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https://api.github.com/repos/pandas-dev/pandas/issues/2301
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8,505,773
MDU6SXNzdWU4NTA1Nzcz
2,301
Holiday calendar aware date offsets
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3
"2012-11-20T14:15:41Z"
"2013-07-25T23:03:53Z"
"2013-06-21T12:40:12Z"
CONTRIBUTOR
null
for business freq (B, BQ, BQS, BM, BMS, BA, BAS) xref: http://stackoverflow.com/questions/13462802/dateoffset-in-pandas-with-a-holiday-calendar
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8,506,993
MDU6SXNzdWU4NTA2OTkz
2,302
New Feature Request: Export plots to excel/pdf
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10
"2012-11-20T14:49:46Z"
"2014-01-18T05:29:36Z"
"2014-01-17T13:44:10Z"
NONE
null
The current functionality to export dataframes to excel is excellent: i.e. df.to_excel('filename') In the process of introducing python to my company, I realized I needed to not only export the dataframes but also plots. I searched but did not find this functionality. This is more of a reporting need, but would be very useful.
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MDU6SXNzdWU4NTA5NTc3
2,303
New function in DataFrame: to_series
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2
"2012-11-20T15:56:45Z"
"2012-11-20T16:07:11Z"
"2012-11-20T16:07:11Z"
CONTRIBUTOR
null
here is a function that I have found useful: convert a dataframe to a series by raveling (analagous to to_frame from a panel to a frame) ``` def to_series(self, concentate_labels = None): """ Transform a frame via ravelling it Parameters ---------- concentate_labels if not None provides a string to concentate the index/column labels for each entry Returns ------- y : Series """ N, K = self.shape # use this as the concentation character if concentate_labels is not None: index = [] for l in self.index: index.extend([ "%s%s%s" % (l,concentate_labels,c) for c in self.columns ]) index = Index(index) else: index = Index(np.array(self.index).repeat(K)) return Series(self.values.ravel(), index=index) ``` example: ``` import numpy as np import pandas as pd In [4]: df = pd.DataFrame(np.random.randn(3,5), columns = ['A','B','C','D','E']) In [5]: df Out[5]: A B C D E 0 -0.197072 0.120001 -2.164021 1.179995 -0.590823 1 -1.047157 -0.683838 -0.244762 1.068976 -0.257587 2 0.049067 -0.896830 0.689987 0.970743 -0.334476 In [6]: df.to_series() Out[6]: 0 -0.197072 0 0.120001 0 -2.164021 0 1.179995 0 -0.590823 1 -1.047157 1 -0.683838 1 -0.244762 1 1.068976 1 -0.257587 2 0.049067 2 -0.896830 2 0.689987 2 0.970743 2 -0.334476 In [7]: df.to_series(concentate_labels = '_') Out[7]: 0_A -0.197072 0_B 0.120001 0_C -2.164021 0_D 1.179995 0_E -0.590823 1_A -1.047157 1_B -0.683838 1_C -0.244762 1_D 1.068976 1_E -0.257587 2_A 0.049067 2_B -0.896830 2_C 0.689987 2_D 0.970743 2_E -0.334476 ```
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2,304
Broadcasting bug with datetime.date index?
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3
"2012-11-20T16:23:59Z"
"2014-04-05T19:32:40Z"
"2012-11-24T07:59:47Z"
NONE
null
Guys, It seems to be a problem with broadcasting when having a datetime.date index, do you know what may be causing this? Example: ``` python index = index=[datetime.date(2012, 1, 1), datetime.date(2012, 1, 2)] columns=['a', 'b'] df = pandas.DataFrame([[1., 2.], [3., 4.]], index, columns) >>> print( df.mean(1) ) 2012-01-01 1.5 2012-01-02 3.5 >>> print( (df - df.mean(1)).to_string() ) a b 2012-01-01 2012-01-02 2012-01-01 NaN NaN NaN NaN 2012-01-02 NaN NaN NaN NaN ``` The columns somehow end up being the union of the inital columns and the index. The above code works OK when using datetime.datetime instead. Many thanks, Marius
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8,521,212
MDU6SXNzdWU4NTIxMjEy
2,305
Creating DataFrame from generator/iterator yielding records with minimal memory use
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"2014-01-16T13:44:08Z"
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MEMBER
null
Re: #1794
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Bug/inconsistent result when indexing DataFrame by YY-MM-DD
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"2012-11-20T21:36:29Z"
"2012-12-02T17:12:13Z"
"2012-12-02T17:12:13Z"
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``` rng = date_range('2012-01-01', periods=1000, freq='12H') vals = randn(1000) df = DataFrame(vals, index=rng) ``` `df.ix['2012']` and `df['2012-05']` (selection by year or year and month) work as expected. However: ``` In [314]: df.ix['2012-01-01'] Out[314]: 0 0.107819 Name: 2012-01-01 00:00:00 ``` The output from indexing by year/month/day is unexpected - we should receive either all values matching the day or an error (if indexing by day has not been implemented), instead we get only the first match.
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DataFrame.combine_first() breaks for DataFrame with indices but no columns
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2
"2012-11-21T02:39:29Z"
"2012-11-24T00:24:55Z"
"2012-11-24T00:24:55Z"
NONE
null
Title says it all. core/frame.py, combine() method at line 3448: ``` if other.empty: return self.copy() ``` If other is a DataFrame which has indices but no columns, a combine_first() should add the indices with every column set to NaN. Sorry for not submitting a patch myself - I'm very new to the pandas codebase, so I'm not sure whether this should be resolved in combine() for all combination attempts, or only in combine_first(). ...Maybe empty should check whether the DataFrame has indices? Though that could silently break a lot of old code...
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example: http://stackoverflow.com/questions/13446791/group-pandas-dataframe-based-on-highest-occurring-values
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Strategies for semiannual frequency data
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http://stackoverflow.com/questions/13384795/using-built-in-pandas-frequencies-to-simulate-semiannual-frequency
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BUG: PeriodIndex as DataFrame column should box to Periods #2243 #2281
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Wish: Input / output for Open Document Spreadsheet (ODS)
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27
"2012-11-21T09:00:06Z"
"2019-07-03T22:36:47Z"
"2019-07-03T21:45:44Z"
CONTRIBUTOR
null
It would be nice to have, along with XLS and XLSX, also support for ODS (used notably by OpenOffice.org and Libreoffice, but not only that). The main problem I saw is that there's a plethora of libraries to handle that: however not sure which is the "best" one (with a licensing that would fit with pandas).
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MDU6SXNzdWU4NTQxMzQ4
2,312
Shouldn't index in dataframes be called lines?
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1
"2012-11-21T12:45:39Z"
"2012-11-23T05:46:11Z"
"2012-11-23T05:46:11Z"
NONE
null
Well, if columns in the dataframe are called columns, why lines ain't called lines?
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8,546,374
MDU6SXNzdWU4NTQ2Mzc0
2,313
DatetimeIndex.values yields unexpected results
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1
"2012-11-21T14:59:35Z"
"2012-11-21T15:53:38Z"
"2012-11-21T15:53:38Z"
NONE
null
``` import pandas as pd dates = pd.date_range('1997-12-31', periods=5) print('Iterating through DatetimeIndex:') for date in dates: print(date) print('Iterating through DatetimeIndex.values:') for date in dates.values: print(date) ``` > Iterating through DatetimeIndex: > 1997-12-31 00:00:00 > 1998-01-01 00:00:00 > 1998-01-02 00:00:00 > 1998-01-03 00:00:00 > 1998-01-04 00:00:00 > Iterating through DatetimeIndex.values: > 1970-01-11 48:00:00 > 1970-01-11 72:00:00 > 1970-01-11 96:00:00 > 1970-01-11 120:00:00 > 1970-01-11 144:00:00 Is this the way it should be?
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MDU6SXNzdWU4NTQ5MDM3
2,314
Bug indexing a DataFrame with MultiIndex through .ix
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4
"2012-11-21T16:14:10Z"
"2016-10-12T23:03:21Z"
"2012-12-02T01:05:56Z"
NONE
null
Hi, here is an example that demonstrates the error I'm getting (using pandas 0.9.2.dev-61766ec): Example script: ``` python from pandas import DataFrame, MultiIndex index_columns = list("abc") df = DataFrame([[0, 1, 0, "x"], [0, 0, 1, "y"]], columns=index_columns + ["data"]) df = df.set_index(index_columns) print "Test DataFrame:" print df print query_index = df.index[:1] # first index print "MultiIndex to index the DataFrame through .ix[...]:" print repr(query_index) print print "This works:" print df.ix[query_index]["data"] print print "This doesn't:" print df.ix[query_index, "data"] print ``` which outputs: ``` Test DataFrame: data a b c 0 1 0 x 0 1 y MultiIndex to index the DataFrame through .ix[...]: MultiIndex [(0, 1, 0)] This works: a b c 0 1 0 x Name: data This doesn't: Traceback (most recent call last): File "pandas_bug_github.py", line 20, in <module> print df.ix[query_index, "data"] File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/indexing.py", line 32, in __getitem__ return self._getitem_tuple(key) File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/indexing.py", line 202, in _getitem_tuple return self._getitem_lowerdim(tup) File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/indexing.py", line 287, in _getitem_lowerdim loc = ax0.get_loc(tup[0]) File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/index.py", line 2080, in get_loc return self._get_level_indexer(key, level=0) File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/index.py", line 2182, in _get_level_indexer loc = level_index.get_loc(key) File "/usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_61766ec-py2.7-linux-x86_64.egg/pandas/core/index.py", line 674, in get_loc return self._engine.get_loc(key) File "engines.pyx", line 113, in pandas.lib.IndexEngine.get_loc (pandas/src/tseries.c:124894) File "engines.pyx", line 115, in pandas.lib.IndexEngine.get_loc (pandas/src/tseries.c:124554) TypeError ``` The funny thing is that if, for instance, we swap the rows in the dataframe ( [[0, 0, 1, "y"], [0, 1, 0, "x"]] instead of [[0, 1, 0, "x"], [0, 0, 1, "y"]] ) it works just fine. Regards.
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2,315
Accessing fields in datetime64 Series
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"2014-05-29T06:25:10Z"
"2014-05-29T06:25:10Z"
MEMBER
null
xref: http://stackoverflow.com/questions/13478597/arithmetic-on-date-series-not-an-index-in-pandas
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Series upconversion in apply
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"2012-11-26T19:09:42Z"
"2012-11-26T18:56:49Z"
CONTRIBUTOR
null
See the below examples. My use case started out as trying to use apply on a Series (and having the applied function return a Series) in order to get a DataFrame - but seeing some inconsistencies of how the returned function is accumulated (obviously can do this by iterating over the series in a list comprehension and using concat too). ``` In [1]: import pandas as pd In [2]: import numpy as np In [3]: print pd.__version__ 0.8.1 In [4]: In [4]: s = pd.Series(np.random.rand(5)) In [5]: s Out[5]: 0 0.681552 1 0.299908 2 0.212221 3 0.365597 4 0.779190 In [6]: print type(s) <class 'pandas.core.series.Series'> In [7]: print type(s[0]) <type 'numpy.float64'> ``` base case ``` In [6]: y = s.apply(lambda x: x) In [7]: print type(y) <class 'pandas.core.series.Series'> In [8]: print type(y[0]) <type 'numpy.float64'> In [9]: print y[0] 0.681551901344 ``` this looks like it is doing some sort of conversion e.g. using the Series values to construct the applied series ``` In [10]: y = s.apply(lambda x: pd.Series(x)) In [11]: print type(y) <class 'pandas.core.series.Series'> In [12]: print type(y[0]) <type 'numpy.float64'> In [13]: print y[0] 0.681551901344 ``` This is a bit inconsistent with the prior example; Should this be upconverting to a DataFrame? ``` In [14]: y = s.apply(lambda x: pd.Series(x, index = ['foo'])) In [15]: print type(y) <class 'pandas.core.series.Series'> In [16]: print type(y[0]) <class 'pandas.core.series.Series'> In [17]: print y[0] foo 0.681552 ```
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8,556,834
MDU6SXNzdWU4NTU2ODM0
2,317
Error in Timezone handling of DataFrames when joined
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2
"2012-11-21T20:11:38Z"
"2012-11-24T02:24:44Z"
"2012-11-24T00:50:56Z"
NONE
null
When joining two DataFrames with localized indexes, the resulting DataFrame has erroneous Timestamps. (It appears that at some point the timestamps are interpreted at UTC without a correct timezone correction?) Sample code: ``` In [94]: test1 = pandas.DataFrame(numpy.zeros((6,3)),index=pandas.tseries.index.date_range("2012-11-15 00:00:00", periods=6, freq="100L", tz="US/Central")) In [95]: test2 = pandas.DataFrame(numpy.zeros((3,3)),index=pandas.tseries.index.date_range("2012-11-15 00:00:00", periods=3, freq="250L", tz="US/Central"), columns=range(3,6)) In [96]: test1 Out[96]: 0 1 2 2012-11-15 00:00:00-06:00 0 0 0 2012-11-15 00:00:00.100000-06:00 0 0 0 2012-11-15 00:00:00.200000-06:00 0 0 0 2012-11-15 00:00:00.300000-06:00 0 0 0 2012-11-15 00:00:00.400000-06:00 0 0 0 2012-11-15 00:00:00.500000-06:00 0 0 0 In [97]: test2 Out[97]: 3 4 5 2012-11-15 00:00:00-06:00 0 0 0 2012-11-15 00:00:00.250000-06:00 0 0 0 2012-11-15 00:00:00.500000-06:00 0 0 0 In [98]: test1.join(test2, how="outer") Out[98]: 0 1 2 3 4 5 2012-11-15 06:00:00-06:00 0 0 0 0 0 0 2012-11-15 06:00:00.100000-06:00 0 0 0 NaN NaN NaN 2012-11-15 06:00:00.200000-06:00 0 0 0 NaN NaN NaN 2012-11-15 06:00:00.250000-06:00 NaN NaN NaN 0 0 0 2012-11-15 06:00:00.300000-06:00 0 0 0 NaN NaN NaN 2012-11-15 06:00:00.400000-06:00 0 0 0 NaN NaN NaN 2012-11-15 06:00:00.500000-06:00 0 0 0 0 0 0 ```
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MDU6SXNzdWU4NTU3NDcz
2,318
0.9.1 test failures on big endian machines
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5
"2012-11-21T20:33:19Z"
"2012-11-26T22:59:06Z"
"2012-11-26T22:59:06Z"
NONE
null
see https://launchpadlibrarian.net/123637321/buildlog_ubuntu-raring-powerpc.pandas_0.9.1-1ubuntu1_FAILEDTOBUILD.txt.gz https://buildd.debian.org/status/package.php?p=pandas&suite=experimental ``` ====================================================================== ERROR: test_fperr_robustness (pandas.stats.tests.test_moments.TestMoments) ---------------------------------------------------------------------- Traceback (most recent call last): File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/stats/tests/test_moments.py", line 175, in test_fperr_robustness result = mom.rolling_sum(arr, 2) File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/stats/moments.py", line 458, in f freq=freq, time_rule=time_rule, **kwargs) File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/stats/moments.py", line 261, in _rolling_moment result = np.apply_along_axis(calc, axis, values) File "/usr/lib/python2.7/dist-packages/numpy/lib/shape_base.py", line 80, in apply_along_axis res = func1d(arr[tuple(i.tolist())],*args) File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/stats/moments.py", line 258, in <lambda> calc = lambda x: func(x, window, minp=minp, **kwargs) File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/stats/moments.py", line 456, in call_cython return func(arg, window, minp, **kwds) File "moments.pyx", line 156, in pandas.lib.roll_sum (pandas/src/tseries.c:77996) ValueError: Little-endian buffer not supported on big-endian compiler ====================================================================== FAIL: test_from_M8_structured (pandas.tseries.tests.test_timeseries.TestLegacySupport) ---------------------------------------------------------------------- Traceback (most recent call last): File "/build/buildd/pandas-0.9.1/debian/python-pandas/usr/lib/python2.7/dist-packages/pandas/tseries/tests/test_timeseries.py", line 1917, in test_from_M8_structured self.assertEqual(df['Date'][0], dates[0][0]) AssertionError: <Timestamp: 1976-02-12 15:25:34.986240> != datetime.datetime(2012, 9, 9, 0, 0) ```
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MDU6SXNzdWU4NTU5ODQx
2,319
Index.__repr__ no longer summarizing sufficiently large arrays
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7
"2012-11-21T21:52:29Z"
"2012-11-27T03:07:33Z"
"2012-11-23T04:55:50Z"
MEMBER
null
e.g. ``` Index(np.arange(100000)) ``` This might have happened in the `pprint_thing` refactoring, will have to take a look
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Multi-column grouping (e.g. OHLC) for DataFrame
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6
"2012-11-21T22:07:50Z"
"2013-09-10T06:40:38Z"
"2013-09-10T06:40:38Z"
MEMBER
null
This currently only works for single time series
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2,321
BUG: Fix long index repr #2319
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3
"2012-11-21T22:41:16Z"
"2014-06-14T08:30:00Z"
"2012-11-23T04:55:23Z"
NONE
null
``` python In [2]: pd.Index(np.arange(10000)) Out[2]: Int64Index([0, 1, 2, ..., 9997, 9998, 9999], dtype=int64) ``` broken by 95678ebf. configurable via `np.set_printoptions (threshold)`, like the original version which used np.ndarray.**repr**. closes #2319
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8,562,841
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2,322
Make sparse DataFrame and Series construction more efficient
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3
"2012-11-21T23:56:33Z"
"2014-06-12T06:37:53Z"
"2012-11-24T23:05:22Z"
CONTRIBUTOR
null
Cleans up SparseSeries and SparseDataFrame initialization code so no objects are created unnecessarily. Currently if you run the (potentially useless) statement: ``` SparseDataFrame(columns=np.arange(100000), index=np.arange(100000)) ``` pandas will consume memory and time filling in empty Series objects only to then compress them away. Added to test to ensure SparseDataFrame always initializes with SparseSeries. Otherwise functionality should be preserved.
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CLN: Dropped python 2.5 support
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"2014-06-19T10:32:41Z"
"2012-11-23T04:52:17Z"
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MDU6SXNzdWU4NTczMDkx
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python 3.1 support
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@wesm, unless you're considering dropping 3.1 as well, perhaps you might like to weigh-in here: https://github.com/travis-ci/travis-ci.github.com/pull/157 a scipy perspective would be beneficial.
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Suggestion: inplace=True option in drop() and dropna() would really help
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"2012-11-22T15:25:19Z"
"2013-10-24T02:08:22Z"
"2013-07-02T14:22:24Z"
NONE
null
You can have a large frame in memory and want to drop a small percentage of labels with NA data just to clean things up. If you use drop() or dropna(), you will get a new object and effectively double the memory footprint. Favoring immutability is great, but under memory constraints this can be a killer.
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2,326
allow for windows line endings in .to_csv
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"2012-11-22T16:07:06Z"
"2012-12-12T12:40:00Z"
"2012-12-12T12:40:00Z"
CONTRIBUTOR
null
Would it be possible to add a parameter that allows for windows line endings (CRLF) when creating csv files?
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8,582,557
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2,327
include logx for df.plot()
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1
"2012-11-22T16:40:14Z"
"2012-12-28T15:22:47Z"
"2012-12-28T15:22:47Z"
CONTRIBUTOR
null
I often use scatterplots to show data and if these data are over a range of values it is useful to have a log-log scale. Right now the default df.plot() function supports a logy=True argument but not a logx=True. I think a logx argument in the plotting function would be a useful addition.
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2,328
Fixes for #1000, to_string(), to_html() should respect col_space
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"2012-11-22T17:26:09Z"
"2014-06-25T18:33:51Z"
"2012-11-29T20:32:03Z"
NONE
null
Note that the semantics of `col_space` are different in each case, characters vs. pixels, but that's reasonable. I hope this doesn't presage more html configuration via kwd arguments, yonder way madness lies. also, there's a discrepency between the docstring and [io.rst](https://github.com/pydata/pandas/blame/master/doc/source/io.rst#L671) (github doesn't seem to jump to the right line) the first defines it as the width of the columns, the latter as the number of spaces between columns, I adopted the former, since space between columns does not translate as easily to html. _sigh_, also, `colSpace` has already been deprecated in favor of `col_space`, so I would feel bad about deprecating `col_space` in favor of `min_col_width`. I'll leave that decision to braver, fearless souls. closes #1000.
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datetime to index issue
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"2012-11-22T18:24:36Z"
"2012-11-23T20:01:48Z"
"2012-11-23T20:01:48Z"
CONTRIBUTOR
null
I'm not sure if this is related to the datetime64 issues listed I've seen posted here. Still haven't really figured out exactly what is going but the date gets mangled when it moved to an index. ``` In [93]: import datetime, pandas In [94]: df = pandas.DataFrame([[datetime.datetime.today(), 12.1]], columns=['Date', 'Value']) In [95]: df = df.set_index('Date') In [96]: df Out[96]: Value Date 2012-11-22 12:12:40.905739 12.1 In [97]: df.index Out[97]: <class 'pandas.tseries.index.DatetimeIndex'> [2190-12-31 02:18:44.941732032] Length: 1, Freq: None, Timezone: None In [98]: df = df.reset_index() In [99]: df Out[99]: Date Value 0 2190-12-31 02:18:44.941732032 12.1 ```
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"2014-07-04T18:49:30Z"
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NONE
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apropos #2318
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22
"2012-11-22T19:56:44Z"
"2016-10-12T23:03:21Z"
"2012-12-02T13:05:12Z"
NONE
null
on ubuntu 13.04 several tests fail with 3.3 while they suceed with python2 13.04 has python 3.3 and numpy 1.7 current pandas head 61766ec5f898c89 ``` ====================================================================== FAIL: test_quoting (pandas.io.tests.test_parsers.TestParsers) ---------------------------------------------------------------------- Traceback (most recent call last): File "/home/jtaylor/tmp/pandas-0.9.1/build/lib.linux-x86_64-3.3/pandas/io/tests/test_parsers.py", line 528, in test_quoting sep='\t') AssertionError: Exception not raised by read_table ====================================================================== FAIL: test_cant_compare_tz_naive_w_aware (pandas.tseries.tests.test_timeseries.TestTimestamp) ---------------------------------------------------------------------- Traceback (most recent call last): File "/home/jtaylor/tmp/pandas-0.9.1/build/lib.linux-x86_64-3.3/pandas/tseries/tests/test_timeseries.py", line 2349, in test_cant_compare_tz_naive_w_aware self.assertRaises(Exception, a.__eq__, b.to_pydatetime()) AssertionError: Exception not raised by __eq__ ---------------------------------------------------------------------- ====================================================================== FAIL: test_more_flexible_frame_multi_function (__main__.TestGroupBy) ---------------------------------------------------------------------- Traceback (most recent call last): File "/home/jtaylor/tmp/pandas-0.9.1/build/lib.linux-x86_64-3.3/pandas/tests/test_groupby.py", line 1909, in test_more_flexible_frame_multi_function assert_frame_equal(result, expected) File "/home/jtaylor/tmp/pandas-0.9.1/build/lib.linux-x86_64-3.3/pandas/util/testing.py", line 167, in assert_frame_equal assert(left.columns.equals(right.columns)) AssertionError ---------------------------------------------------------------------- ====================================================================== ERROR: test_yahoo (pandas.io.tests.test_yahoo.TestYahoo) ---------------------------------------------------------------------- Traceback (most recent call last): File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/tests/test_yahoo.py", line 25, in test_yahoo pd.DataReader("F", 'yahoo', start, end)['Close'][-1], File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/data.py", line 58, in DataReader retry_count=retry_count, pause=pause) File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/data.py", line 149, in get_data_yahoo parse_dates=True)[::-1] File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/parsers.py", line 364, in parser_f return _read(filepath_or_buffer, kwds) File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/parsers.py", line 195, in _read return parser.read() File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/parsers.py", line 592, in read ret = self._engine.read(nrows) File "/tmp/pandas/build/lib.linux-x86_64-3.3/pandas/io/parsers.py", line 844, in read data = self._reader.read(nrows) File "parser.pyx", line 597, in pandas._parser.TextReader.read (pandas/src/parser.c:5342) File "parser.pyx", line 619, in pandas._parser.TextReader._read_low_memory (pandas/src/parser.c:5562) File "parser.pyx", line 668, in pandas._parser.TextReader._read_rows (pandas/src/parser.c:6143) File "parser.pyx", line 655, in pandas._parser.TextReader._tokenize_rows (pandas/src/parser.c:6027) File "parser.pyx", line 1385, in pandas._parser.raise_parser_error (pandas/src/parser.c:14807) pandas._parser.CParserError: Error tokenizing data. C error: Expected 7 fields in line 106, saw 3 ``` ``` test_more_flexible_frame_multi_function (__main__.TestGroupBy) ... > /home/jtaylor/tmp/pandas-0.9.1/build/lib.linux-x86_64-3.3/pandas/util/testing.py(167)assert_frame_equal() -> assert(left.columns.equals(right.columns)) (Pdb) p left.columns [(D, mean), (D, std), (C, mean), (C, std)] (Pdb) p right.columns MultiIndex [(C, mean), (C, std), (D, mean), (D, std)] ``` this one is random probably related to hash randomization the yahoo one might be due to missing internet connection?
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8,586,709
MDExOlB1bGxSZXF1ZXN0MzEwMDcxMA==
2,332
df.combine_first() with empty frame should still yield unioned index
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1
"2012-11-22T20:29:50Z"
"2014-07-14T03:26:39Z"
"2012-11-24T00:24:50Z"
NONE
null
closes #2307
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8,589,885
MDU6SXNzdWU4NTg5ODg1
2,333
Handling of no trailing commas in CSV files
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5
"2012-11-23T00:18:11Z"
"2012-12-09T21:50:57Z"
"2012-12-09T21:50:57Z"
MEMBER
null
I don't know if there's an easy strategy to handle cases like this gracefully: http://stackoverflow.com/questions/13454909/missing-data-in-pandas-read-csv
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MDExOlB1bGxSZXF1ZXN0MzEwMjE1Mw==
2,334
Fix seconds parsing #2209
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3
"2012-11-23T03:26:32Z"
"2014-06-24T22:55:32Z"
"2012-11-30T23:59:17Z"
CONTRIBUTOR
null
Creating a milliseconds entry by doing math on the seconds entry: ``` msecs = round(float(seconds[i] % 1)*10**6) ```
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8,602,962
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2,335
VB: add test for iteritems performance
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0
"2012-11-23T12:20:14Z"
"2012-11-23T21:10:35Z"
"2012-11-23T21:10:35Z"
NONE
null
catch the regression noted in #2273 next time. ``` frame_iteritems 24.85 3.12 7.98 Columns: test_name | head_time [ms] | baseline_time [ms] | ratio - a Ratio of 1.30 means HEAD is 30% slower then the Baseline. Head [59d318c] : revert Baseline [bdbca8e] : BUG: fix borked data-copying iteritems performance affecting DataFrame and SparseDataFrame. close #2273 ```
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MDU6SXNzdWU4NjE1NDEx
2,336
Performance regressions since 0.8.0
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1
"2012-11-23T19:56:54Z"
"2012-11-28T00:11:13Z"
"2012-11-28T00:11:13Z"
MEMBER
null
Should investigate some of these ones at the bottom. The pivot benchmark is related to refactoring I made in the unstack code, and is not so simple to fix: ``` Results: t_head t_baseline ratio name indexing_panel_subset 3.2588 1997.1172 0.0016 groupby_frame_median 10.2211 181.5090 0.0563 datetimeindex_add_offset 0.3107 2.2951 0.1354 read_csv_thou_vb 41.6154 205.6429 0.2024 frame_constructor_ndarray 0.0409 0.0888 0.4604 read_csv_vb 23.5146 50.1700 0.4687 read_csv_standard 14.4659 29.6830 0.4873 reindex_multiindex 1.4252 2.7399 0.5202 groupby_frame_singlekey_integer 3.8736 6.6471 0.5828 groupby_first 7.2411 12.2543 0.5909 groupby_last 7.6421 12.7714 0.5984 panel_from_dict_same_index 30.3418 49.3051 0.6154 panel_from_dict_equiv_indexes 30.5921 49.1175 0.6228 groupby_simple_compress_timing 53.7012 85.8531 0.6255 reindex_frame_level_reindex 1.8341 2.7030 0.6786 append_frame_single_homogenous 0.3622 0.4860 0.7453 timeseries_add_irregular 22.9419 30.2414 0.7586 write_csv_standard 359.9060 458.5490 0.7849 stat_ops_level_series_sum 3.7688 4.6419 0.8119 groupby_series_simple_cython 6.5816 7.9662 0.8262 dataframe_reindex_columns 0.3087 0.3718 0.8303 groupby_multi_size 39.3789 45.9909 0.8562 frame_get_numeric_data 0.0842 0.0981 0.8589 reshape_stack_simple 2.5648 2.9615 0.8660 frame_reindex_axis1 3.3879 3.8442 0.8813 timeseries_asof_nan 8.5555 9.6283 0.8886 timeseries_asof 9.2042 10.3367 0.8904 stat_ops_level_frame_sum 4.6151 5.0289 0.9177 frame_reindex_both_axes_ix 0.7154 0.7768 0.9209 indexing_dataframe_boolean_rows 0.2306 0.2500 0.9225 stats_rank_average_int 24.2966 26.2871 0.9243 frame_to_csv 474.3190 511.4419 0.9274 sort_level_zero 6.2975 6.7836 0.9283 reindex_frame_level_align 1.8621 1.9765 0.9421 dataframe_reindex_daterange 0.3935 0.4141 0.9503 frame_ctor_nested_dict_int64 135.1471 142.0300 0.9515 join_dataframe_index_single_key_bigger 8.2120 8.6290 0.9517 timeseries_large_lookup_value 0.0248 0.0260 0.9526 join_dataframe_index_single_key_small 7.7202 8.0596 0.9579 indexing_dataframe_boolean_rows_object 0.4611 0.4768 0.9670 timeseries_sort_index 21.2128 21.9074 0.9683 frame_boolean_row_select 0.2998 0.3096 0.9683 read_table_multiple_date 2367.1391 2435.5052 0.9719 read_table_multiple_date_baseline 1086.0040 1116.9188 0.9723 series_align_left_monotonic 17.5190 17.9150 0.9779 groupby_multi_series_op 19.7853 20.2238 0.9783 series_align_int64_index 37.7741 38.5680 0.9794 panel_from_dict_two_different_indexes 99.2441 101.2650 0.9800 frame_fillna_many_columns_pad 16.8927 17.2210 0.9809 reindex_daterange_backfill 0.1794 0.1813 0.9894 groupby_multi_cython 22.6835 22.9242 0.9895 reindex_daterange_pad 0.1835 0.1853 0.9901 reindex_fillna_pad 0.1220 0.1228 0.9940 frame_fancy_lookup 2.1757 2.1861 0.9953 index_int64_intersection 38.0053 38.1207 0.9970 index_int64_union 88.7940 89.0169 0.9975 groupby_multi_python 67.7776 67.8983 0.9982 frame_ctor_nested_dict 96.4491 96.5813 0.9986 stat_ops_series_std 0.2840 0.2827 1.0044 series_value_counts_int64 2.6949 2.6773 1.0066 timeseries_timestamp_downsample_mean 5.9724 5.9310 1.0070 sort_level_one 6.2288 6.1651 1.0103 groupby_apply_dict_return 40.3767 39.8300 1.0137 stats_rank2d_axis0_average 26.6424 26.1975 1.0170 concat_series_axis1 73.4706 72.2370 1.0171 groupby_frame_cython_many_columns 5.5423 5.4274 1.0212 stats_rank_average 35.6590 34.8816 1.0223 join_dataframe_index_multi 28.8276 28.1839 1.0228 reindex_fillna_backfill 0.1190 0.1160 1.0259 frame_fillna_inplace 19.4959 18.9305 1.0299 timeseries_asof_single 0.0586 0.0567 1.0333 stats_rank2d_axis1_average 18.5875 17.8737 1.0399 join_dataframe_index_single_key_bigger 21.5043 20.6628 1.0407 groupby_pivot_table 24.8929 23.6659 1.0518 timeseries_slice_minutely 0.0583 0.0553 1.0549 timeseries_timestamp_tzinfo_cons 0.0177 0.0168 1.0590 groupby_multi_different_functions 19.3980 18.1736 1.0674 read_csv_comment_vb 106.1771 99.0222 1.0723 match_strings 0.4124 0.3835 1.0753 series_constructor_ndarray 0.0110 0.0103 1.0773 groupby_indices 11.7223 10.7914 1.0863 timeseries_1min_5min_ohlc 0.6142 0.5541 1.1086 append_frame_single_mixed 1.7186 1.5501 1.1087 reshape_unstack_simple 3.3168 2.9830 1.1119 frame_ctor_list_of_dict 109.4160 98.0361 1.1161 groupby_multi_different_numpy_functions 20.6145 18.4240 1.1189 timeseries_1min_5min_mean 0.6310 0.5584 1.1300 frame_reindex_axis0 3.0153 2.5576 1.1790 frame_reindex_both_axes 0.7285 0.6088 1.1967 series_ctor_from_dict 3.7974 3.1420 1.2086 stat_ops_level_frame_sum_multiple 12.9655 10.3905 1.2478 sparse_series_to_frame 208.4851 146.2591 1.4255 stat_ops_level_series_sum_multiple 12.6471 8.4403 1.4984 panel_from_dict_all_different_indexes 181.9479 104.8920 1.7346 reshape_pivot_time_series 318.2459 148.5360 2.1426 frame_fancy_lookup_all 125.4880 36.3095 3.4561 Columns: test_name | head_time [ms] | baseline_time [ms] | ratio - a Ratio of 1.30 means HEAD is 30% slower then the Baseline. Head [5af2f95] : ENH: accelerate label compression. accept >= 10 micros in test_perf Baseline [a901af2] : RLS: version 0.8.0 ```
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Where/mask methods for Series
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6
"2012-11-23T21:42:36Z"
"2014-06-12T16:27:48Z"
"2012-11-24T05:20:52Z"
CONTRIBUTOR
null
add where and mask methods for Series, analagous to DataFrame methods added for 0.9.1 passes all tests where is equivalent to: `s[cond].reindex_like(s).fillna(other)` ``` In [7]: s = pd.Series(np.random.rand(5)) In [8]: s Out[8]: 0 0.638664 1 0.574688 2 0.460510 3 0.641840 4 0.044129 In [10]: s[0:2] = -s[0:2] In [11]: s Out[11]: 0 -0.638664 1 -0.574688 2 0.460510 3 0.641840 4 0.044129 ``` boolean selection ``` In [12]: s[s>0] Out[12]: 2 0.460510 3 0.641840 4 0.044129 In [13]: s.where(s>0) Out[13]: 0 NaN 1 NaN 2 0.460510 3 0.641840 4 0.044129 In [14]: s.where(s>0,-s) Out[14]: 0 0.638664 1 0.574688 2 0.460510 3 0.641840 4 0.044129 In [15]: s.mask(s<=0) Out[15]: 0 NaN 1 NaN 2 0.460510 3 0.641840 4 0.044129 ``` support setting as well (though not used anywhere explicity) ``` In [16]: s2 = s.copy() In [17]: s2.where(s2>0,inplace=True) Out[17]: 0 NaN 1 NaN 2 0.460510 3 0.641840 4 0.044129 In [18]: s2 Out[18]: 0 NaN 1 NaN 2 0.460510 3 0.641840 4 0.044129 ```
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DatetimeIndex.normalize isn't tz-aware-friendly
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Update doc/source/r_interface.rst
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"2012-11-24T02:17:59Z"
"2012-11-25T05:33:38Z"
"2012-11-25T05:33:38Z"
CONTRIBUTOR
null
rpy2-2.3.0 is becoming the current release. Changes to the API are relatively few. 
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8,623,214
MDU6SXNzdWU4NjIzMjE0
2,340
to_excel() removes existing sheet
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"2012-11-24T05:15:20Z"
"2019-04-24T11:23:49Z"
"2012-12-12T12:38:39Z"
NONE
null
I am trying to save a dataframe data to two sheets of same EXCEL file : > > > df.to_excel('C:/FM_temp.xls','sheet1') > > > df.to_excel('C:/FM_temp.xls','sheet2') Pandas 0.8.1 deletes the existing 'sheet1' when it saves data to 'sheet2' . I want to keep both sheets. Can 'to_excel()' be changed to accept 'append' mode instead of 'replace' mode?
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MDU6SXNzdWU4NjI3ODU0
2,341
integer constant overflow in generated tseries.c
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6
"2012-11-24T11:51:39Z"
"2012-11-28T13:59:56Z"
"2012-11-25T05:29:09Z"
NONE
null
The generated tseries.c included in the 0.9.0 and 0.9.1 distributions contains two integer constants that are to large for 32bit values and need an LL suffix. Note that the LL suffix is present in the cython source. ``` --- pandas/src/tseries.c.orig 2012-11-15 00:20:20.000000000 +0000 +++ pandas/src/tseries.c 2012-11-20 22:58:37.000000000 +0000 @@ -151203,7 +151203,7 @@ * cdef int64_t _NS_UPPER_BOUND = -9223372036854775807LL * */ - __pyx_v_6pandas_3lib__NS_LOWER_BOUND = -9223285636854775809; + __pyx_v_6pandas_3lib__NS_LOWER_BOUND = -9223285636854775809LL; /* "/home/wesm/code/pandas/pandas/src/datetime.pyx":665 * @@ -151212,7 +151212,7 @@ * * cdef inline _check_dts_bounds(int64_t value, pandas_datetimestruct *dts): */ - __pyx_v_6pandas_3lib__NS_UPPER_BOUND = -9223372036854775807; + __pyx_v_6pandas_3lib__NS_UPPER_BOUND = -9223372036854775807LL; /* "/home/wesm/code/pandas/pandas/src/datetime.pyx":745 * raise ValueError('Unable to parse %s' % str(val)) ```
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DataFrame.plot() fails to pass figsize= and title= when plotting one column against another
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1
"2012-11-24T13:48:00Z"
"2012-11-28T19:16:31Z"
"2012-11-28T19:16:31Z"
NONE
null
I have Python 2.7.3 and IPython 0.13.1. Do this in IPython Notebook: ``` %pylab inline ``` ``` import numpy as np from pandas import Index, DataFrame ``` ``` test = DataFrame(np.random.randn(10, 2), index=Index(range(10), name='bins'), columns=['x', 'y']) ``` The following works perfectly fine: ``` test.plot(figsize=(16, 8), title='Test') ``` But the following doesn't - figsize and title to not take effect: ``` test.plot(x='x', y='y', figsize=(16, 8), title='Test') ``` The output is the same as for ``` test.plot(x='x', y='y') ``` Here is another strange behavior I observe. The following works fine and fixes the above issue: ``` plt.figure(figsize=(16, 8)) test.plot(x='x', y='y') plt.title('Test') ``` But the following doesn't work - figsize does not take effect even though title does: ``` plt.figure(figsize=(16, 8)) test.plot() plt.title('Test') ``` This is very confusing. Are these pandas issues or do I have some problems in my local configuration?
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updated docs for indexing to incorporate where and mask
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"2012-11-24T15:05:53Z"
"2012-11-24T22:16:02Z"
"2012-11-24T22:16:02Z"
CONTRIBUTOR
null
updated docs in the indexing section for new Series/DataFrame methods where and mask
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2,345
Windows installer doesnt ask for permissions, then crashes
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7
"2012-11-24T16:22:15Z"
"2012-12-02T16:51:13Z"
"2012-12-02T16:51:13Z"
NONE
null
I just installed pandas on my "new" Windows 8 system using pandas-0.9.1.win32-py2.7.exe and had some trouble doing it: Python is installed to Program Files\Python27 (nothing unusual I think), so the installer needs admin permissions to write. The installer didn't ask for that permission (no UAC), instead it crashed without useful explanation: ``` Problemsignatur: Problemereignisname: BEX Anwendungsname: pandas-0.9.1.win32-py2.7.exe Anwendungsversion: 0.0.0.0 Anwendungszeitstempel: 49819995 Fehlermodulname: pandas-0.9.1.win32-py2.7.exe Fehlermodulversion: 0.0.0.0 Fehlermodulzeitstempel: 49819995 Ausnahmeoffset: 000086dc Ausnahmecode: c0000417 Ausnahmedaten: 00000000 Betriebsystemversion: 6.2.9200.2.0.0.256.103 Gebietsschema-ID: 1031 Zusatzinformation 1: 77fb Zusatzinformation 2: 77fb7957d074ff18aeec8cdb7c477500 Zusatzinformation 3: d8a8 Zusatzinformation 4: d8a89b4ddc9e0cb1601da46380c6451f ``` Starting the installer as administrator solves the problem.
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8,635,975
MDExOlB1bGxSZXF1ZXN0MzExMjg4NA==
2,346
Pytables: bug fixes, code cleanup, and much updated docs
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2
"2012-11-24T20:47:44Z"
"2014-06-19T02:01:31Z"
"2012-11-28T00:31:20Z"
CONTRIBUTOR
null
Should be completely backwards compatible mainly bug fixes, code clean, and much updated docs should merge cleanly 1. added **str** (to do **repr**) 2. added **delitem** to support store deletion syntatic sugar 3. row removal in tables is much faster if rows are consecutive (remove also returns the number of rows removed if a table) 4. added Term class, refactored Selection (this is backwards compatible) Term is a concise way of specifying conditions for queries, e.g. ``` Term(dict(field = 'index', op = '>', value = '20121114')) Term('index', '20121114') Term('index', '>', '20121114') Term('index', ['20121114','20121114']) Term('index', datetime(2012,11,14)) Term('index>20121114') added alias to the Term class; you can specify the nomial indexers (e.g. index in DataFrame, major_axis/minor_axis or alias in Panel) ``` this should close GH #1996 5. added Col class to manage the column conversions 6. BUG: added min_itemsize parameter and checks in pytables to allow setting of indexer columns minimum size (current implemenation will truncate indexer columns that are too long in a subsequent append - loss of info) 7. added indexing support via method create_table_index (requires 2.3 in PyTables) btw now works quite well as Int64 indicies are used as opposed to the Time64Col which has a bug); includes a check on the pytables version requirement this should close GH #698 8. signficantlly updated docs for pytables to reflect all changes; added docs for Table sections 9. BUG: a store would fail if appending but the put had not been done before (see test_append) this the result of incompatibility testing on the index_kind 10. BUG: minor change to select and remove: require a table ONLY if where is also provided (and not None) all tests pass; tests added for new features I have some implementation changes to make to Tables to make writing quite a bit faster but will do in a future commit
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8,636,816
MDU6SXNzdWU4NjM2ODE2
2,347
del df[k] fails for a non-unique key
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0
"2012-11-24T21:41:06Z"
"2012-11-25T19:17:43Z"
"2012-11-25T19:17:43Z"
NONE
null
``` python import pandas as pd df=pd.DataFrame({0:[0,1],1:[0,1],2:[4,5]}) df.columns=["a","b","a"] res=df.pop("a") ... /home/user1/src/pandas/pandas/core/internals.py in _delete_from_block(self, i, item) 971 """ 972 block = self.blocks.pop(i) --> 973 new_left, new_right = block.split_block_at(item) 974 975 if new_left is not None: /home/user1/src/pandas/pandas/core/internals.py in split_block_at(self, item) 195 return None, None 196 --> 197 if loc == 0: 198 # at front 199 left_block = None ValueError: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all() ```
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8,636,922
MDU6SXNzdWU4NjM2OTIy
2,348
read_csv segfault
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4
"2012-11-24T21:48:01Z"
"2012-11-26T16:36:21Z"
"2012-11-25T03:38:08Z"
CONTRIBUTOR
null
Works fine on v0.9.0. With master ``` rossi = pandas.read_csv("http://www.ams.jhu.edu/~dan/550.400/datasets/recidivism/Rossi%20data.csv") *** glibc detected *** /usr/bin/python: malloc(): memory corruption: 0x0000000003c26680 *** ======= Backtrace: ========= /lib/x86_64-linux-gnu/libc.so.6(+0x7ba9a)[0x7f498b804a9a] /lib/x86_64-linux-gnu/libc.so.6(+0x7ce32)[0x7f498b805e32] /lib/x86_64-linux-gnu/libc.so.6(realloc+0xf9)[0x7f498b807839] /usr/bin/python(PyList_Append+0xd6)[0x46e336] /usr/local/lib/python2.7/dist-packages/numpy/core/multiarray.so(+0x99763)[0x7f497f8cf763] /usr/local/lib/python2.7/dist-packages/numpy/core/multiarray.so(+0x998d9)[0x7f497f8cf8d9] /usr/bin/python[0x47ac88] /usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_f64ccf0-py2.7-linux-x86_64.egg/pandas/_parser.so(+0xb955)[0x7f4976c5a955] /usr/bin/python(PyObject_Call+0x44)[0x45fed4] /usr/local/lib/python2.7/dist-packages/pandas-0.9.2.dev_f64ccf0-py2.7-linux-x86_64.egg/pandas/_parser.so(+0x2418d)[0x7f4976c7318d] 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8,636,961
MDExOlB1bGxSZXF1ZXN0MzExMzA1Ng==
2,349
BUG: del df[k] with non-unique key
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8
"2012-11-24T21:51:27Z"
"2014-06-12T16:15:38Z"
"2012-11-25T19:17:47Z"
NONE
null
This touches some delicate functions to be messing with, so I've split off the underlying logic into a function in common and added an exhaustive test. Would welcome review none the less. Also, I tried to test for nagative perf. There must something wrong with the test since comparing the commit after just adding a test to the baseline, shows 50% degredation in a bunch of things. As I said, I don't trust this, ideas? ``` timeseries_asof_nan 23.4131 15.7471 1.4868 datetimeindex_normalize 1153.1918 774.8010 1.4884 timeseries_asof 22.3342 14.9964 1.4893 reshape_unstack_simple 4.8106 3.2289 1.4899 read_table_multiple_date_baseline 980.0920 657.3641 1.4909 timeseries_1min_5min_mean 0.8087 0.5422 1.4915 timeseries_timestamp_tzinfo_cons 0.0210 0.0141 1.4922 match_strings 0.5718 0.3817 1.4982 timeseries_large_lookup_value 0.0301 0.0201 1.4998 reindex_fillna_pad 0.1828 0.1217 1.5018 timeseries_to_datetime_iso8601 5.6048 3.7270 1.5038 read_table_multiple_date 2169.5440 1441.5460 1.5050 reindex_daterange_pad 0.2608 0.1731 1.5066 timeseries_1min_5min_ohlc 0.8046 0.5331 1.5092 reindex_daterange_backfill 0.2466 0.1634 1.5094 period_setitem 1166.9910 772.4509 1.5108 reindex_fillna_backfill 0.1790 0.1183 1.5130 timeseries_asof_single 0.0656 0.0434 1.5136 append_frame_single_mixed 2.0747 1.3697 1.5147 timeseries_slice_minutely 0.0762 0.0501 1.5208 Columns: test_name | target_duration [ms] | baseline_duration [ms] | ratio (01bc3e0 against 81169f9) - a Ratio of 1.30 means the target commit is 30% slower then the baseline. ``` closes #2347
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MDU6SXNzdWU4NjQzMjMx
2,350
Debug sparse memory usage
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0
"2012-11-25T04:28:10Z"
"2012-11-25T05:19:30Z"
"2012-11-25T05:19:30Z"
MEMBER
null
I would expect this to use almost no memory. Instead, > 2GB on my box. `SparseDataFrame(columns=np.arange(100), index=np.arange(1e6))`
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2,351
convert_to_r_dataframe missing conversion for datetime values
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8
"2012-11-25T05:39:05Z"
"2012-12-01T20:50:02Z"
"2012-12-01T20:50:02Z"
CONTRIBUTOR
null
I am in desperate need of converting my datetime values into something R can use so I that I can plot some data with ggplot. It appears that rpy2 supports this conversion but I am not sure how to go from a column with a datetime field (stored as a `numpy.datetime64`) into a `time.struct_time` value. The relevant information about rpy2 is here: http://rpy.sourceforge.net/rpy2/doc-2.2/html/vector.html?highlight=intvector#rpy2.robjects.vectors.POSIXlt I see that there need to be some minor changes [on line 244 of `common.py`](https://github.com/pydata/pandas/blob/master/pandas/rpy/common.py#L244) but basically I am stuck on trying to figure out how to convert from `numpy.datetime64` into the `struct_time`. I see that there is already functionality in Pandas, specifically the `to_pydatetime` function, for converting from this numpy format into a `datetime` object. If someone could lead me over this hump I'd be happy to submit the pull request.
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Support for datetime columns with rpy2
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2
"2012-11-25T06:59:06Z"
"2014-08-11T23:16:20Z"
"2012-12-01T20:49:06Z"
CONTRIBUTOR
null
Check to see if the values we're looking at are numpy datetime64 objects. If they are, we can assume we're looking at a Timestamp object, which subclasses Python's datetime class, and we return a struct_time which is understood by rpy2's POSIXct class. Attempt at a fix for #2351
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8,648,581
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"2014-07-20T16:06:46Z"
"2012-11-26T23:57:52Z"
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MDU6SXNzdWU4NjUxMDU5
2,354
Documentation plotting
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4
"2012-11-25T15:20:29Z"
"2016-03-08T14:40:57Z"
"2016-03-08T14:40:57Z"
NONE
null
Currently the abilities of "pandas" seem to outstrip the documentation massively. for example, there is no link to "tools.plotting" in the whole documentation, and commands like "scatter_plot" don't show up in the documentation at all. To make pandas usable for "outsiders", the documentation should be made more complete.
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2,355
Raise exception from overflowing uint64 data
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0
"2012-11-25T18:16:16Z"
"2012-11-28T02:47:33Z"
"2012-11-28T02:47:33Z"
MEMBER
null
ref: http://stackoverflow.com/questions/13550940/python-pandas-insert-long-integer
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8,656,869
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2,356
renaming errors for unnamed columns or index
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I'm playing around with the foo.csv data file from one of Wes's demos, which has an unnamed date time columns. Even though I get no error message, this code doesn't seem to replace the index in the data frame. Also, if I subsequently attempt a df.plot() it crashes. df = pd.read_csv('foo.csv',parse_dates=[0]) #parse the first column as datetime df = df.rename(columns={'Unnamed: 0':'date'}) # rename the column df.set_index('date', drop=False) #set the renamed column as the index df Out[205]: date AA AAPL GE 0 2011-10-03 00:00:00 8.90 374.60 14.69 1 2011-10-04 00:00:00 9.12 372.50 14.86 2 2011-10-05 00:00:00 9.37 378.25 15.27 3 2011-10-06 00:00:00 9.88 377.37 15.53 4 2011-10-07 00:00:00 9.71 369.80 15.50 5 2011-10-10 00:00:00 10.09 388.81 16.14 6 2011-10-11 00:00:00 10.30 400.29 16.14 7 2011-10-12 00:00:00 10.05 402.19 16.40 8 2011-10-13 00:00:00 10.10 408.43 16.22 9 2011-10-14 00:00:00 10.26 422.00 16.60 df.plot() Out[204]: ## <matplotlib.axes.AxesSubplot at 0x61fc430> RuntimeError Traceback (most recent call last) G:\Python2732\lib\site-packages\IPython\zmq\pylab\backend_inline.pyc in show(close) 100 try: 101 for figure_manager in Gcf.get_all_fig_managers(): --> 102 send_figure(figure_manager.canvas.figure) This is all in the ipython notebook, using **version** 0.9.1 pandas
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plot() error when using set_index with drop=False
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2
"2012-11-25T22:23:04Z"
"2012-11-26T05:47:57Z"
"2012-11-26T05:47:57Z"
NONE
null
Below is data parsed from a csv file. Next I'm trying the set_index with drop=False. Everything seems to work correctly until I attempt plot(). plot() works ok if I use drop=True. Now that I'm looking at it more, df2['date'].plot() works ok with drop=False, and the Y axis ticks are dates. Perhaps this is just my lack of knowledge of when a secondary Y axis is required. This is all in the ipython notebook, using **version** 0.9.1 pandas In [228]: df2 = pd.read_csv('foo2.csv',parse_dates=['date'] ) #parse the first column as datetime df2 Out[228]: date AA AAPL GE 0 2011-10-03 00:00:00 8.90 374.60 14.69 1 2011-10-04 00:00:00 9.12 372.50 14.86 2 2011-10-05 00:00:00 9.37 378.25 15.27 3 2011-10-06 00:00:00 9.88 377.37 15.53 4 2011-10-07 00:00:00 9.71 369.80 15.50 5 2011-10-10 00:00:00 10.09 388.81 16.14 6 2011-10-11 00:00:00 10.30 400.29 16.14 7 2011-10-12 00:00:00 10.05 402.19 16.40 8 2011-10-13 00:00:00 10.10 408.43 16.22 9 2011-10-14 00:00:00 10.26 422.00 16.60 29]: df2 = df2.set_index('date', drop=False) df2 Out[229]: date AA AAPL GE date 2011-10-03 2011-10-03 00:00:00 8.90 374.60 14.69 2011-10-04 2011-10-04 00:00:00 9.12 372.50 14.86 2011-10-05 2011-10-05 00:00:00 9.37 378.25 15.27 2011-10-06 2011-10-06 00:00:00 9.88 377.37 15.53 2011-10-07 2011-10-07 00:00:00 9.71 369.80 15.50 2011-10-10 2011-10-10 00:00:00 10.09 388.81 16.14 2011-10-11 2011-10-11 00:00:00 10.30 400.29 16.14 2011-10-12 2011-10-12 00:00:00 10.05 402.19 16.40 2011-10-13 2011-10-13 00:00:00 10.10 408.43 16.22 2011-10-14 2011-10-14 00:00:00 10.26 422.00 16.60 Out[230]: ## <matplotlib.axes.AxesSubplot at 0x8c9cf30> RuntimeError Traceback (most recent call last) G:\Python2732\lib\site-packages\IPython\zmq\pylab\backend_inline.pyc in show(close) 100 try: 101 for figure_manager in Gcf.get_all_fig_managers(): --> 102 send_figure(figure_manager.canvas.figure) 103 finally: 104 show._to_draw = []
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8,657,592
MDExOlB1bGxSZXF1ZXN0MzExNTk1OA==
2,358
BUG: hash random. in 3.3 exposed reliance on dict traversal order. #2331
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5
"2012-11-25T22:26:35Z"
"2014-06-19T00:06:44Z"
"2012-11-27T02:34:22Z"
NONE
null
fixes all failing tests mentioned in #2331, perhaps others lurking.
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8,658,119
MDExOlB1bGxSZXF1ZXN0MzExNjAzOQ==
2,359
endianess fixes for #2318
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3
"2012-11-25T22:55:40Z"
"2014-06-28T22:42:58Z"
"2012-11-26T22:58:59Z"
NONE
null
pending fix verifcation from @juliantaylor
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MDU6SXNzdWU4NjgzMjM1
2,360
Specify values to be recognized as boolean in parsers
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0
"2012-11-26T16:39:11Z"
"2012-11-28T05:42:33Z"
"2012-11-28T05:42:33Z"
MEMBER
null
And yes/no/YES/NO should not be recognized as boolean by default. Revert default behavior from #1691, #1295
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Stdout/stderr not handled properly in pandas.read_table()
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NONE
null
pandas.read_table() does not handle stderr consistently. error_bad_lines=True writes to stderr (which is correct), but warn_bad_lines=True writes to stdout (which is wrong). This is with commit ae1b8a888149f6474c13141f8194da322dccc466
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8,694,775
MDExOlB1bGxSZXF1ZXN0MzEyODY5Nw==
2,362
added an example of boolean selection using OR
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1
"2012-11-26T21:26:08Z"
"2014-06-27T22:56:15Z"
"2012-11-27T00:02:13Z"
CONTRIBUTOR
null
as a follow-up to this [SO post](http://stackoverflow.com/questions/13572576/using-or-to-select-data-in-pandas/13572798#13572798) I thought it might be nice to have an example in the docs
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8,697,400
MDU6SXNzdWU4Njk3NDAw
2,363
Change defaults for resample
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7
"2012-11-26T22:36:34Z"
"2012-12-07T17:22:03Z"
"2012-12-07T17:22:03Z"
CONTRIBUTOR
null
maybe change closed and label both to 'left' to avoid confusion.
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8,704,584
MDExOlB1bGxSZXF1ZXN0MzEzMjU2Mw==
2,364
doc updates for whatsnew v0.10.0
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1
"2012-11-27T03:11:11Z"
"2014-07-08T19:39:42Z"
"2012-11-27T22:25:41Z"
CONTRIBUTOR
null
added whatsnew for 0.10.0 added new apply functionality to whatsnew and flexible apply in groupby
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8,708,421
MDExOlB1bGxSZXF1ZXN0MzEzMzY3OA==
2,365
BLD: temporary workaround for travis numpy/py3 woes
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3
"2012-11-27T06:36:31Z"
"2013-03-26T12:52:12Z"
"2012-11-27T06:51:37Z"
NONE
null
note that py3 is now tested against numpy recent git, not pypi, just until the travis people sort things out.
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8,722,004
MDU6SXNzdWU4NzIyMDA0
2,366
Pandas' setup.py ignores --dry-run
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4
"2012-11-27T14:31:26Z"
"2012-12-19T14:00:08Z"
"2012-12-19T13:58:44Z"
NONE
null
I don't know if this problem is pandas-specific (as I tend to not use easyinstall), but ``` $ python setup.py -v install --dry-run --install-lib "~/python" ``` does not do nothing (as --dry-run should imply), but seems to run the full install process.
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2,367
Setting timezone in DatetimeIndex.union looks fishy
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3
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"2012-11-28T03:36:24Z"
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MEMBER
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Noted during code review
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4
"2012-11-27T19:02:24Z"
"2013-12-04T00:40:40Z"
"2012-12-14T01:02:37Z"
CONTRIBUTOR
null
DataFrame.to_excel(headers=True) ignores "\n" in headers when columns are multiline strings
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17
"2012-11-27T20:23:26Z"
"2014-06-16T03:26:35Z"
"2012-11-29T19:32:13Z"
NONE
null
adds to export dataframe for excel: - multiindex (merge cells similar to htmlformatter) - border - bold header - ability to add dataframe in same sheet (startrow, startcol) http://cl.ly/image/2r102L0E1l23 solves Issue #2294
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CONTRIBUTOR
null
Refactor of PyTables support to allow multiple table types. This commit allows for support of multiple table types in a pytables hdf file, supporting the existing infrastructure in a backwards compatible manner (LegacyTable) while extending to a slightly modified format to support AppendableTables and future support of WORMTables AppendableTables are implementations of the current table format with two enhancements: - mixed dtype support - writing routines in cython for enhanced performance WORMTables (not implemented - but pretty straightforward) these tables can support a fixed 'table' (meaning not-appendable), that is searchable via queries this would have greatly enhanced write performance compared with AppendableTables, and a similar read performance profile In addition, the tables allow for arbitrary axes to be indexed (e.g. you could save a panel that allows indexing on major_axis,minor_axis AND items), so all dimensions are queryable (currently only major/minor axes allow this query) all tests pass (with 1 exception) a frame table round-trip - will fail on a comparison of a sorted index of the frame vs the index of the table (which is as written), not sure why this should be the case?
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MDExOlB1bGxSZXF1ZXN0MzE0NzQzNw==
2,372
DOC: mention new options API in whatsnew 0.10.0
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Incorporate a vbench run into Travis-CI
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"2014-07-21T09:13:49Z"
"2012-11-28T04:35:39Z"
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null
A seperate 2.7 env is spawned, which is allowed to fail without failing the entire build. The results are posted to a public gist as a json file, and the gist url is printed in the log. A helper function in vb_suite/perf_HEAD.py accepts a travis build number, It then locates the VBENCH job within the build, fetches the log through the Travis API, extract the gist raw_url from the log, fetches the results as json and converts it into a pandas dataframe. It remains to be seen whether the results are consistent enough between builds over time to actually make this useful. Here's how to gather the results from a few consecutive test builds I ran: ``` python %cd vb_suite import pandas as pd from perf_HEAD import get_build_results builds=[3393087,3393105,3393122,3393125,3393130] dfs=[get_build_results(x) for x in builds] dfs2=[x[['timing']] for x in dfs] for df,b in zip(dfs2,builds): df.columns=[str(b)] df = dfs2[0] for other in dfs2[1:]: df=df.join(other,how='outer') df[:20] 3393087 3393105 3393122 3393125 3393130 name append_frame_single_homogenous 0.641988 0.340924 0.524198 0.400884 0.373756 append_frame_single_mixed 2.159144 1.354964 1.639278 1.421034 1.301402 concat_series_axis1 131.367922 56.542015 92.097044 75.879002 71.159506 ctor_index_array_string 0.009129 0.004975 0.005761 0.006048 0.007652 dataframe_get_value 0.001885 0.001201 0.001403 0.001305 0.001331 dataframe_getitem_scalar 0.005543 0.003445 0.003394 0.003432 0.003307 dataframe_reindex_columns 0.494599 0.233001 0.370013 0.334528 0.316710 dataframe_reindex_daterange 0.683607 0.329319 0.552313 0.506124 0.439592 datamatrix_getitem_scalar 0.004519 0.003790 0.003355 0.003436 0.003317 datetimeindex_add_offset 0.439327 0.227953 0.327404 0.410341 0.312527 datetimeindex_normalize 73.160005 51.629400 60.980701 59.092712 58.182502 frame_boolean_row_select 0.769411 0.596314 0.723754 0.564437 0.653430 frame_constructor_ndarray 0.064187 0.028872 0.033200 0.033250 0.042343 frame_ctor_list_of_dict 140.382051 86.547899 114.851952 127.656937 114.904165 frame_ctor_nested_dict 124.281883 73.726416 97.840071 106.689930 111.264944 frame_ctor_nested_dict_int64 229.266882 130.098104 143.503904 183.116913 152.652025 frame_fancy_lookup 2.752171 2.173202 2.223320 1.820600 2.148161 frame_fancy_lookup_all 135.908127 113.823605 117.978096 108.165979 113.741159 frame_fillna_inplace 25.430799 16.801000 20.938993 24.916101 21.809912 frame_fillna_many_columns_pad 23.508501 16.926599 20.899606 19.706178 17.867088 ```
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"2012-12-07T21:41:26Z"
"2012-12-07T21:32:06Z"
NONE
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from datetime import datetime from pandas import DataFrame df = DataFrame({'x1': [datetime(1996,1,1)]}) df2 = df.applymap(lambda x: x) Issue: type(df['x1'][0]) == datetime.datetime type(df2['x1'][0]) == pandas.lib.Timestamp This repros in the 11/27/2012 cut of 0.10.0 - but not in 0.9.0 release.
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BLD: fix travis.yml, print is a function in 3.x
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"2012-11-28T21:06:12Z"
"2012-11-29T16:44:55Z"
"2012-11-29T16:44:55Z"
NONE
null
- Only 4 functions are now defined `get`, `set`, `reset`, `describe` - All functions accept a regexp as input and will try to do the right thing accordingly. For example: get_option("max_rows") now returns the value of print_config.max_rows. - keys are now case-insensitive.
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MDExOlB1bGxSZXF1ZXN0MzE2NTA2NA==
2,377
BUG: py3.3 returns False, not TypeError datetime==datetime+tz #2331
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"2012-11-28T23:51:15Z"
"2012-11-30T23:48:02Z"
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http://docs.python.org/3/whatsnew/3.3.html#datetime This should leave just one error specific to 3.3 from those mentioned in #2331, and that's parser related. Don't know if other parts of the package depend on the exception being raised.
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BLD: modify travis to install numpy 1.6.2+fixes on py3
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"2012-11-28T23:56:22Z"
"2012-11-29T16:52:08Z"
"2012-11-28T23:59:48Z"
NONE
null
1.6.2 and git master have diverged quite a bit, best to narrow down the chance of spurious errors..
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2,379
feature isda daycount
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"2016-12-28T11:15:21Z"
"2016-12-28T11:15:14Z"
NONE
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http://en.wikipedia.org/wiki/Day_count_convention add day count convention to timeseries : busdayconvention, daycountconversion assign : locojay
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"x in ix" fails for dupe keys in DatetimeIndex
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Add DataFrame.conj/conjugate
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5
"2012-11-29T03:07:29Z"
"2012-12-16T16:08:44Z"
"2012-12-16T16:08:44Z"
CONTRIBUTOR
null
From mailing list I noticed that Series has methods .conj() and .conjugate() but dataframe does not. Doing a search on complex numbers in pandas, I found this issue. https://github.com/pydata/pandas/issues/1083 Is there any hope of getting .conj() onto the dataframe? Or should I convert to an np-array, then convert back to a df?
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Website typos
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2
"2012-11-29T04:14:56Z"
"2012-11-29T16:54:04Z"
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CONTRIBUTOR
null
Please tell me if issues with the website should not be reported here. On the page http://pandas.pydata.org/developers.html, in the section titled "Performance performance with vbench", the title should probably be "Performance testing with vbench", and the sentence ``` We created the vbench library library to enable easily monitoring the performance of critical pandas operations. ``` should probably read ``` We created the vbench library library to enable easy monitoring of the performance of critical pandas operations. ```
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ENH: line_terminator parameter for DataFrame.to_csv
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0
"2012-11-29T05:02:31Z"
"2014-06-20T21:46:40Z"
"2012-11-29T20:24:49Z"
CONTRIBUTOR
null
In response to #2326 (Am I doing this right?)
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SparseSeries should have a density attribute
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"2012-11-29T08:45:25Z"
"2014-02-28T23:57:53Z"
"2012-12-01T15:35:28Z"
CONTRIBUTOR
null
``` ts = Series(randn(10)) ts[2:-2] = nan sts = ts.to_sparse() print sts print sts.density ``` AttributeError: 'SparseSeries' object has no attribute 'density'
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16
"2012-11-29T09:56:57Z"
"2014-02-22T13:40:07Z"
"2014-02-21T22:44:05Z"
CONTRIBUTOR
null
concat thows an `AssertionError` when passed a ciollection of mixed Series and Dataframes e.g. ``` python s1 = pd.TimeSeries(np.sin(linspace(0, 2*pi, 100)), index=pd.date_range('01-Jan-2013', periods=100, freq='H')) s2 = pd.TimeSeries(np.cos(linspace(0, 2*pi, 100)), index=pd.date_range('01-Jan-2013', periods=100, freq='H')) df = pd.DataFrame(np.cos(linspace(0, 2*pi, 100)).reshape(-1,1), index=pd.date_range('01-Jan-2013', periods=100, freq='H')) In [23]: pd.concat([df,df], axis=1).shape Out[23]: (100, 2) In [24]: pd.concat([s1,s2], axis=1).shape Out[24]: (100, 2) In [25]: pd.concat([s1,s2,s1], axis=1).shape Out[25]: (100, 3) In [26]: pd.concat([s1,df,s2], axis=1).shape Traceback (most recent call last): File "<ipython-input-9-4512588e71f2>", line 1, in <module> pd.concat([s1,df,s2], axis=1).shape File "c:\dev\code\pandas\pandas\tools\merge.py", line 881, in concat return op.get_result() File "c:\dev\code\pandas\pandas\tools\merge.py", line 960, in get_result columns=self.new_axes[1]) File "c:\dev\code\pandas\pandas\core\frame.py", line 376, in __init__ mgr = self._init_dict(data, index, columns, dtype=dtype) File "c:\dev\code\pandas\pandas\core\frame.py", line 505, in _init_dict dtype=dtype) File "c:\dev\code\pandas\pandas\core\frame.py", line 5181, in _arrays_to_mgr mgr = BlockManager(blocks, axes) File "c:\dev\code\pandas\pandas\core\internals.py", line 499, in __init__ self._verify_integrity() File "c:\dev\code\pandas\pandas\core\internals.py", line 584, in _verify_integrity raise AssertionError('Block shape incompatible with manager') AssertionError: Block shape incompatible with manager In [27]: pd.__version__ Out[27]: '0.10.0.dev-fbd77d5' ```
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integer overflow in pandas.DataFrame.unstack()
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2
"2012-11-29T14:39:56Z"
"2012-12-02T16:38:52Z"
"2012-12-02T16:38:52Z"
NONE
null
Pandas version 0.9.1 There is an integer overflow problem in pandas.DataFrame.unstack() When unstack() is called on a relatively large data set (1 million rows) with four-column MultiIndex an exception is raised: "ValueError: negative dimensions are not allowed". Stack trace is below, The actual problem is in method pandas.core.reshape._Unstacker._make_sorted_values_labels(self) line 91: max_groups = np.prod(sizes) Each of the sizes fits in int32, but their product doesn't. So max_groups becomes negative. ``` C:\Python27\lib\site-packages\pandas\core\frame.pyc in unstack(self, level) 3712 """ 3713 from pandas.core.reshape import unstack -> 3714 return unstack(self, level) 3715 3716 #---------------------------------------------------------------------- C:\Python27\lib\site-packages\pandas\core\reshape.pyc in unstack(obj, level) 361 if isinstance(obj, DataFrame): 362 if isinstance(obj.index, MultiIndex): --> 363 return _unstack_frame(obj, level) 364 else: 365 return obj.T.stack(dropna=False) C:\Python27\lib\site-packages\pandas\core\reshape.pyc in _unstack_frame(obj, level) 399 else: 400 unstacker = _Unstacker(obj.values, obj.index, level=level, --> 401 value_columns=obj.columns) 402 return unstacker.get_result() 403 C:\Python27\lib\site-packages\pandas\core\reshape.pyc in __init__(self, values, index, level, value_columns) 77 self.full_shape = np.prod(lshape[:v] + lshape[v + 1:]), lshape[v] 78 ---> 79 self._make_sorted_values_labels() 80 self._make_selectors() 81 C:\Python27\lib\site-packages\pandas\core\reshape.pyc in _make_sorted_values_labels(self) 96 comp_index, ngroups = group_index, max_groups 97 ---> 98 indexer = lib.groupsort_indexer(comp_index, ngroups)[0] 99 indexer = _ensure_platform_int(indexer) 100 C:\Python27\lib\site-packages\pandas\lib.pyd in pandas.lib.groupsort_indexer (pandas\src\tseries.c:51018)() ValueError: negative dimensions are not allowed ```
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minor doc updates for pytablesv4
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"2012-11-29T15:02:00Z"
"2012-11-29T16:39:30Z"
"2012-11-29T16:39:30Z"
CONTRIBUTOR
null
added a min_itemsize example to the docs min_itemsize can be passed as a dict
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Unable to use Series created with reindex_like with numpy.logical_and()
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12
"2012-11-29T16:32:04Z"
"2012-12-02T01:24:23Z"
"2012-12-02T01:24:23Z"
CONTRIBUTOR
null
I'm using numpy 1.6.2, pandas 0.9.1, and Python 2.7.2. I see strange behavior when using `numpy.logical_and()` depending on how I create a Series object. For example: ``` python >>> import numpy >>> import pandas >>> series = pandas.Series([1, 2, 3]) >>> x = pandas.Series([True]).reindex_like(series).fillna(True) >>> y = pandas.Series(True, index=series.index) >>> series 0 1 1 2 2 3 >>> x 0 True 1 True 2 True >>> y 0 True 1 True 2 True >>> numpy.logical_and(series, y) 0 True 1 True 2 True >>> numpy.logical_and(series, x) Traceback (most recent call last): File "<ipython-input-10-e2050a2015bf>", line 1, in <module> numpy.logical_and(series, x) AttributeError: logical_and ``` What is the difference between `x` and `y` here that is causing the `AttributeError`? Also, I originally posted this as a [question on stackoverflow](http://stackoverflow.com/questions/13628860/attributeerror-when-using-numpy-logical-and-with-pandas-series-object). There are comments saying this works with pandas 0.9.0 and numpy 1.8. I haven't verified this for myself yet. However, my scenario is using the most recent stable releases of both projects.
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DOC: pytables what's new tweaks.
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"2012-11-29T21:16:29Z"
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"2016-07-26T08:15:20Z"
"2016-07-25T23:37:46Z"
CONTRIBUTOR
null
## open (not in any particular order) 1. add support for other dtypes in table columns (datetime,date,unicode) 2. Implement variable length strings in a parallel VLArray (and synchronize): https://github.com/PyTables/PyTables/issues/198 3. revisit Term syntax - can we do better / more readability? 3a. implement `or` in Terms (maybe use pyparsing like syntax) 4. implement WORMTable 5. one big area is to test whether data columns really are slower; it thus may make sense to make data columns = True the default (but not necessarily index them). see https://groups.google.com/forum/m/?fromgroups#!topic/pydata/cmw1F3OFJSc - see the end of this post for some perf tests, so this is prob not a good idea after all 6. add `export` function, to export to different PyTables formats(an easy to read table for R (partially done), and output a GenericTable) 7. provide better access to columns that are data_columns (as we can directly select them) - see `read_column`, expand this to the entire table (if possible), allows one to avoid selecting all columns in a table (and then reindexing), this works if `columns` argument is provided to select or inferred from the where. 8. add out-of-core computation support (see my comment about 1/2 down in #622), this is partially supported now that we have an iterator (#3078) 9. add a method to create a table structure (`create_table`)?, w/o actually appending, so don't have to add parms in each call to append. 10. Support a better mechanism for table splitting `Splitter`? that a user can specify how to split (rather than a dict); then store this object, so can automatically recreate the resulting table (enable for both Storer and Table objects) 11. Optimize table appending, I think we can do better! (GH #3537) makes some improvements 12. allow `itemsize='truncate'` to allow subsquent appends to proceed with string truncation (on specific columns) 13. allow where in `select_column`, return a properly indexed Series, add option to include the index (`use_index=True?`) 14. Better deal with a very long list as input to a `Term`, but running multiple `or` sub-queries 15. Add support for coulumn oriented tables, dep is `carray`, http://carray.pytables.org/docs/manual/ ## done 1. DONE (GH #2401): access store paths via path notation / dot notation (GH #2755) 2. DONE (GH #2497): add to docs (GH #2397) - issues about reading/writing concurrently in threads/processes http://sourceforge.net/mailarchive/message.php?msg_id=30190886 3. DONE (GH #2497): support panelnd (GH #2242) 4. DONE (GH #2561): Should DataFrames be automagically indexed on 'index' (prob yes), but then should have a flag in append/put, and enable passing of the indexing options 5. DONE (GH #2497): Check if create_table_index changes the current index if different options are passed 6. DONE (GH #2561): for writing add chunk keyword to select to provide generator like behavior - each call to return the next chunk of data 7. DONE (GH #2561): support multi indexes on tables 5a. DONE real dtype integration is coming on PR #2708 (eg even though 0.10.1 will actually read/write float32 columns u can't really do much with them w/o having them upcasted) - in any event I think HDFStore will accommodate this already. but more testing needed 8. DONE iterator support in `select`, http://stackoverflow.com/questions/14614512/merging-two-tables-with-millions-of-rows-in-python (GH #3078) 9. DONE (GH #3531) support timezones in datelike columns (index should be ok already) (scott?), (GH #2852)
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"2012-11-29T17:30:38Z"
"2014-06-29T08:04:31Z"
"2012-11-30T23:30:50Z"
CONTRIBUTOR
null
works locally but how to put the qtconsole check in a test suite? #2275
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ENH: line_terminator parameter for DataFrame.to_csv
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"2014-08-08T22:55:30Z"
"2012-11-29T21:41:21Z"
CONTRIBUTOR
null
In response to #2326 (Changes are now PEP8-compliant!)
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tests fail if xlwt is not installed.
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"2012-11-30T07:51:26Z"
"2016-10-12T23:03:22Z"
"2012-12-01T15:26:24Z"
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``` ./test_rebuild.sh running clean running build_ext cythoning pandas/src/generated.pyx to pandas/src/generated.c building 'pandas._algos' extension .... E ====================================================================== ERROR: Failure: ImportError (No module named xlwt) ---------------------------------------------------------------------- Traceback (most recent call last): File "/net/home4/bmueller/.virtualenvs/myenv/lib/python2.6/site-packages/nose/loader.py", line 390, in loadTestsFromName addr.filename, addr.module) File "/net/home4/bmueller/.virtualenvs/myenv/lib/python2.6/site-packages/nose/importer.py", line 39, in importFromPath return self.importFromDir(dir_path, fqname) File "/net/home4/bmueller/.virtualenvs/myenv/lib/python2.6/site-packages/nose/importer.py", line 86, in importFromDir mod = load_module(part_fqname, fh, filename, desc) File "/scratch/pandas/pandas/__init__.py", line 33, in <module> from pandas.io.parsers import (read_csv, read_table, read_clipboard, File "/scratch/pandas/pandas/io/parsers.py", line 9, in <module> import xlwt ImportError: No module named xlwt ... Ran 1 test in 0.002s FAILED (errors=1) In [3]: pandas.version.version Out[3]: '0.10.0.dev-504c7f1' ```
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New Excel changes cause an extra line to be generated in the Excel file
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39
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"2014-02-07T14:35:24Z"
"2012-12-10T18:55:03Z"
CONTRIBUTOR
null
An example: ``` python In [9]: data = pandas.ExcelFile("sample.xls") # generated with df.to_excel() In [10]: data.parse(data.sheet_names[0], index_col=0) Out[10]: Value ID NaN ID1 38.625700 ID2 44.691054 ``` To be more clear, `ID` is the original index name, but it is shifted down one row when saving to Excel, and then it is picked up as a regular row by the Excel parser. This kinds of complicates parsing if I'm expecting to read something generated by to_excel()...
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Different HDFStores in multiple threads crashes Python
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6
"2012-11-30T19:14:39Z"
"2012-12-28T15:08:46Z"
"2012-12-28T15:08:40Z"
NONE
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``` python import threading import pandas as pd import time def foo(): store = pd.HDFStore('my_hdf_file.h5') store['foo'] store.close() def main(): threading.Thread(target=foo).start() threading.Thread(target=foo).start() time.sleep(2) if __name__ == '__main__': main() ``` Crashes for me (Windows 7 using pytables 2.4.0 and pandas 0.9.1 from http://www.lfd.uci.edu/~gohlke/pythonlibs/). I can't get the stack trace easily, I can try harder if necessary. Simply using tables.openFile and reading a few values seems to work fine.
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2
"2012-11-30T20:13:06Z"
"2014-07-02T10:35:21Z"
"2012-12-10T15:24:12Z"
CONTRIBUTOR
null
use `center` keyword and then `shift` if True.
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0
"2012-11-30T22:55:01Z"
"2012-11-30T23:16:36Z"
"2012-11-30T23:16:36Z"
MEMBER
null
I'll add a vbench so this lights up next time http://pastebin.com/f0Si46z3
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null
null
null
https://api.github.com/repos/pandas-dev/pandas/issues/2400
https://api.github.com/repos/pandas-dev/pandas
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https://github.com/pandas-dev/pandas/pull/2400
8,877,759
MDExOlB1bGxSZXF1ZXN0MzE5NjQ1MA==
2,400
Multiprocessing support for tests
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closed
false
null
[]
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2
"2012-11-30T23:17:19Z"
"2012-12-01T18:00:48Z"
"2012-12-01T18:00:48Z"
CONTRIBUTOR
null
run test_multi.sh
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0
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