#20064)

commit b3d6ce6
Author: Nipun Sadvilkar <nipunsadvilkar@gmail.com>
Date:   Sun Mar 11 17:29:33 2018 +0530

    DOC: update the pandas.date_range() docstring (pandas-dev#20143)

    * DOC: Improved the docstring of pandas.date_range()

    * Change date strings to iso format

    * Removed import pands in Examples docstring

    * Add See Also Docstring

    * Update datetimes.py

    * Doctests

commit 6d7272a
Author: Samuel Sinayoko <samuelsinayoko@bmlltech.com>
Date:   Sun Mar 11 11:58:09 2018 +0000

    DOC: update DataFrame.to_records (pandas-dev#20191)

    * Update to_records docstring.

    - Minor changes (missing dots, newlines) to make tests pass.
    - More examples.

    * Fix html docs.

    Missing newlines.

    * Reword datetime type information.

    * flake8 errors

    * Fix typo (duplicated type)

    * Remove unwanted blank line after Examples.

    * Fix doctests.

    ```
    (pandas_dev) sinayoks@landade:~/dev/pandas/ $ pytest --doctest-modules pandas/core/frame.py -k to_record
    ========================================================================================== test session starts ==========================================================================================
    platform darwin -- Python 3.6.4, pytest-3.4.2, py-1.5.2, pluggy-0.6.0
    rootdir: /Users/sinayoks/dev/pandas, inifile: setup.cfg
    plugins: xdist-1.22.1, forked-0.2, cov-2.5.1
    collected 43 items

    pandas/core/frame.py .                                                                                                                                                                            [100%]

    ========================================================================================== 42 tests deselected ==========================================================================================
    ```

    * Few more changes

commit 636335a
Author: Gabriel de Maeztu <gabriel.maeztu@gmail.com>
Date:   Sun Mar 11 12:56:48 2018 +0100

    DOC: Improved the docstring of pandas.plotting.radviz (pandas-dev#20169)

commit fbebc7f
Author: jen w <j.e.weiss@gmail.com>
Date:   Sun Mar 11 06:50:54 2018 -0500

    DOC: Update pandas.DataFrame.tail docstring (pandas-dev#20225)

commit c2864d7
Author: Stephen Childs <sechilds@gmail.com>
Date:   Sun Mar 11 07:50:39 2018 -0400

    DOC: update the DataFrame.cov docstring (pandas-dev#20245)

    * DOC: Revise docstring of DataFrame cov method

    Update the docstring with some examples from
    elsewhere in the pandas documentation.

    Some of the examples use randomly generated time series
    because we need to get covariance between long series.
    Used a random seed to ensure that the results are the
    same each time.

    * DOC: Fix See Also and min_periods explanation.

    Responding to comments on PR. See also section will link
    properly and number of periods explanation clearer.

commit 90e31b9
Author: jen w <j.e.weiss@gmail.com>
Date:   Sun Mar 11 06:50:18 2018 -0500

    DOC: update pandas.DataFrame.head docstring (pandas-dev#20262)

commit fb556ed
Author: Israel Saeta Pérez <dukebody@gmail.com>
Date:   Sat Mar 10 22:33:42 2018 +0100

    DOC: Improve pandas.Series.plot.kde docstring and kwargs rewording for whole file (pandas-dev#20041)

commit c3d491a
Author: Andy R. Terrel <andy.terrel@gmail.com>
Date:   Sat Mar 10 11:48:13 2018 -0800

    DOC: update the DataFrame.head()  docstring (pandas-dev#20206)

commit dd7f567
Author: DataOmbudsman <DataOmbudsman@users.noreply.github.com>
Date:   Sat Mar 10 20:15:48 2018 +0100

    DOC: update the Index.shift docstring (pandas-dev#20192)

    * DOC: updating docstring of Index.shift

    * Add See Also section to shift

    * Update link to Series.shift

commit 5b0caf4
Author: Eric O. LEBIGOT (EOL) <lebigot@users.noreply.github.com>
Date:   Sat Mar 10 17:32:20 2018 +0100

    DOC: update the Series.memory_usage() docstring (pandas-dev#20086)

commit 9fb7ac9
Author: Carol Willing <carolcode@willingconsulting.com>
Date:   Sat Mar 10 08:28:54 2018 -0800

    DOC: Edit contributing to docs section (pandas-dev#20190)

commit d8181a5
Author: DaanVanHauwermeiren <DaanVanHauwermeiren@users.noreply.github.com>
Date:   Sat Mar 10 17:25:20 2018 +0100

    DOC: update the Series.isin docstring (pandas-dev#20175)

commit ec631ce
Author: Riccardo Magliocchetti <riccardo.magliocchetti@gmail.com>
Date:   Sat Mar 10 17:12:41 2018 +0100

    DOC: update the pandas.Series.tail docstring (pandas-dev#20176)

commit e5e4ae9
Author: DaanVanHauwermeiren <DaanVanHauwermeiren@users.noreply.github.com>
Date:   Sat Mar 10 16:41:58 2018 +0100

    DOC: update the pandas.Index.drop_duplicates and pandas.Series.drop_duplicates docstring (pandas-dev#20114)

commit d7bcb22
Author: Riccardo Magliocchetti <riccardo.magliocchetti@gmail.com>
Date:   Sat Mar 10 15:49:31 2018 +0100

    DOC: update the MultiIndex.swaplevel docstring (pandas-dev#20105)

commit 8497029
Author: Gjelt <math-and-data@users.noreply.github.com>
Date:   Sat Mar 10 15:41:17 2018 +0100

    DOC: Improved the docstring of pandas.DataFrame.values (pandas-dev#20065)

commit 840d432
Author: Jordi Contestí <25779507+jcontesti@users.noreply.github.com>
Date:   Sat Mar 10 13:24:35 2018 +0100

    DOC: Improved the docstring of Series.str.findall (pandas-dev#19982)

commit 2a0d23b
Author: Jeff Reback <jeff@reback.net>
Date:   Sat Mar 10 06:54:19 2018 -0500

    DOC: lint

commit bf0dcb5
Author: Kate Surta <kate.surta@gmail.com>
Date:   Sat Mar 10 14:42:52 2018 +0300

    BUG: Check for wrong arguments in index subclasses constructors (pandas-dev#20017)

commit 4131149
Author: Stijn Van Hoey <stijnvanhoey@gmail.com>
Date:   Sat Mar 10 10:15:41 2018 +0100

    DOC: Extend docstring pandas core index to_frame method (pandas-dev#20036)

commit 52cffa3
Author: William Ayd <william.ayd@icloud.com>
Date:   Fri Mar 9 18:06:43 2018 -0800

    Cythonized GroupBy pct_change (pandas-dev#19919)

commit da6f827
Author: William Ayd <william.ayd@icloud.com>
Date:   Fri Mar 9 18:03:50 2018 -0800

    Refactored GroupBy ASVs (pandas-dev#20043)

commit bd31f71
Author: William Ayd <william.ayd@icloud.com>
Date:   Fri Mar 9 17:53:34 2018 -0800

    Added 'displayed_only' option to 'read_html' (pandas-dev#20047)

commit ed96567
Author: Ksenia <bobrovaksenia@gmail.com>
Date:   Sat Mar 10 02:40:10 2018 +0100

    TST: series/indexing tests parametrization + moving test methods (pandas-dev#20059)

commit 7c14e4f
Author: Kyle Barron <kylebarron2@gmail.com>
Date:   Fri Mar 9 11:31:14 2018 -0500

    DOC: Add syntax highlighting to SAS code blocks in comparison_with_sas.rst (pandas-dev#20080)

    * Add syntax highlighting to SAS code blocks

    * Fix typo

commit 731d971
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Fri Mar 9 03:30:22 2018 -0800

    Fix typo in apply.py (pandas-dev#20058)

commit cc1b934
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Fri Mar 9 03:13:50 2018 -0800

    BUG: Retain timezone dtype with cut and qcut (pandas-dev#19890)

commit c730d08
Author: William Ayd <william.ayd@icloud.com>
Date:   Fri Mar 9 02:37:27 2018 -0800

    DOC: Update Kurt Docstr (pandas-dev#20044)

commit 9119d07
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Fri Mar 9 10:03:44 2018 +0100

    Temporary github PR template for sprint (pandas-dev#20055)

commit 747501a
Author: Aly Sivji <4369343+alysivji@users.noreply.github.com>
Date:   Fri Mar 9 02:19:59 2018 -0600

    DOC: Improve docstring for pandas.Index.repeat (pandas-dev#19985)

commit 1d73cf3
Author: Rouz Azari <rouzazari@users.noreply.github.com>
Date:   Thu Mar 8 16:54:53 2018 -0800

    BUG: Dense ranking with percent now uses 100% basis (pandas-dev#15639)

commit f9fd540
Author: William Ayd <william.ayd@icloud.com>
Date:   Thu Mar 8 16:36:23 2018 -0800

    Added flake8 to DEV requirements (pandas-dev#20063)

commit b669112
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Thu Mar 8 14:09:12 2018 +0100

    DOC: require returns section in validation script (pandas-dev#19994)

commit 024d8b4
Author: Jeff Reback <jeff@reback.net>
Date:   Thu Mar 8 07:08:57 2018 -0500

    TST: xfail test_time on py2 & mpl 1.4.3 (pandas-dev#20053)

commit b85f6c1
Author: Marc Garcia <garcia.marc@gmail.com>
Date:   Thu Mar 8 11:07:08 2018 +0000

    DOC: update docstring validation script + replace api coverage script (pandas-dev#20025)

    * Improvments to validate_docstrings script: adding sections to summary, validating type and description of parameters

    * DOC: Improvements to validate docstring script (added api_coverage functionality, sections in csv and extra validations)

commit 9273bf5
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Thu Mar 8 11:14:05 2018 +0100

    DOC/CI: temp pin matplotlib for doc build (pandas-dev#20045)

commit 63ce781
Author: Jeff Reback <jeff@reback.net>
Date:   Wed Mar 7 17:01:38 2018 -0500

    TST: xfail mpl 2.2 tests

    xref pandas-dev#20031

commit 7c7bd56
Author: Daniel Frank <danfrankj@gmail.com>
Date:   Wed Mar 7 13:54:46 2018 -0800

    enable multivalues insert (pandas-dev#19664)

commit f33e84c
Author: Ksenia <bobrovaksenia@gmail.com>
Date:   Wed Mar 7 22:09:42 2018 +0100

    Moving tests in series/indexing to fixtures (pandas-dev#20014.1) (pandas-dev#20034)

commit 2532a49
Author: Liam3851 <david.krych@gmail.com>
Date:   Wed Mar 7 13:04:22 2018 -0500

    BUG: Fixes to msgpack support. (pandas-dev#19975)

commit fd010de
Author: Guilherme Beltramini <guilherme.beltramini@nubank.com.br>
Date:   Wed Mar 7 11:33:09 2018 -0300

    to_sql also accepts Series (pandas-dev#20004)

commit 8d462ed
Author: Paul Reidy <paul_reidy@outlook.com>
Date:   Wed Mar 7 14:32:12 2018 +0000

    EHN: Implement method argument for DataFrame.replace (pandas-dev#19894)

commit d14fae8
Author: jbrockmendel <jbrockmendel@gmail.com>
Date:   Wed Mar 7 06:19:21 2018 -0800

    cleanup ops (pandas-dev#19972)

commit 776f2be
Author: William Ayd <william.ayd@icloud.com>
Date:   Wed Mar 7 05:59:39 2018 -0800

    Added .pytest_cache to gitignore (pandas-dev#20021)

commit 460941f
Author: jschendel <jschendel@users.noreply.github.com>
Date:   Wed Mar 7 06:57:51 2018 -0700

    Fix typos in test_interval_new (pandas-dev#20026)

commit 5782ab8
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Wed Mar 7 14:57:17 2018 +0100

    DOC: enable matplotlib plot_directive to include figures in docstrings (pandas-dev#20015)

commit dd2b224
Author: DataOmbudsman <DataOmbudsman@users.noreply.github.com>
Date:   Wed Mar 7 14:56:49 2018 +0100

    DOC: updating docstring of Index.shift (pandas-dev#19996)

commit 09c416c
Author: William Ayd <william.ayd@icloud.com>
Date:   Wed Mar 7 05:56:16 2018 -0800

    DOC: Updated kurt docstring (for pandas sprint) (pandas-dev#19999)

commit ad15f80
Author: Kate Surta <kate.surta@gmail.com>
Date:   Wed Mar 7 16:55:48 2018 +0300

    TST: Fix wrong argument in TestDataFrameAlterAxes.test_set_index_dst (pandas-dev#20019)

commit f6ee9ac
Author: Jeff Reback <jeff@reback.net>
Date:   Wed Mar 7 08:55:33 2018 -0500

    TST: xfail clip tests under numpy-dev (pandas-dev#20035)

    xref pandas-dev#19976

commit 397e296
Author: Jeff Reback <jeff@reback.net>
Date:   Wed Mar 7 08:15:49 2018 -0500

    TST: xfail some tests for mpl 2.2 compat (pandas-dev#20033)

    xref pandas-dev#20031

commit 56939b4
Author: luzpaz <luzpaz@users.noreply.github.com>
Date:   Wed Mar 7 06:10:39 2018 -0500

    DOC: misc typos (pandas-dev#20029)

commit 01b91c2
Author: alinde1 <32714875+alinde1@users.noreply.github.com>
Date:   Tue Mar 6 22:47:45 2018 +0100

    DOC: is confusing for ddof parameter of sem, var and std functions (pandas-dev#19986)

commit db82165
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Tue Mar 6 22:42:41 2018 +0100

    CLN/DOC: cache_readonly: remove allow_setting + preserve docstring (pandas-dev#19991)

commit e02f737
Author: Tom Augspurger <TomAugspurger@users.noreply.github.com>
Date:   Tue Mar 6 09:38:32 2018 -0600

    DOC: add doc on ExtensionArray and extending pandas (pandas-dev#19936)

commit 0ca77b3
Author: jbrockmendel <jbrockmendel@gmail.com>
Date:   Tue Mar 6 04:27:21 2018 -0800

    Datetimelike add/sub catch cases more explicitly, tests (pandas-dev#19912)

commit 0038bad
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Tue Mar 6 04:25:55 2018 -0800

    month_name/day_name warnings followup (pandas-dev#20010)

commit fd63c90
Author: Ksenia <bobrovaksenia@gmail.com>
Date:   Tue Mar 6 13:25:37 2018 +0100

    TST: split series/test_indexing.py (pandas-dev#18614) (pandas-dev#20006)

commit 6366bf0
Author: Jeff Reback <jeff@reback.net>
Date:   Tue Mar 6 07:25:17 2018 -0500

    TST: clean deprecation warnings for xref pandas-dev#19980 (pandas-dev#20013)

    xfail some mpl > 2.1.2 tests

commit fe61299
Author: William Ayd <william.ayd@icloud.com>
Date:   Tue Mar 6 00:30:13 2018 -0800

    DOC: fixed dynamic import mechanics of make.py (pandas-dev#20005)

commit 8a084eb
Author: Grant Smith <grantsmith@gmail.com>
Date:   Tue Mar 6 03:29:26 2018 -0500

    CLN: deprecate the pandas.tseries.plotting.tsplot function (GH18627) (pandas-dev#19980)

commit aedbd94
Author: Jeff Reback <jeff@reback.net>
Date:   Mon Mar 5 06:36:41 2018 -0500

    TST: text correction, xref pandas-dev#19987

commit cbffd19
Author: Bhavesh Poddar <bhavesh13103507@gmail.com>
Date:   Mon Mar 5 06:34:59 2018 -0500

    fixed pytest deprecation warning (pandas-dev#19987)

commit 058a16c
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Mon Mar 5 03:23:49 2018 -0800

    CLN: Use generators in builtin functions (pandas-dev#19989)

commit 607910b
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Sun Mar 4 12:15:37 2018 -0800

    Add month names (pandas-dev#18164)

commit 2fad756
Author: jbrockmendel <jbrockmendel@gmail.com>
Date:   Sun Mar 4 12:00:39 2018 -0800

    transition period_helper to use pandas_datetimestruct (pandas-dev#19918)

commit 53606ff
Author: Liam3851 <david.krych@gmail.com>
Date:   Sun Mar 4 14:58:22 2018 -0500

    BUG: Compat for pre-0.20 TimedeltaIndex and Float64Index pickles pandas-dev#19939 (pandas-dev#19943)

commit 0bfb61b
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Fri Mar 2 22:35:45 2018 +0100

    DOC: small updates to make.py script (pandas-dev#19951)

    * enable passing verbosity flag to sphinx

    * alias api for api.rst

commit d1f3689
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Fri Mar 2 22:33:48 2018 +0100

     DOC: fix some sphinx syntax warnings  (pandas-dev#19962)

commit 49f09cc
Author: Tom Augspurger <TomAugspurger@users.noreply.github.com>
Date:   Fri Mar 2 15:20:28 2018 -0600

    API: Added ExtensionArray constructor from scalars (pandas-dev#19913)

commit d30d165
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Fri Mar 2 22:18:10 2018 +0100

    DOC: update docstring validation script (pandas-dev#19960)

commit a7a7f8c
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Fri Mar 2 13:49:59 2018 +0100

    DOC: clarify version of ActivePython that includes pandas (pandas-dev#19964)

commit b167483
Author: Gina <Dr-G@users.noreply.github.com>
Date:   Fri Mar 2 05:33:49 2018 -0600

    DOC: update install.rst to include ActivePython distribution (pandas-dev#19908)

commit e6c7dea
Author: topper-123 <terji78@gmail.com>
Date:   Fri Mar 2 11:19:07 2018 +0000

    ENH: Let initialisation from dicts use insertion order for python >= 3.6 (part III) (pandas-dev#19884)

commit d615f86
Author: Marc Garcia <garcia.marc@gmail.com>
Date:   Fri Mar 2 09:39:45 2018 +0000

    DOC: Adding script to validate docstrings, and generate list of all functions/methods with state (pandas-dev#19898)

commit 5f271eb
Author: Yian <yian.shang@gmail.com>
Date:   Fri Mar 2 00:13:58 2018 +0100

    BUG: Adding skipna as an option to groupby cumsum and cumprod (pandas-dev#19914)

commit 072545d
Author: David C Hall <davidchall@users.noreply.github.com>
Date:   Thu Mar 1 15:06:20 2018 -0800

    ENH: Add option to disable MathJax (pandas-dev#19824). (pandas-dev#19856)

commit d44a6ec
Author: Yian <yian.shang@gmail.com>
Date:   Fri Mar 2 00:02:31 2018 +0100

    Making to_datetime('today') and Timestamp('today') consistent (pandas-dev#19937)

commit 87fefe2
Author: jbrockmendel <jbrockmendel@gmail.com>
Date:   Thu Mar 1 14:54:42 2018 -0800

    dispatch Series[datetime64] comparison ops to DatetimeIndex (pandas-dev#19800)

commit 9242248
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Thu Mar 1 14:50:35 2018 -0800

    BUG: DataFrame.diff(axis=0) with DatetimeTZ data (pandas-dev#19773)

commit c5a1ef1
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Thu Mar 1 22:48:39 2018 +0100

    DOC: remove empty attribute/method lists from class docstrings html page (pandas-dev#19949)

commit 9958ce6
Author: jschendel <jschendel@users.noreply.github.com>
Date:   Thu Mar 1 04:14:19 2018 -0700

    BUG: Preserve column metadata with DataFrame.astype (pandas-dev#19948)

commit 3b4eb8d
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Thu Mar 1 12:12:35 2018 +0100

    CLN: remove redundant clean_fill_method calls (pandas-dev#19947)

commit c8859b5
Author: Joris Van den Bossche <jorisvandenbossche@gmail.com>
Date:   Thu Mar 1 10:35:05 2018 +0100

    DOC: script to build single docstring page (pandas-dev#19840)

commit 52559f5
Author: Matthew Roeschke <emailformattr@gmail.com>
Date:   Wed Feb 28 17:32:24 2018 -0800

    ENH: Allow Timestamp to accept Nanosecond argument (pandas-dev#19889)

commit 4a27697
Author: William Ayd <william.ayd@icloud.com>
Date:   Wed Feb 28 17:30:18 2018 -0800

    Cythonized GroupBy any (pandas-dev#19722)

commit 96b8bb1
Author: jschendel <jschendel@users.noreply.github.com>
Date:   Wed Feb 28 18:07:15 2018 -0700

    ENH: Implement DataFrame.astype('category') (pandas-dev#18099)

commit 6ef4be3
Author: Liam3851 <david.krych@gmail.com>
Date:   Wed Feb 28 06:14:11 2018 -0500

    ENH: Allow literal (non-regex) replacement using .str.replace pandas-dev#16808 (pandas-dev#19584)

commit 318a287
Author: README Bot <35302948+codetriage-readme-bot@users.noreply.github.com>
Date:   Wed Feb 28 05:07:28 2018 -0600

    Add CodeTriage badge to pandas-dev/pandas (pandas-dev#19928)

    Adds a badge showing the number of people helping this repo on CodeTriage.

commit 14a38a6
Author: Chris Catalfo <ccatalfo@users.noreply.github.com>
Date:   Wed Feb 28 03:14:23 2018 -0500

    DOC: fixes pipe examp
7C20
le in basics.rst due to statsmodel changes (pandas-dev#19923)

commit dfe9d4a
Author: Phil Ngo <ngo.phil@gmail.com>
Date:   Wed Feb 28 00:05:56 2018 -0800

    DOC: fix Series.reset_index example (pandas-dev#19930)

commit 9bdc5c8
Author: William Ayd <william.ayd@icloud.com>
Date:   Tue Feb 27 16:16:48 2018 -0800

    Consistent Timedelta Writing for all Excel Engines (pandas-dev#19921)

commit 61211a8
Author: jbrockmendel <jbrockmendel@gmail.com>
Date:   Tue Feb 27 16:11:47 2018 -0800

    Assorted _libs cleanups (pandas-dev#19887)
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