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https://api.github.com/repos/pandas-dev/pandas/issues/2601
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9,545,135
MDU6SXNzdWU5NTQ1MTM1
2,601
read_table/csv unexpected type dependence on delimiter
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2
2012-12-27T20:13:30Z
2012-12-28T14:35:37Z
2012-12-28T14:35:37Z
CONTRIBUTOR
null
While answering a question on SO I came across something which puzzled me: ``` >>> import pandas as pd >>> pd.__version__ '0.10.0b1' >>> repr(open('cusip.txt').read()) "'65248E10 11\\n55555E55 22\\n'" >>> !cat cusip.txt 65248E10 11 55555E55 22 >>> df = pd.read_table("cusip.txt", header=None, sep=" ") >>> df ...
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9,545,410
MDU6SXNzdWU5NTQ1NDEw
2,602
Series StringMethods very slow
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1
2012-12-27T20:27:24Z
2012-12-28T14:26:57Z
2012-12-28T14:26:20Z
NONE
null
I understand the benefit of Series.str methods which automatically handle NA, but the implementation seems really slow. ``` >>> s = pd.Series(['abcdefg', np.nan]*500000) >>> timeit s.str[:5] 1 loops, best of 3: 2.55 s per loop >>> timeit s.map(lambda row: row[:5], na_action='ignore') 1 loops, best of 3: 558 ms per loo...
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2,603
Concat series with axis=1 does not preserve names when reindexing is necessary
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2012-12-27T22:22:48Z
2012-12-28T15:41:11Z
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MEMBER
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2,604
Indexes created from datetimes that are tz aware but tz=None (pytz.FixedOffset()) lose tz awareness
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1
2012-12-28T00:03:16Z
2016-10-12T23:03:27Z
2012-12-28T18:42:39Z
NONE
null
The index created from datetimes with a FixedOffset tz get converted to the correct UTC time but lose their timezone awareness so that further operations with tz aware datetimes fail. pytz.FixedOffset() timezones have tzname() return None
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MDU6SXNzdWU5NTUxNTE2
2,605
AssertionError when using apply after GroupBy
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3
2012-12-28T05:01:32Z
2012-12-28T16:43:45Z
2012-12-28T13:48:05Z
NONE
null
The following code raises an AssertionError with pandas 0.10.0, but works fine in 0.9.1. The error still exists in the latest dev version here. The code comes from Wes' book, pages 33-36. The data files are from https://github.com/pydata/pydata-book ``` python import pandas as pd years = range(1880, 2011) pieces = [...
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2,606
CLN: was accidently writing to the legacy_table.h5 file
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2012-12-28T15:29:19Z
2012-12-28T15:33:52Z
2012-12-28T15:33:52Z
CONTRIBUTOR
null
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9,561,920
MDExOlB1bGxSZXF1ZXN0MzUwMDk4OQ==
2,607
BUG: fixed old version compatibility warnings
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5
2012-12-28T16:51:51Z
2014-06-24T17:11:46Z
2013-01-06T04:33:36Z
CONTRIBUTOR
null
- added copy method to allow file upgrades to new version - refactor to add Storer class to represent all non-tables - add shape field to display for non-tables - close GH #2637
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2,608
read_csv crashes when run on multiple threads
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2012-12-28T20:10:10Z
2013-01-21T19:30:16Z
2013-01-21T19:30:16Z
NONE
null
Running multiple threads each calling read_csv crashes on OS/X. I've seen two traps, which I'll put into an attachment. Sometimes it says "Fatal Python error: GC object already tracked\nAbort trap: 6"" and sometimes "Segmentation fault: 11". I've put together a small example to reproduce it: https://gist.github.com/...
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9,566,634
MDU6SXNzdWU5NTY2NjM0
2,609
Plotting a dataframe with date unordered date index
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2012-12-28T21:40:27Z
2013-01-20T05:00:55Z
2013-01-20T05:00:55Z
CONTRIBUTOR
null
Migrated from [StackOverflow](http://stackoverflow.com/questions/14075326/pandas-runtimeerror-in-tseries-convertor-when-plotting). The following gives an exception (when trying to plot a DataFrame with date indices). I'm using '0.10.0b1'. ``` In [1]: df = DataFrame(randn(3,1),index=[date(2012,10,1),date(2012,9,1),date...
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describe() fails with stacktrace for an empty DataFrame
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1
2012-12-29T13:09:34Z
2013-01-02T17:21:00Z
2013-01-02T17:21:00Z
CONTRIBUTOR
null
This is from a first try to select all rows where an ID is in another dataset. The code does not work as intended (see last line), but I think that the `describe()` call shouldn't fail. [column names changed in output; output from last call shortened] ``` In [47]: all Out[47]: <class 'pandas.core.frame.DataFrame'> I...
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9,573,692
MDU6SXNzdWU5NTczNjky
2,611
read_csv can show the correct string when the string is chinese text
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2
2012-12-29T14:18:04Z
2012-12-30T08:55:52Z
2012-12-30T08:55:52Z
NONE
null
the csv file structure below: (header:) Chinese string , Chinese string, Chinese string ,Chines string (row1 :) 新浪行业, 生物制药 , swzy, 0 while using data=pd.read_csv(filepath,encoding='utf-8') the read_csv can parse the file content, but when use print data, the Chines string represents like "???" ...
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MDU6SXNzdWU5NTczOTg3
2,612
Unicode column misalignment
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9
2012-12-29T14:50:05Z
2015-10-03T14:41:03Z
2015-10-03T14:41:03Z
MEMBER
null
``` In [17]: open('/home/wesm/tmp/foo.csv', 'rb').read() Out[17]: '\xe6\xb8\xac\xe8\xa9\xa6\xe4\xb8\x80,\xe6\xb8\xac\xe8\xa9\xa6\xe4\xb8\x89\r\nabc@example.com,\xe6\xb8\xac\xe8\xa9\xa6\xe4\xb8\x80\r\ndef@example.com,\xe6\xb8\xac\xe8\xa9\xa6\xe4\xba\x8c\r\nghi@example.com,\xe6\xb8\xac\xe8\xa9\xa6\xe4\xb8\x89\r\n' In [1...
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MDU6SXNzdWU5NTc1Mzg4
2,613
ExcelFile has non existent argument "kind" in the docstring
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2012-12-29T16:19:36Z
2013-01-20T03:39:26Z
2013-01-20T03:39:26Z
NONE
null
``` class ExcelFile(object): """ Class for parsing tabular excel sheets into DataFrame objects. Uses xlrd for parsing .xls files or openpyxl for .xlsx files. See ExcelFile.parse for more documentation Parameters ---------- path : string or file-like object Path to xls file kind ...
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2,614
BUG: trivial fix in vb_bench/timeseries.py
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0
2012-12-29T16:49:53Z
2014-07-10T11:41:13Z
2012-12-29T17:13:14Z
CONTRIBUTOR
null
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9,577,784
MDU6SXNzdWU5NTc3Nzg0
2,615
Enable referring to index level in functions like DataFrame.sort_index
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1
2012-12-29T21:42:30Z
2015-01-26T00:39:04Z
2015-01-26T00:39:04Z
MEMBER
null
re: http://stackoverflow.com/questions/14085517/pandas-sorting-pivot-table-or-grouping-dataframe
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9,578,496
MDU6SXNzdWU5NTc4NDk2
2,616
Weird IndexError /segfault for df.groupby(level="levelname") if na in level
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4
2012-12-29T23:32:29Z
2012-12-30T23:01:23Z
2012-12-30T16:11:04Z
NONE
null
I know that there are na issues for indices but I have never encountered this behavior before (pandas master): (fully functional code depending on the requests and xlrd library and a berlin open data set) ``` import pandas as pd import requests the_data = requests.get('http://www.berlin.de/imperia/md/content/senatsve...
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9,585,733
MDU6SXNzdWU5NTg1NzMz
2,617
HTML reprs not properly escaped
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2
2012-12-30T21:04:22Z
2016-10-12T23:03:27Z
2013-01-20T01:46:13Z
CONTRIBUTOR
null
Object representations are not escaped for HTML when giving HTML repr to IPython Notebook, for instance if the items themselves are types, whose reprs include `<`, and are interpreted as tags. [an example notebook](http://nbviewer.ipython.org/4415176) Originally from [this SO question](http://stackoverflow.com/questi...
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9,587,446
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2,618
Possible date parsing bug in read_table
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2012-12-31T01:02:31Z
2013-03-28T05:54:41Z
2013-03-28T05:54:41Z
NONE
null
I recently updated Pandas to 0.10.0 under Python 2.7.3. I have encountered problems with the read_table function. My program read in the following file: > ftp://ftp.ncdc.noaa.gov/pub/data/anomalies/monthly.land_ocean.90S.90N.df_1901-2000mean.dat Here's the head of the file: <pre> 1880 1 -0.0760 1880 2 -0.2099 ...
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dtype parameter of read_csv is not documented
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2013-01-20T18:56:44Z
2013-01-20T18:56:34Z
CONTRIBUTOR
null
The docs at http://pandas.pydata.org/pandas-docs/stable/generated/pandas.io.parsers.read_csv.html do not explain how the dtype parameter is to be used. Using google, it seems to be a dict with keys=columnnames, but what are the possible values in that dict?.
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9,592,140
MDExOlB1bGxSZXF1ZXN0MzUxMjA4Ng==
2,620
BUG: fix partial date parsing occuring on certain execution dates #2618
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5
2012-12-31T12:16:57Z
2014-07-11T12:00:15Z
2013-03-06T20:22:32Z
NONE
null
closes #2618. when parsing partial dates, will fill in missing day as first of the month, rather then now().day
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2,621
DatetimeIndex.drop is losing timezone information
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1
2012-12-31T22:47:32Z
2013-01-20T02:45:41Z
2013-01-20T02:45:41Z
NONE
null
``` python def test_index_tz(self): ind = pd.date_range("2012-12-01", periods=10, tz="utc") ind = ind.drop(ind[-1]) self.assertIsNone(ind.tz) ``` That seems counter-intuitive. Freq information is also dropped, but that is IMHO less important This is on pandas 0.10
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2,622
Pull data from the World Bank API
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2013-01-01T13:08:53Z
2014-08-09T13:55:55Z
2013-12-18T20:05:10Z
NONE
null
There already appears to be an excellent Python interface for the World Bank API called [wbdata](https://github.com/OliverSherouse/wbdata) written by Oliver Sherouse. Currently outputs data into Pandas DataFrame, but would be nice to have country-year Panels instead.
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DataFrame.from_records incorrectly up-converts dtypes to object.
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4
2013-01-01T19:07:33Z
2013-03-22T21:48:21Z
2013-03-22T21:48:21Z
CONTRIBUTOR
null
``` python rows = [] rows.append([pd.datetime(2010, 1, 1), 1]) rows.append([pd.datetime(2010, 1, 2), 'hi']) # test col upconverts to obj df2_obj = pd.DataFrame.from_records(rows, columns=['date', 'test']) print df2_obj.date.dtype # object ``` If the `'hi'` is changed to an `int` then `df2_obj.date.dtype` is equal to...
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pd.concat merges object-datetime and np.datetime columns incorrectly.
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2013-01-01T19:18:45Z
2013-12-04T00:40:13Z
2013-01-20T19:51:00Z
CONTRIBUTOR
null
``` python rows = [] rows.append([pd.datetime(2010, 1, 1), 1]) rows.append([pd.datetime(2010, 1, 2), 'hi']) # test col upconverts to obj df2_obj = pd.DataFrame.from_records(rows, columns=['date', 'test']) ind = pd.date_range(start="2000/1/1", freq="D", periods=10) df1 = pd.DataFrame({'date': ind, 'test':range(10)}) ...
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2,625
quantile throws error if not convertible to float
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2013-01-02T16:38:13Z
2013-01-05T14:18:01Z
2013-01-05T14:18:01Z
CONTRIBUTOR
null
If we try and `quantile` a DataFrame with string entries which are not convertible, there is a ValueError. Should this behave like mean (and ignore these entries)? (taken from [this StackOverflow question](http://stackoverflow.com/questions/14125428/how-to-apply-quantile-to-pandas-groupby-object)). ``` In [1]: df = Da...
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Series.combine_first() misbehaves with Timestamp data
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2013-01-02T19:18:52Z
2013-01-20T04:33:14Z
2013-01-20T04:33:14Z
NONE
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Best illustrated by example: In [957]: s0 = pd.Series(["2010", np.NaN]) In [958]: s1 = pd.Series([np.NaN, "2011"]) In [959]: s0.combine_first(s1) Out[959]: 0 2010 1 2011 In [960]: s0 = pd.to_datetime(pd.Series(["2010", np.NaN])) In [961]: s1 = pd.to_datetime(pd.Series([np.NaN, "2011"])) In [962]: s0.combin...
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apply on np.datetime col doesn't upconvert to Timestamp
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9
2013-01-02T20:47:31Z
2013-01-20T18:53:58Z
2013-01-20T18:51:53Z
CONTRIBUTOR
null
``` python import pandas as pd s = pd.Series(pd.date_range(start="2000/1/1", freq="D", periods=10)) s.apply(lambda x: x.date()) # AttributeError: 'numpy.datetime64' object has no attribute 'date' ``` This is an error from some unit tests. Did something major change with how datetimes are handled? I recall that np.da...
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DataFrame.groupby().groups should truncate output
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2013-01-02T23:40:49Z
2018-12-19T12:02:48Z
2018-12-19T12:02:47Z
NONE
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The output from .groups on a grouped DataFrame should be handled similarly to a large DataFrame, where beyond a certain length, the data is displayed in a summary form rather than output in its entirety. This truncation should occur both at the group level (large number of groups) and per-group (large amount of data p...
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Subtracting Series of Timestamps gives wrong result
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2013-01-03T05:30:30Z
2016-10-12T23:03:27Z
2013-01-20T02:33:16Z
NONE
null
Example: In [11]: d0 = pd.to_datetime(pd.Series(["12/1/2011"])) In [12]: d1 = pd.to_datetime(pd.Series(["12/3/2011"])) In [13]: d1[0] - d0[0] Out[13]: datetime.timedelta(2) In [14]: (d1 - d0)[0] Out[14]: 2000 days, 0:00:00
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BUG: Series op with datetime64 values misbehaves in numpy 1.6 #2629
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2013-01-03T20:24:17Z
2014-06-25T19:18:04Z
2013-01-20T02:33:06Z
CONTRIBUTOR
null
converts to i8 then back to timedelta64[ns] if both datetime64
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read_csv, integer dtype and empty cells
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2013-01-03T22:26:01Z
2019-10-05T18:49:17Z
2013-01-20T00:10:56Z
CONTRIBUTOR
null
Reading in a csv file with an integer column which has empty cells will cast that column to float (which in the end will resulted in problems with merging this dataframe on that column with a dataframe where the corresponding column is int). It would be nice if a warning could be printed when such conversation (maybe ...
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Autopep8
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2013-01-03T22:39:00Z
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CONTRIBUTOR
null
Used [autopep8](https://github.com/hhatto/autopep8) to make all of pandas py files more PEP8 compliant (Excluding 230 `E501 lines too long` (over 80 chars), and 6 changes which had to be reverted to fix test failures - in second commit). See statistics in my comment. I iterated over every py file in the package using ...
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DataFrame.from_records() KeyError when passed empty list
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2013-01-04T01:28:46Z
2019-12-19T14:29:50Z
2013-01-19T23:55:20Z
NONE
null
What it says on the tin. from_records() fails with a KeyError if passed an empty list. If the list is empty, an empty DataFrame should be created, conforming to the other arguments (columns, etc).
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Sums not treating NaN as zero.
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2013-01-06T03:03:53Z
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Simple example: ``` In [136]: dfa Out[136]: clicks ad 327 3 In [137]: dfc Out[137]: clicks ad 326 1 In [138]: dfa + dfc Out[138]: clicks ad 326 NaN 327 NaN #Expected In [138]: dfa + dfc Out[138]: clicks ad 326 1 327 3 ``` Per d...
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Try to fix BUG #2599
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2013-01-04T03:26:59Z
2014-06-27T22:59:58Z
2013-01-05T21:21:44Z
CONTRIBUTOR
null
Not sure if this is a good way to go about it, but it seems to work. Might be good to get rid of all the INT64_MAX/MIN stuff in parser.pyx and replace with np.iinfo(np.int64).max/min instead.
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added a compression argument to to_csv to be sent to _get_handle
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2013-01-04T08:09:45Z
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CONTRIBUTOR
null
Writing csv files with gzip compression is very useful as it both minimized the disk size taken by large data files, and can be easily read by _R_, often faster than the same csv file without compression.  Reading compressed csv files in _R_ is done without any additional input by the user, and is also already supporte...
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HDFStore.select with Timestamp data_column doesn't behave as expected.
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2013-01-04T19:17:41Z
2013-01-06T04:33:39Z
2013-01-04T19:52:05Z
NONE
null
After doing put/append with a data_column that is a Timestamp. HDFStore.select returns incorrect results unless Timestamp.value is used as the Term value.
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9,692,420
MDExOlB1bGxSZXF1ZXN0MzU1Mjc1Mw==
2,638
TST: test for #2637
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2013-01-04T19:43:23Z
2014-07-14T11:59:28Z
2013-01-04T20:03:04Z
NONE
null
Added test for BUG #2637
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MDU6SXNzdWU5Njk5NjA4
2,639
BLD: add 0.9.0,0.9.1 docs to website; change 0.11.0 to 0.10.1, update dev builds for 0.10.1
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2013-01-05T00:36:14Z
2013-01-05T14:13:33Z
2013-01-05T14:13:33Z
CONTRIBUTOR
null
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9,701,887
MDU6SXNzdWU5NzAxODg3
2,640
DataFrame.resample() fails on empty DataFrame
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1
2013-01-05T03:18:12Z
2016-10-12T23:03:27Z
2013-01-19T23:13:44Z
NONE
null
If you resample() an empty DataFrame, you hit a TypeError in the else catch-all at line 98 of tseries/resample.py. This should either raise a different error, or return the passed empty DataFrame.
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9,707,085
MDU6SXNzdWU5NzA3MDg1
2,641
df.decribe() with boolean column
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1
2013-01-05T16:21:28Z
2013-04-02T12:46:28Z
2013-04-02T12:46:28Z
CONTRIBUTOR
null
it would be nice if one could use `df.describe()` with a boolean column (resulting in output like casting the column to int).
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2,642
pandas developers should put a "thank us" link on the webpage
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1
2013-01-05T16:33:22Z
2014-05-28T22:56:48Z
2014-05-28T22:56:48Z
CONTRIBUTOR
null
I really would like to send you a thank you card or a little present via amazon whishlists (or buy you a beer when you are in Germany)! I'm using pandas to analyze data for my PhD thesis and I was dreading to use a database and having to learn SQL but up to now pandas handled everything I've thrown at it with ease (1....
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2,643
Improve pivot_table for more complex aggregation function specs
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0
2013-01-05T17:02:58Z
2013-01-20T01:31:00Z
2013-01-05T19:52:41Z
MEMBER
null
Currently hampered by multiple unstacking not being implemented for existing hierarchical indexes. This was just a function of my running out of time when I was last working on this
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9,709,652
MDU6SXNzdWU5NzA5NjUy
2,644
No API reference for DataFrameGroupBy and "combining" step
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36
2013-01-05T20:56:27Z
2014-04-25T12:13:04Z
2014-04-23T21:29:28Z
CONTRIBUTOR
null
At least by searching google, I found no references for the DataFrameGroupBy. The docs at http://pandas.pydata.org/pandas-docs/dev/groupby.html speak about a "GroupBy object"... What are all the functions of that object? Using IPython, I get inline help, but this informations seems to be missing in the online docs. ...
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9,709,931
MDU6SXNzdWU5NzA5OTMx
2,645
test_pytables failures on Windows 64-bit, PyTables 2.4.0
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2013-01-05T21:24:27Z
2013-01-05T22:48:23Z
2013-01-05T22:43:06Z
MEMBER
null
``` C:\code\pandas>c:\python27\scripts\nosetests.exe pandas\io\tests\test_pytables.py .S......SSS...........F.F...S..S...E....F..E..E.....E........E........E.... ====================================================================== ERROR: test_put (pandas.io.tests.test_pytables.TestHDFStore) --------------------------...
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2,646
multi-index indexing for 3-level index behaving mysteriously.
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9
2013-01-06T03:41:10Z
2014-11-21T23:20:24Z
2014-11-21T23:20:24Z
CONTRIBUTOR
null
This seems to be solvable my using df.sortlevel, but Wesley encouraged me to submit it for further investigation. I wrote a pretty detailed investigation here: http://nbviewer.ipython.org/4465051/ with the gist https://gist.github.com/4465051 In short words: 2-level indexing for a 3-level multi-index fails for me, ...
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2,647
reset_index does not allow to specify level
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2013-01-06T07:56:23Z
2013-01-06T19:14:21Z
2013-01-06T18:37:25Z
CONTRIBUTOR
null
df has a 3-level multi-index, the 3rd level (level=2) is a time-index. newseries has the time-index only: ``` newseries.head() time 2009-07-20 00:00:00.045000 312.591132 2009-07-20 00:00:00.173000 312.589225 2009-07-20 00:00:00.301000 312.587320 2009-07-20 00:00:00.429000 312.585419 2009-07-20 00:00:00.5...
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9,719,275
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2,648
[doc]: swaplevel is working with names also
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4
2013-01-06T19:21:30Z
2013-02-04T12:00:22Z
2013-02-04T12:00:22Z
CONTRIBUTOR
null
swaplevel also can take index level names instead of integer levels, but this is not mentioned in it's doc string.
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2,649
Better error message when merging fails because of non unique index
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1
2013-01-06T21:34:29Z
2013-01-20T20:15:38Z
2013-01-20T20:15:38Z
CONTRIBUTOR
null
I've seen this error lot's of times in the last few days and usually it usuall took me a long time to get it working (and mostly I had no idea why it worked when I did something differently :-( ). The below error is actually from https://github.com/statsmodels/statsmodels/pull/582/files Would it be possibleto let the ...
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2,650
DOC: can't find data file in compatibility section of HDF5 docs
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3
2013-01-06T22:16:02Z
2013-01-18T19:53:50Z
2013-01-18T19:53:50Z
CONTRIBUTOR
null
see this section http://pandas.pydata.org/pandas-docs/dev/io.html#compatibility this file legacy_0.10.h5 is in pandas/doc/sources/_static on website it's not finding it (find ok when I build docs locally) any thoughts?
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Regression: pandas 0.10 fails to read an excel file that pandas 0.9 can read
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7
2013-01-07T03:28:41Z
2013-01-24T05:41:58Z
2013-01-24T05:41:58Z
CONTRIBUTOR
null
I have an excel file that reads fine in pandas 0.9, fails to read in pandas 0.10 ``` fname = sys.argv[1] xlsx = pd.ExcelFile(fname) sheet = xlsx.sheet_names[0] ...
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2,652
Writing doc about I/O SQL features. See #2541
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2
2013-01-07T13:10:10Z
2014-07-05T04:31:15Z
2013-01-20T01:42:54Z
CONTRIBUTOR
null
Hi there, I wrote some contents about I/O SQL pandas features: - some examples about the `read_frame` function with SQLite ; - list other functions such as `tquery` (without example) ; - write a tiny note about `write_frame` function. I'm not sure about the title of this section. Any proposal is welcome ! Don't hesi...
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2,653
DOC: Add docstring to the 'io.sql.has_table' function.
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1
2013-01-07T13:11:39Z
2014-07-07T14:09:03Z
2013-01-19T23:41:30Z
CONTRIBUTOR
null
Hi, Just add docstring to a function in the `io.sql` module. ## Damien G.
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9,741,515
MDU6SXNzdWU5NzQxNTE1
2,654
read_csv in combination with index_col and usecols
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2013-01-07T17:39:54Z
2017-10-06T19:57:35Z
2013-01-21T19:07:46Z
NONE
null
Starting point: http://pandas.pydata.org/pandas-docs/stable/io.html#index-columns-and-trailing-delimiters If there is one more column of data than there are colum names, usecols exhibits some (at least for me) unintuitive behavior: ``` python >>> data = 'a,b,c\n4,apple,bat,5.7\n8,orange,cow,10' >>> pd.read_csv(Strin...
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index.levels not being updated by groupby
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6
2013-01-08T08:15:50Z
2013-12-01T10:54:18Z
2013-11-30T12:08:45Z
CONTRIBUTOR
null
Summary: Input: ``` python df.D.ix['c1','d1'] t1 0 t2 0 t3 1 t4 1 t5 1 Name: D ``` Operation: ``` python grouped = df.groupby('D') for i,j in grouped: print 'D:',i print 'Actual index[2]:',j.index[0][2] print 'First element of levels[2]:',j.index.levels[2][0] ``` Output: ``` python D: 0...
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The apply method over a group seems to visit the first group twice
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2013-01-08T15:39:44Z
2019-01-26T15:19:17Z
2013-09-21T12:38:36Z
NONE
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It seems that the apply method of a group invokes the function passed as parameter once for each group, as expectes. However, the function is invoked twice for the first group. Enclose is a short code reproducing this behavior. Is it a normal behavior or am I doing something wrong here. I run the code with pandas 0.10...
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9,773,049
MDU6SXNzdWU5NzczMDQ5
2,657
Clip Could take Series/DataFrames
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4
2013-01-08T16:10:59Z
2018-10-20T13:53:15Z
2018-10-19T22:01:32Z
NONE
null
I was a little surprised when clip would not take other pandas objects as parameters. I hacked a little something below, but for readability I thought I might suggest that this feature be added. ``` df1 = DataFrame(ones((2, 2))) data = ones((2, 2)) data[0, 0] = 0 data[1, 1] = 2 df2 = DataFrame(data) print df2.clip(1...
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MDU6SXNzdWU5NzgyNTg0
2,658
DateTime indexing: DateParseError: global name 'tz' is not defined
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2013-01-08T20:54:08Z
2013-01-10T23:37:49Z
2013-01-10T23:37:49Z
NONE
null
I have a DataFrame with a DateTime index that I have read from a CSV file: ``` In [131]: d=pd.read_csv('data.csv', parse_dates=[0], index_col=0) ``` The index values consist of ISO-8601-formatted timestamps of the form "2012-12-28T09:00:54.273000-0500", which Pandas seems to handle perfectly: ``` In [132]: d.index ...
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MDU6SXNzdWU5NzgzOTMw
2,659
Cyclic GC issues
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15
2013-01-08T21:33:27Z
2021-10-07T08:55:09Z
2013-03-28T05:09:16Z
MEMBER
null
A mystery to be debugged soon: ``` python import pandas as pd import numpy as np arr = np.random.randn(100000, 5) def leak(): for i in xrange(10000): df = pd.DataFrame(arr.copy()) result = df.xs(1000) # result = df.ix[5000] if __name__ == '__main__': leak() ```
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9,784,208
MDU6SXNzdWU5Nzg0MjA4
2,660
dataframe merge does not work correctly when dataframe sizes are bigger
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1
2013-01-08T21:41:10Z
2013-01-09T16:14:43Z
2013-01-09T16:14:43Z
NONE
null
One of the two data sets is not clean. It had null values in the key. Thanks Wes for the quick response. This is NOT a bug. Please close it.
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2,661
missing imports in tseries/tools/dateutil_parse #2658
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0
2013-01-08T22:16:57Z
2014-07-02T12:26:03Z
2013-01-10T23:31:31Z
NONE
null
closes #2658
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2,662
add support for microsecond periods
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2013-01-08T22:45:53Z
2014-07-23T16:21:00Z
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2,663
ExcelWriter not in docs
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2013-01-09T00:18:10Z
2013-03-17T01:41:53Z
2013-03-17T01:41:53Z
CONTRIBUTOR
null
[Searching for "ExcelWriter"](http://pandas.pydata.org/pandas-docs/stable/search.html?q=excelwriter&check_keywords=yes&area=default) on the documentation doesn't find anything about [`pandas.io.parser.ExcelWriter`](https://github.com/pydata/pandas/blob/master/pandas/io/parsers.py#L2101). Is this intentional or is it n...
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9,798,124
MDU6SXNzdWU5Nzk4MTI0
2,664
MultiIndex generates IndexErrors for valid indices in large DataFrames
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2013-01-09T09:29:14Z
2013-01-09T10:02:12Z
2013-01-09T10:02:12Z
CONTRIBUTOR
null
Example (can provide the relevant file via email): ``` python In [134]: len(data) Out[134]: 59693 In [135]: data.index.names Out[135]: ['chr', 'name', 'start', 'end'] In [136]: data.head() Out[136]: coverage covered total percentage chr name start end ...
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2,665
Incorrect resampling from hourly to monthly values
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2013-01-09T10:37:45Z
2020-03-31T03:23:39Z
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EDIT: Modern reproducible example: ``` In [1]: import pandas as pd In [2]: dates = pd.date_range('3/20/2000', '5/20/2000', freq='1h') In [4]: ts = pd.Series(range(len(dates)), index=dates) In [5]: def start(x): ...: return x.index[0] ...: ...: def end(x): ...: return x.index[-1] ...
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FAIL: test_to_string_repr_unicode
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2013-01-09T13:17:49Z
2013-01-11T02:24:16Z
2013-01-10T23:38:49Z
NONE
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env: windows 7 32bit english python 2.7.3 when I run nose test: ``` nosetests pandas ``` issue: FAIL: test_to_string_repr_unicode (pandas.tests.test_format.TestDataFrameFormatting) Traceback (most recent call last): File "D:\Python27\lib\site-packages\pandas\tests\test_format.py", line 141, in test_to_string_r...
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multi-character line_terminator in to_csv can improperly convert scientific notation numbers to strings
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2013-01-09T14:13:55Z
2016-08-01T10:45:57Z
2016-08-01T10:18:33Z
CONTRIBUTOR
null
Test case: ``` python In [12]: test = pandas.DataFrame({"A": [1,2,3], "B": [1e-10,4.3434323e-8,3]}) In [13]: test.to_csv("test.txt", sep="\t", line_terminator="\n---\n") In [14]: cat test.txt A B --- 0 1 "1e-10" --- 1 2 "4.3434322999999997e-08" --- 2 3 3.0 --- `...
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9,808,163
MDU6SXNzdWU5ODA4MTYz
2,668
Odd behaviour in read_csv
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2
2013-01-09T15:25:55Z
2013-01-20T01:29:48Z
2013-01-20T01:29:42Z
CONTRIBUTOR
null
This is a strange example from [this StackOverflow question](http://stackoverflow.com/questions/14237749/pandas-read-csv-strange-behavior-for-empty-default-values): ``` Date,Currenncy,Symbol,Type,Units,UnitPrice,Cost,Tax 2012-03-14,USD,AAPL,BUY,1000 2012-05-12,USD,SBUX,SELL,500 ``` ``` In [1]: pd.read_csv('ttt.csv', ...
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9,811,352
MDU6SXNzdWU5ODExMzUy
2,669
Add Cumulative Distribution Function Plotting
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11
2013-01-09T16:44:02Z
2014-05-15T15:55:43Z
2014-01-29T13:22:01Z
NONE
null
Please could you add this functionality on top of the already existing kde functionality.
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9,822,144
MDExOlB1bGxSZXF1ZXN0MzYxMDk2Mg==
2,670
add support for microsecond periods (GH2145)
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8
2013-01-09T21:38:40Z
2014-08-10T13:31:25Z
2013-04-01T02:04:24Z
MEMBER
null
(Continues #2145) Alrighty. This should be fine. There may be a few formatting changes that I rolled back through the git diff / apply patch, but all not-skipped tests pass so I figured it wasn't a big deal. Here's what I did to fix the problem, which was continually merging with upstream: ``` shell function get_my_c...
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9,823,618
MDU6SXNzdWU5ODIzNjE4
2,671
nosetests: ERROR: test using ndim tables in new ways
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3
2013-01-09T22:23:21Z
2013-01-20T03:04:17Z
2013-01-20T03:04:17Z
NONE
null
nosetests generated the following error: > # > ## ERROR: test using ndim tables in new ways > > Traceback (most recent call last): > File "C:\Python27\lib\site-packages\pandas\io\tests\test_pytables.py", line 34 > 6, in test_ndim_indexables > tm.assert_panel4d_equal(self.store['p4d'], p4d) > File "C:\Python2...
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9,825,834
MDU6SXNzdWU5ODI1ODM0
2,672
version 0.10.0: read_table() mangles the first two lines of data if they contain fewer columns than the header
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2
2013-01-09T23:33:25Z
2013-01-20T02:25:18Z
2013-01-20T01:47:26Z
NONE
null
I cannot figure out how to attach files to issues, so let's try this: Create a file text.txt with tabs as delimiters: key1 key2 x1 x2 x3 1 a 0 100 2 b 100 0 3 c 25 75 4 d 35 65 5 e 15 85 Notice that all data lines have 4 columns while the header has 5 columns. Load this file into a ...
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9,832,034
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2,673
DOC: Fix grammar typo in dsintro, "a series is alike" -> "a series is like"
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1
2013-01-10T05:38:14Z
2014-07-07T20:35:40Z
2013-01-10T14:44:53Z
CONTRIBUTOR
null
Fixed a minor typo.
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9,837,739
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2,674
DOC: Added missing escape for a backslash
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1
2013-01-10T10:51:18Z
2014-07-05T04:29:14Z
2013-01-10T14:44:19Z
CONTRIBUTOR
null
This seems to be the way the RegEx was meant
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2,675
BUG: HDFStore fixes
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4
2013-01-10T12:37:24Z
2014-06-17T13:14:00Z
2013-01-20T03:04:37Z
CONTRIBUTOR
null
- shape attribute on GenericStorer returns tuple correctly now (not string) - data_orientation was potentitally returning non-ints in a tuple (fixed downstream), fixes GH #2671, though fixed downstream anyhow - fix for contains with a non-natural name (GH #2694 ) - added ability to read generic PyTables flavor tables -...
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9,845,443
MDU6SXNzdWU5ODQ1NDQz
2,676
Community: Dev Builds For 2.7
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2013-01-10T14:46:44Z
2013-01-15T11:46:09Z
2013-01-15T11:46:09Z
NONE
null
I am not sure if this is the correct place to put this, but does anyone have dev builds for py2.7 amd64? It would be really appreciated if someone could upload a build, for 0.10.1.dev. Or is there a reason why this is not supported? Thanks, Chris.
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TST: fix test to rely on display.encoding rather then utf8, GH2666
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2013-01-10T14:48:53Z
2014-06-30T00:12:03Z
2013-01-10T23:24:19Z
NONE
null
closes #2666
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MDU6SXNzdWU5ODQ1NjQ2
2,678
BLD: need to add travis bld under different encoding
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1
2013-01-10T14:52:36Z
2018-11-16T13:55:54Z
2013-01-10T19:49:19Z
NONE
null
Code assumes utf-8 in some places, and issues can slip through because most devs have utf-8 boxes, so it's not tested. example: #2666
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9,849,295
MDU6SXNzdWU5ODQ5Mjk1
2,679
Improvement: DataFrame.to_html() to create hyperlinks
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2013-01-10T16:25:39Z
2018-12-13T07:09:40Z
2018-12-13T07:09:40Z
CONTRIBUTOR
null
When the data value is a string that represents an URL, have DataFrame.to_html() create hyperlinks out of them in the resulting html file.
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MDU6SXNzdWU5ODUyNTg1
2,680
BDay() subtraction bug when the starting date is not on offset
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2013-01-10T17:50:54Z
2014-01-09T08:00:54Z
2013-01-20T04:00:36Z
NONE
null
Note the output skips the weekday 12/23/2011. ``` dt = datetime(2012, 1, 1) for i in range(1,10): print i, (dt - i * BDay()).strftime('%m/%d/%Y') ``` 1 12/30/2011 2 12/29/2011 3 12/28/2011 4 12/27/2011 5 12/26/2011 6 12/22/2011 7 12/21/2011 8 12/20/2011 9 12/19/2011 however when the start date is onoffset it ...
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MDU6SXNzdWU5ODU1NTEw
2,681
Slicing with time objects should work
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0
2013-01-10T19:08:55Z
2013-02-10T22:33:48Z
2013-02-10T22:33:48Z
MEMBER
null
Currently `df.ix[time_obj]` is aliased internally to `df.at_time(time_obj)`. The same could be done for slice syntax and the `between_time` function, and that would be nice
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MDU6SXNzdWU5ODU2MzEx
2,682
Vectorized price-as-of-time-of-day computation
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2
2013-01-10T19:31:05Z
2014-05-28T22:52:09Z
2014-05-28T22:52:09Z
MEMBER
null
Currently TimeSeries.asof will do this for an array of datetimes-- it shouldn't be too difficult to sugar this to generate the appropriate dates from a `datetime.time` object.
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9,864,605
MDU6SXNzdWU5ODY0NjA1
2,683
plot dies with tzoffset exception
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3
2013-01-10T23:37:28Z
2016-10-12T23:03:28Z
2013-01-20T02:26:23Z
NONE
null
Moved original posted by @Bklyn in #2658 to here I find I need to call tz_convert() on my DataFrame before I can plot it. By default the index tz is a "tzoffset" I get an exception when plottng. ``` python AttributeError: 'module' object has no attribute 'tz' d=pd.read_csv('vix.dlmp.csv', parse_dates=[0], index_co...
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MemoryError on df.sortlevel(k)
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2013-01-11T11:41:40Z
2013-12-04T00:40:11Z
2013-01-21T16:54:33Z
NONE
null
see http://stackoverflow.com/questions/14265539/when-does-pandas-pandas-pydata-org-throw-a-memory-error-on-df-sortlevelk/14267566#14267566 Unfortunately I can't provide the data set.
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2,685
ENH: Option for reading files with a variable number of comment lines at start
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2013-01-11T14:55:38Z
2014-06-30T19:26:24Z
2014-06-30T19:26:24Z
MEMBER
null
http://stackoverflow.com/questions/14276661/python-pandas-read-file-skipping-commented
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BUG: series assignment with a boolean indexer
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1
2013-01-11T16:44:55Z
2014-06-19T13:19:40Z
2013-01-20T03:28:34Z
CONTRIBUTOR
null
- fixed assignment with a boolean indexer and a non-scalar as the value (see below) - 2nd commit fixed the alignment issue; that is if the value is not a full series, align first (using where machinery) - add neg and inv methods - _check_bool_indexer now coerces to bool if needed (otherwise weird effects when doing neg...
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9,923,445
MDU6SXNzdWU5OTIzNDQ1
2,687
Function to reset GA credentials on pandas.io.ga
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0
2013-01-13T16:21:34Z
2013-01-20T05:12:54Z
2013-01-20T05:12:54Z
NONE
null
It's pretty easy to authenticate yourself with the wrong credentials for GA - lots of us have different accounts and id's. In the pandas utility, if you get yourself authenticated, but then replace your secrets file with another one, you will keep getting a 401 error forever after saying your credentials are messed up...
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9,928,437
MDExOlB1bGxSZXF1ZXN0MzY1NzQ4NQ==
2,688
DOC: correct default merge suffixes: _x,_y
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1
2013-01-13T23:40:38Z
2014-07-07T14:09:13Z
2013-01-19T23:25:05Z
CONTRIBUTOR
null
Fix small typo in merge documentation: change `suffixes=('.x', '.y')` to `suffixes=('_x', '_y')` to match current implementation.
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9,929,304
MDU6SXNzdWU5OTI5MzA0
2,689
Apply datetime methods to timestamps results in numpy errors
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2
2013-01-14T00:59:48Z
2013-01-20T18:54:26Z
2013-01-20T18:54:26Z
NONE
null
Hi, This may or may not be a bug. I'm unsure of which functionality you were intending. I have a timestamp created by ``` rng = pd.date_range(start_date, periods = 100, freq='2H') A = DataFrame(rng) # We'll leave it as a generic index for now, not important. ``` I then have a function which is applied to that dataf...
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9,935,697
MDU6SXNzdWU5OTM1Njk3
2,690
combinatorial explosion when merging dataframes
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1
2013-01-14T09:32:28Z
2013-01-20T00:12:22Z
2013-01-19T23:39:12Z
CONTRIBUTOR
null
Hi Wes, Not sure if this is real, but opening to follow up on a comment in http://stackoverflow.com/questions/14199168/combinatorial-explosion-when-merging-dataframes-in-pandas. Here's a fabricated example to reproduce `MergeError: Combinatorial explosion! (boom)` in tools/merge.py: ``` df1 = pd.DataFrame(np.random.r...
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9,943,125
MDU6SXNzdWU5OTQzMTI1
2,691
TimeSeries indexing with not-specific-enough indices only works for strings
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2013-01-14T14:24:18Z
2018-07-06T21:53:24Z
2018-07-06T21:53:17Z
CONTRIBUTOR
null
For indexing a sub-series of some TimeSeries, one can use indices that don't completely specify the moment. For example, in a Series ``` s = Series(randn(1000), index=pd.date_range(start='2001-01-23 00:00', periods=1000, freq='H')) ``` I can say s['2001-01-23'] to get a Series for all the values for that day. This, ...
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2,692
groupby().sum() very slow when applied to boolean columns
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2013-01-14T18:52:07Z
2013-12-04T00:40:09Z
2013-01-19T23:23:56Z
NONE
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While upgrading pandas from 0.7.2 to 0.9.1 we have bumped into slowness of certain groupby().sum() operations. Here is a simple example: N=10000 aa=DataFrame({'ii':range(N),'bb':[True for x in range(N)]}) timeit aa.sum() # fast timeit aa.groupby('bb').sum() #fast timeit aa.groupby('ii').sum() # very slow (~ 1000 tim...
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bug in row slicing in df.ix
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2013-01-14T19:37:17Z
2013-12-04T00:40:08Z
2013-01-14T19:54:10Z
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pandas 0.9.1 when slicing rows using df.ix[], it returns more rows than it should In [2]: df=DataFrame({'a':range(5),'b':range(5)}) In [3]: df.ix[1:3,:] # should return rows 1,2 Out[3]: a b 1 1 1 2 2 2 3 3 3 # this last row should not here
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2,694
HDFStore.__contains__ bug due to use of regex
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2013-01-14T21:01:15Z
2013-01-20T03:04:25Z
2013-01-20T03:04:25Z
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HDFStore.**contains** takes the node name and uses it as a pattern to search for. That crashes if the name of the node isn't a valid regex, for example "node1(()" and doesn't function correctly if the node name _is_ a valid regex but doesn't necessarily match itself.
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Added metadataframe.py which has MetaDataframe class. This class stores...
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2013-01-14T22:13:51Z
2014-06-12T07:28:04Z
2013-03-14T02:29:17Z
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... a dataframe and attempts to overload all operators and promote dataframe methods to object methods in hopes that users can subclass this effectively as if it were a Dataframe itself.
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9,962,128
MDU6SXNzdWU5OTYyMTI4
2,696
concat should try to convert_types
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2
2013-01-14T23:27:22Z
2014-05-28T23:18:29Z
2014-05-28T23:18:29Z
NONE
null
Problem: A data set is distributed over multiple csv files generated by different instances. Some of these instances log the 'header' line multiple times (when restarted). Currently I'm cleaning out these spurious header lines and doing pd.concat. But this results in the dtype of columns being object as columns from f...
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9,966,093
MDU6SXNzdWU5OTY2MDkz
2,697
DataFrame.from_csv loses precision
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2013-01-15T02:34:18Z
2017-11-06T18:18:29Z
2017-11-06T18:18:29Z
CONTRIBUTOR
null
I've found a problem in importing a csv file with numbers that loses the precision of all the numbers in a column. If any of the entries in a column are in scientific format, all of the entries are converted to that and loose precision. Only happens if a number in the column is 12 digits or more (either representation...
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9,981,879
MDU6SXNzdWU5OTgxODc5
2,698
Parsers should attempt ISO8601 date parsing before using slow code path
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2013-01-15T15:21:26Z
2013-01-20T02:24:56Z
2013-01-20T02:24:56Z
MEMBER
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9,982,280
MDU6SXNzdWU5OTgyMjgw
2,699
pandas.to_datetime called on existing datetime64 Series results in bad data
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2013-01-15T15:31:18Z
2013-01-19T23:45:48Z
2013-01-19T23:45:48Z
MEMBER
null
``` In [7]: df.date Out[7]: 0 2007-10-29 00:00:00 1 2007-10-30 00:00:00 2 2007-10-31 00:00:00 3 2007-11-01 00:00:00 4 2007-11-02 00:00:00 5 2007-11-05 00:00:00 6 2007-11-06 00:00:00 7 2007-11-07 00:00:00 8 2007-11-08 00:00:00 9 2007-11-09 00:00:00 10 2007-11-12 00:00:00 11 2007-11-13...
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9,986,960
MDU6SXNzdWU5OTg2OTYw
2,700
groupby().max() operation removes string columns
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2013-01-15T17:24:16Z
2013-01-20T01:41:36Z
2013-01-20T01:41:22Z
NONE
null
While upgrading pandas from 0.7.2 to 0.9.1 we have found that groupby().max() operation now removes non-numeric columns. This broke our code in several places. Workaround is to use groupby().aggregate(np.max). Here is an example demonstrating the problem: aa=DataFrame({'nn':[11,11,22,22],'ii':[1,2,3,4],'ss':4*['mama...
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