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https://api.github.com/repos/pandas-dev/pandas/issues/9002
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51,029,381
MDU6SXNzdWU1MTAyOTM4MQ==
9,002
StopIteration error when trying to import specific columns from Excel file using parse_cols
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9
2014-12-04T21:09:36Z
2016-02-29T09:46:03Z
2016-02-27T15:09:05Z
NONE
null
``` df = pd.read_excel(r'\\path_to_Excel_file', 'Sheet1', parse_cols=['MODEL_YEAR']) returns: --------------------------------------------------------------------------- StopIteration Traceback (most recent call last) <ipython-input-29-336e4fd9eea1> in <module>() ...
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51,034,159
MDU6SXNzdWU1MTAzNDE1OQ==
9,003
Memory leak with pandas plot
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9
2014-12-04T21:51:47Z
2015-07-29T14:05:50Z
2015-07-29T14:05:50Z
NONE
null
SO : http://stackoverflow.com/questions/27295220/matplotlib-simple-case-memory-leak-with-pandas Seems to be a leak memory bug with pandas.plot. It works well with plt.plot(df.index, df.test) (see below) Simple case here : ``` import sys import gc import numpy as np import matplotlib matplotlib.use('Agg') import matp...
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51,038,261
MDExOlB1bGxSZXF1ZXN0MjU1MzQyNTM=
9,004
update NDFrame __setattr__ to match behavior of __getattr__
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12
2014-12-04T22:29:27Z
2014-12-07T21:13:31Z
2014-12-07T15:15:07Z
CONTRIBUTOR
null
This addresses the issue raised in #8994. Here is the behavior before this PR: ``` python data = pd.DataFrame({'x':[1, 2, 3]}) data.y = 2 data['y'] = [2, 4, 6] data.y = 5 print(data.y) #2 print(data['y'].values) # [5, 5, 5] ``` Here is the behavior after this PR: ``` python data = pd.DataFrame({'x':[1, 2, 3]}) da...
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51,042,657
MDU6SXNzdWU1MTA0MjY1Nw==
9,005
BUG: comparing 'NaT' in series with series returns True
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9
2014-12-04T23:13:52Z
2016-07-11T01:37:09Z
2016-07-11T01:37:08Z
MEMBER
null
xref #12877 (test on Series & DataFrame) When having a 'NaT' in a datetime series and comparing this to a datetime series, the comparison with NaT returns True (and shouldn't comparisons with NA not always return False?) Comparing it with a scalar does return False: ``` In [54]: s = pd.Series([pd.Timestamp('2012-01-0...
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51,044,980
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9,006
BUG: comparing multicolumn dataframe with datetime64 values to series gives TypeError
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4
2014-12-04T23:41:06Z
2021-04-11T06:00:29Z
null
MEMBER
null
When trying to compare a dataframe to a column/series (I know, in the following case not useful due to the alignement of the series with the columns of the dataframe and not the rows, but it is something typical users will try), I get the correct results if there are strings in the dataframe and series, but a TypeError...
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51,048,270
MDExOlB1bGxSZXF1ZXN0MjU1NDA3MjA=
9,007
Fix groupby().transform() example in cookbook.rst
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2
2014-12-05T00:24:42Z
2014-12-05T06:11:47Z
2014-12-05T02:11:13Z
CONTRIBUTOR
null
@jorisvandenbossche : Fixes code in example, and makes final averaging by len(x) stylistically similar to previous adds. New pull request replacing my earlier one, which contained some other erroneous commits. closes #8944
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9,008
BUG: Bug in using a pd.Grouper(key=...) with no level/axis or level only (GH8795, GH8866)
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0
2014-12-05T01:58:13Z
2014-12-05T02:34:01Z
2014-12-05T02:34:01Z
CONTRIBUTOR
null
closes #8795 closes #8866
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9,009
No way to specify higher precision (e.g. Double) when saving DataFrame with floating number to MySQL
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2
2014-12-05T03:01:25Z
2015-01-25T18:01:04Z
2015-01-25T18:01:04Z
NONE
null
When saving DataFrame to MySQL, Pandas will map Python float (by default double precision) to MySQL FLOAT (by default single precision). I couldn't find a way to either specify the use of MySQL DOUBLE, or MySQL DECIMAL. When saving some financial data this will cause loss of precision. For example, 2-year treasury fut...
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51,063,586
MDU6SXNzdWU1MTA2MzU4Ng==
9,010
Yahoo options DataReader can't parse underlying prices with commas
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3
2014-12-05T04:59:56Z
2015-03-05T23:28:23Z
2015-03-05T23:28:23Z
NONE
null
I ran into this problem retrieving option data for the SPX settlement index: ``` >>> options_object = web.Options('^spxpm', 'yahoo') >>> options_object.get_call_data( expiry=datetime.date(2014, 12, 20) ) Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/Users/pollyp/anaconda/lib/python2...
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9,011
TimedeltaIndex constructor gives wild output
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5
2014-12-05T11:13:14Z
2014-12-09T11:16:05Z
2014-12-05T13:20:41Z
NONE
null
``` python import pandas as pd a = pd.TimedeltaIndex(range(3),unit='S') print (a[1]) ``` gives output ``` 11574 days 01:46:40 ``` I would expect the same output as from ``` python import pandas as pd import numpy as np npa = np.array(range(3),dtype='timedelta64[s]') a = pd.TimedeltaIndex(npa) print(a[1]) ``` givin...
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51,102,009
MDU6SXNzdWU1MTEwMjAwOQ==
9,012
Plotting problem in pandas 0.15.1 for DataFrame with datetime-index
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9
2014-12-05T14:05:11Z
2014-12-11T10:28:32Z
2014-12-11T01:34:25Z
NONE
null
Hi have the following snippet: ``` from datetime import datetime import matplotlib.pyplot as plt import numpy as np import pandas as pd plot_df = pd.DataFrame( np.random.rand(21, 2), index=pd.bdate_range(datetime(2000, 1, 1), datetime(2000, 1, 31)), columns=['a', 'b']) fig = plt.figure() ax = fig.add_sub...
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9,013
Dropping rows from inner level of multiindex not removing name of rows from index
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3
2014-12-05T14:23:10Z
2014-12-05T14:37:09Z
2014-12-05T14:30:23Z
NONE
null
Dropping rows is removing the values from a multiindex dataframe but not removing the key values from the multiindex. I don't think this is intended behavior. This is pandas 15.1 ``` python In [33]: s = pd.Series(np.random.randn(8), index=arrays) In [34]: df = pd.DataFrame(np.random.randn(8, 4), index=arrays) In [35...
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51,139,403
MDExOlB1bGxSZXF1ZXN0MjU1OTU3NjM=
9,014
ENH: Implement Series.StringMethod.slice_replace
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7
2014-12-05T19:57:58Z
2015-01-08T02:01:29Z
2015-01-08T01:59:16Z
CONTRIBUTOR
null
closes #8888 This does not implement immerrr's suggestion of implementing `__setitem__`, as all `StringMethod` methods return a new `Series` (or `DataFrame`) rather than mutating.
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51,143,336
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9,015
TST: better testing for test_where (GH8997)
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2
2014-12-05T20:38:36Z
2015-05-05T08:23:02Z
2014-12-06T15:17:00Z
CONTRIBUTOR
null
closes #8996
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51,148,846
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9,016
Bitwise operation weirdness
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10
2014-12-05T21:36:18Z
2015-02-05T11:37:52Z
2015-02-05T11:37:52Z
NONE
null
It seems like `pd.Series([x]) | pd.Series([y])` with `x, y` integers returns `pd.Series([x | y]).astype(bool)`. This is a reasonable semantic, but `pd.Series([x]) & pd.Series([y])` seems to return `pd.Series([x & y % 2]) == 1`, which is a lot weirder. Is there a justification for this? I couldn't find one in the docume...
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51,152,828
MDU6SXNzdWU1MTE1MjgyOA==
9,017
Pandas Dataflow
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3
2014-12-05T22:19:10Z
2014-12-18T18:58:15Z
2014-12-18T18:58:15Z
NONE
null
Hello, I'm using pandas together with IPython (btw, thanks for your library!). At this moment I met a problem of processing big files - there is not enough memory on the server, and the swap is disabled (can't change this). As long as I am writing library for data processing / machine learning, I eager to create some...
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9,018
BUG: Prevent index header column from being added on MultiIndex when ind...
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3
2014-12-06T01:01:08Z
2014-12-07T22:27:24Z
2014-12-07T22:27:17Z
CONTRIBUTOR
null
Fix for #8452 Index column was added when index=False.
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9,019
reindex multi-index at level with reordered labels
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3
2014-12-06T15:51:22Z
2014-12-07T00:29:18Z
2014-12-07T00:18:23Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/4088 on branch: ``` >>> df vals first second third mid 3rd 992 1.96 562 12.06 1st 73 -6.46 818 -15.75 658 5.90 btm 2nd 915 9.75 474 -1.47 ...
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9,020
CLN: reorg sorting algos
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2
2014-12-06T16:11:36Z
2017-02-27T21:47:19Z
2017-02-27T21:47:15Z
CONTRIBUTOR
null
currently much of the sorting algorithms are in groupby.py (e.g. _index_from_factorized, _lexsort_indexer), the whole section under 'misc utilities'. I think it makes sense to move these to algorithms.py. (OR maybe to sorting.py). Likewise might make sense to pull out 'sorting' type cython algos and to add a section /...
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51,188,058
MDU6SXNzdWU1MTE4ODA1OA==
9,021
TST: dateutil 2.3
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1
2014-12-06T16:28:33Z
2014-12-07T22:26:13Z
2014-12-07T22:26:13Z
CONTRIBUTOR
null
cc @dbew xref #8639 appears that python-dateutil 2.3 (just release) is breaking everything on windows (linux/mac) seem to be ok I think that the naming convention changed
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51,191,416
MDExOlB1bGxSZXF1ZXN0MjU2MjE4OTA=
9,022
Make Timestamp('now') equivalent to Timestamp.now()
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3
2014-12-06T18:27:51Z
2014-12-22T14:55:29Z
2014-12-07T21:01:06Z
CONTRIBUTOR
null
closes #9000 I opted to not change np_datetime_strings but instead short-circuit in Timestamp. I don't have a strong preference one way or another.
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51,192,645
MDExOlB1bGxSZXF1ZXN0MjU2MjIzNjM=
9,023
ENH/API: DataFrame.stack() support for level=None, sequentially=True/False, and NaN level values.
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76
2014-12-06T19:11:36Z
2017-01-01T16:32:21Z
2016-01-20T14:14:44Z
CONTRIBUTOR
null
closes #8851 closes #9399 closes #9406 closes #9533
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51,193,769
MDExOlB1bGxSZXF1ZXN0MjU2MjI4NDg=
9,024
Gh9010 yahoo options parsing bug
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11
2014-12-06T19:52:43Z
2015-01-05T23:51:07Z
2015-01-05T23:51:07Z
NONE
null
closes #9010. Fix for Yahoo Options parse error for underlying prices of 1,000.00 or larger.
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51,195,024
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9,025
BUG: Fix Datareader dtypes if there are missing values from Google.
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2
2014-12-06T20:34:01Z
2014-12-07T00:07:27Z
2014-12-07T00:07:23Z
CONTRIBUTOR
null
Fixes #8980
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9,026
BUG: Datareader index name shows unicode characters
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9
2014-12-06T20:45:54Z
2015-03-07T21:17:28Z
2015-03-07T21:11:28Z
CONTRIBUTOR
null
Fixes #8967
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51,196,511
MDU6SXNzdWU1MTE5NjUxMQ==
9,027
BUG: to_json failing on mixed with Timedelta
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1
2014-12-06T21:21:50Z
2014-12-07T20:25:34Z
2014-12-07T20:25:34Z
CONTRIBUTOR
null
``` In [6]: df = DataFrame({'A' : [pd.Timedelta('1 day 1 sec')],'B' : [5], 'C' : [pd.Timestamp('20130101') ]}) In [7]: df Out[7]: A B C 0 1 days 00:00:01 5 2013-01-01 In [8]: df.dtypes Out[8]: A timedelta64[ns] B int64 C datetime64[ns] dtype: object In [9]: df[['A']]....
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https://api.github.com/repos/pandas-dev/pandas/issues/9028
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51,198,650
MDExOlB1bGxSZXF1ZXN0MjU2MjQ3NTM=
9,028
Implement timedeltas for to_json
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3
2014-12-06T22:27:31Z
2014-12-07T20:25:39Z
2014-12-07T20:25:34Z
MEMBER
null
Closes #9027
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9,029
BUG: Fixed maximum columns limit when using usecols for csv. #8985
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null
1
2014-12-06T22:47:34Z
2014-12-07T12:33:36Z
2014-12-07T12:33:36Z
CONTRIBUTOR
null
fixes #8985
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51,200,481
MDExOlB1bGxSZXF1ZXN0MjU2MjU0Njg=
9,030
Calling qcut with too many duplicates now gives an informative error
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4
2014-12-06T23:27:06Z
2015-05-09T16:05:51Z
2015-05-09T16:05:51Z
NONE
null
Closes #7751.
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51,203,165
MDU6SXNzdWU1MTIwMzE2NQ==
9,031
FrozenNDArray cannot repr scalars
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4
2014-12-07T01:11:21Z
2018-10-30T12:29:32Z
2018-10-30T12:29:32Z
CONTRIBUTOR
null
on master: ``` >>> from pandas.core.base import FrozenNDArray >>> a = FrozenNDArray(1) >>> a Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/usr/lib/python3.4/site-packages/pandas-0.15.1_192_g7bd1b24-py3.4-linux-x86_64.egg/pandas/core/base.py", line 65, in __repr__ return str(self...
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51,204,873
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9,032
DOC: cleanup outdated caveats for HTML parsing (Anaconda LXML)
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5
2014-12-07T02:37:01Z
2016-11-26T02:19:06Z
2016-11-25T22:47:50Z
CONTRIBUTOR
null
Anaconda now ships with lxml 3.4.0: - http://docs.continuum.io/anaconda/pkg-docs.html http://pandas.pydata.org/pandas-docs/stable/gotchas.html#html-table-parsing > Issues with using Anaconda > > Anaconda ships with lxml version 3.2.0; the following workaround for Anaconda was successfully used to deal with the versi...
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51,220,796
MDU6SXNzdWU1MTIyMDc5Ng==
9,033
API: make attribute setting de-facto insert column
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2014-12-07T15:20:52Z
2021-04-11T06:01:01Z
null
CONTRIBUTOR
null
xref #8994 xref #5904 xref #8572 This might be a bit controversial, but the issues raised in #8994 and #5904 point to some continued confusion w.r.t. attribute setting 'being' column setting so if we now have ``` df = DataFrame({'A' : [1,2,3], 'B' : 5 }) df.C = 5 ``` is an attribute set it _could_ be a column ...
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https://api.github.com/repos/pandas-dev/pandas/issues/9034
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51,227,579
MDU6SXNzdWU1MTIyNzU3OQ==
9,034
Selection on MultiIndex wrong after applying .iloc[::n] on unsorted Series/DataFrame
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null
1
2014-12-07T19:15:15Z
2014-12-07T19:28:16Z
2014-12-07T19:28:05Z
NONE
null
Hi, When slicing a Series/DataFrame which has a multilevel index which is not sorted on the first level, selecting on the first level with .ix or .loc returns an empty dataframe instead of the true values. ``` python In [524]: s = pd.Series(range(30),index=pd.MultiIndex.from_arrays([["A"]*10+["C"]*10+["B"]*10,range(30...
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https://api.github.com/repos/pandas-dev/pandas/issues/9035
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9,035
DOC: fix categorical comparison example (GH8946)
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2014-12-07T20:38:08Z
2014-12-07T21:42:53Z
2014-12-07T21:42:53Z
MEMBER
null
See discussion https://github.com/pydata/pandas/pull/8946/files#r21376839
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9,036
COMPAT: dateutil fixups for 2.3 (GH9021, GH8639)
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2014-12-07T20:51:49Z
2014-12-08T14:46:53Z
2014-12-07T22:26:13Z
CONTRIBUTOR
null
fixes #9021 but going to reopen #8639
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9,037
PERF: json should process data column-by-column (and not use .values)
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2014-12-07T20:56:17Z
2014-12-24T15:53:33Z
2014-12-24T15:53:33Z
CONTRIBUTOR
null
xref #9027 So `to_json` first converts all the a DataFrame by using `.values`. This converts everything to object dtype (if its a mixed frame) and is pretty expensive perf wise. If you do this column by column you get excellent perf (and tiny bit more complexity in the code). cc @Komnomnomnom @cpcloud
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9,038
DOC: expand docs on sql type conversion
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1
2014-12-07T21:21:55Z
2014-12-08T11:59:49Z
2014-12-08T11:59:49Z
MEMBER
null
Some doc changes related to #8926 and #8973
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51,265,525
MDU6SXNzdWU1MTI2NTUyNQ==
9,039
append & data_columns=True
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5
2014-12-08T07:34:55Z
2014-12-11T11:34:49Z
2014-12-11T11:34:49Z
NONE
null
Hello i create a new store and i am trying to append it. all is right when i did : store.append("table", dataframe) but when i did the whole thing with data_columns=dataframe.columns or data_columns=True i can write the first append and then nothing .... no more data input tore.append("table", dataframe,data_columns=d...
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https://api.github.com/repos/pandas-dev/pandas/issues/9040
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51,265,725
MDExOlB1bGxSZXF1ZXN0MjU2NDk4Njg=
9,040
Return from to_timedelta is forced to dtype timedelta64[ns].
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18
2014-12-08T07:38:37Z
2014-12-12T14:37:30Z
2014-12-09T21:23:19Z
NONE
null
This is a revised change, fixing the issue I experienced (issue #9011). The proper change seems to be setting the dtype to `'timedelta64[ns]'`, as was already done for the other cases in the `to_timedelta` routine. I have also added more tests, and moved them to the `test_timedeltas` function (next to the other tests...
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51,267,881
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9,041
ENH: Store in SQL using double precision
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17
2014-12-08T08:17:20Z
2015-01-25T18:01:21Z
2015-01-25T18:01:04Z
CONTRIBUTOR
null
Closes #9009 . @jorisvandenbossche -- do you think this should test/use single precision ? We could test for float32 perhaps? My own feeling is that this is the safer default.
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51,291,959
MDU6SXNzdWU1MTI5MTk1OQ==
9,042
API/ENH: query an HDF5 store with a named index
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5
2014-12-08T11:22:11Z
2021-04-11T06:01:14Z
null
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/27354281/query-term-is-not-valid-condition-none/27356827#27356827) ``` In [1]: df = pd.DataFrame.from_dict({'A':[1,2],'B':[100,200], 'C':[42,11]}) In [2]: df_a = df.set_index('A') In [3]: df_a Out[3]: B C A 1 100 42 2 200 11 In [4]: store = pd.HDFStore...
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https://api.github.com/repos/pandas-dev/pandas/issues/9043
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51,309,073
MDExOlB1bGxSZXF1ZXN0MjU2NzAxOTU=
9,043
BUG: series.fillna() fails with quoted numbers
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3
2014-12-08T14:44:13Z
2015-05-09T16:05:40Z
2015-05-09T16:05:40Z
NONE
null
Here's a simple example: ``` python import pandas as pd import numpy as np x = pd.Series(range(5)) x.iloc[1] = np.nan x.fillna(0) # works x.fillna('foo') # works x.fillna('0') # crash ``` in the function `_putmask_smart()`, two numpy arrays are compared to determine if they have compatible dtypes. However if one arr...
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51,314,088
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9,044
Fix timedelta json on windows
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1
2014-12-08T15:29:40Z
2014-12-09T00:51:22Z
2014-12-08T16:32:56Z
MEMBER
null
some fixes for different int sizes on windows
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51,315,919
MDU6SXNzdWU1MTMxNTkxOQ==
9,045
read_csv and read_table fail with some CSV files. May be related to universal-newline
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6
2014-12-08T15:45:38Z
2019-12-12T02:09:15Z
2019-12-12T02:09:15Z
NONE
null
Using pandas 0.15.1 I have a csv file which unfortunately I cannot share (sanitizing it resolved the error) that gives me trouble when reading using the default (c) engine for parsing files. I switched to the python version which also failed but gave me the hint that it might be a problem with "universal-newline". If ...
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51,316,614
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9,046
DataFrame.to_latex() should honor na_rep after formatter.
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1
2014-12-08T15:51:33Z
2020-10-24T02:49:09Z
2020-10-24T02:49:09Z
NONE
null
In the example below I would expect that 'np.nan' would be replaced by 'aaah'. ``` In [3]: df = pd.DataFrame({'a': np.arange(3), 'b': [0.1, np.nan, 0.2]}) In [4]: df Out[4]: a b 0 0 0.1 1 1 NaN 2 2 0.2 In [5]: print(df.to_latex(formatters={'b': lambda x: '{:0.4f}'.format(x)}, na_rep='aaah')) \begin{tabu...
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9,047
TST: dateutil fixes (GH8639)
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0
2014-12-09T01:21:31Z
2014-12-10T11:11:03Z
2014-12-10T11:11:03Z
CONTRIBUTOR
null
xref #8639
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MDU6SXNzdWU1MTQyMDMwMQ==
9,048
COMPAT: Floating point fractional hours for timedeltas gives unexpected precision issue
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6
2014-12-09T12:12:51Z
2020-03-31T04:31:46Z
null
NONE
null
Creating a timedelta with fractional hours gives an unexpected large round-off error. ``` >>> to_timedelta(1.0/3, unit='h') Timedelta('0 days 00:19:59.998800') ``` This is indicates a precision around 2x10^-7 ( 1/(1000_60_60) ), which is less than a single precision float.
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51,432,188
MDU6SXNzdWU1MTQzMjE4OA==
9,049
PERF: pandas 0.15.2 multi-indexed DataFrame sum
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4
2014-12-09T14:19:34Z
2015-02-10T14:52:04Z
2015-02-10T14:52:04Z
NONE
null
Problem: data.sum(level=...) for multi-index table produce different result (lots of NAs) than groupby in certain cases. It's also much slower than groupby. Seems that the new version produced a cross join of the keys and produce NAs for pair of keys with no data, which makes the result bigger and significantly slower...
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https://api.github.com/repos/pandas-dev/pandas/issues/9050
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51,553,489
MDExOlB1bGxSZXF1ZXN0MjU4MTg5MTE=
9,050
BUG: fix PeriodConverter issue when given a list of integers (GH9012)
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16
2014-12-10T12:38:24Z
2014-12-11T01:34:14Z
2014-12-11T01:34:14Z
MEMBER
null
For example coming up when [0, 1] is passed by axhline Closes #9012 test and whatsnew are coming
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https://api.github.com/repos/pandas-dev/pandas/issues/9051
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51,578,584
MDU6SXNzdWU1MTU3ODU4NA==
9,051
lexsort_depth not returning the correct number
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9
2014-12-10T16:27:04Z
2014-12-11T16:35:25Z
2014-12-10T22:11:21Z
NONE
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``` python keys = [('a', 'b', 'c'), ('d', 'e', 'f', 'g', 'h'), ('i', 'j', 'k', 'l')] pd.MultiIndex.from_tuples(keys).lexsort_depth Out[106]: 5 ``` work correctly while: ``` python keys = [('spot_es', 'spot', 'es'), ('prod_de_wind_ecen', 'prod', 'de', 'wind', 'ecen'), ('avu_fr_maxe-1', 'avu', 'fr', 'maxe-1')] pd.M...
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51,602,367
MDU6SXNzdWU1MTYwMjM2Nw==
9,052
DOC: Dict of Dicts for renaming Groupby Aggregations
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12
2014-12-10T19:47:53Z
2017-01-28T15:02:37Z
2016-02-15T20:28:58Z
CONTRIBUTOR
null
I didn't realize this was possible, and didn't see it in the docs. ``` df = pd.DataFrame({'A': [1, 2, 3], 'B': ['a', 'a', 'b'], 'C': [3, 4, 5]}) df.groupby('B').agg({'A': {'mean1': 'mean', 'med1': 'median'}, 'C': {'mean2': 'mean', 'med2': 'median'}}) ```
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51,667,625
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9,053
BUG/VIS: can't add a line with DatetimeIndex/datetime64 as x-values on timeseries plot
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1
2014-12-11T10:03:00Z
2017-11-24T15:18:30Z
null
MEMBER
null
If you do a time series plot: ``` s = pd.Series(np.random.randn(100), index=pd.date_range('1970-01-02', periods=100, freq='T')) fig, ax = plt.subplots() s.plot(ax=ax) ``` and then want to add a line through matplotlib using the index or datetime64 values, this does not work (it plots the data at a totally wrong place...
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51,668,306
MDU6SXNzdWU1MTY2ODMwNg==
9,054
ENH: Period to accept datetime64 value?
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1
2014-12-11T10:10:25Z
2015-04-14T16:14:49Z
2015-04-14T16:14:49Z
MEMBER
null
I didn't directly find something about this, but is there a reason why the `Period(Index)` constructor does not take datetime64 values? As it does accept `datetime`: ``` In [15]: t = pd.Timestamp('2012-01-01') In [16]: t.to_pydatetime() Out[16]: datetime.datetime(2012, 1, 1, 0, 0) In [17]: t.asm8 Out[17]: numpy.date...
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9,055
TST: start tests for PeriodConverter
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4
2014-12-11T10:29:35Z
2014-12-12T15:25:07Z
2014-12-12T15:25:07Z
MEMBER
null
@jreback The tests I started related to PR #9050
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51,672,194
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9,056
Period(Index) claims to be relative to 0001-01-01 00:00:00
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6
2014-12-11T10:50:54Z
2017-06-01T19:59:44Z
2017-06-01T19:59:44Z
MEMBER
null
See the docstring of PeriodIndex: https://github.com/pydata/pandas/blob/master/pandas/tseries/period.py#L557, it says: ``` A value of 1 is the period containing the Gregorian proleptic datetime Jan 1, 0001 00:00:00. This ordinal representation is from the scikits.timeseries project. For instance, # construct peri...
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51,676,364
MDU6SXNzdWU1MTY3NjM2NA==
9,057
BUG: to_hdf failing with integer columns and data_columns=True
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2014-12-11T11:36:40Z
2015-06-07T22:28:37Z
2015-06-07T22:28:37Z
CONTRIBUTOR
null
``` In [39]: N = 1000 In [40]: df = DataFrame(np.random.randint(0,8,size=N*400).astype('uint8').reshape(N,-1),index=pd.date_range('20130206',periods=N,freq='ms')) In [41]: df.to_hdf('test.h5','df',mode='w',format='table') In [42]: df.to_hdf('test.h5','df',mode='w',format='table',data_columns=True) AttributeError: 'n...
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51,686,674
MDExOlB1bGxSZXF1ZXN0MjU4OTk1NzA=
9,058
DOC: fix-up docs for 0.15.2 release
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0
2014-12-11T13:32:05Z
2014-12-11T13:41:59Z
2014-12-11T13:41:59Z
MEMBER
null
@jreback some more clean-up of whatsnew - some small fixes so now everything builds ok, ready for release I also reworded a little bit the intro of the minor release (I thought was a bit more appropriate for minor release vs major release)
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51,718,088
MDU6SXNzdWU1MTcxODA4OA==
9,059
bunch of errored/failed tests with 0.15.2
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3
2014-12-11T18:00:54Z
2015-06-02T19:25:19Z
2015-05-15T20:26:36Z
CONTRIBUTOR
null
tried to build on my debian box and got flooded... for now just a quick report and I would appreciate any help/advise full build log http://www.onerussian.com/tmp/pandas_0.15.2-1_amd64.build ``` ERROR: test moving from daylight savings to standard time ERROR: test moving from standard to daylight savings ERROR: test_t...
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51,758,846
MDU6SXNzdWU1MTc1ODg0Ng==
9,060
Python3: No module named 'openpyxl.style'
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6
2014-12-12T00:59:14Z
2014-12-14T01:41:50Z
2014-12-14T01:31:39Z
NONE
null
There is no module named openpyxl.style on the Python3 version of openpyxl. There is, however a openpyxl.styles module in the namespace of openpyxl. But a simply name change update on line 577 of pandas/io/excel.py isn't the quick fix as there are other differences causing errors. My offending code: `diff_output = di...
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51,763,005
MDExOlB1bGxSZXF1ZXN0MjU5NDc4Mzk=
9,061
pivot & unstack with nan in the index
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8
2014-12-12T02:10:36Z
2015-01-10T20:21:07Z
2014-12-22T13:08:53Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/7466 on branch: ``` >>> df a b c 0 R1 C1 10 1 R2 C2 15 2 NaN C3 17 3 R4 C4 20 >>> df.pivot('a', 'b', 'c').fillna('.') b C1 C2 C3 C4 a NaN . . 17 . R1 10 . . . R2 . 15 . . R4 . . . 20 >>> df.pivot('b', 'a', 'c')....
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51,763,525
MDU6SXNzdWU1MTc2MzUyNQ==
9,062
File size increase by import/export from/to Stata
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3
2014-12-12T02:20:57Z
2015-01-07T02:42:03Z
2015-01-07T02:42:03Z
NONE
null
Hi, I have noticed that importing/exporting data from/to Stata seems to increase file size a lot (sometimes more than double). I thought it mostly was caused by export to Stata, where string variables would be initially set to a length of 256 or something like that (usually after exporting I have to run the compress c...
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51,799,441
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9,063
generic.py: NDFrame.truncate() parameter meaning swapped
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2
2014-12-12T12:08:29Z
2014-12-12T12:52:39Z
2014-12-12T12:52:39Z
NONE
null
The meaning of the `before` and `after` parameters of `truncate()` are swapped. The code returns a `slice(before, after)` so `before` actually is the lower-bound and everything _after_ it is returned; and vice versa for `after`.
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51,811,261
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9,064
ENH: add to_offset method to Timedelta
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6
2014-12-12T14:28:38Z
2015-01-18T20:53:40Z
2015-01-18T20:53:40Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/27444949/build-a-pandas-pd-tseries-offsets-from-timedelta) This works, but I think `td.to_offset()` makes sense ``` In [1]: td = Timedelta('1h') In [2]: td Out[2]: Timedelta('0 days 01:00:00') In [7]: pd.DateOffset(hours=td.hours) Out[7]: <DateOffset: kwds={'hours': 1}> ...
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9,065
update() produces 'invalid type promotion' error when used with datetime columns and overwrite=False
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2014-12-12T14:55:48Z
2014-12-12T15:54:51Z
2014-12-12T15:54:26Z
NONE
null
xref #3025 To reproduce: ``` python import pandas as pd df = pd.DataFrame({'A': [1, 2, 3], 'B': ['20140101', nan, '20140101'], 'C': [nan, nan, nan]}) df2 = pd.DataFrame({'A': [1, 2], 'B': ['20140104', '20140105'], ...
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9,066
expanduser in to_file methods
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1
2014-12-12T16:57:43Z
2014-12-24T19:11:56Z
2014-12-24T19:11:56Z
CONTRIBUTOR
null
Right now AFAIK there isn't any ~ expansion. Seems like nice, low-hanging fruit.
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51,830,369
MDU6SXNzdWU1MTgzMDM2OQ==
9,067
Strip header names?
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2014-12-12T17:19:49Z
2021-04-16T04:25:29Z
null
CONTRIBUTOR
null
In csv files that have odd spacing ``` name, amount Alice,100 Bob,200 ``` Loaded dataframes can sometimes have column names with leading or trailing whitespace. Should these column names be stripped by default? ``` Python In [4]: pd.read_csv('foo.csv').columns Out[4]: Index([u'name', u' amount'], dtype='objec...
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51,834,672
MDU6SXNzdWU1MTgzNDY3Mg==
9,068
ENH: add StringMethods (e.g. .str) to Index
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2014-12-12T18:01:49Z
2015-04-10T13:50:14Z
2015-04-10T13:50:14Z
CONTRIBUTOR
null
currently `Series.str.strip()` works but `Index(Series(Index.values).str.strip())` would be necessary for an index should be very straightforward to move the `.str` accessor to `IndexOpsMixin` (from Series) to support this (would need to prevent Index sub-classes from using it though as they don't support string op...
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MDU6SXNzdWU1MTg3MDY3OQ==
9,069
Feature request: Categorical plotting
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2014-12-13T01:07:55Z
2017-07-08T02:32:50Z
2017-07-08T02:32:47Z
CONTRIBUTOR
null
In the case of the index being a DateTimeIndex, I think there's a nice easy default case for plotting a categorical column: Let each category assume one value on the y-axis (user-providable, or range(len(categories)) by default) and plot a symbol ('*' by default maybe) at every point in time the categorical value has a...
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51,885,373
MDExOlB1bGxSZXF1ZXN0MjYwMjA1Nzg=
9,070
ENH: Open Document Format ODS support in read_excel()
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59
2014-12-13T11:45:25Z
2019-02-24T07:00:20Z
2015-09-01T18:52:24Z
CONTRIBUTOR
null
This work should eventually lead to a reader and writer for ods spreadsheets (LibreOffice / OpenOffice Open Document Format). I am doing this work in the master of my clone of pandas. From the wiki I understood it is fine for me to commit to my master and rebase with upstream from time to time. Please let me know if I ...
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9,071
Feature request: add interval kwarg to pandas.io.data.get_data_yahoo
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2014-12-13T19:28:52Z
2015-01-05T23:50:41Z
2015-01-05T23:50:41Z
CONTRIBUTOR
null
Please, expose the interval flag of the Yahoo CSV API. Right now is hardcoded to have daily interval.
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9,072
ENH: add interval kwarg to get_data_yahoo issue #9071
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2014-12-13T19:30:10Z
2015-01-05T23:50:25Z
2015-01-05T23:49:33Z
CONTRIBUTOR
null
PR for the issue #9071
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9,073
saving on memory can cost both memory and performance
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2014-12-13T21:38:33Z
2019-10-06T01:08:57Z
2019-10-06T01:08:57Z
CONTRIBUTOR
null
xref: https://github.com/pydata/pandas/pull/8676#issuecomment-66888559 **memory cost**: with `int16` labels: ``` $ python -m memory_profiler mem-profile.py Filename: mem-profile.py Line # Mem usage Increment Line Contents ================================================ 4 80.156 MiB 0.000 MiB @...
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9,074
fixing highly confusing typo.
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2014-12-14T06:05:46Z
2014-12-14T22:14:09Z
2014-12-14T21:50:02Z
CONTRIBUTOR
null
The power of an 'e'.
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9,075
change in MultiIndex.has_duplicates behavior from 0.15.0 -> 0.15.2
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2014-12-14T19:51:04Z
2014-12-18T11:40:22Z
2014-12-18T11:40:22Z
NONE
null
The following code prints False when run with Pandas 0.15.0, but True with 0.15.2; I'm using Python 2.7.6 on Ubuntu 14.04.1 in both cases. Is this change in behavior expected? (I was using has_duplicates to detect duplicate tuples in the index.) ``` import pandas as pd t = [(u'x', u'out', u'z', 5, u'y', u'in', u'z', 1...
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Add SparseSeries.to_coo method, a single test and one example.
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2014-12-14T21:58:32Z
2015-03-04T21:13:49Z
2015-03-03T01:04:51Z
CONTRIBUTOR
null
xref #4343 closes #8048 This passes locally run nosetests but is failing on Travis. I think the latest Travis CI changes might have caused failures. I was able to get master to pass on Travis last week but now it is failing.
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BUG: Bug in MultiIndex.has_duplicates when having many levels causes an indexer overflow (GH9075)
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6
2014-12-14T23:55:41Z
2014-12-18T11:39:07Z
2014-12-18T11:39:07Z
CONTRIBUTOR
null
closes #9075
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51,958,881
MDExOlB1bGxSZXF1ZXN0MjYwNTI2ODE=
9,078
Closes #8943: COMPAT: periods needs coercion to np.int64
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7
2014-12-15T08:11:15Z
2014-12-18T02:06:30Z
2014-12-17T22:14:26Z
CONTRIBUTOR
null
Let me know if this needs any work. closes #8943
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51,983,535
MDU6SXNzdWU1MTk4MzUzNQ==
9,079
Pandas v0.15.2 breaks read_csv with skiprows, delim_whitespace=True and explicit naming of columns
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3
2014-12-15T13:03:45Z
2014-12-20T20:31:45Z
2014-12-20T20:31:45Z
CONTRIBUTOR
null
Hi, The latest version of pandas 0.15.2 can no longer read a file that was no problem before. The file has the following format. ``` SMOSMANIA SMOSMANIA Narbonne 43.15000 2.95670 112.00 0.05 0.05 ThetaProbe-ML2X 2007/01/01 01:00 0.2140 U M 2007/01/01 02:00 0.2140 U M 2007/01/01 03:0...
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51,989,999
MDU6SXNzdWU1MTk4OTk5OQ==
9,080
Problem assigning values to a 1d slice of Panel with MultiIndex along major axis
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5
2014-12-15T14:13:23Z
2018-07-06T20:21:06Z
2017-07-10T21:06:29Z
NONE
null
I've encountered a problem when using .loc and .iloc to assign values to a 1D slice of a Panel when the axis in the direction of the slice has a MulitIndex. Here is a simple example to demonstrate: ``` import pandas as pd import numpy as np pn = pd.Panel(np.zeros((3, 3, 3))) pn.loc[0, :, 0] = [1, 2, 3] pn.major_axis =...
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51,991,589
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9,081
ENH: Adapt window size of rolling statistics for first values
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3
2014-12-15T14:28:43Z
2014-12-23T18:28:36Z
2014-12-23T18:28:36Z
NONE
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Now rolling functions like _rolling_mean_ give NaN's if the window size is outside the input series. I would like to have an extra option that the window size shrinkes if the window is outside the input series. Or to put it different: use an expanding mean for the first values and the rolling mean for all the intermedi...
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51,996,222
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9,082
BUG: "index_col=False" not working when "usecols" is specified in read_csv
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4
2014-12-15T15:08:08Z
2017-02-02T19:38:14Z
2015-01-10T17:33:40Z
CONTRIBUTOR
null
Wes' old [blog post](http://wesmckinney.com/blog/update-on-upcoming-pandas-v0-10-new-file-parser-other-performance-wins/) indicates that you can read the malformed FEC data by passing `index_col=False`, the docstring for read_csv seems to also say this. It doesn't look like this works anymore? ``` [9]: cat test.csv...
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51,998,905
MDU6SXNzdWU1MTk5ODkwNQ==
9,083
BUG: error in handling a sqlalchemy type with arguments (instantiated type, not class)
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2014-12-15T15:29:25Z
2018-05-19T05:43:47Z
2014-12-24T10:36:06Z
NONE
null
I'm trying to use DataFrame().to_sql to input a time aware dataframe series. Here is an example of my code. ``` times = ['201412120154', '201412110254'] df = pd.DataFrame() df['time'] = pd.to_datetime(times, utc=True) df.time.to_sql('test', engine, dtype={'time': sqlalchemy.TIMESTAMP(timezone=True)}) ``` The error ...
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9,084
ENH: support index=True for SQL io.sql.get_schema
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2014-12-15T16:21:49Z
2021-04-12T04:38:51Z
null
MEMBER
null
`pd.io.sql.get_schema` can be used to see the schema 'create table' statement. This function should support including the index (which is actually the default for `to_sql`) ``` In [31]: df = pd.DataFrame({'col':[1,2,3]}, index=pd.date_range('2012-01-01', periods=3)) In [33]: print pd.io.sql.get_schema(df, 'test_schem...
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9,085
BUG: Timestamps in object column not written as DateTime data in to_sql
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2014-12-15T16:44:17Z
2014-12-20T22:30:13Z
2014-12-20T22:30:13Z
MEMBER
null
When you have datetime data with timezone info attached, the data is stored as `Timestamp` objects in a `object` dtyped column, instead of in a ´datetime64´ column (as this cannot hold the timezone info). But, this causes `to_sql` to gives this the `TEXT` type: With a postgresql engine: ``` In [48]: times = ['201412...
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9,086
ENH/SQL: support writing timestamps with timezone in to_sql
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2018-11-08T14:55:50Z
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MEMBER
null
This currently works a bit for datetime values in the index (not in the columns, reason for this is that is then are object columns: #9085). I say 'a bit', as it does give a 'timestamp with time zone' type (example for postgresql), but it is the time localized in your local timezone (I suppose because this is the way ...
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52,010,877
MDU6SXNzdWU1MjAxMDg3Nw==
9,087
SQL: test with oldest supported sqlalchemy
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2
2014-12-15T16:58:53Z
2019-12-30T18:51:39Z
2019-12-30T18:51:39Z
MEMBER
null
Noticed when looking at #9083 that we used an sqlalchemy feature in #8926 that is not supported in at least sqlalchemy Concrete, it is about `import sqlalchemy.sql.type_api as type_api` (https://github.com/pydata/pandas/blob/v0.15.2/pandas/io/sql.py#L1162). I cannot import this 0.8.2 (and in any case, this should bet...
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52,034,961
MDU6SXNzdWU1MjAzNDk2MQ==
9,088
DOC/BUG: Pandas Adds a Dashed Line in Bar Plot (unnecessarily?)
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3
2014-12-15T20:32:57Z
2015-01-19T13:21:47Z
2015-01-19T13:21:47Z
NONE
null
When using `df.plot(kind='bar')` pandas adds a dotted line to the x-axis (`kind='barh'`, line is added to y-axis). Why is the dotted line added ([line in the code](https://github.com/pydata/pandas/blob/master/pandas/tools/plotting.py#L1899))? This line is undocumented and there is no way to remove it without a hack. ...
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52,040,557
MDU6SXNzdWU1MjA0MDU1Nw==
9,089
Period.end_time should be exclusive or Period should provide duration property
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7
2014-12-15T21:24:10Z
2018-11-16T19:36:06Z
2018-11-16T17:24:13Z
NONE
null
A user may expect that the end_time of a Period minus the start_time of a Period returns its duration. Unfortunately, the end_time of a Period is inclusive, consequently, subtracting start from end yields an incorrect period duration: ``` jan = Period('2014-01', freq='M') (jan.end_time - jan.start_time).days # returns...
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52,059,006
MDExOlB1bGxSZXF1ZXN0MjYxMTQ0MDM=
9,090
Fixes .nth() with groupby multiple columns
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5
2014-12-16T00:37:56Z
2015-01-02T16:29:36Z
2015-01-02T16:29:36Z
NONE
null
closes #8979 Let me know if this makes sense Problem mentioned in issue 8979 too
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52,064,845
MDU6SXNzdWU1MjA2NDg0NQ==
9,091
Panel.describe() method documented but raises NotImplementedError
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3
2014-12-16T02:03:07Z
2018-07-06T20:21:06Z
2017-07-10T21:06:38Z
NONE
null
Panel.describe() docs for v15.2 [here](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Panel.describe.html) **Environment:** fedora 20 pandas 15.2 Python 2.7.5 IPython 2.3.0 **To duplicate:** ``` $ pip install --upgrade pandas In [8]: thresh = pd.Panel({'1': pd.DataFrame(pd.np.arange(2,3)), '2': pd.Da...
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52,066,930
MDU6SXNzdWU1MjA2NjkzMA==
9,092
Unexpected behaviour / potential bug in Dataframe.shift() with duplicated column titles
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6
2014-12-16T02:38:35Z
2017-07-02T17:39:17Z
2017-07-02T17:38:59Z
NONE
null
Hi, I have recently come across an unexpexted behaviour of the dataframe "shift" function. When column titles are duplicated (or present more often), a column-specific shift using index-based positioning (by "iloc") does not only shift the specified columns, but all columns sharing the same name. From the behaviour I ...
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52,084,453
MDU6SXNzdWU1MjA4NDQ1Mw==
9,093
[Feature Request] Add concise xlabel=, ylabel=, option in plot() method
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9
2014-12-16T08:15:59Z
2020-06-26T00:37:09Z
2020-06-26T00:37:09Z
CONTRIBUTOR
null
The current [plot()](http://pandas.pydata.org/pandas-docs/version/0.15.1/generated/pandas.DataFrame.plot.html#pandas.DataFrame.plot) method for Dataframe cannot set the x/y label in it. [Result](http://stackoverflow.com/questions/21487329/add-x-and-y-labels-to-a-pandas-plot?lq=1) is more lines of code for just doing th...
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52,109,643
MDU6SXNzdWU1MjEwOTY0Mw==
9,094
API: datetimeindex subtraction
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14
2014-12-16T12:58:35Z
2016-09-13T21:34:01Z
2015-03-11T10:21:41Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/27502406/convert-pandas-datetimeindex-to-fractional-day-of-year) and previous discussions currently you cannot subtract 2 datetimeindexes ('-' is actually a set op). This is the ONLY valid numerical type of operation (e.g. you cannot add dti). We current support pretty muc...
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52,183,033
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9,095
v0.15.1 breaks index set operations
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12
2014-12-16T23:41:59Z
2015-03-11T10:21:41Z
2015-03-11T10:21:41Z
MEMBER
null
In 0.15.0, the `-` index set operation raises a warning as is explained in the whatsnew docs: http://pandas.pydata.org/pandas-docs/stable/whatsnew.html#deprecations ``` In [1]: pd.__version__ Out[1]: '0.15.0' In [2]: idx = pd.Index([1,2]) In [3]: idx Out[3]: Int64Index([1, 2], dtype='int64') In [4]: idx - idx C:\An...
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52,217,764
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9,096
Groupby "negative dimensions are not allowed" error and bad key behaviour when there are NaNs values.
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10
2014-12-17T09:26:06Z
2020-07-06T11:30:42Z
2015-01-31T16:23:42Z
NONE
null
On a groupby with a composed key if the product of all possible values is bigger than 2^63 we get a `ValueError "negative dimensions are not allowed"` when we call `len(grouped_data)`. A simple version to reproduce it: ``` python values = range(55109) data = pd.DataFrame.from_dict({'a': values, 'b': values, 'c': valu...
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https://api.github.com/repos/pandas-dev/pandas/issues/9097
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52,219,664
MDU6SXNzdWU1MjIxOTY2NA==
9,097
TST: start testing with SQL server via appveyor CI
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5
2014-12-17T09:47:00Z
2019-12-02T07:14:11Z
2019-12-01T21:19:03Z
MEMBER
null
http://www.appveyor.com/docs/services-databases We could add tests for SQL Server to test_sql.py, as AppVeyor supports this.
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https://api.github.com/repos/pandas-dev/pandas/issues/9098
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52,223,628
MDU6SXNzdWU1MjIyMzYyOA==
9,098
index_col and usecols do not work reliably together in read_csv
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10
2014-12-17T10:24:44Z
2019-10-21T19:52:14Z
null
NONE
null
This code shows 3 situations. ``` python import pandas as pd from io import StringIO import random import sys def fun(s,n,u): random.seed(s) names = [str(e) for e in range(1, n)] data = ','.join([str(e) for e in names]) usecols = random.sample(names, u) index_col = random.choice(usecols) prin...
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52,243,312
MDU6SXNzdWU1MjI0MzMxMg==
9,099
BUG: DataFrame constructor ignores copy=True argument if dtype is set
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2
2014-12-17T14:05:44Z
2014-12-20T20:05:52Z
2014-12-20T20:05:52Z
NONE
null
I just noticed that `DataFrame` constructor ignores the `copy=True` argument if `dtype` is set. In the code snippet below, the `orig` dataframe should stay unmodified after any modification of `new1` and `new2`. Instead, the columns of `new2` (or at least the first one as shown in the snippet) are references to the sam...
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MDU6SXNzdWU1MjI3Mzg3MA==
9,100
0.15.2: Iteration over datetime index
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2
2014-12-17T18:26:03Z
2014-12-19T21:03:11Z
2014-12-19T21:03:11Z
NONE
null
When iterating over a Series of datetime objects that have timezone info on them, the returned value has the timezone info but also alters the time according to that timezone info, as seen in example below: `time_points` is the index of a dataframe with values: ``` [2014-12-01 03:32:39.987000-08:00, ..., 2014-12-01 0...
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MDExOlB1bGxSZXF1ZXN0MjYyNzA4MTY=
9,101
overflow bug in multi-index when checking for duplicates
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3
2014-12-18T01:10:15Z
2014-12-21T13:52:03Z
2014-12-18T11:40:22Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/9075
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