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https://api.github.com/repos/pandas-dev/pandas/issues/8101
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40,970,024
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8,101
Series.isbetween(min,max) method
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2014-08-23T07:52:33Z
2014-08-28T04:13:09Z
2014-08-28T04:13:09Z
NONE
null
There is currently a `Series.isin(list)` for checking containment by descrete values. I suggest that a similar method called `isbetween(min,max)` be introduced that checks for if the series value is between `min` and `max`. The method should return exactly the same result as `(Series >= min) & (Series < max)` but is l...
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8,102
BENCH: add benchmarks for SQL
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2014-08-23T11:07:57Z
2014-09-09T08:17:37Z
2014-09-09T08:17:36Z
MEMBER
null
xref #6701, #6416 WIP for now: intitial benchmarks for sql functions - Where should the benches be placed? Because there is `io_bench.py`, `packers.py` and `parsers_vb.py` which all contain io related benchmarks. Or should I create a new file? - The first tests are a generic mixed-type frame writing/reading, both wit...
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8,103
BUG: pivot_table raises KeyError with nameless index and columns
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0
2014-08-23T12:22:07Z
2014-08-30T01:19:10Z
2014-08-29T18:58:35Z
MEMBER
null
`pivot_table` raises `KeyError` when args passed to `index` and `columns` don't have `name` attribute. The fix looks especially useful when pivotting by `dt` accessor. ``` df = pd.DataFrame({'dt1': [datetime.datetime(2011, 1, 1), datetime.datetime(2011, 2, 1), datetime.datetime(2011, 3, 1), ...
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8,104
TST: Moving testing method outside of TestCase
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5
2014-08-23T23:37:38Z
2014-12-01T00:57:26Z
2014-12-01T00:57:09Z
CONTRIBUTOR
null
Make assert_numpy_array_equal available without subclassing TestCase; see #8023
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8,105
SQL: read_sql with a stored procedure
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2014-08-24T10:16:33Z
2014-08-24T10:48:59Z
2014-08-24T10:28:40Z
NONE
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pandas 0.14.0 pandas.io.sql.read_sql(sql,dbconn) does not work if the string sql does not have 'select' in it. If I'm reading a sproc, sql will start with 'exec' and no 'select'. There is a test on line 377 in pandas\io\sql.py if 'select' in sql.lower() I modified it to if 'select' in sql.lower() or 'exec' in sql.l...
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8,106
CLN: Partially add future division imports
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11
2014-08-24T20:43:49Z
2015-03-06T16:29:14Z
2015-03-06T16:29:14Z
CONTRIBUTOR
null
Adds division import to cases where something is already imported from **future** . #5445
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8,107
DOC: setuptools is a required runtime dependency
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2014-08-24T23:10:42Z
2014-09-29T13:23:30Z
2014-09-29T13:23:30Z
CONTRIBUTOR
null
Without setuptools pandas fails to import at https://github.com/pydata/pandas/blob/master/pandas/io/gbq.py#L9
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8,108
BUG: reindexing a frame fails to pick nan value
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2014-08-25T02:48:37Z
2015-03-06T02:51:12Z
2015-03-05T23:43:41Z
CONTRIBUTOR
null
currently ``` >>> df = pd.DataFrame([[1, 2], [3, 5], [7, 11], [9, 23]], ... index=[2, np.nan, 1, 5], columns=['joe', 'jim']) >>> df joe jim 2 1 2 NaN 3 5 1 7 11 5 9 23 >>> df.reindex([2, np.nan, 1]) joe jim 2 1 2 NaN NaN NaN 1 7 11 ``` with this patch: ...
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8,109
BUILD: nose version conflict in pkg_resources.
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2014-08-25T13:44:05Z
2014-08-29T20:43:41Z
2014-08-29T20:43:30Z
CONTRIBUTOR
null
See https://travis-ci.org/pydata/pandas/jobs/33461059 ``` The command "echo "script"" exited with 0. 0.18s$ ci/script.sh inside ci/script.sh nosetests --exe -w /tmp -A not slow and not disabled pandas --with-xunit --xunit-file=/tmp/nosetests.xml Traceback (most recent call last): File "/home/travis/virtualenv/python...
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41,065,850
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8,110
ER: clarify import error message of BeautifulSoup (read_html)
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2014-08-25T14:23:08Z
2014-08-25T15:51:59Z
2014-08-25T15:51:59Z
MEMBER
null
You still have to install it with pip/conda as BeautifulSoup4 and not bs4, so I think this is a bit more clear. @cpcloud
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41,068,211
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8,111
DOC: fix formatting in dependencies in install.rst
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2014-08-25T14:45:52Z
2014-08-25T14:57:19Z
2014-08-25T14:57:15Z
MEMBER
null
http://pandas.pydata.org/pandas-docs/stable/install.html#recommended-dependencies: "Needed for gbq" was not formatted correctly in its own sublist. At once removed the unnecessary indentation of the lists in install.rst
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41,074,058
MDU6SXNzdWU0MTA3NDA1OA==
8,112
BUG: groupby drops columns if the column name is the same as the grouper
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0
2014-08-25T15:41:52Z
2014-10-30T11:19:43Z
2014-10-28T00:04:25Z
CONTRIBUTOR
null
``` >>> df = pd.DataFrame(np.random.randint(1, 9, (2, 3)), columns=['jim', 'joe', 'jolie']) >>> df jim joe jolie 0 4 7 8 1 7 8 3 >>> ts = df['joe'] * 0 >>> ts.name 'joe' >>> gr = df.groupby(ts) >>> gr.nth(0) # this invokes _set_selection_from_grouper internally jim jolie joe 7 4 ...
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8,113
VIS: DataFrame.plot drops datetime data when kind is scatter
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27
2014-08-25T19:55:47Z
2020-01-01T16:26:02Z
2020-01-01T16:26:02Z
CONTRIBUTOR
null
This works fine: ``` python In [13]: df = pd.DataFrame(np.random.randn(300), columns=['a']) In [14]: df['dtime'] = pd.DatetimeIndex(start='2014-01-01', freq='h', periods=300).time In [15]: df.plot(x='dtime', y='a') Out[15]: <matplotlib.axes._subplots.AxesSubplot at 0x118fd17f0> ``` This raises a `KeyError` ``` pytho...
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8,114
BUG: fixed df.info() output missing new line
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5
2014-08-25T20:45:24Z
2014-09-12T13:47:03Z
2014-09-12T13:47:03Z
CONTRIBUTOR
null
Had this minor bug working with pandas from the command line ``` >>> df.info() <class 'pandas.core.frame.DataFrame'> Int64Index: 891 entries, 0 to 890 Data columns (total 12 columns): PassengerId 891 non-null int64 # ... etc Embarked 889 non-null object dtypes: float64(2), int64(5), object(5)>>> ``` (The int...
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8,115
BUG: read_table with full line comment and delim_whitespace=True
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2014-08-26T14:05:11Z
2014-08-28T17:01:12Z
2014-08-28T17:01:12Z
NONE
null
I expect the following to produce a DataFrame with 3 rows, 5 columns and no NaNs. Instead it produces 5 rows with the comment lines filled with NaNs. Pandas version 0.14.1. ``` python In [2]: !cat test.txt # comment 0 1 2 3 4 5 6 7 8 9 # comment 10 11 12 13 15 In [3]: df = pd.read_table("test.txt", skipin...
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8,116
Pandas broadcast with numpy scalars
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2014-08-26T15:50:21Z
2014-08-29T16:19:48Z
2014-08-29T16:19:48Z
NONE
null
Pandas objects (`Series`, `DataFrame`, etc...) can broadcast operations with python scalars. For example: ``` import pandas as pd pd.DataFrame([1,2,3])*2 ``` But when performing the same operation with a [numpy scalar array](http://docs.scipy.org/doc/numpy/reference/arrays.scalars.html): ``` import pandas as pd impo...
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8,117
can't plot multi-row subplots
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2014-08-26T17:02:46Z
2014-08-27T00:14:42Z
2014-08-27T00:14:42Z
NONE
null
This code works fine to produce a single row of 3 subplots ``` python g = np.random.choice([1,2,3], 10) s = np.random.normal(size=10) s2 =np.random.normal(size=10) df = pd.DataFrame([g, s, s2]).T df.columns = ['key', 's1', 's2'] gb = df.groupby('key') fig, axes = plt.subplots(nrows=1, ncols=3, figsize=(12, 4)) i = 0 ...
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8,118
Prevent dataframes from having duplicate column names
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2014-08-26T19:20:26Z
2014-08-26T21:05:45Z
2014-08-26T21:02:17Z
NONE
null
I've run into a number of bugs that were introduced by columns with the same name. For example, if I try to select a duplicate column from a dataframe, I get a dataframe back, which leads to confusing bugs: df = pd.DataFrame({'name': ('jimmy', 'hortense', 'knut'), 'age': (10, 13, 20)}) df = df[['name','name','...
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8,119
BUG: broadcasting with numpy scalars (GH8116)
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2014-08-27T02:10:20Z
2014-08-30T01:52:44Z
2014-08-29T16:19:48Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/8116
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41,272,346
MDU6SXNzdWU0MTI3MjM0Ng==
8,120
read_stata unable to read version 7 stata files ...
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5
2014-08-27T11:21:46Z
2014-08-29T10:23:50Z
2014-08-28T13:11:35Z
CONTRIBUTOR
null
... but R using the foreign package can. Is some support for those old stata files planned ?
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41,280,535
MDU6SXNzdWU0MTI4MDUzNQ==
8,121
get_group sometimes throws an exception when using an index of tuples with different lengths
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2014-08-27T12:59:55Z
2014-08-28T02:17:47Z
2014-08-28T01:58:41Z
CONTRIBUTOR
null
Here is a simple test case that exposes the problem: ``` df = pd.DataFrame(pd.Series([(1,), (1,2), (1,), (1, 2)]), columns = ['ids']) gb = df.groupby('ids') for i in gb.size().index : print i gb.get_group(i) ``` The issues is that in _get_index of GroupBy, these lines assume that if there ...
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https://api.github.com/repos/pandas-dev/pandas/issues/8122
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41,292,885
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8,122
Made line comments work with delim_whitespace and custom line terminator
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4
2014-08-27T15:01:32Z
2014-08-28T17:02:07Z
2014-08-28T17:01:12Z
CONTRIBUTOR
null
This extends the functionality in #7582 to whitespace-delimited and custom line terminated parsing in the C reader (fixes #8115).
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8,123
BUG: fix groupby with tuple bug
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2014-08-27T15:11:22Z
2014-08-28T01:58:41Z
2014-08-28T01:58:41Z
CONTRIBUTOR
null
Closes https://github.com/pydata/pandas/issues/8121
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41,310,251
MDU6SXNzdWU0MTMxMDI1MQ==
8,124
DataFrame.loc throws AttributeError with rows of datetime objects
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2014-08-27T17:43:30Z
2014-08-28T11:34:05Z
2014-08-28T11:34:05Z
CONTRIBUTOR
null
The following code: ``` import pandas as pd from datetime import time x = pd.DataFrame({'name': ['A', 'B', 'C', 'D'], 'time': [time(14, 12), time(12, 14), time(2, 45), time(5, 55)], 'category': ['X', 'X', 'Y', 'Y']}) y = x.set_index(['category', 'name']).transpose() y.loc['time', ...
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41,311,666
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8,125
DOC: Link to Python standard encodings from read_csv documentation
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2014-08-27T17:57:51Z
2014-09-11T18:19:11Z
2014-09-11T18:19:06Z
NONE
null
Trying to make it easier to access the list of encodings from the documentation. Adding this was suggested on this [SO question](http://stackoverflow.com/questions/25530142/list-of-pandas-read-csv-encoding-list/25530279#25530279).
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8,126
BUG: Fix bad axis limits when boxplotting with 'by' (#7528)
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8
2014-08-27T22:19:58Z
2014-09-14T07:24:58Z
2014-08-30T14:10:48Z
CONTRIBUTOR
null
closes #5517 The original bug involved the y-limits for boxplots being wrong when using `'by': turns out it has to do with the dummy axis that gets created when the plots don't fill the axis layout, e.g. when we're plotting 3 columns in a 2 by 2 layout. The fix for this basically involves not setting the `sharey`/`sh...
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8,127
IndexError when doing groupby idxmax on large series
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2014-08-28T00:30:53Z
2015-10-21T17:17:47Z
2015-10-20T22:39:56Z
CONTRIBUTOR
null
The following code works when `sz = 1000000`, but produces IndexError when `sz=10000000`. Seems similar to #5727. ``` df = pd.DataFrame({'A':np.random.randint(0, sz, sz), 'B':np.random.randint(0, 2, sz), 'C':np.random.randn(sz)}) df.set_index(['A', 'B'])\ .groupby(level=[0, 1])...
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8,128
PERF: speed up multi-key groupby
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2014-08-28T02:47:09Z
2014-08-30T02:31:57Z
2014-08-29T19:16:53Z
CONTRIBUTOR
null
Improves multi-key `groupby` speed; On master: ``` In [3]: pd.__version__ Out[3]: '0.14.1-276-g995f91c' In [4]: np.random.seed(2718281) In [5]: n = 20000 In [6]: df = pd.DataFrame(np.random.randint(1, n, (n, 3)), ...: columns=['jim', 'joe', 'jolie']) In [7]: %timeit df.groupby(['jim', 'joe'])['jolie'].t...
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8,129
TypeError casting int64 to int32 when shifting time series
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2014-08-28T08:25:11Z
2014-09-17T15:30:14Z
2014-09-17T15:30:14Z
CONTRIBUTOR
null
I think I hit another 32bits issue. This happens in Win7 32 bits: ``` Python 2.7.6 (default, Nov 10 2013, 19:24:18) [MSC v.1500 32 bit (Intel)] on win32 Type "help", "copyright", "credits" or "license" for more information. >>> import pandas as pd >>> index = pd.date_range('2000-01-01', periods=5, freq='D') >>> s1 = p...
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8,130
Compilation of master fails following datetime parsing changes.
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2014-08-28T11:21:57Z
2014-09-09T04:15:04Z
2014-08-28T11:23:55Z
CONTRIBUTOR
null
As of commit 67323069fb5e8f1de3000d7606d26172a2e18a9f, I'm no longer able to compile pandas. ``` $ python setup.py install running install running bdist_egg running egg_info writing requirements to pandas.egg-info/requires.txt writing pandas.egg-info/PKG-INFO writing top-level names to pandas.egg-info/top_level.txt wr...
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8,131
BUG: setting a sparse column in a frame buggy
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4
2014-08-28T12:47:37Z
2014-09-17T14:48:25Z
2014-09-17T14:48:25Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/25517342/adding-a-sparse-series-to-a-dense-dataframe-in-pandas) thought this was well tested..... ``` df = pd.DataFrame({'c_1':['a', 'b', 'c'], 'n_1': [1., 2., 3.]}) df['new_column'] = pd.Series([0, 0, 1]).to_sparse(fill_value=0) # AssertionError: Shape of new values must ...
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8,132
BUG: multiindex slicers edge cases
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2014-08-28T12:52:15Z
2014-08-28T15:04:07Z
2014-08-28T15:04:07Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/25530234/in-the-weeds-on-pandas-multi-indexing-using-slicers) ``` df = pd.DataFrame({'A': ['A0'] * 5 + ['A1']*5 + ['A2']*5, 'B': ['B0','B0','B1','B1','B2'] * 3, 'DATE': ["2013-06-11", "2013-07-02", "2013-07-09"...
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8,133
ENH: get_dummies on DataFrames
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2014-08-28T13:29:02Z
2014-09-01T01:27:13Z
2014-09-01T01:27:13Z
CONTRIBUTOR
null
`get_dummies` currently just expects a Series. ``` python In [17]: data Out[17]: PassengerId Survived Pclass \ 0 1 0 3 1 2 1 1 Name Sex Age SibSp \ 0 Braund, Mr. Owen Harris...
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8,134
BUG: Bug in multi-index slicing with various edge cases (GH8132)
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3
2014-08-28T14:21:03Z
2014-08-28T15:04:07Z
2014-08-28T15:04:07Z
CONTRIBUTOR
null
closes #8132 ``` # A1 - Works - Get all values under "A0" and "A1" df1.loc[(slice('A1')),:] VALUES A B DATE A0 B0 2013-06-11 22 2013-07-02 35 B1 2013-07-09 14 2013-07-30 9 B2 2013-08-06 4 A1 B0 2013-06-11 40 2013-07-02 18 ...
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8,135
DOC: add links for python-glflags / httplib2 / google-python-api in install.rst
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0
2014-08-28T15:59:28Z
2014-08-30T12:17:50Z
2014-08-30T12:17:50Z
CONTRIBUTOR
null
http://pandas-docs.github.io/pandas-docs-travis/install.html#optional-dependencies
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8,136
Series of just None not converted to NaN
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2
2014-08-28T21:43:22Z
2016-11-11T10:37:00Z
2016-11-11T10:37:00Z
CONTRIBUTOR
null
I was a little surprised by this ``` In [11]: pd.Series([]) Out[11]: Series([], dtype: float64) In [12]: pd.Series([None]) # should be NaN / float ? Out[12]: 0 None dtype: object In [13]: pd.Series([None, 1]) Out[13]: 0 NaN 1 1 dtype: float64 ```
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8,137
A typo in Series addition caused my computer to crash
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2014-08-28T22:01:16Z
2014-09-03T16:03:58Z
2014-09-03T13:49:13Z
NONE
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I'm pretty new to pandas and made what is obviously a rookie mistake. I was attempting to add two columns together to generate a third column. What I meant to write was this: ``` python df['Col3'] = df.Col1 + df.Col2 ``` what I actually wrote was this: ``` python df['Col3'] = df[df.Col1] + df[df.Col2] ``` This is c...
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8,138
BUG: inconsistent behaviour of Groupby with empty bins when grouping by single/multiple keys
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2014-08-29T10:38:19Z
2014-11-21T10:50:37Z
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Hello everyone, I just stumbled upon an inconsistent behaviour of the groupby function which is causing me a lot of trouble. When grouping on bins, I expect the empty bins to be kept as NA values, for dimension consistency when one wants to aggregate and compare data. This is effectively the case when grouping on a s...
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8,139
ENH: Add prefix parameters for join method.
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2014-08-29T12:57:52Z
2017-07-08T02:30:53Z
2017-07-08T02:30:49Z
NONE
null
It would be nice if the join method had `lprefix` and `rprefix` parameters in analogy to `lsuffix` and `rsuffix`. P.S. No pull request, sorry.
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8,140
ENH: let get_dummies take a DataFrame
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15
2014-08-29T14:18:52Z
2014-09-01T01:27:14Z
2014-09-01T01:27:13Z
CONTRIBUTOR
null
Closes https://github.com/pydata/pandas/issues/8133 Thoughts? I encode every column with `object` dtype. You can control the ones that get encoded with `categorical_variables`. The encoded columns are `concat`ed to the columns that don't need encoding. `prefix` and `prefix_sep` can be passed as a string, list, or dic...
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41,521,874
MDU6SXNzdWU0MTUyMTg3NA==
8,141
API: Consistency in prefix / prefix_sep
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2
2014-08-29T17:21:38Z
2021-04-11T05:07:59Z
null
CONTRIBUTOR
null
Currently `get_dummies` has both `prefix` and `prefix_sep` parameters. This is inconsistent with the rest of pandas prefix / suffix arguments that have you included the separator in the pre/suffix. - `read_csv` - `join` probably others. We should add a warning to `get_dummies` to have users change `prefix_sep` to `'...
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41,524,096
MDU6SXNzdWU0MTUyNDA5Ng==
8,142
Index __sub__ should check for instance of Index
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4
2014-08-29T17:49:31Z
2017-06-08T10:48:23Z
2017-06-08T10:48:23Z
NONE
null
add currently behaves like this: def **add**(self, other): if isinstance(other, Index): return self.union(other) else: return Index(np.array(self) + other) but subtraction falls straight through to diff. so if index_object is an Int64Index, the following behavior takes place...
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8,143
BUG/API: DataFrame.dtypes == 'categorical'
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1
2014-08-29T19:17:29Z
2014-08-29T20:44:25Z
2014-08-29T20:44:25Z
CONTRIBUTOR
null
Should this work? ``` python In [70]: cat = pd.Categorical(['a', 'b', 'c']) In [71]: obj = pd.Series(['a', 'b', 'c']) In [72]: num = pd.Series([1, 2, 3]) In [73]: df = pd.concat([pd.Series(cat), obj, num], axis=1, keys=['cat', 'obj', 'num']) In [74]: df Out[74]: cat obj num 0 a a 1 1 b b 2 2 c ...
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8,144
BENCH: put in np.random.seed on vbenches
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6
2014-08-29T19:18:30Z
2018-01-09T12:53:43Z
2018-01-09T12:53:43Z
CONTRIBUTOR
null
all of the groupby vbenches need a `np.random.seed(1234)` to make them consistent from run-to-run (where they don't have them now). Possibly should do this on other benches as well.
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8,145
GH8142
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3
2014-08-29T19:35:57Z
2014-09-10T00:04:36Z
2014-09-10T00:04:36Z
NONE
null
closes #8142
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8,146
BUG: comparison of category vs np dtypes buggy (GH8143)
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0
2014-08-29T19:49:11Z
2014-08-29T20:44:25Z
2014-08-29T20:44:25Z
CONTRIBUTOR
null
closes #8143
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8,147
Slow MySQL Connections since switch to SQLAlchemy
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5
2014-08-30T00:00:19Z
2014-08-30T22:05:22Z
2014-08-30T22:05:22Z
NONE
null
I'm coming from version 0.13 to 0.14 and testing out querying a database with the new SQLAlchemy back-end. I'm seeing some exceptionally slow behavior. Consider: ``` python from sqlalchemy import create_engine import pandas as pd query = "select count(*) from transactions where started > '2014-08-29'" engine = create...
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8,148
BUG: use stable sort for group_index in groupby
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6
2014-08-30T02:31:57Z
2014-09-06T16:55:50Z
2014-09-04T00:57:15Z
CONTRIBUTOR
null
Following on https://github.com/pydata/pandas/pull/8128, for certain `groupby` operations such as, ``` df.groupby(key)[col].transfrom('first') ``` it is necessary to use stable sort for group indices. As a result, `numpy.argsort` should be called with argument `kind='mergesort'`.
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DOC: add some links in install.rst
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1
2014-08-30T07:46:45Z
2014-08-30T17:07:39Z
2014-08-30T12:17:50Z
CONTRIBUTOR
null
A documentation PR closes #8135.
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41,572,151
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8,150
VIS: datetime plots x axis format: labels now rotated?
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9
2014-08-30T21:20:15Z
2014-09-19T17:04:46Z
2014-09-19T17:04:46Z
MEMBER
null
Is this a regression, or a delibarate decision? Compare dev docs (http://pandas-docs.github.io/pandas-docs-travis/visualization.html#basic-plotting-plot) with stable ones (http://pandas.pydata.org/pandas-docs/stable/visualization.html#basic-plotting-plot). The xaxis labels (the date/time indications) are now rotated ...
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8,151
BUG: consistency between logical ops & type casts
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8
2014-08-31T22:39:18Z
2015-05-10T19:52:12Z
2015-05-10T19:37:37Z
CONTRIBUTOR
null
Closes [#6528](https://github.com/pydata/pandas/issues/6528). Currently series logical operations are bound to return a series with `dtype='bool'`. That being a good decision or not, it is good to have some internal consistency: ``` >>> a = pd.Series([nan, nan, nan]) >>> b = pd.Series([False, True, nan]) >>> a | b == ...
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8,152
BUG: warnings import missing for panel
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2
2014-09-01T03:55:23Z
2014-09-04T00:29:43Z
2014-09-04T00:29:43Z
NONE
null
It appears the `warnings` import is missing in `panel.py` ``` In [1]: import numpy as np In [2]: import pandas as pd In [3]: pd.__version__ Out[3]: '0.14.1' In [4]: p = pd.Panel(np.random.rand(3, 3, 3)) In [5]: p.major_xs(1, copy=False) --------------------------------------------------------------------------- Na...
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8,153
Fixups for categoricals
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38
2014-09-01T12:42:26Z
2014-09-25T22:17:05Z
2014-09-25T22:14:33Z
CONTRIBUTOR
null
This PR will collect the various fixups for Categorical. See #8078 for the ToDos. Closes: #8077 -> API/FIX: wrap result cut/qut in Series and make it ordered Closes: #8074 -> Discussion Closes: #8078 -> Todos This has a (passing) unittest for #8138 but no code changes. Not sure what was the change which fixed the bu...
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8,154
Fastpath for to_datetime when providing ISO format as keyword?
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7
2014-09-01T13:19:44Z
2015-10-06T03:42:13Z
2015-10-06T03:42:13Z
MEMBER
null
Say you have to parse some nicely ISO formatted date strings, you can just parse this with `todatetime` very fast. But if you were 'overcautious' and provided the `format="%Y-%m-%d %H:%M:%S"` for safety, this seems to be around 20 times slower. Would it be possible to provide a fastpath for certain provided format str...
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8,155
BUG: map builtins min/max to numpy/cython versions
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5
2014-09-01T14:37:59Z
2014-09-03T23:29:08Z
2014-09-03T19:49:45Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/7722 ``` ------------------------------------------------------------------------------- Test name | head[ms] | base[ms] | ratio | ------------------------------------------------------------------------------- groupby_agg_builtins2 ...
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8,156
Importing Datetime values from SQL Server with SQL Alchemy
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2014-09-01T15:16:22Z
2018-07-06T22:43:15Z
2018-07-06T22:43:05Z
NONE
null
I'm using the following code to import datetimes from a SQL Server database into Pandas: `data = pd.read_sql('select top 10 timestamp from mytable',db)` 'MyTable' contains a column 'Timestamp', which is of type DateTime2. If `db` is a pyodbc database connection this works fine, and my timestamps are returned as data t...
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8,157
BUG: add 'import warnings' statement in panel.py (GH8152)
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3
2014-09-01T23:12:42Z
2014-09-04T00:32:04Z
2014-09-04T00:29:43Z
CONTRIBUTOR
null
closes #8152.
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8,158
ENH: convert datetime components (year, month, day, ...) in different columns to datetime
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2016-04-26T15:17:03Z
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MEMBER
null
from [SO](http://stackoverflow.com/questions/36804141/vectorized-construction-of-datetimeindex-in-pandas) I didn't find an issue about this, but it has come up some times at stackoverflow: having columns with integers for year, month, day, hour, ..., how do you convert this to a datetime column/index ? http://stackov...
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41,708,824
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8,159
read_html parse_dates not working
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1
2014-09-02T13:27:18Z
2015-10-20T22:40:13Z
2015-10-20T22:40:13Z
CONTRIBUTOR
null
Hi, I am using read_html to pull data from a table. Several of the columns are parsed as dates incorrectly. If I use parse_dates=False this has no effect. Using infer_types=False works, but it is going to be deprecated. Sorry if I'm not reporting this correctly, new to GitHub ;-) ``` python import pandas as pd url =...
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https://api.github.com/repos/pandas-dev/pandas/issues/8160
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41,714,260
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8,160
DOC/BUG? pivot functionality confusing/inconsistent
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2014-09-02T14:21:44Z
2019-10-21T19:52:14Z
null
CONTRIBUTOR
null
1. The docstring of the (non-member) `pivot()` function, http://pandas.pydata.org/pandas-docs/stable/generated/pandas.pivot.html#pandas.pivot, says `Produce ‘pivot’ table based on 3 columns of this DataFrame. Uses unique values from index / columns and fills with values.` But there is no DataFrame argument, and so no "...
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8,161
Extremely slow construction of large DataFrames out of ndarrays?
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5
2014-09-02T15:58:01Z
2014-09-02T16:18:07Z
2014-09-02T16:17:08Z
CONTRIBUTOR
null
I was trying to figure out what's the most efficient way to create a dataframe out of a large numpy record array (I initially naively thought this could be done in a zero-copy way) and ran some simple tests: --- ``` python n_columns = 2 n_records = int(15e6) data = np.zeros((n_columns, n_records), np.int32) arr = np...
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8,162
Allowing the index to be referenced by name, like a column
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2014-09-02T20:58:40Z
2021-04-11T05:09:19Z
null
CONTRIBUTOR
null
- [ ] #13243 use df.index/df.columns names to automatically choose axis along which to broadcast - [ ] #11373 Request for some kind of named arguments loc - [ ] #4036 Partial Selection on MultiIndex: The need for empty slice support & dict indexing What if we allowed the index of a dataframe to be referred to in the u...
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41,774,947
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8,163
DOC: {Series,DataFrame}.dot() not listed under API Reference
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2014-09-03T02:03:45Z
2018-03-07T09:44:48Z
2018-03-07T09:44:44Z
CONTRIBUTOR
null
Any reason `{Series,DataFrame}.dot()` are not listed under http://pandas.pydata.org/pandas-docs/stable/api.html? They are documented: http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Series.dot.html http://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.dot.html
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8,164
ENH: more flexible describe() + tests
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2014-09-03T05:54:56Z
2014-10-06T00:57:07Z
2014-10-06T00:57:07Z
CONTRIBUTOR
null
this patch adds a return_type keyword argument to describe() to make it more flexible to use on mixed-type dataframe. User can now select among returning numeric, categorical, or both, as well as 'auto' (previous behaviour, default), and 'same', which keep columns identical (useful, e.g. with groupby())
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8,165
BUG: round-trip of tz in an index using fixed-format for HDF5
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2014-09-03T10:47:12Z
2015-10-22T13:26:30Z
2015-10-22T13:26:30Z
NONE
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xref #9270 With Python 2.7.6, pandas 0.13.1 and numpy 1.8.1, pytables 3.1.1, both 32 and 64bit (Python x,y and WinPython), I can load my hdf5 file. With Python 3.4.1 64bit, pandas 0.14.1, numpy 1.8.2, pytables 3.1.1 (Anaconda3 2.0.1) I get the following error: Traceback (most recent call last): File "<ipython-i...
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ENH: added api_rst_coverage.py
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2014-09-03T14:14:27Z
2015-08-06T12:15:47Z
2015-08-06T11:55:12Z
CONTRIBUTOR
null
Closes https://github.com/pydata/pandas/issues/8163
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8,167
0.13.1: strange PyTables error
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2014-09-03T14:38:43Z
2014-09-03T16:27:53Z
2014-09-03T16:23:22Z
NONE
null
What should I do with this? ``` File "C:\Python27\lib\site-packages\pandas\io\pytables.py", line 914, in append **kwargs) File "C:\Python27\lib\site-packages\pandas\io\pytables.py", line 1273, in _write_to_group s.write(obj=value, append=append, complib=complib, **kwargs) File "C:\Python27\lib\site-package...
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8,168
HDFStore inside thread provokes a segmentation fault.
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2014-09-04T16:31:00Z
2014-09-04T16:31:00Z
NONE
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Read same file inside a thread provokes a segmentation fault. pandas==0.14.1 ``` python import pandas as pd import threading def thread(): ''' Stupid thread reading a DataFrame. ''' store = pd.HDFStore('/tmp/df.h5') dataframe = store['/data'] store.close() def main(): ''' Main funct...
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8,169
BUG: groupby.count() on different dtypes seems buggy
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0
2014-09-03T18:17:32Z
2014-09-06T19:13:41Z
2014-09-06T19:13:41Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/25648923/groupby-count-returns-different-values-for-pandas-dataframe-count-vs-describ) something odd going on here: ``` vals = np.hstack((np.random.randint(0,5,(100,2)), np.random.randint(0,2,(100,2)))) df = pd.DataFrame(vals, columns=['a', 'b', 'c', 'd']) df[df==2] = np.n...
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41,851,454
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8,170
BUG: not raising error on Newey-West corrections when clustering
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10
2014-09-03T18:47:48Z
2014-09-22T16:36:11Z
2014-09-13T19:27:40Z
CONTRIBUTOR
null
closes #5884, OLS does not correctly apply Newey-West corrections when clustering is being used. Add an assertion to check for this.
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8,171
BUG: GroupBy.count() with float32 data type does not exclude nan
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4
2014-09-03T23:54:36Z
2014-09-06T19:50:01Z
2014-09-06T19:13:41Z
CONTRIBUTOR
null
closes https://github.com/pydata/pandas/issues/8169
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8,172
counting sort instead of np.argsort in left outer join
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5
2014-09-04T00:24:19Z
2014-09-06T20:50:14Z
2014-09-06T20:45:00Z
CONTRIBUTOR
null
Previously I had submitted https://github.com/pydata/pandas/pull/7853. Given that we are sorting indexers, for performance reasons I should have used `groupsort_indexer` instead of `np.argsort`. on master: ``` In [7]: np.random.seed(2718281) In [8]: n = 50000 In [9]: left = DataFrame(np.random.randint(1, n/500, (n,...
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8,173
DOC: release note / example for GH7910
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2014-09-04T00:44:14Z
2014-09-05T06:29:08Z
2014-09-05T06:29:08Z
CONTRIBUTOR
null
https://github.com/pydata/pandas/pull/7910
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8,174
Regression: divmod(my_series, some_integer) no longer works since version 0.13.
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1
2014-09-04T15:47:50Z
2016-09-19T21:07:02Z
2016-09-19T21:07:02Z
NONE
null
In Pandas version 0.12, you could apply the Python built-in `divmod` function to a `Series` and an integer: ``` Enthought Canopy Python 2.7.6 | 64-bit | (default, Jun 4 2014, 16:42:26) [GCC 4.2.1 (Apple Inc. build 5666) (dot 3)] on darwin Type "help", "copyright", "credits" or "license" for more information. >>> imp...
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8,175
Stacked bar plot negative values do not work correctly if dataframe contains NaN values
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2
2014-09-04T17:51:45Z
2014-09-07T00:30:07Z
2014-09-07T00:30:07Z
CONTRIBUTOR
null
While trying to produce a stacked bar plot which includes negative values, I found that if the dataframe contains NaN values the bar plot does not display correctly. Specifically, this code: ``` python df = pd.DataFrame([[10,20,5,40],[-5,5,20,30],[np.nan,-10,-10,20],[10,20,20,-40]], columns = ['A','B','C','D']) df.pl...
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8,176
BUG/API: Previously an enlargement with a mixed-dtype frame would act unlike append (related GH2578)
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1
2014-09-04T18:11:29Z
2014-09-04T18:58:18Z
2014-09-04T18:58:17Z
CONTRIBUTOR
null
related #2578 from [SO](http://stackoverflow.com/questions/25670760/copying-a-row-screws-up-pandas-column-data-types-how-to-avoid)
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8,177
BUG: barplot with NaNs
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4
2014-09-04T18:36:23Z
2014-09-07T00:30:08Z
2014-09-07T00:30:07Z
CONTRIBUTOR
null
Closes https://github.com/pydata/pandas/issues/8175 This makes barplot more consistent with how NaN's are handled in AreaPlots and PiePlots.
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8,178
focus/start enhancing performance section within pandas/numpy
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2014-09-05T02:24:42Z
2017-05-10T11:04:19Z
2017-05-10T11:04:19Z
CONTRIBUTOR
null
start of enhancing performance section should begin with tips for speeding up pandas, e.g. no apply, vectorization, pandas methods etc. Initially I put in: > This tutorial assumes you have refactored as much as possible in python, for example trying to remove for loops and making use of numpy vectorization, it’s alwa...
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8,179
DOC: added release note, this fixes #8173
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2014-09-05T04:18:18Z
2015-04-29T15:34:45Z
2014-09-05T06:29:08Z
CONTRIBUTOR
null
Closes #8173, release note for #7910
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8,180
SQL: add warning for mismatch in provided and written table name (GH7815)
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2014-09-05T09:30:58Z
2014-09-09T07:55:59Z
2014-09-09T07:55:57Z
MEMBER
null
Closes #7815 Adds a warning if the provided table name in `to_sql` and the actually used table name in the database do not match (eg converted to lower case due to case insensitivity settings of database, eg MySQL on Windows). When user is not aware of this, and keeps using the upper case table name, this leads to bug...
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8,181
BUG: boxplot fails when one column is all NaNs
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1
2014-09-05T13:56:08Z
2014-09-17T19:33:59Z
2014-09-17T19:33:59Z
CONTRIBUTOR
null
Very much an edge case: ``` python In [17]: df = pd.DataFrame(np.random.randn(100, 4)) In [18]: df.loc[:, 0] = np.nan In [19]: df.plot(kind='box') --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-19-06...
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8,182
API: kdeplot fails with NaNs.
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2014-09-05T14:03:03Z
2014-09-06T13:41:25Z
2014-09-06T13:41:25Z
CONTRIBUTOR
null
This is inconsistent with the other plotting methods: ``` python In [65]: df = pd.DataFrame(np.random.uniform(size=(100, 4))) In [66]: df.loc[0, 0] = np.nan In [67]: df.plot(kind='kde') --------------------------------------------------------------------------- ValueError Traceback (mo...
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BUG: scatter with errorbar raises IndexError
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2014-09-05T14:03:30Z
2014-11-22T09:27:01Z
2014-09-05T16:16:34Z
MEMBER
null
Closes #8081. Also fixes a color problem with `c` kw found in #7780. (But should work with single color. It looks `errorbar` doesn't accept multiple colors).
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8,184
ENH: create Timedelta scalar / TimedeltaIndex
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2014-09-05T14:37:21Z
2014-09-16T19:31:04Z
2014-09-13T22:59:30Z
CONTRIBUTOR
null
closes #3009 closes #8187 closes #8209 closes #4533 closes #8190 closes #7869 closes #8214 This PR creates a new `timedelta` sub-class, the scalar `Timedelta`, very similar to how `Timestamp` sub-classes `datetime`. Further it creates a `TimedeltaIndex` modelled on `DatetimeIndex` that holds the underlying data (bo...
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8,185
ENH: read_csv to have a parse_timedelta kw to automatically parse into timedelta64
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2014-09-05T14:39:46Z
2019-10-21T20:06:54Z
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CONTRIBUTOR
null
read_csv to have a parse_timedelta to automatically apply the dtype, see #4650, #4684 original from #3009
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ENH: Plot missing observations
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2014-09-05T16:04:42Z
2017-05-04T19:07:32Z
2017-05-04T19:07:32Z
CONTRIBUTOR
null
I'm trying to find a home for this function: https://gist.github.com/TomAugspurger/9156696 Output is shown [here](http://tomaugspurger.github.io/blog/2014/02/22/Visualizing%20Missing%20Data/). Basically it highlights the locations of missing data. Should it go - Under `df.plot(kind='missing')` - As a recipe in the co...
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ENH: Add `tz_localize` and `tz_convert` to Series.dt methods
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2014-09-05T16:39:59Z
2014-09-13T22:59:30Z
2014-09-13T22:59:30Z
CONTRIBUTOR
null
``` In [6]: s = pd.Series(pd.date_range(start='2014-01-01', periods=30, freq='d')) In [7]: s.dt.tz_localize('US/Central') ``` Would return a Series with the same index whose values are Timestamps with the timezone set. I haven't looked at this code too closely, so I'm not sure how difficult it would be and if it's d...
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8,188
Suggested improvement: allow ExcelWriter to automatically convert lists and dict to strings
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2014-09-05T16:47:46Z
2015-06-20T16:20:11Z
2015-06-20T16:20:11Z
NONE
null
Problem description: I have pandas dataframes with diverse data types and structures, including lists. The csv-writer saves the lists without trouble, but I prefer to also save in excel format for collaboration with my colleagues. Currently the ExcelWriter returns a TypeError if the dataframe contains a list. `TypeErro...
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8,189
BUG/API: fillna converts column of Timestamps to datetime64
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2
2014-09-05T17:11:38Z
2014-09-06T14:59:08Z
2014-09-06T14:59:08Z
CONTRIBUTOR
null
Not sure if this is intentional / known. ``` In [58]: tz = pd.DatetimeIndex(start='2010-01-01', periods=10, freq='d', tz='US/Central') In [59]: df = pd.DataFrame(np.random.randn(10, 2), columns=['A', 'B']) In [60]: df['time'] = tz In [62]: df.dtypes Out[62]: A float64 B float64 time object dtype: o...
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8,190
to_timedelta should parse strings like '1h' and '1 hour'
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1
2014-09-05T19:17:55Z
2014-09-13T22:59:30Z
2014-09-13T22:59:30Z
MEMBER
null
Right now the only long name is supports is "days" and it doesn't even abbreviations for "m" or "h" for minute or hour. All the logic to do the conversions already exists, it just needs better parsing. Related: #7611
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8,191
to_excel() float_format to accept this format string?
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3
2014-09-05T20:23:23Z
2015-10-20T22:42:08Z
2015-10-20T22:42:08Z
NONE
null
I want to have thousands separators in Excel, but when I pass float_format="%,.2f" in I get an unsupported character error. I also tried "{0:,}". Am I missing something or is this unsupported?
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8,192
Value.Error
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6
2014-09-05T21:03:49Z
2014-09-06T20:50:00Z
2014-09-06T20:50:00Z
NONE
null
Hi, on MacOs 10.9, with Python2.7.5 (ipython 2.2.0) Numpy 1.8.2 and Pandas 0.14.1 (successfully) installed with "pip", I got the following when I try to import Pandas ``` ValueError: numpy.dtype has the wrong size, try recompiling ``` then, I installed pandas from github (uninstalling the pip packages before), ...
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8,193
Passing a dictionary of columns names and colors
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4
2014-09-05T22:47:23Z
2020-01-26T01:04:27Z
2020-01-26T01:04:27Z
NONE
null
Related to this question: http://stackoverflow.com/questions/25689558/pandas-bar-plot-specify-bar-color-by-column Having the ability to natively pass in a dictionary of the column names and the desired color could be a nice addition to simplify specifying what color you want each line/bar to be.
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8,194
ENH: DataFrame.name
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2014-09-05T23:38:55Z
2014-09-06T00:36:49Z
2014-09-06T00:14:36Z
CONTRIBUTOR
null
Currently `Series` has a `name` member, which is useful for retaining the name of the sliced `index`/`column` when the `Series` is produced by slicing a `DataFrame`. It would be useful for `DataFrame` similarly to have a `name` member, so that when a `DataFrame` is produced by slicing a `Panel`, the name of the sliced...
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8,195
ENH: more verbosity to PyTables import failures
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2014-09-06T00:05:45Z
2014-09-08T20:46:09Z
2014-09-08T20:45:59Z
CONTRIBUTOR
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8,196
API: kdeplot fails with NaNs.
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2014-09-06T01:09:43Z
2014-09-06T13:41:22Z
2014-09-06T13:40:59Z
CONTRIBUTOR
null
I think the most sensible thing to do here is to drop NaN's, like histograms do, rather than filling 0's. The table in #8177 should be updated to reflect that NaN's are dropped, can do that myself after 8177 gets merged.
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8,197
ENH: Add prefix parameters for join method.
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2014-09-06T03:17:52Z
2015-05-09T15:59:09Z
2015-05-09T15:59:09Z
CONTRIBUTOR
null
Addresses #8139. Not sure how people feel about this one, in terms of adding clutter to the api, but it _was_ pretty easy to get working, so I thought I'd put this together to show what changes would need to be made. I might still need to go over `DataFrame.merge()` to see if the same arguments can be added for consist...
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8,198
VIS: NaN Handling in Pie Plots
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2014-09-06T13:04:45Z
2014-10-04T19:57:56Z
2014-10-04T19:57:38Z
CONTRIBUTOR
null
From https://github.com/pydata/pandas/pull/8177#issuecomment-54711316, how should we handle NaNs in Pie Plots. Right now the documented behavior is to fill 0s and plot. This can result in some unattractive labeling depending on where the NaNs are at in the series. ``` python In [11]: series = Series(3 * np.random.rand...
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https://api.github.com/repos/pandas-dev/pandas/issues/8199
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https://github.com/pandas-dev/pandas/pull/8199
42,126,281
MDExOlB1bGxSZXF1ZXN0MjA4NTMxNTU=
8,199
BUG: fix variable overwriting in radviz
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9
2014-09-06T20:43:30Z
2014-10-02T13:42:16Z
2014-09-18T12:30:01Z
CONTRIBUTOR
null
The variable `n` is set to number of rows in dataframe, and then it overwritten with number of columns, but after that there is loop that should iterate over rows and it uses new value in `n` that holds number of columns already.
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42,128,196
MDU6SXNzdWU0MjEyODE5Ng==
8,200
read_html ignores commas
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10
2014-09-06T22:13:38Z
2016-04-17T14:00:03Z
2016-04-17T14:00:03Z
NONE
null
Hello, I'm trying to parse a file with the extension 'xls' which is not an Excel file but it's clearly an html file (open with a text editor it's clearly html code). One of my columns uses the italian convention of using the comma instead of the dot before decimals: 5,5 instead of 5.5. I was hoping to parse it at lea...
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