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https://api.github.com/repos/pandas-dev/pandas/issues/5601
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23,409,300
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5,601
TST/API: test the list of NA values in the csv parser. add N/A, #NA as independent default values (GH5521)
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0
2013-11-27T19:18:20Z
2014-06-24T17:42:26Z
2013-11-27T19:56:34Z
CONTRIBUTOR
null
closes #5521
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5,602
ENH: Added method to pandas.data.Options to download all option data for...
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2013-11-27T20:55:58Z
2014-06-17T15:56:36Z
2014-06-17T14:44:30Z
CONTRIBUTOR
null
... a ticker. Also added a few helper functions. These functions could be applied to refactor some of the other methods.
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5,603
Truncate DataFrames centrally, rather than at one end
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2013-11-28T00:44:35Z
2014-05-16T19:44:16Z
2014-05-16T19:44:16Z
CONTRIBUTOR
null
This came up in discussion on #5550 and #5594. The default plain & HTML repr now truncates DataFrames to the first max_rows rows and max_columns columns. At least for rows, truncating in the middle (so we show the first `max_rows//2` and the last `max_rows//2` rows) would be more consistent with the display of Series a...
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5,604
Expand groupby dispatch whitelist (GH5480)
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2013-11-28T00:56:41Z
2014-07-06T11:29:07Z
2013-12-07T14:16:56Z
CONTRIBUTOR
null
(and create a groupby dispatch blacklist) closes #5480.
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23,425,517
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5,605
df.set_index() broken
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2013-11-28T01:18:28Z
2013-11-28T05:29:28Z
2013-11-28T03:19:24Z
CONTRIBUTOR
null
http://nbviewer.ipython.org/gist/michaelaye/7685834 Version: d057fc9 ('0.12.0-1178-gd057fc9') I tried a sequence of "python setup.py clean && python setup.py install" without success.
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5,606
BUG: repr formating to use iloc rather than getitem for element access (GH5605)
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0
2013-11-28T02:33:38Z
2014-07-04T06:16:27Z
2013-11-28T03:19:25Z
CONTRIBUTOR
null
closes #5605
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23,436,767
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5,607
set_index drop inconsistency
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2013-11-28T08:49:13Z
2013-12-01T04:00:04Z
2013-12-01T04:00:04Z
CONTRIBUTOR
null
I'm not sure if providing a Series of the dataframe as a key to drop is covered by the API (the docs don't mention `Series` as they do for df.groupby() ), but it's at least inconsistent that the set_index seems to work but then the default drop=True is being ignored. See what I mean: ``` python print df a b c 0 ...
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5,608
DataFrameGroupBy.cumcount() returing Series instead of DataFrame
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2013-11-28T09:52:55Z
2013-11-29T07:55:00Z
2013-11-28T23:49:46Z
MEMBER
null
@hayd `DataFrameGroupBy.cumcount()` returns a Series while most others (the ones I tested, like count, cumsum, first, sum ) return a DataFrame. They are maybe not all comparable, but at least with `cumsum` it could be I think: ``` python In [1]: data = pd.DataFrame({'name' : ['a', 'a', 'b', 'd'], 'counts' : [3,4,3,2...
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5,609
Quick dataframe shift
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2013-11-28T10:59:48Z
2014-03-20T20:04:35Z
2014-03-20T20:04:35Z
NONE
null
Quick implementation of dataframe shift ``` def quick_shift(df, N=1): '''Quick implementation of dataframe shift''' shift_value = np.roll(df.values,N,axis=0) shift_value[0:N] = np.NaN return DataFrame(shift_value, index=df.index, columns=df.columns) DataFrame.quick_shift = quick_shift ``` Perf benchm...
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5,610
GroupBy.count() returns the grouping column as both index and column
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2013-11-28T11:52:46Z
2016-08-26T21:13:28Z
2014-04-29T20:12:46Z
MEMBER
null
`GroupBy.count()` (with the default `as_index=True`) return the grouping column both as index and as column, while other methods as `first` and `sum` keep it only as the index (which is most logical I think). This seems a minor inconsistency to me: ``` In [41]: data = pd.DataFrame({'name' : ['a', 'a', 'b', 'd'], 'coun...
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23,449,508
MDU6SXNzdWUyMzQ0OTUwOA==
5,611
DataFrame inspector GUI, df.inspect()
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8
2013-11-28T13:25:02Z
2016-11-11T10:09:36Z
2016-11-11T10:09:32Z
NONE
null
#5013 is in the sandbox, the functionality would be useful as `df.inspect()`, popping up a gui grid view of the frame. In the future, it's possible to detect ipnb and render a js grid instead, if the coming ipython js functionality is adequate, to cover the remote kernel use-case (less common). cc @alefnula
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MDU6SXNzdWUyMzQ1MDIyMQ==
5,612
Index.to_datetime() has no `format` keyword
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4
2013-11-28T13:40:14Z
2016-08-27T09:22:05Z
2016-08-27T09:21:45Z
MEMBER
null
`Index.to_datetime` has no `format` keyword (and more generally, it lacks all keyword arguments from `pd.to_datetime` except for `dayfirst`). Maybe it could be made more similar to `pd.datetime`? (or even just use it under the hood?) Code: https://github.com/pydata/pandas/blob/master/pandas/core/index.py#L278 Docs:...
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23,458,643
MDU6SXNzdWUyMzQ1ODY0Mw==
5,613
asfreq / resample do not set freq with regular timeseries
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15
2013-11-28T16:30:09Z
2016-01-11T13:28:35Z
2016-01-11T13:28:35Z
MEMBER
null
If your timeseries has a regularly spaced index, so if a frequency can be inferred, using `asfreq` or `resample` with this frequency does not set the frequency (it remains None): ``` In [1]: df = pd.DataFrame({'date':["2012-01-01", "2012-01-02", "2012-01-03"], 'col':[1,2,3]}) In [2]: df2 = df.set_index(pd.to_datetime(...
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23,466,381
MDU6SXNzdWUyMzQ2NjM4MQ==
5,614
cumsum sums the groupby column
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16
2013-11-28T20:37:33Z
2014-05-01T22:23:50Z
2014-05-01T15:13:57Z
CONTRIBUTOR
null
It shouldn't sum the groupby'd col (in fact index col should be the index, if groupby as_index). ``` In [13]: df = pd.DataFrame([[1, 2, np.nan], [1, np.nan, 9], [3, 4, 9]], columns=['A', 'B', 'C']) In [14]: g = df.groupby('A') In [16]: g.cumsum() Out[16]: A B C 0 1 2 NaN 1 2 NaN 9 2 3 4 9 [3 rows...
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23,476,781
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5,615
DOC: SQL to pandas comparison (#4524)
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2013-11-29T06:15:33Z
2014-06-17T19:04:21Z
2013-12-07T00:40:20Z
CONTRIBUTOR
null
@jtratner I was a little slower moving on this than I'd hoped, but it's a pretty good start.
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23,501,543
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5,616
BUG: DataFrame.to_excel(index=False) misplaces data/columns in MultiIndex case
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8
2013-11-29T16:50:12Z
2013-12-10T13:19:30Z
2013-12-10T13:19:30Z
CONTRIBUTOR
null
Example: ``` python >>> df = pd.DataFrame({'a': [10, 20], 'b': [30, 40], 'c': [50, 60]}, ... index=pd.MultiIndex.from_tuples([(70, 80), (90, 100)])) >>> writer = pd.ExcelWriter('test.xls') >>> df.to_excel(writer, sheet_name='1', index=False) >>> writer.save() >>> pd.read_excel('test.xls', '1') ...
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5,617
RLS: first release candidate for v0.13
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CONTRIBUTOR
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23,504,498
MDU6SXNzdWUyMzUwNDQ5OA==
5,618
set_option as a context manager
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11
2013-11-29T18:11:57Z
2017-02-23T17:29:57Z
2013-12-31T00:49:22Z
CONTRIBUTOR
null
It doesn't look like it's available yet as such, but it might be nice to have set_option usable as a context manager. E.g., I often find myself wanting to do something like ``` with pd.set_option('max_rows', 200): print df ``` As simple as adding `__enter__` and `__exit__` methods and preserving state?
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23,513,990
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5,619
ENH: Allow passing a list of regular expressions to the usecols keyword argument in read_csv
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3
2013-11-30T02:18:07Z
2014-01-25T00:16:14Z
2014-01-25T00:16:14Z
NONE
null
I'm dealing with some csv files which have hundreds of labeled columns. The first row in the files is the header row. I'd love to be able to load in only specific columns. The 'usecols' keyword argument to `read_csv` is useful but I currently have to read the first line of the file manually to get the header, parse the...
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5,620
GroupBy on a MultiIndex with the index causes python to stop working
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2013-11-30T12:17:58Z
2014-11-18T10:15:32Z
2014-11-18T10:15:13Z
MEMBER
null
If you try following piece of code, my python process crashes: ``` df = pd.DataFrame({'A':[1,1,2], 'B':[1,2,1], 'C':[1,2,3]}) df = df.set_index(['A', 'B']) df.index.groupby(df.index) ``` I know this code is as such probably bullshit (I also did it by accident, the first index shouldn't have been there :-)), but still...
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https://api.github.com/repos/pandas-dev/pandas/issues/5621
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5,621
DOC: Remove quasi-non-public parts of Index API from API docs
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7
2013-11-30T16:10:11Z
2014-06-15T18:49:12Z
2014-02-18T20:05:24Z
CONTRIBUTOR
null
We added some notes on Index to the API Reference that probably shouldn't be there at all, since they're not meant for public consumption or not documented. I've slimmed down the methods to set ops, copy, metadata (i.e. names) and a few of the DatetimeIndex methods.
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5,622
BUG: Indexes and datetime objects
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2013-11-30T18:05:58Z
2013-11-30T19:53:53Z
2013-11-30T19:53:53Z
NONE
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I was trying to construct an index from datetime objects: ``` import pandas as pd, numpy, datetime #idx = [datetime.date.fromordinal(n) for n in range(1,3)] idx = [datetime.datetime.fromordinal(n) for n in range(1,3)] df = pd.DataFrame(data=numpy.zeros(2),index=idx) ``` This code does not work. It seems that the lin...
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5,623
BUG/API: autocorrelation_plot should accept kwargs
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4
2013-11-30T20:15:08Z
2014-06-15T07:05:39Z
2014-01-15T15:28:37Z
CONTRIBUTOR
null
Unless there's a specific reason not to for this plot? All the others seem to accept them. ``` python autocorrelation_plot(data, label='ACF') ``` ![label_autocorr](https://f.cloud.github.com/assets/1312546/1649385/4cad26d2-59fb-11e3-9d3e-2ccc7c44856e.png)
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5,624
CLN: Trim includes of absent files
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2013-11-30T21:35:46Z
2014-07-16T08:42:12Z
2013-11-30T22:02:35Z
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ENH: Make set_option into a contextmanager that undos itself on __exit__
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32
2013-12-01T00:50:30Z
2014-07-11T21:41:59Z
2013-12-19T22:43:04Z
CONTRIBUTOR
null
Fixes #5618 cc @y-p and @jseabold I went ahead and simplifed all the prefixing stuff to just change a single `prefix_key` function instead and handled the dynamic docstring by setting the `__doc__` attribute of functions/classes. set_option is now callable _and_ a contextmanager (whee!) so no need to add anything els...
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5,626
TST: Always try to close file descriptors of tempfiles
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2013-12-01T01:20:55Z
2014-07-02T13:59:48Z
2013-12-01T03:37:51Z
CONTRIBUTOR
null
We weren't closing the file descriptors from `mkstemp`, which caused fun segmentation faults for me. This should fix the issue.
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BUG/TST: importing util.clipboard shouldnt print to stdout (nosetests)
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2013-12-01T13:12:17Z
2014-07-16T08:42:14Z
2013-12-01T13:14:52Z
NONE
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``` $ nosetests /usr/bin/xclip <<<< raise your hand if you've been ignoring this for 6 months ........... ``` `os.system` nastiness. The vbench package has similar problems. https://github.com/pydata/pandas/pull/3848 :raised_hand:
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Dropping rows inplace, weird bug with 0.13.0rc1
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2013-12-02T03:40:47Z
2013-12-06T18:36:25Z
2013-12-02T12:53:01Z
CONTRIBUTOR
null
In c239b06e I have the following weird behavior. I am even unsure how to describe it, but somehow the dropping of rows selected via a boolean leads to a failure of dropping the rows only for the Series of a DataFrame that met the condition in the first place. Please have a look at the MWE I figured out after some hacki...
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5,629
PERF: Too long MultiIndex repr freezes notebook
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2013-12-02T06:10:48Z
2013-12-02T15:52:50Z
2013-12-02T11:03:53Z
CONTRIBUTOR
null
I have a quite large MultiIndex here that I accidentally tried to show with `__repr__`: ``` python print len(counts.index) print type(counts.index) 3982319 <class 'pandas.core.index.MultiIndex'> ``` whereupon my Macbook started to boil and the notebooks became unresponsive and I had to hard-kill the notebook server ...
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5,630
Documentation / Remote Data Access - 3rd pary libraries
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2
2013-12-02T10:33:25Z
2015-01-06T13:14:19Z
2015-01-06T13:14:19Z
CONTRIBUTOR
null
Does it make sense to extend documentation with links to a 3rd party libraries that download financial data from different sources in the pandas format? E.g. interfaces for Quandl (http://www.quandl.com/help/packages/python) or for Thomson Reuters Datastream (https://github.com/vfilimonov/pydatastream)? Also personal...
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23,569,816
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5,631
BUG: core/generic/_update_inplace not resetting item_cache (GH5628)
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0
2013-12-02T12:42:39Z
2014-07-02T08:55:16Z
2013-12-02T12:53:01Z
CONTRIBUTOR
null
closes #5628
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23,603,011
MDU6SXNzdWUyMzYwMzAxMQ==
5,632
Setting empty column on empty DataFrame
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6
2013-12-02T21:26:59Z
2013-12-03T14:53:32Z
2013-12-03T01:59:04Z
CONTRIBUTOR
null
This issue appears in 0.13.0-rc1 and did not appear in 0.12.0-854-gde63e00 Let us say we have an empty DataFrame. Then the following calls (which worked in pandas 0.12) no longer work: ``` python df = pd.DataFrame() df['foo'] = [] df = pd.DataFrame() df['foo'] = df.index df = pd.DataFrame() df['foo'] = range(len(df...
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5,633
BUG: make sure partial setting with a Series like works with a completly empty frame (GH5632)
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0
2013-12-02T22:19:33Z
2014-06-18T03:40:04Z
2013-12-03T01:59:04Z
CONTRIBUTOR
null
closes #5632
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5,634
BUG: Validate levels in a multi-index before storing in a HDFStore (GH5527)
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2013-12-03T02:41:10Z
2014-06-22T06:01:57Z
2013-12-03T03:00:46Z
CONTRIBUTOR
null
close #5527
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MDU6SXNzdWUyMzYyMDg4Ng==
5,635
BUG: empty result for HDFStore where with leading NaNs
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6
2013-12-03T04:36:41Z
2014-02-15T21:00:15Z
2014-02-15T21:00:15Z
CONTRIBUTOR
null
https://github.com/PyTables/PyTables/issues/282 is the culprit I may be missing something here, but I think this is an odd result. When reading from a `table` HDFStore, if the first value is NaN then any `where`s based on that column will return an empty selection. ``` python In [58]: sm Out[58]: HRHHID...
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5,636
read_csv not correctly parsing dates when parse_dates is string and index_col not set
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3
2013-12-03T20:03:36Z
2016-04-19T18:36:05Z
2016-04-19T18:36:05Z
CONTRIBUTOR
null
With: ``` csv="""A,B,C 1,2,2003-11-1 """ ``` These all work as expected: ``` In [40]: pd.read_csv(StringIO(csv), parse_dates="C",index_col="C").index[0] Out[40]: Timestamp('2003-11-01 00:00:00', tz=None) In [41]: pd.read_csv(StringIO(csv), parse_dates=["C"],index_col="C").index[0] Out[41]: Timestamp('2003-11-01 0...
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23,671,684
MDU6SXNzdWUyMzY3MTY4NA==
5,637
datetools.BDay() does the wrong thing when given a Friday - Saturday range
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2013-12-03T20:33:11Z
2014-04-06T15:03:05Z
2014-04-06T15:03:01Z
NONE
null
With a daily frequency, when you specify a range from a Friday morning UTC to Saturday morning UTC, you get back both days as expected: ``` (Pdb) pd.DatetimeIndex(start=datetime.datetime(2013,11,22,5,0,0,tzinfo=pytz.utc), end=datetime.datetime(2013,11,23,4,59,59,tzinfo=pytz.utc), freq=pd.datetools.Day()) <class 'panda...
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5,638
VIS: added ability to plot DataFrames and Series with errorbars
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31
2013-12-04T00:10:22Z
2014-06-13T17:00:32Z
2014-03-18T17:42:12Z
CONTRIBUTOR
null
close #3796 Addresses some of the concerns in issue #3796. New code allows the DataFrame and Series Line plots and Bar plot functions to include errorbars using `xerr` and `yerr` keyword arguments to `DataFrame/Series.plot()`. It supports specifying x and y errorbars as 1. a separate list/numpy/Series, 2. a DataFrame ...
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5,639
Selecting same column twice in DataFrame does not work when some columns are bool
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2013-12-04T11:55:10Z
2013-12-04T14:51:07Z
2013-12-04T14:50:54Z
NONE
null
It works fine to select a column twice if the DataFrame does not consists of any columns of dtype bool, but works fine otherwise. ``` python import pandas as pd #Data with just bool columns dbool = {'one' : pd.Series([True, True, False], index=['a', 'b', 'c']), 'two' : pd.Series([False, False, True, False], inde...
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5,640
BUG: mixed column selection with dups is buggy (GH5639)
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0
2013-12-04T14:16:30Z
2014-06-19T11:13:37Z
2013-12-04T14:50:54Z
CONTRIBUTOR
null
closes #5639
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23,733,949
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5,641
assignment to slice
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2013-12-04T18:04:05Z
2014-02-13T23:12:32Z
2014-02-13T23:12:32Z
NONE
null
In pandas version 0.81, this used to work: ``` import pandas as pd import numpy as np from pandas.tseries.offsets import * from datetime import date M_ASSETS=50 K_FACTORS=3 dates = pd.bdate_range(date(2013, 1, 1), date(2013, 1, 10)) factor_names=['F'+str(y) for y in xrange(1, K_FACTORS+1)] asset_names = ['A'+str(y)...
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5,642
DataFrame.from_records() converts mx.DateTime to string
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2013-12-04T21:14:47Z
2013-12-07T06:34:26Z
2013-12-07T06:34:26Z
NONE
null
python version: 2.7.5 pandas version: 0.12.0 numpy version: 1.7.1 psycopg2 version: 2.5.1 I observe this as I parse the result set from Postgres (my psycopg2 installation is configured to return mx.DateTimes). The ideal scenario is that these objects are converted to numpy.datetime64 along with appropriate time zone ...
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5,643
NaT.date returns garbage
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2013-12-04T22:03:20Z
2013-12-05T23:47:37Z
2013-12-05T23:47:37Z
CONTRIBUTOR
null
``` pd.Series([pd.NaT]).apply(lambda x:x.date()) ``` ``` 0 0001-255-255 dtype: object ```
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5,644
TST: prevent stderr from leaking to console in util.testing
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2013-12-04T22:11:11Z
2014-06-21T13:28:05Z
2013-12-04T22:30:18Z
NONE
null
similar to https://github.com/pydata/pandas/pull/5627 Eliminate some more noise from tests, manifests only on system where `locale` isn't available.
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5,645
Binary operations don't broadcast across multiindex
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16
2013-12-05T00:47:00Z
2021-08-31T09:25:30Z
null
CONTRIBUTOR
null
related #6360 Based on [this SO question](http://stackoverflow.com/questions/20383972/binary-operation-broadcasting-across-multiindex?noredirect=1#comment30444368_20383972) Consider the following two Series: ``` python x = pd.DataFrame({'year':[1,1,1,1,2,2,2,2], 'country':['A','A','B','B','A','A','...
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5,646
Clustered heatmap
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27
2013-12-05T06:30:52Z
2014-06-20T18:35:28Z
2013-12-22T20:25:09Z
NONE
null
Hello there, I'm working on a clustered heatmap figure for pandas, like R's `heatmap.2` which I used I ton when I was still in R-land. I'm having some trouble wrapping my mind around `pandas.tools.plotting` but I have a draft version of this `heatmap` function with some initial parameters in my fork: https://github.co...
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5,647
0.12: join with on= fails with TimeStamp and Int64 MultiIndex
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2013-12-05T15:32:33Z
2019-12-26T00:25:34Z
2019-12-26T00:25:34Z
NONE
null
I encountered a very strange problem in 0.12 when a straightforward join fails while it works just fine in 0.11. ``` df1 ``` > <class 'pandas.core.frame.DataFrame'> > Int64Index: 71958 entries, 0 to 104014 > Data columns (total 3 columns): > FactorDate 71958 non-null values > FundSecNo 71958 non-nu...
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5,648
idxmax, idxmin inconsistency
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7
2013-12-05T20:49:03Z
2013-12-06T18:22:57Z
2013-12-06T18:22:57Z
NONE
null
Don't know if this is a bug or my code... python 2.7.5 anaconda 1.8.0 pandas 12.0 numpy 1.7.1 What seems to be occurring: DataFrame.idxmax/idxmin functions work or not depending on how the DataFrame object is created... This works: ************************************** In [2]: df = pandas.DataFrame( {1:[1,2,3], 2...
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5,649
BUG: repr_html, fix GH5588 for the MultiIndex case
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1
2013-12-05T22:57:49Z
2014-07-06T14:18:09Z
2013-12-05T22:57:54Z
NONE
null
https://github.com/pydata/pandas/pull/5550#issuecomment-29938267 #5588
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5,650
Correct place for SettingWithCopyWarning?
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2013-12-06T05:40:56Z
2013-12-07T00:18:10Z
2013-12-07T00:18:10Z
CONTRIBUTOR
null
I am really happy about the SettingWithCopyWarning but is this situation the right place to pop up? Because what I want to do seems to work, maybe I don't see the danger of a possible case? ``` python In [19]: df.convert_objects().dtypes Out[19]: hour float64 minute float64 second float64 tb float64...
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23,862,539
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5,651
ValueError: zero-size array to reduction operation maximum
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9
2013-12-06T14:56:18Z
2013-12-06T21:04:42Z
2013-12-06T18:36:25Z
NONE
null
I have recently incountered a strange issue which only happens on the dev branch. I've mostly encountered it when trying to display the dataframe, such as with print or wanting ipython output. Displaying a column/series of the dataframe works fine, just not displaying the whole frame. The dataframe is originally con...
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5,652
"df.get(None)" throws error in 0.13 -> regression?
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10
2013-12-06T17:16:00Z
2017-09-15T13:15:20Z
2014-01-23T22:03:09Z
CONTRIBUTOR
null
This works with pandas 0.12: ``` python from ggplot import meat meat.get(None) [returns None] ``` But throws an error in 0.13 (RC): ``` python --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-11-86be...
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5,653
BUG: Series.rename() ignores level argument on MultiIndex
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5
2013-12-06T17:42:55Z
2013-12-06T18:55:49Z
2013-12-06T17:49:16Z
CONTRIBUTOR
null
At least I think this is a bug. #4627 was meant to unify the Series and DataFrame.rename APIs right? ``` python In [35]: idx = pd.MultiIndex.from_tuples([(1, 1), (1, 2), (1, 3), (2, 1), (2, 2), (2, 3)]) In [36]: s = pd.Series(np.arange(6), index=idx) In [37]: s Out[37]: 1 1 0 2 1 3 2 2 1 3 2...
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23,873,803
MDU6SXNzdWUyMzg3MzgwMw==
5,654
performance of DataFrame.apply between 0.12 and 0.13rc1
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1
2013-12-06T17:51:35Z
2014-01-21T15:16:06Z
2013-12-06T18:53:50Z
CONTRIBUTOR
null
Here is a small example of a performance regression I've noticed between 0.12 and 0.13rc1: ``` python s = pd.Series(np.arange(4096.)) df = pd.DataFrame({i:s for i in range(4096)}) # under 0.12 %timeit df.apply((lambda x: np.corrcoef(x, s)[0, 1]), axis=1) 1 loops, best of 3: 792 ms per loop # under 0.13rc1 %timeit d...
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23,874,541
MDU6SXNzdWUyMzg3NDU0MQ==
5,655
pd.read_json cryptic error on missing file
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8
2013-12-06T18:03:01Z
2014-05-01T14:23:05Z
2013-12-19T17:35:32Z
NONE
null
``` python In [12]: pd.read_json("No Such File") --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-12-f479cae2f65a> in <module>() ----> 1 pd.read_json("No Such File") /home/user1/src/pandas/pandas/io/j...
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23,876,452
MDExOlB1bGxSZXF1ZXN0MTA2MDM0NzQ=
5,656
PERF: performance regression in frame/apply (GH5654)
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1
2013-12-06T18:36:19Z
2014-06-23T23:26:57Z
2013-12-06T18:53:50Z
CONTRIBUTOR
null
closes #5654
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23,880,220
MDU6SXNzdWUyMzg4MDIyMA==
5,657
df.filter(like='col_name') 2.975X slower than basic column list comprehension
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2
2013-12-06T19:39:53Z
2018-07-06T22:02:32Z
2018-07-06T22:02:31Z
NONE
null
I have found that using the filter method to select columns that match a string pattern is ~3x slower than basic list comprehension on the df.columns list. Not sure how its implemented under the hood but for basic 'in' checks on lots of columns this could slow you down depending on how often you filter. ``` python imp...
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5,658
API: change _is_copy to is_copy attribute on pandas objects GH(5650)
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0
2013-12-06T22:30:17Z
2014-07-07T21:26:09Z
2013-12-07T00:18:10Z
CONTRIBUTOR
null
closes #5650
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5,659
BUG: Fix for MultiIndex to_excel() with index=False.
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2
2013-12-07T00:27:33Z
2014-06-18T19:01:49Z
2013-12-10T13:19:30Z
CONTRIBUTOR
null
closes #5616 caused by the updated Excel MultiIndex handling. This change should go into v0.13.
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23,900,675
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5,660
0.13rc1+ vs. 0.12 vbench, perf regressions.
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28
2013-12-07T06:12:30Z
2014-01-16T15:29:37Z
2013-12-11T19:19:32Z
NONE
null
30% slowdown and up. ``` melt_dataframe | 2.7920 | 2.1487 | 1.2994 | concat_small_frames | 22.1807 | 17.0054 | 1.3043 | dti_reset_index | 0.2950 | 0.2257 | 1.3070 | frame_reindex_upcast | 28.803...
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5,661
BUG: compat_pickle should not modify global namespace
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27
2013-12-07T19:17:52Z
2014-06-24T11:20:04Z
2013-12-08T15:17:30Z
CONTRIBUTOR
null
turns out was modifying the python pickle just by importing pandas when sub classing have to copy a mutable property before modifying http://stackoverflow.com/questions/20444593/pandas-compiled-from-source-default-pickle-behavior-changed
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5,662
unexpected axis ticks in tools.plotting.scatter_matrix
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0
2013-12-07T21:46:47Z
2015-03-31T21:06:09Z
2015-03-31T21:06:09Z
NONE
null
The upper left y axis tick marks in a scatter_matrix appear to have units/values pulled from the (0, 0) histogram counts, instead of the data values that are used for all other axis tick values. Example: ``` In [1]: import numpy as np In [2]: import pandas as pd In [3]: pd.__version__ Out[3]: '0.12.0' In [4]: df =...
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5,663
CLN: PEP8 cleanup of the io module
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2013-12-08T00:18:30Z
2014-06-14T15:40:54Z
2013-12-09T18:54:59Z
CONTRIBUTOR
null
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5,664
BUG: read_csv segfault
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15
2013-12-08T03:52:35Z
2017-09-22T15:23:27Z
2015-04-12T13:37:27Z
CONTRIBUTOR
null
Came across this when trying to parse a poorly-formatted csv file and got the number of columns wrong. Mostly it segfaults; sometimes it produces a broken last row. ``` >>> import pandas as pd >>> from StringIO import StringIO >>> pd.__version__ '0.13.0rc1-43-g4f9fefc' >>> >>> f = StringIO('1,1,1,1,0\n'*2 + '\n'*2) ...
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5,665
BUG: scatter_matrix problem, ranges of diagonal and off-diagonal plots are different
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2013-12-08T13:45:21Z
2014-06-24T04:31:39Z
2014-01-21T12:48:06Z
CONTRIBUTOR
null
close #5497 **Short story:** In [this](https://github.com/pydata/pandas/issues/5497) issue I signaled that the x_lim and y_lim in scatter_matrix plots are different. In particular x/y_lim of diagonal hists and x/y_lim of scatter plots are different. For instance, this causes peaks nonalignments in the 1-margin and...
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5,666
BUG: Work-around a numpy regression affecting pandas.eval() with numexpr
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2013-12-09T04:31:29Z
2014-06-13T06:54:13Z
2013-12-09T20:19:46Z
CONTRIBUTOR
null
numpy 1.7.0 erroneously raises IndexError instead of ValueError from ndarray.item() when the array is not of length 1. This can be seen as a failure of ``` computation.tests.test_eval.TestScope.test_global_scope ``` for the cases that engine='numexpr'. Absorb the splatter from this regression by explicitly catching ...
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DOC: add pickle compat warning to docs
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CONTRIBUTOR
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23,971,639
MDU6SXNzdWUyMzk3MTYzOQ==
5,668
ENH: unsparsify multi-index column labels
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1
2013-12-09T16:02:33Z
2021-04-11T03:58:01Z
null
CONTRIBUTOR
null
`read_csv` requires the multi-index column labels to be non-sparse in order to properly parse them. I am not sure if this can be done automatically, though maybe a keyword could trigger this. ``` In [40]: def unsparsify_labels(index): ....: new_labels = [] ....: for label in index.values: ....: ...
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5,669
BUG: reindex on index in a frame using a not-None method is buggy
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2013-12-09T16:20:44Z
2021-04-11T04:00:18Z
null
CONTRIBUTOR
null
reported here: http://stackoverflow.com/questions/20459782/what-is-the-functionality-of-the-filling-method-when-reindexing does not appear to be any tests for it, nor is fix that trivial ``` import pandas as pd import numpy as np hf_index = pd.date_range(start='2013-05-09 9:00', end='2013-05-13 23:59', freq='1min')...
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BUG: lexsort segfault
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2013-12-09T17:32:46Z
2013-12-14T20:04:54Z
2013-12-10T04:55:39Z
CONTRIBUTOR
null
Found while fuzz-testing the numpy/pandas interface the other day: ``` >>> import numpy as np, pandas as pd >>> pd.__version__ '0.13.0rc1-47-g9ac008c' >>> df = pd.DataFrame(range(5)) >>> np.lexsort(df.values) array([0]) >>> np.lexsort(df) Segmentation fault ```
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5,671
performance of DataFrame.corrwith vs raw apply
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8
2013-12-09T19:29:45Z
2014-01-28T17:09:24Z
2014-01-28T16:49:31Z
CONTRIBUTOR
null
For the following example I see corrwith performing considerably more slowly than doing a "raw" apply of np.corrcoef, with the tip code as of 2013-12-08: ``` s = pd.Series(np.arange(4096.)) df = pd.DataFrame({i:i + np.arange(3360.) for i in range(4096)}) %timeit -n 3 df.apply((lambda x: np.corrcoef(x.values, s.values...
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5,672
Should pandas preserve NaNs in str methods?
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15
2013-12-10T10:27:50Z
2020-05-03T19:58:04Z
2020-05-03T19:58:03Z
CONTRIBUTOR
null
Since the output of the string methods is primarily boolean, do we want to preserve NaNs? Use case. I load in some data, empty strings (i.e., missing data in a column that's string data) gets automatically converted to NaNs. I have to do fillna everywhere first, or I run into situations like this. ``` dta = pd.DataFr...
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5,673
ODD: many many isinstance calls per df cell, when invoking repr()
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2013-12-10T12:10:44Z
2014-01-03T01:43:47Z
2014-01-03T01:43:47Z
NONE
null
``` python In [83]: pd.options.display.max_rows=1 ...: pd.options.display.max_columns=1 ...: df=DataFrame(np.random.randn(1000,1000)) ...: %prun -l 5 df._repr_html_() ncalls tottime percall cumtime percall filename:lineno(function) 209 0.000 0.000 0.000 0.000 {isinstance} In [84]:...
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5,674
BUG: HDFStore improperly inferring a freq on datetimeindexes
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2013-12-10T14:28:19Z
2014-07-16T08:42:49Z
2013-12-10T14:48:29Z
CONTRIBUTOR
null
surfaced in a doc example http://stackoverflow.com/questions/20489519/how-come-pandas-select-results-in-the-examples-dont-match
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5,675
BUG: properly handle a user function ingroupby that returns all scalars (GH5592)
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2013-12-10T22:07:47Z
2014-06-21T12:51:25Z
2013-12-10T22:42:06Z
CONTRIBUTOR
null
related #5592 BUG: handle coercion of None for date/time like dtypes in a groupby result
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24,077,349
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5,676
Violin plots?
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19
2013-12-11T00:30:23Z
2014-01-29T21:28:06Z
2013-12-14T22:21:11Z
NONE
null
Besides boxplots, another way to look at the distribution of data is by violin plots: http://nbviewer.ipython.org/gist/olgabot/7902901 I'd like to add this to pandas. Is there interest in these plots? It currently depends on my `prettyplotlib` but that can be removed. My concern is that it depends on `scipy.stats.gau...
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5,677
ENH/API: clarify groupby by to handle columns/index names
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17
2013-12-11T01:52:05Z
2016-12-14T20:40:11Z
2016-12-14T20:39:39Z
CONTRIBUTOR
null
Referenced briefly in the OP at #3275 ``` python In [11]: idx = pd.MultiIndex.from_tuples([('a', 1), ('a', 2), ('a', 3), ('b', 1), ('b', 2), ('b', 3)]) In [12]: idx.names = ['outer', 'inner'] In [13]: df = pd.DataFrame({"A": np.arange(6), 'B': ['one', 'one', 'two', 'two', 'one', 'one']}, index=idx) ``` So the idea ...
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5,678
API: selection from a duplicated index of a Series return a Series?
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4
2013-12-11T13:10:33Z
2013-12-11T18:05:38Z
2013-12-11T15:26:47Z
NONE
null
See below for discussion --- ``` In [19]: import pandas as pd In [20]: import numpy as np In [21]: import random In [22]: df = pd.DataFrame(np.random.random_sample((20,5)), index=[random.choice('ABCDE') for x in range(20)]) In [23]: df.loc[:,0].ix['A'].median() Out[23]: 0.57704085832236685 In [24]: pd.version.ve...
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5,679
API/ENH: Detect trying to set inplace on copies in a nicer way, related (GH5597)
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3
2013-12-11T14:01:37Z
2014-06-13T22:14:03Z
2013-12-11T21:10:14Z
CONTRIBUTOR
null
related #5597 pretty common error that I have seen, originally from: http://stackoverflow.com/questions/20508968/series-fillna-in-a-multiindex-dataframe-does-not-fill-is-this-a-bug ``` In [1]: a = [12, 23] In [2]: b = [123, None] In [3]: c = [1234, 2345] In [4]: d = [12345, 23456] In [5]: tuples = [('eyes', 'left...
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5,680
BUG: Bug in repeated indexing of object with resultant non-unique index (GH5678)
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0
2013-12-11T14:33:26Z
2014-07-09T16:15:48Z
2013-12-11T15:26:47Z
CONTRIBUTOR
null
closes #5678
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24,113,175
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5,681
Can't assign a sum'ed series to a dataframe
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2013-12-11T15:18:21Z
2013-12-11T15:36:18Z
2013-12-11T15:36:18Z
NONE
null
Using pandas 0.11, there appears to be a bug (or at least non-intuitive behavior) when setting a sum on a dataframe. Any advice? p = pandas.DataFrame({ 'x' : [1,2,3], 'y' : [1,2,3] }) sumOfP = p.sum() #Gives a Series of [6,6]. OK. totals = pandas.DataFrame({ 'someOtherSeries' : [1,2]) totals['sumOfP'] = sumOfP #BAD! T...
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5,682
DISP: show column dtype in DataFrame.info() output
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20
2013-12-12T03:13:32Z
2014-06-12T20:01:14Z
2014-01-01T02:54:25Z
MEMBER
null
closes #3429. Old: ``` In [39]: DataFrame(randn(10,2)).info() <class 'pandas.core.frame.DataFrame'> Int64Index: 10 entries, 0 to 9 Data columns (total 2 columns): 0 10 non-null values 1 10 non-null values dtypes: float64(2) ``` New: ``` In [39]: DataFrame(randn(10,2)).info() <class 'pandas.core.frame.DataFr...
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24,168,273
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5,683
Failed to assign new value to masked serie
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1
2013-12-12T10:15:10Z
2013-12-12T12:44:17Z
2013-12-12T12:44:17Z
NONE
null
Hello, ``` #!/bin/env python import pandas as pd import numpy as np import sys print sys.version print "NUMPY:", np.__version__ print "PANDAS:", pd.__version__ df = pd.DataFrame([[0, None], [4, 3]], columns=['a','b']) print df df["c"] = 1.0 #print df #uncomment and result change df["c"][~df.all(axis=1)] = 2 print d...
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24,182,757
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5,684
BUG: Series.xs() inconsistent with DataFrame.xs() with MultiIndex
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4
2013-12-12T14:47:14Z
2014-02-05T02:08:12Z
2014-02-05T02:08:12Z
CONTRIBUTOR
null
_Edited to clarify the bug_ `Series.xs` slice fails with string index labels and MultiIndex: ``` python In [1]: idx = pd.MultiIndex.from_tuples([('a', 'one'), ('a', 'two'), ('b', 'one'), ('b', 'two')]) In [2]: df = pd.Series(np.random.randn(4), index=idx) In [4]: df.index.set_names(['L1', 'L2'], inplace=True) In [...
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24,191,574
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5,685
Attribute access to DataFrame behaves incorrectly
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2013-12-12T16:50:54Z
2013-12-13T12:32:54Z
2013-12-13T12:32:54Z
NONE
null
``` In [80]: dat = pd.DataFrame({'a' : [1,2,3], 'b' : [4,5,6]}) In [81]: dat Out[81]: a b 0 1 4 1 2 5 2 3 6 [3 rows x 2 columns] In [82]: dat.c = 1 In [83]: dat Out[83]: a b 0 1 4 1 2 5 2 3 6 [3 rows x 2 columns] In [84]: dat['c'] = 2 In [85]: dat Out[85]: a b c 0 1 4 2 1 2 5 2 2 ...
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24,193,460
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5,686
Add ability to process bad lines for read_csv
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19
2013-12-12T17:16:47Z
2021-10-16T17:40:03Z
null
NONE
null
CSV files can contains some errors, for example: ``` NAME,PAT Peter,cat really bad line Fedor,cat ``` to skip really bad lines exist `error_bad_lines=False` parameter. Another example without quotes and delimiters in field: ``` NAME,PAT Peter,cat Ira,cat,dog Fedor,cat ``` Which with quotes will look like this: ```...
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24,205,481
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5,687
Exception in detect_console_encoding when runnind under erlport
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2013-12-12T20:19:40Z
2013-12-13T11:38:27Z
2013-12-12T21:36:13Z
NONE
null
pandas version: '0.12.0' numpy version: '1.7.1' erlport version: '1.0.0beta' I am passing data between erlang and python using erlport, following the example here: http://erlport.org/docs/python.html the python file I'm calling only contains the line: import pandas as pd I am getting the error: ``` python ** except...
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5,688
NaT Not Correctly showing up as null value
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2013-12-12T21:27:31Z
2013-12-12T21:59:22Z
2013-12-12T21:59:22Z
CONTRIBUTOR
null
On pandas 0.12: ``` pd.DataFrame( pd.Series([datetime(2012,12,12).replace(tzinfo=pytz.utc)] + [pd.NaT]*100)) ``` I would argue this should show 1 non null-value: ``` <class 'pandas.core.frame.DataFrame'> Int64Index: 101 entries, 0 to 100 Data columns (total 1 columns): 0 101 non-null values dtypes: object(1) ```...
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24,216,004
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5,689
BUG: timedelta64 dtype inference in Series
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2013-12-12T23:09:22Z
2014-02-04T15:53:19Z
2014-01-20T23:37:17Z
CONTRIBUTOR
null
related #5690 This works: ``` pd.Series(np.array([np.timedelta64(300000000)])) ``` ``` 0 00:00:00.300000 dtype: timedelta64 ``` but this does not: ``` pd.Series([np.timedelta64(300000000)]) ``` on Numpy 1.7: ``` TypeError: don't know how to convert scalar number to float ``` and on Numpy 1.8: ``` 0 300000...
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5,690
min and max of timedelta64
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2013-12-12T23:50:07Z
2013-12-13T15:20:00Z
2013-12-13T15:20:00Z
CONTRIBUTOR
null
related #5689 On pandas v12: I thought this was fixed in #2990, but: both of these: ``` pd.DataFrame(pd.Series((np.array([np.timedelta64(3000000000),np.timedelta64(3000000000)])))).min() ``` and ``` pd.Series((np.array([np.timedelta64(3000000000),np.timedelta64(3000000000)]))).min() ``` produce: ``` /usr/lib64/...
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5,691
Attribute access bug?
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2013-12-13T09:09:14Z
2013-12-13T22:22:25Z
2013-12-13T22:22:25Z
NONE
null
Hello, I'm using Python 7.2.3 and Pandas 0.12.0. When I run the code below, it works as expected, by creating new items and updating them. ``` quotes_premiums = quotes_cc_returns.transpose(2, 1, 0) quotes_premiums['RiskPremium'] = quotes_premiums.CC_Returns.sub(ff_data_factors_subset.RF, axis=0) quotes_premiums['Mk...
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5,692
Series.fillna() docs still claim self is return if inplace=True
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4
2013-12-13T12:27:49Z
2014-02-18T19:48:40Z
2014-02-18T19:48:40Z
CONTRIBUTOR
null
In master, `NDFrame.fillna`'s `inplace` parameter's docs claim: > If True, fill in place. Note: this will modify any > other views on this object, (e.g. a no-copy slice for a column in a > DataFrame). **Still returns the object.** But this is not consistently true. If `inplace=True`, `self` is only returned on a cou...
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5,693
incorrect behavior of string-indexed Series
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2013-12-13T16:30:20Z
2013-12-13T16:33:33Z
2013-12-13T16:33:19Z
NONE
null
The following code gives "IndexError: Out of bounds on buffer access (axis 0)" (pandas version: 0.12.0, Python version: 3.3.2, OS: Linux): pandas.Series([0], ["y"])[["x", "x", "y"]] If "x" is replaced to 1 and "y" to 2, then the error disappears.
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24,256,738
MDU6SXNzdWUyNDI1NjczOA==
5,694
Incorrect resampling due to DST
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2013-12-13T16:30:20Z
2014-11-06T12:42:10Z
2014-11-06T12:42:10Z
NONE
null
related #5172 Given this DataFrame, with an index containing the moment when DST changes (October 27th in the case of the "Europe/Paris" timezone): ``` index = pandas.date_range('2013-09-30', '2013-11-02', freq = '30Min', tz = 'UTC').tz_convert('Europe/Paris') column_a = pandas.np.random.random(index.size) column_b =...
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5,695
Left Join with timedelta64 does not produce correct nulls
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2013-12-13T16:31:35Z
2014-01-20T23:37:17Z
2014-01-20T23:37:17Z
CONTRIBUTOR
null
related example: http://stackoverflow.com/questions/20789976/python-pandas-dataframe-1st-line-issue-with-datetime-timedelta/20802902?noredirect=1#comment31195305_20802902 ``` import datetime import pandas as pd parms = {'d': datetime.datetime(2013, 11, 5, 5, 56), 't':datetime.timedelta(0, 22500)} df = pd.DataFrame(co...
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24,258,516
MDU6SXNzdWUyNDI1ODUxNg==
5,696
Display Pure "Date"s Without Time
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2013-12-13T16:58:01Z
2013-12-13T17:30:57Z
2013-12-13T17:04:52Z
CONTRIBUTOR
null
I have a `Series` of "dates" (actually `datetime`s all at midnight), Is there any way to get this `Series` or `column` to render as just the date without the time string of "00:00:00"? ``` In [248]: pd.Series([datetime(2013,1,1),datetime(2013,2,1)]) Out[248]: 0 2013-01-01 00:00:00 1 2013-02-01 00:00:00 dtype: dat...
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24,259,208
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5,697
data loss in read_csv
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2013-12-13T17:09:12Z
2017-05-04T13:41:27Z
2017-05-04T13:41:27Z
NONE
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The read_csv function gives strange results for certain input files (pandas version: 0.12.0, Python version: 3.3.2, OS: Linux): import io, pandas f = io.StringIO("x\n\n1111111111111111111") df = pandas.read_csv(f) print(int(df.x[1])) # 1111111111111111168 We have data loss due to rounding! The correct behavior in my ...
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5,698
Series Changes breaks rpy2?
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2013-12-13T23:22:57Z
2014-09-21T00:55:42Z
2014-01-24T15:24:19Z
CONTRIBUTOR
null
It seems that the changes to to Series break the data conversion to R: running this Notebook doesn't work anymore with some dev version from last week: https://gist.github.com/kevindavenport/7771325/raw/87ab5603f406729c6a3866f95af9a1ebfedcf619/Mahalanobis_Outliers.ipynb The resulting error is this: ``` python #xydata...
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24,299,463
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5,699
Odd StringMixin behavior
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2013-12-14T20:58:43Z
2013-12-14T23:15:34Z
2013-12-14T22:57:24Z
MEMBER
null
A unicode-indexed frame: ``` In [2]: df = mkdf(3, 2, r_idx_type='u') In [3]: df Out[3]: C0 C_l0_g0 C_l0_g1 R0 7זףאןמםצמ4 R0C0 R0C1 גקךכו441יץ R1C0 R1C1 35דז5ר13ג2 R2C0 R2C1 [3 rows x 2 columns] In [4]: <Ctrl-D> sqlite3.ProgrammingError: You must not use 8-bit bytestrings unless you use a ...
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5,700
Add cdfplot
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2013-12-14T21:16:42Z
2014-06-14T08:27:47Z
2014-01-29T04:19:09Z
CONTRIBUTOR
null
WIP for now. Closes #2669 I'm using statsmodels' KDE implementation right now; it has a `cdf` method, but scipy's gaussian_kde doesn't. I need to check the math, but I think something like doing a cumsum on the density and normalizing by the sum should be the same. I'm also going to add kwargs for things like the inv...
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