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https://api.github.com/repos/pandas-dev/pandas/issues/10103
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10,103
ENH: add expand kw to str.get_dummies
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2015-05-11T14:50:19Z
2016-04-11T12:54:39Z
2016-04-11T12:54:39Z
MEMBER
null
Ref: #10008. Though this still under work (needs #10089 to simplify `get_dummies` flow), would like to discuss followings. ~~#### `.str.extract` note: overlaps with #11386~~ ~~Currently it returns `Series` for a single group and `DataFrame` for multiples. To support `expand` kw, we have to choose :~~ ~~1. Add `exp...
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75,252,794
MDU6SXNzdWU3NTI1Mjc5NA==
10,104
support sqlalchemy connections
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1
2015-05-11T15:06:09Z
2015-05-12T08:32:24Z
2015-05-12T08:32:16Z
CONTRIBUTOR
null
I'd like to be able to manage my own connections and transactions with sqlalchemy: ``` python def foo(connection): pd.read_sql_query(query, con=connection) def bar(connection, data): data.to_sql(name='foo', con=connection) def main(): with engine.connection() as conn, conn.begin(): bar(foo(), con...
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75,262,481
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10,105
support both sqlalchemy engines and connections
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34
2015-05-11T15:35:25Z
2015-07-03T20:44:15Z
2015-07-03T17:44:56Z
CONTRIBUTOR
null
Fixes #7877
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10,106
Empty DataFrame constructor disregards dtype kwarg
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2015-05-11T18:58:14Z
2015-05-16T15:37:58Z
2015-05-11T19:03:18Z
CONTRIBUTOR
null
This is new in 0.16.1 ``` python In [1]: import pandas as pd In [2]: pd.__version__ Out[2]: '0.16.1' In [3]: f = pd.DataFrame({'a': [0, 10, 20, 30, 40], 'b': [5, 4 ,3, 2, 1]}, index=[1, 2, 3, 4, 4]) In [4]: f.dtypes Out[4]: a int64 b int64 dtype: object In [6]: pd.DataFrame(colum...
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75,335,781
MDExOlB1bGxSZXF1ZXN0MzUxNjE4MDY=
10,107
DOC: improve binary operator docs (fixes #10093)
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2015-05-11T19:44:11Z
2015-06-02T19:26:11Z
2015-05-16T14:52:56Z
CONTRIBUTOR
null
fixes #10093 @jorisvandenbossche this covers `Series`, `DataFrame` and `Panel`, please take a look
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10,108
BUG: categorical doesn't handle display.width of None in Python 3 (GH10087)
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2015-05-11T22:15:45Z
2015-06-02T19:26:11Z
2015-05-12T10:47:23Z
CONTRIBUTOR
null
closes #10087 I think this is fairly straightforward, however I am not sure if the prior code comparing `display.width` to 0 was correct... is `display.width` ever supposed to be set to 0? It looks suspiciously similar to a snippet from `Series.__unicode__()`, but that is looking at `display.max_rows`. Maybe it was br...
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75,426,258
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10,109
API: Gather and other inspiration from tidyr
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15
2015-05-12T02:08:07Z
2021-04-18T06:45:19Z
null
NONE
null
http://connor-johnson.com/2014/08/28/tidyr-and-pandas-gather-and-melt/ In the spirit of the excellent assign method, wondering if there is support for some tidyr style transformations?
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10,110
ENH: support .strftime for datetimelikes (closes #10086)
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2015-05-12T06:42:39Z
2015-08-03T12:45:00Z
2015-08-03T12:40:55Z
CONTRIBUTOR
null
closes #10086
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10,111
CLN: cleanup hashtable.pyx
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2015-05-12T12:34:22Z
2015-06-02T19:26:11Z
2015-05-13T12:28:09Z
CONTRIBUTOR
null
mostly remove unused stuff
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75,678,078
MDU6SXNzdWU3NTY3ODA3OA==
10,112
Pandas ExcelWriter set_column fails to format numbers after DataFrame.to_excel used
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4
2015-05-12T17:33:21Z
2020-05-07T22:16:26Z
2020-05-07T22:16:26Z
NONE
null
I have tried the example code found on the xlsxwriter webpage at http://xlsxwriter.readthedocs.org/en/latest/example_pandas_column_formats.html However it does not format the columns as expected - they simply appear unformatted (no numeric rounding, percentages.) It seems that calling set_column is being ignored. Is ...
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75,685,248
MDU6SXNzdWU3NTY4NTI0OA==
10,113
DataFrame.to_json() creates invalid JSON with MultiIndex
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1
2015-05-12T17:59:31Z
2015-05-12T19:06:45Z
2015-05-12T19:06:33Z
NONE
null
Pandas will dump MultiIndex dataframes as invalid JSON in 0.16.0. For example this dataframe: ``` 0 a c 1 b d 2 ``` Will dump as: `{"0":{"["a","c"]":1,"["b","d"]":2}}`. You can see that the keys aren't escaping their double quote character and this isn't readable as JSON. The following snippet illustrates how...
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10,114
BUG: filter with a multi-grouping including a datetimelike fails
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2
2015-05-12T19:05:06Z
2015-08-15T23:41:09Z
2015-08-15T23:41:09Z
CONTRIBUTOR
null
this was changed in #9921 (worked prior to 0.16.0) cc @evanpw so using a multiple grouper where one item is a datetimelike fails as the `name in self.indices` fails. Instead `.get_group()` can be used to fix ``` In [1]: df = DataFrame({'A' : np.arange(5), 'B' : ['foo','bar','foo','bar','bar'], 'C' : Timestamp('201301...
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10,115
BUG: MultiIndex.drop_duplicates() drops names
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1
2015-05-12T20:00:01Z
2015-06-23T14:11:23Z
2015-06-23T14:11:23Z
CONTRIBUTOR
null
``` In [12]: import pandas as pd In [13]: mi = pd.MultiIndex.from_tuples([('A','a',1), ('A','a',2)], names=['Upper','Lower','Num']) In [14]: mi.drop_duplicates() Out[14]: MultiIndex(levels=[['A'], ['a'], [1, 2]], labels=[[0, 0], [0, 0], [0, 1]]) In [16]: mi.names Ou...
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10,116
BUG: drop_duplicates drops name(s).
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3
2015-05-12T21:05:54Z
2015-08-07T00:15:40Z
2015-06-23T14:11:23Z
CONTRIBUTOR
null
Closes #10115.
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75,743,708
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10,117
resample gives AmbiguousTimeError when index ends on a DST boundary
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4
2015-05-12T21:22:27Z
2018-09-23T12:11:02Z
2018-09-23T12:11:02Z
CONTRIBUTOR
null
Here's the bug: ``` python In [27]: idx = pd.date_range("2014-10-25 22:00:00", "2014-10-26 00:30:00", freq="30T", tz="Europe/London") In [28]: series = pd.Series(np.random.randn(len(idx)), index=idx) In [31]: series Out[31]: 2014-10-25 22:00:00+01:00 -0.874014 2014-10-25 22:30:00+01...
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75,811,021
MDU6SXNzdWU3NTgxMTAyMQ==
10,118
automatic inversion of x axis by pandas.plot(...)
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6
2015-05-13T02:08:14Z
2017-11-09T12:31:26Z
2017-11-09T11:49:39Z
NONE
null
X axis was inverted automatically and unexpectedly when plotting a series of data against another series of data using pandas. My example code blow creates three plots, only some, not all, of which shows inverted x axis. I think this behavior is very confusing for users even if there was some rationale behind it. IMHO...
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75,904,265
MDU6SXNzdWU3NTkwNDI2NQ==
10,119
Series.plot() ignores label keyword
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9
2015-05-13T08:42:46Z
2015-06-02T19:25:20Z
2015-05-19T12:27:19Z
CONTRIBUTOR
null
Using pandas 0.16.1, tested in several environments: ``` python >>> import pandas as pd >>> s = pd.Series([0, 1]) >>> ax = s.plot(label='stuff') >>> assert ax.lines[0].get_label() == 'stuff' Traceback (most recent call last): File "<stdin>", line 1, in <module> AssertionError ``` This is a regression since 0.16.0. ...
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10,120
ERROR: test_creating_and_reading_multiple_sheets (pandas.io.tests.test_excel.ExcelReaderTests)
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2015-05-13T09:26:03Z
2015-05-13T15:35:58Z
2015-05-13T12:33:25Z
CONTRIBUTOR
null
# ## ERROR: test_creating_and_reading_multiple_sheets (pandas.io.tests.test_excel.ExcelReaderTests) Traceback (most recent call last): File "/var/tmp/portage/dev-python/pandas-0.16.1/work/pandas-0.16.1-python3_3/lib/pandas/io/tests/test_excel.py", line 474, in test_creating_and_reading_multiple_sheets for sheet...
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10,121
Multiple test errors related to time/date/timezones
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5
2015-05-13T09:28:37Z
2015-06-02T19:25:20Z
2015-05-15T20:26:36Z
CONTRIBUTOR
null
# ## ERROR: test moving from daylight savings to standard time Traceback (most recent call last): File "/var/tmp/portage/dev-python/pandas-0.16.1/work/pandas-0.16.1-python3_3/lib/pandas/tseries/tests/test_offsets.py", line 3898, in test_fallback_plural expected_utc_offset=hrs_post File "/var/tmp/portage/dev-p...
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MDExOlB1bGxSZXF1ZXN0MzUzMTA3Nzc=
10,122
parsing latitude and longitude in wb.get_countries
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2015-05-13T09:54:14Z
2015-05-13T10:23:43Z
2015-05-13T10:10:48Z
NONE
null
World Bank provides latitude and longitude as strings (and an empty string as a missing value). It's inconvenient so, I parse it to floats. Additionally, I added some description to the `wb.get_countries` function.
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75,938,031
MDU6SXNzdWU3NTkzODAzMQ==
10,123
Sort broken after unique -> Series
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2015-05-13T10:34:46Z
2015-05-13T11:18:10Z
2015-05-13T10:43:14Z
NONE
null
I see #1807 issue reoccurring in my setup: ``` >>> Series(Series([1,3,4]).unique()) 0 1 1 3 2 4 dtype: int64 ``` And this doesn't return anything: ``` >>> Series(Series([1,3,4]).unique()).sort() ``` ## INSTALLED VERSIONS commit: None python: 2.7.5.final.0 python-bits: 64 OS: Linux OS-release: 3.14.4-200...
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10,124
BUG: Filter/transform fail in some cases when multi-grouping with a datetime-like key
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2015-05-13T11:58:09Z
2015-07-30T17:14:50Z
2015-07-30T16:09:29Z
CONTRIBUTOR
null
Fixes GH #10114, and a related problem in transform which was already present in 0.16.0
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10,125
COMPAT: openpyxl >= 2.2 failing
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2015-05-13T15:46:42Z
2015-09-30T18:58:36Z
2015-09-22T14:12:52Z
CONTRIBUTOR
null
xref #8342, #11008, #9747 a branch to repro on travis: https://github.com/jreback/pandas/commit/262c5f13c9cde338ae5c8d93e0de1db00d28c5e9 ``` nosetests pandas.io.tests.test_excel E...................S./usr/lib64/python3.4/site-packages/openpyxl/styles/styleable.py:111: UserWarning: Use formatting objects such as font...
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76,042,551
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10,126
masking empty DataFrame
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2015-05-13T16:21:21Z
2015-12-17T19:09:51Z
2015-06-03T19:03:09Z
CONTRIBUTOR
null
In pandas 0.16.1, I get a ValueError when trying to mask an empty DataFrame: ``` python >>> import pandas as pd >>> df = pd.DataFrame() >>> df[df>0] Traceback (most recent call last): File "<ipython-input-3-efe84c9ebabc>", line 1, in <module> df[df>0] File "C:\Python27\lib\site-packages\pandas\core\frame.py"...
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10,127
BUG: MultiIndex.from_arrays doesn't raise if arrays are unequal lengths
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2015-05-13T16:58:51Z
2016-12-19T00:26:09Z
2016-12-19T00:26:08Z
CONTRIBUTOR
null
``` python In [62]: index = pd.MultiIndex.from_arrays([['a', 'b', 'c'], [1, 2]]) In [63]: index Out[63]: MultiIndex(levels=[['a', 'b', 'c'], [1, 2]], labels=[[0, 1, 2], [0, 1]]) ``` Probably not what the user wants, and we rely on them being the same length in, e.g. `index.shape` which will raise a ValueE...
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10,128
ENH: Support groupby.resample chained operations on MultiIndexed DataFrames
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5
2015-05-13T20:05:26Z
2021-04-18T06:45:53Z
null
NONE
null
#10063 doesn't appear to have been completely fixed. While the exact example I gave now works (the resample), what if instead of a resample I had wanted to do a tshift? I would have wanted to be able to do `df.groupby(level='symbol').tshift(1, 'D')`, which still returns an empty DataFrame. Here, there's no aggregating ...
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10,129
API: Implement pipe protocol, a method for extensible method chaining
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2015-05-13T23:43:47Z
2015-06-06T03:14:27Z
2015-06-06T03:14:27Z
CONTRIBUTOR
null
Today @shoyer and I were talking about a new "protocol" that will let us sidestep the whole macro / method chaining issue. The basic idea is that pandas objects define a `pipe` method (ideally other libraries will implement this to, assuming this is useful). Based on the discussions below, we're leaning towards a met...
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CLN: clean up unused imports
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BUG: fix Series.plot label setting
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7
2015-05-14T02:56:38Z
2015-08-18T12:44:40Z
2015-05-19T12:27:19Z
CONTRIBUTOR
null
Closes https://github.com/pydata/pandas/issues/10119, a regression in 0.16.1 Basically `Series.plot(label='foo')` isn't actually setting the label. I want to look at one more thing. With this fix you'd need ``` python s.plot(label='foo', legend=True ``` to get the legend to actually show up. I can't remember what t...
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76,317,672
MDExOlB1bGxSZXF1ZXN0MzU0MTExNDc=
10,132
BUG: get_group fails when multi-grouping with a categorical
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8
2015-05-14T10:42:15Z
2015-09-19T00:38:07Z
2015-06-05T22:03:42Z
CONTRIBUTOR
null
Example: ``` .python >>> df = pd.DataFrame({'a' : pd.Categorical('xyxy'), 'b' : 1, 'c' : 2}) >>> df.groupby(['a', 'b']).get_group(('x', 1)) Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/home/evanpw/Workspace/pandas/pandas/core/groupby.py", line 601, in get_group inds = self._get...
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https://api.github.com/repos/pandas-dev/pandas/issues/10133
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76,350,971
MDExOlB1bGxSZXF1ZXN0MzU0MTg5MDQ=
10,133
BUG: Strings with exponent but no decimal point parsed as integers in python csv engine
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7
2015-05-14T12:57:00Z
2015-06-10T13:40:52Z
2015-06-09T10:49:18Z
CONTRIBUTOR
null
Fixes GH #9565. I also made the handling of out-of-range integers consistent with the C engine: parse as a string rather than a double.
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76,382,294
MDU6SXNzdWU3NjM4MjI5NA==
10,134
Can't create DataFrame from SQLite3 cursor
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11
2015-05-14T14:48:28Z
2018-07-07T11:19:33Z
2018-07-07T11:19:28Z
NONE
null
When I pass cursor as data to DataFrame constructor an error occurs. ``` cursor = sqlite.execute(sql) pd.DataFrame(cursor) /usr/lib/python3/dist-packages/pandas/core/frame.py in __init__(self, data, index, columns, dtype, copy) 255 copy=copy) 256 elif isinstan...
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76,383,773
MDExOlB1bGxSZXF1ZXN0MzU0MjgxODQ=
10,135
(WIP) PERF: improve .str perf for all-string values (about 2x-)
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4
2015-05-14T14:53:02Z
2015-11-13T05:40:17Z
2015-05-14T15:55:15Z
MEMBER
null
Related to #10081. Make a short path using numpy's string funcs when all the target values are strings. Otherwise, use current path. Followings are current comparison results: ``` import pandas as pd import numpy as np import string import random np.random.seed(1) s = [''.join([random.choice(string.ascii_letters + ...
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10,136
DOC: consistent imports (GH9886) part II
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0
2015-05-14T15:53:07Z
2015-06-02T19:26:11Z
2015-05-19T21:21:48Z
MEMBER
null
Further work on #9886
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76,408,763
MDU6SXNzdWU3NjQwODc2Mw==
10,137
Typo in pandas/pandas/io/parsers.py
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2
2015-05-14T16:14:04Z
2015-05-14T16:22:41Z
2015-05-14T16:22:12Z
NONE
null
In pandas/pandas/io/parsers.py line 1000, np.uin8 is referred. It is an inexistent member in numpy. I suppose it's a typo for np.uint8.
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76,466,387
MDU6SXNzdWU3NjQ2NjM4Nw==
10,138
ENH: groupby.apply for Categorical groupers should preserve categories (like .agg)
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1
2015-05-14T19:34:37Z
2015-06-04T13:50:27Z
2015-06-04T13:50:27Z
CONTRIBUTOR
null
from [SO](http://stackoverflow.com/questions/30245145/pandas-groupby-apply-vs-agggregate-with-missing-categories) ``` missing = pd.Categorical(list('aaa'), categories=['a', 'b']) dense = pd.Categorical(list('abc')) values = np.arange(len(dense)) df = pd.DataFrame({'missing': missing, 'dense': dense, 'values': values})...
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https://api.github.com/repos/pandas-dev/pandas/issues/10139
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10,139
BUG: declare and use correctly self.unique_check
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9
2015-05-14T21:20:10Z
2015-06-30T10:55:21Z
2015-05-29T08:40:01Z
MEMBER
null
I am not sure I understood the last comment in [the previous pull request](https://github.com/pydata/pandas/pull/9526), but anyway this is a rebased version. In the previous PR I proposed to simply make the `__get__` of `is_unique` directly rely on `self.initialized`, but I am no more so sure it is a good idea, since ...
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10,140
Grouping by pd.cut() results creates a categorical index
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2015-05-14T23:03:39Z
2015-06-20T12:48:09Z
2015-06-20T12:48:09Z
NONE
null
After upgrading from 0.16.0 to 0.16.1, some of my plotting stopped functioning right, and after debugging I figured out that it was an issue with the groupby results---namely, that they're getting a `CategoricalIndex` even though they're being grouped by a number. This is basically what I do in my code (simplified for...
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10,141
CLN: clean up unused imports part II
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1
2015-05-15T02:03:35Z
2015-06-02T19:26:12Z
2015-05-15T13:09:15Z
CONTRIBUTOR
null
found quite a few more under `pandas/tseries/` ... this should be it for now :)
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10,142
ENH: groupby.apply for Categorical should preserve categories (closes…
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12
2015-05-15T04:33:27Z
2015-06-04T15:18:02Z
2015-06-04T13:50:27Z
CONTRIBUTOR
null
closes #10138
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10,143
ENH: Iterate over HDF store hierarchically
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8
2015-05-15T07:42:27Z
2018-06-26T22:53:49Z
2018-06-26T22:53:49Z
CONTRIBUTOR
null
I am relatively new to pandas, but have been using raw HDF5 files for a long itme, so apologies if this feature or something equivalent already exists. As stated in the documentation, it is possible to create hierarchies of data stores: ``` python store.put('/first_group/df1', df1) store.put('/first_group/df2', df2) ...
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10,144
BDay and bday confusion.
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2015-05-15T10:32:42Z
2021-04-18T06:48:01Z
2021-04-18T06:48:01Z
CONTRIBUTOR
null
Are BDay and bday the same? Is one of them deprecated or something? ``` In [48]: pd.datetools.BDay? Init signature: pd.datetools.BDay(self, n=1, normalize=False, **kwds) Docstring: DateOffset subclass representing possibly n business days File: c:\python27\lib\site-packages\pandas\tseries\offsets.py Typ...
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10,145
DOC: add nlargest/nsmallest to API.rst
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2015-05-15T10:34:53Z
2015-06-02T19:25:20Z
2015-05-26T10:32:56Z
CONTRIBUTOR
null
At the moment there's no easy way to partially sort the DataFrame to get top N rows, could be useful feature. There's partial sorting available for numpy within the [bottleneck](http://berkeleyanalytics.com/bottleneck/reference.html#bottleneck.partsort) library. Here's link to SO question about numpy partial sort - h...
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10,146
FAIL: test_sum (pandas.tests.test_series.TestSeries)
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2015-05-15T11:09:53Z
2015-05-15T17:08:13Z
2015-05-15T17:08:13Z
CONTRIBUTOR
null
# ## FAIL: test_sum (pandas.tests.test_series.TestSeries) Traceback (most recent call last): File "/var/tmp/portage/dev-python/pandas-0.16.1/work/pandas-0.16.1-python3_3/lib/pandas/tests/test_series.py", line 2302, in test_sum self._check_stat_op('sum', np.sum) File "/var/tmp/portage/dev-python/pandas-0.16.1/...
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10,147
BUG: Odd behavior of kwarg 'how' in MultiIndex-to-Index join
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4
2015-05-15T14:13:29Z
2019-03-01T03:01:59Z
2019-03-01T03:01:59Z
NONE
null
``` python import pandas as pd import numpy as np from pandas.util.testing import assert_frame_equal df = pd.DataFrame(np.arange(12).reshape(-1, 3), columns=['a', 'b', 'c']) df.index = pd.MultiIndex.from_tuples( [(1, 2000), (1, 2001), (2, 2000), (2, 2001)], names=['id', 'year']) s = pd.Seri...
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10,148
BUG: Merge on multiple indices fails with incorrect error message
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3
2015-05-15T15:05:32Z
2015-05-16T14:36:34Z
2015-05-15T16:28:39Z
NONE
null
I have a 2 DataFrame objects that I am trying to merge on a hierarchical index in one (top below) object with two columns in another (bottom below): ![frames](http://d.pr/i/1kWvE+) However, merging these via the following: ``` ecmo_by_year = pd.merge(pd.DataFrame(ecmo_count, columns=['ECMO']), runs_sex, ...
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10,149
BUG: Index.union cannot handle array-likes
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2015-05-15T19:51:00Z
2015-06-02T19:25:20Z
2015-06-01T11:45:10Z
MEMBER
null
Though API doc says `Index.union` can accept `Index` or array-like, it raises errors. - http://pandas.pydata.org/pandas-docs/stable/generated/pandas.Index.union.html ``` import numpy as np import pandas as pd idx = pd.Index([1, 2, 3]) idx.union([2, 3, 4]) # AttributeError: 'list' object has no attribute 'dtype' idx....
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10,150
BUG/API: inconsistent name handling in value_counts
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0
2015-05-15T19:59:59Z
2015-06-27T03:51:56Z
2015-06-27T03:51:56Z
MEMBER
null
Both `Series.value_counts` and `Index.value_counts` should preserve its name in resulted `Series.name`? Current behaviors are below: ``` s = pd.Series([1, 2, 1], name='a') idx = pd.Index([1, 2, 1], name='a') result = s.value_counts() result.name, result.index.name # (None, None) # should be ('a', None)? result...
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76,849,957
MDU6SXNzdWU3Njg0OTk1Nw==
10,151
CLEAN: cleanup up platform / python version checks
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1
2015-05-15T20:34:09Z
2015-07-11T20:06:14Z
2015-07-11T20:06:14Z
CONTRIBUTOR
null
we have in various locations `os.name, platform.system(), sys.platform` for detecting platform. Recently add are these functions in `pandas/compat/__init__.py` as `is_platform_*` which are reasonable to standardize on however, need to find & fix all the other references to make this nice and clean this includes cod...
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76,894,561
MDExOlB1bGxSZXF1ZXN0MzU1NjAxNzI=
10,152
TST: use compat.long in test_tslib for py3
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2015-05-15T23:45:07Z
2015-05-17T14:40:11Z
2015-05-16T15:01:07Z
MEMBER
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77,076,877
MDU6SXNzdWU3NzA3Njg3Nw==
10,153
Support categorical variables with CSVs
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4
2015-05-16T16:38:47Z
2016-08-06T22:53:22Z
2016-08-06T22:53:22Z
NONE
null
It would be nice to be able to read CSVs with categorical variables using read_csv's dtype parameter instead of casting the columns after the fact.
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77,091,519
MDU6SXNzdWU3NzA5MTUxOQ==
10,154
to_datetime, inconsistent behavior with invalid dates.
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12
2015-05-16T17:52:41Z
2015-07-07T10:19:58Z
2015-07-07T10:19:58Z
CONTRIBUTOR
null
Consider Feb 29 1991 (2291991) and March 32 1991 (3321991), Both are invalid dates. ``` pd.to_datetime(2291991, format="%m%d%Y", coerce=True, exact=True) ``` Returns a TypeError: ValueError: day is out of range for month While ``` pd.to_datetime(3321991, format="%m%d%Y", coerce=True, exact=True) ``` Returns NaT. W...
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77,092,567
MDU6SXNzdWU3NzA5MjU2Nw==
10,155
Mean overflows for integer dtypes
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2015-05-16T18:00:20Z
2015-06-02T19:25:20Z
2015-05-30T20:41:19Z
NONE
null
Say there is a array of type int64 for convenience, that me just put is some large number test1 = pd.Series(20150515061816532, index=list(range(500)), dtype='int64') test1.describe() Out[152]: count 5.000000e+02 **mean -1.674297e+16** std 0.000000e+00 min 2.015052e+16 25% 2.015052e+16 50% 2....
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77,133,838
MDU6SXNzdWU3NzEzMzgzOA==
10,156
.remove_category(np.nan) fails on Categorical with floats
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2
2015-05-16T21:12:36Z
2015-06-09T23:46:30Z
2015-06-09T23:46:30Z
NONE
null
Trying to remove a `nan` category from Categorical series fails if categories are made of floats. In the docs it says: > Note: As integer Series can’t include NaN, the categories were converted to _object_. So it is probably linked to this with `float` remaining `float` and `nan` != `nan`. If this is intended behav...
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77,136,426
MDExOlB1bGxSZXF1ZXN0MzU1Nzc1MTA=
10,157
BUG: Index.union cannot handle array-likes
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5
2015-05-16T21:26:19Z
2015-06-02T19:26:12Z
2015-06-01T11:45:10Z
MEMBER
null
Closes #10149. - Added explicit tests for array-likes in set-ops, `intersection`, `union`, `difference` and `sym_diff`. - `TimedeltaIndex` previously did additional input check which is inconsistent with others. Made it work as the same manner as others. - `MultiIndex` set-ops should only accept list-likes of tupl...
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10,158
BUG: Index.name is lost during timedelta ops
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3
2015-05-16T21:31:49Z
2015-06-02T19:26:12Z
2015-05-18T11:59:45Z
MEMBER
null
Closes #9926. CC @hsperr I've changed `common._maybe_match_names` to work with not-named objects, and hopefully can use in #9965 also.
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MDU6SXNzdWU3NzE5NDU0MQ==
10,159
Read from Regex Function
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2015-05-17T02:58:00Z
2015-05-18T11:06:09Z
2015-05-18T11:06:04Z
NONE
null
I'm working on a project involving log file analysis and wrote a method which takes a regex, a file name and list of column names, parses the data and returns a pandas DataFrame. I haven't extensively tested this yet, but the code below successfully reads in an apache log file using the regex below and returns a DataF...
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77,224,825
MDU6SXNzdWU3NzIyNDgyNQ==
10,160
pd.DataFrame.from_dict fails when index is numpy.datetime
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2
2015-05-17T05:48:48Z
2015-06-10T20:01:31Z
2015-06-10T20:01:31Z
NONE
null
Suppose that we want to create a dataframe from a dictionary. ``` python import pandas as pd,numpy as np #1) Form dataframe ix=pd.date_range('1/1/2015',periods=5,freq='D') df0=pd.DataFrame(np.random.normal(size=(len(ix),5)),index=ix) #2) Split dataframe into 2 dictionaries, based on sign d={'+':{},'-':{}} for loc in d...
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77,316,447
MDU6SXNzdWU3NzMxNjQ0Nw==
10,161
duplicated() performance and bug on long rows regression from 0.15.2->0.16.0
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16
2015-05-17T14:03:31Z
2017-12-13T16:19:00Z
2015-09-25T12:19:15Z
NONE
null
the following works quickly in 0.15.2 and has a performance issue on the last operation df.T.duplicated() in 0.16.0 and 0.16.1 also on a private data set that works on 0.15.2 i get an error on 0.16.0 and 0.16.1 on the same operation. code: ``` python import pandas,numpy df = pandas.DataFrame({'A': [1 for x in range(...
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77,640,072
MDU6SXNzdWU3NzY0MDA3Mg==
10,162
No output of xticklabels when plotting to gridspec subplots
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5
2015-05-18T12:36:58Z
2015-05-20T08:23:54Z
2015-05-18T14:23:28Z
NONE
null
What seems to be the problem here? The xticklabels for the first axes defined in a gridspec are not visible when plotting with pandas. The corresponding plot using pyplot.plot does have the labels. pandas 0.16 matplotlib 1.4.3 ``` python import pandas as pd import numpy as np import matplotlib as mpl import matplotl...
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https://api.github.com/repos/pandas-dev/pandas/issues/10163
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77,657,162
MDExOlB1bGxSZXF1ZXN0MzU2MzMxODQ=
10,163
DOC: clarify purpose of DataFrame.from_csv (GH4191)
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9
2015-05-18T13:29:40Z
2015-08-21T07:33:31Z
2015-08-21T07:33:31Z
MEMBER
null
Closes #9556 xref #9568, #4916, #4191 However, while writing this up, I started to doubt a bit if this is necessary. `DataFrame.from_csv` is implemented as a round-trip method together with `to_csv`. If you use a plain `df.to_csv(path)`, you cannnot read it in as `pd.read_csv(path)` to get exactly the same. You at ...
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77,669,248
MDU6SXNzdWU3NzY2OTI0OA==
10,164
bug: read_csv incorrect output with skipfooter and skip_blank_lines=True
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4
2015-05-18T14:07:13Z
2021-04-18T06:48:49Z
null
NONE
null
read_csv does not return the data table expected if there's only one line in the CSV file and skipfooter is used and the line directly after the table is blank and skip_blank_lines=True. ``` >>> import pandas as pd >>> import StringIO >>> test_csv = StringIO.StringIO('a,b,c\n1,2,3\n\nend\n') ...
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10,165
ERR: better error reporting with .transform and an invalid output from a UDF
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1
2015-05-18T15:19:38Z
2016-02-27T16:10:05Z
2016-02-27T16:10:00Z
CONTRIBUTOR
null
xref #9697 I think we can detect the returned values and if they are not scalars, give a nicer error message. Further a doc-note would be helpful. ``` In [4]: cols = pd.MultiIndex.from_tuples([('syn', 'A'), ('mis', 'A'), ('non', 'A'), ('syn', 'C'), ('mis', 'C'), ('non', 'C'), ('syn'...
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77,780,145
MDExOlB1bGxSZXF1ZXN0MzU2NjY1NDI=
10,166
DOC: Reorder arguments in shared fillna docstring
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1
2015-05-18T19:43:07Z
2015-05-18T20:31:00Z
2015-05-18T20:30:57Z
CONTRIBUTOR
null
The docstring listed 'method' before 'value' which is not consistent with the order of the arguments when calling the method.
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77,889,322
MDU6SXNzdWU3Nzg4OTMyMg==
10,167
'logging' name causing issues
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2015-05-19T01:58:11Z
2015-05-19T03:15:18Z
2015-05-19T03:15:18Z
NONE
null
create a file named logging.py anywhere as follows # !/usr/bin/env python print "hello" Then > > python > > import pandas you will get the following error AttributeError: 'module' object has no attribute 'getLogger'
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77,961,085
MDExOlB1bGxSZXF1ZXN0MzU3MDAxMzU=
10,168
Delete ez_setup.py
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12
2015-05-19T06:42:07Z
2015-08-02T17:03:33Z
2015-08-02T17:03:33Z
CONTRIBUTOR
null
ez_setup.py is few years out of date, we should stop distributing it. Up to date versions of Python 2 and 3 provide setuptools and pip out of the box `python -m ensurepip --upgrade`. For other Python versions, we can simply point users to the up to date instructions at https://packaging.python.org/en/latest/installing...
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78,043,810
MDU6SXNzdWU3ODA0MzgxMA==
10,169
Reindex MultiIndex of type float
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3
2015-05-19T11:14:33Z
2015-05-20T10:55:42Z
2015-05-20T10:55:42Z
NONE
null
Hi, There is a strange behavior when I want to reindex a Multi-Index (float64) of a Series: some of the original values are dropped from the reindexed object. Here is the test case: ``` python >>> import pandas as pd >>> import numpy as np >>> df_g=pd.Series(index=pd.MultiIndex.from_tuples([(10.,4.2),(11.,5.2),(14,...
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78,118,888
MDU6SXNzdWU3ODExODg4OA==
10,170
Display of a datetime column/index with both second and sub-second resolution
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1
2015-05-19T14:46:09Z
2015-06-02T19:25:20Z
2015-05-20T22:02:19Z
MEMBER
null
Should a datetime column should use the same precision for all, padding with zeros, just like a float column does? ``` In [121]: df = pd.DataFrame({'datetime': pd.date_range('1/1/2000 09:00:00', freq="5ms",periods=10), 'float': np.arange(0,0.05,0.005)}) In [122]: df Out[122]: datetime float 0 ...
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78,142,327
MDExOlB1bGxSZXF1ZXN0MzU3NDQ2NDg=
10,171
BUG: consistent datetime display format with < ms #10170
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5
2015-05-19T15:46:04Z
2015-06-02T19:26:12Z
2015-05-20T22:02:19Z
CONTRIBUTOR
null
closes #10170 ``` In [3]: Series(date_range('20130101 09:00:00',periods=5,freq='D')) Out[3]: 0 2013-01-01 09:00:00 1 2013-01-02 09:00:00 2 2013-01-03 09:00:00 3 2013-01-04 09:00:00 4 2013-01-05 09:00:00 dtype: datetime64[ns] In [4]: Series(date_range('20130101 09:00:00',periods=5,freq='s')) Out[4]: 0 20...
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78,164,170
MDExOlB1bGxSZXF1ZXN0MzU3NTA1MDU=
10,172
BUG: mean overflows for integer dtypes (fixes #10155)
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2015-05-19T16:43:57Z
2015-06-02T19:26:12Z
2015-05-30T20:41:19Z
CONTRIBUTOR
null
closes #10155
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10,173
Does this need to be reopened? It is not in the latest release.
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2015-05-19T21:04:34Z
2015-05-19T21:06:58Z
2015-05-19T21:06:58Z
NONE
null
https://github.com/pydata/pandas/issues/5580
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78,430,450
MDU6SXNzdWU3ODQzMDQ1MA==
10,174
Support 'interpolation' keyword in pandas.DataFrame.quantile and pandas.Series.quantile
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2015-05-20T08:33:49Z
2016-01-07T00:21:16Z
2016-01-07T00:21:16Z
NONE
null
interpolation : {‘linear’, ‘lower’, ‘higher’, ‘midpoint’, ‘nearest’} This would make it consistent with numpy.percentile options (new in 1.9). See http://docs.scipy.org/doc/numpy-dev/reference/generated/numpy.percentile.html
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78,453,210
MDU6SXNzdWU3ODQ1MzIxMA==
10,175
Tuple-Retrieving vs. -Setting on non-MultiIndex DataFrame
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2
2015-05-20T09:42:45Z
2020-09-22T01:57:12Z
null
NONE
null
``` df = pd.DataFrame({'a':[55,66,77],'b':[100,111,112],'ch':['x','y','z']}) df.index = pd.Index([10,11,12]) In [6]: df Out[6]: a b ch 10 55 100 x 11 66 111 y 12 77 112 z In [7]: df.loc[10,('b','ch')] .... ValueError: No axis named 1 for object type <class 'pandas.core.series.Series'> In [8]: df.ix...
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78,476,593
MDU6SXNzdWU3ODQ3NjU5Mw==
10,176
How to use loc WITHOUT enlargement in pandas >0.14
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11
2015-05-20T10:56:23Z
2015-05-20T17:18:08Z
2015-05-20T10:59:32Z
CONTRIBUTOR
null
It appears that `loc` now enlarges the result if an index is not found - a behavior I find confusing, because ``` python df.loc[['missing_label']] ``` gives a `KeyError` while ``` python df.loc[['existing_label', 'missing_label']] ``` works just fine. Apparently this was changed in 0.15. I have older code that r...
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78,495,486
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10,177
BUG: concat on axis=0 with categorical
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2015-05-20T11:57:53Z
2015-06-27T22:04:40Z
2015-06-27T22:04:40Z
CONTRIBUTOR
null
xref https://github.com/pydata/pandas/issues/9426, fixed in #9597 `axis=1` is ok ``` df1 = pandas.DataFrame(numpy.random.randn(6, 3), columns=["a", "b", "c"]) df2 = pandas.DataFrame(numpy.random.randn(7, 4), columns=["g", "h", "a", "c"]) df2['h'] = pandas.Series(pandas.Categorical(["one", "one", "two", "one", "two", ...
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MDU6SXNzdWU3ODUxMTEzOA==
10,178
pd.to_datetime much slower with supplied format than when format is inferred
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2015-05-20T12:46:20Z
2015-07-20T23:25:42Z
2015-07-20T23:25:42Z
NONE
null
It is **much slower** when converting a date string to supply a date format for a column than for it to be inferred. I would've though there should be less work to do when the format is known (and supplied) To test ``` python df = DataFrame({'date_text':["2015-05-18" for i in range(10**6)]}) %timeit pd.to_datetime(df...
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10,179
BUG: concat on axis=0 with categorical (GH10177)
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2015-05-20T15:34:57Z
2015-06-27T22:04:27Z
2015-06-27T22:04:22Z
NONE
null
Contains a proposed fix for #10177
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78,623,198
MDU6SXNzdWU3ODYyMzE5OA==
10,180
Segfault when writing data out of order to pd.HDFStore via append
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13
2015-05-20T17:47:02Z
2015-11-24T11:40:51Z
2015-11-24T11:40:50Z
NONE
null
I am trying to append chunks of data to an (initially empty) HDF5 frame with pd.HDFStore. The chunks come in out of order, and sometimes certain orders produce segfaults. This script seems to consistently segfault after loading file 31 (_update, see comments for better example_). You will notice that by looking at the ...
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78,907,988
MDU6SXNzdWU3ODkwNzk4OA==
10,181
Empty dataframe not equal to another empty dataframe in 0.16.1
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2015-05-21T09:22:18Z
2015-06-07T22:22:40Z
2015-06-07T22:22:40Z
CONTRIBUTOR
null
I searched the issues list for "empty dataframe" but did not find anything matching. In pandas 0.16.1, the result of adding 2 empty dataframes is not equal to another empty dataframe. This code, in pandas 0.15.2, does what is expected: ``` python import pandas as pd pd.show_versions() df1 = pd.DataFrame() df...
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78,917,570
MDU6SXNzdWU3ODkxNzU3MA==
10,182
Setting option 'display.max_seq_items' to None results in TypeError when pprinting index
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2015-05-21T09:44:11Z
2015-06-10T06:47:12Z
2015-06-10T06:47:12Z
NONE
null
According to the docstring, the following is allowed: ``` Python pd.set_option('display.max_seq_items', None) ``` With 0.16.1 this results in a TypeError when pretty printing an index. This is because the None value is compared against lenght of the index to see if we need to limit output. ``` Python TypeError: unor...
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10,183
FIX printing index with display.max_seq_items=None (GH10182)
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2015-05-21T11:20:38Z
2015-06-10T06:47:12Z
2015-06-10T06:47:12Z
MEMBER
null
Fixes #10182
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78,955,747
MDU6SXNzdWU3ODk1NTc0Nw==
10,184
read_csv does not set index name on empty dataframe
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5
2015-05-21T11:38:34Z
2015-06-09T12:19:32Z
2015-06-09T12:19:32Z
NONE
null
If foo.csv contains ``` csv x,y 1,2 ``` then you get the normal behavior: ``` py >>> df = pd.read_csv('foo.csv', index_col=0) >>> list(df.columns) ['y'] >>> df.index.name 'x' ``` but if you remove the data row "1,2" in the CSV the index name gets dropped: ``` py >>> df = pd.read_csv('foo.csv', index_col=0) >>> lis...
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79,003,849
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10,185
DOC: Add Index.difference to API doc
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2015-05-21T13:51:22Z
2015-06-02T19:26:12Z
2015-05-23T06:41:18Z
MEMBER
null
Add `Index.difference` to api doc rather than deprecated `Index.diff` (#8226) And is it OK to remove `Index.diff` alias because #6581 lists #8227 (which closes #8226)?
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MDU6SXNzdWU3OTAxMzk2NQ==
10,186
API: Set ops for CategoricalIndex
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2015-05-21T14:17:09Z
2021-06-17T03:07:31Z
null
MEMBER
null
Derived from #10157. Would like to clarify what these results should be. Basically, I think: - The result must be `CategoricalIndex` - The result should have the same values as the result of normal `Index` which has the same original values. - Result's `category` should only include categories which the result actual...
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10,187
API: concat of frames with multi-index with non-matching names
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2015-05-21T15:21:30Z
2015-05-22T01:53:48Z
null
MEMBER
null
Suppose you have two dataframes with multi-index with non-matching names. When you `concat` these, the name of the first index will be used, and the indices are just merged ignoring the names of the levels. Small example: ``` In [41]: df1 = pd.DataFrame([[1,2], [3,4]], index=pd.MultiIndex.from_tuples([('a', 1), ('a',...
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BUG: Adding empty dataframes should result in empty blocks #10181
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2015-05-21T16:08:46Z
2015-06-16T15:40:21Z
2015-06-07T22:22:40Z
CONTRIBUTOR
null
Fixes #10181 I added a couple of lines to the dataframe test `test_operators` to assert that adding two empty dataframes returns a dataframe that is equal (both using `assert_frame_equal` as well as `.equals`) to an empty dataframe. I couldn't get vbench to install (I am running on windows) - the error was: ``` c:...
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DOC/CLN: period_range kwarg descriptions missing and other minor doc …
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2
2015-05-21T18:13:28Z
2015-06-02T19:26:12Z
2015-05-23T06:40:55Z
CONTRIBUTOR
null
…fixes
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79,154,876
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10,190
pandas to_hdf function get Illegal instruction
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2015-05-21T20:44:21Z
2015-05-21T20:55:42Z
2015-05-21T20:55:42Z
NONE
null
I got `Illegal instruction` error when executing the code below in docker with OS X and ubuntu. However, it works fine using CoreOS. I also find other people have the same issue too. http://stackoverflow.com/questions/29882125/illegal-instruction-core-dumped-when-loading-hdf Any idea for this? ``` python import pandas...
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MDU6SXNzdWU3OTIwMTE1Mw==
10,191
Interpolation works for MultiIndex of strings and float but not DateTime
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2015-05-21T23:22:54Z
2015-05-22T21:06:40Z
2015-05-22T21:06:40Z
NONE
null
I believe I found a bug in interpolation for MultiIndex where linear interpolation works on MultiIndex that contain strings and floats but not for DateTimes. It sounds like linear interpolation on MultiIndexes is not officially supported until next major release however I thought I'd raise this finding in case it helps...
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10,192
Performance drop when using timezone-aware DateTimeIndex
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3
2015-05-22T08:53:39Z
2015-10-23T20:52:42Z
2015-10-23T20:52:42Z
NONE
null
It seems that pandas.DataFrame operations on Index with timezone-aware dates is order of magnitude slower than on regular datetimes. for a 500k datetimes created with pandas.date_range, and using DataFrame.shift() to compute deltas between dates, timings goes from **17ms** for standard datetimes to **16seconds** for t...
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79,381,307
MDU6SXNzdWU3OTM4MTMwNw==
10,193
BUG: indexing error when setting item in empty Series which has a frequency
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2
2015-05-22T09:44:57Z
2015-06-18T15:36:30Z
2015-06-18T15:36:30Z
CONTRIBUTOR
null
Another somewhat degenerate case that works in 0.15.2, fails in 0.16.1 ``` python import pandas as pd pd.show_versions() ts = pd.TimeSeries() ts[pd.datetime(2012, 1, 1)] = 47 ts2 = pd.TimeSeries(0, pd.date_range('2011-01-01', '2011-01-01'))[:0] ts2[pd.datetime(2012, 1, 1)] = 47 ``` 0.15.2 output: ``` python I...
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MDExOlB1bGxSZXF1ZXN0MzYwMTYzNjI=
10,194
BUG: Check for size != 0 before trying to insert #10193
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10
2015-05-22T09:59:41Z
2015-06-18T12:56:00Z
2015-06-18T12:56:00Z
CONTRIBUTOR
null
Proposed fix for #10193
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79,402,173
MDU6SXNzdWU3OTQwMjE3Mw==
10,195
BUG: TypeError when trying to set values in empty DataFrame using boolean key
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2015-05-22T10:44:27Z
2015-05-22T14:04:39Z
2015-05-22T14:04:39Z
CONTRIBUTOR
null
Found this bug through https://github.com/pydata/pandas/pull/10188 - it caused build failure ``` python import numpy as np import pandas as pd pd.show_versions() df = pd.DataFrame([[2, 2]], index=pd.DatetimeIndex(['2011-01-01'])) df2 = pd.DataFrame([[1, 1]], index=pd.DatetimeIndex(['2011-01-01'])) df[df > df2] = 4...
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79,402,706
MDExOlB1bGxSZXF1ZXN0MzYwMTk2Mzk=
10,196
BUG: Raise TypeError only if key DataFrame is not empty #10126
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2015-05-22T10:46:45Z
2015-06-04T11:17:25Z
2015-06-03T19:02:45Z
CONTRIBUTOR
null
Proposed fix for #10126
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MDU6SXNzdWU3OTQxOTIwMw==
10,197
false warning when using to_sql with a dataframe using MultiIndex
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3
2015-05-22T11:34:19Z
2015-05-22T15:35:03Z
2015-05-22T14:24:16Z
NONE
null
Hi, I get a warning that confused me, and in my opinion is wrong. See code - that should produce warning with further comments. ## INSTALLED VERSIONS commit: None python: 2.7.9.final.0 python-bits: 64 OS: Windows OS-release: 7 machine: AMD64 processor: Intel64 Family 6 Model 42 Stepping 7, GenuineIntel byteorder: ...
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10,198
Reading of fixed width file is detecting incorrect number of columns
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2015-05-22T13:52:43Z
2015-05-22T14:45:58Z
2015-05-22T14:45:58Z
NONE
null
Hi, I have been trying to use the `read_fwf()` dataframe method in pandas 0.16.0. I have supplied a list of tuples for the _colspec_ parameter. There are 9 tuples specified. I have also supplied a list to the _names_ parameter, with 9 column names. Here's some code: ``` df = pd.read_fwf('c:/6starts.tab', header...
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10,199
PERF: releasing the GIL, #8882
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23
2015-05-22T20:19:47Z
2015-06-30T16:58:13Z
2015-06-30T10:55:04Z
CONTRIBUTOR
null
closes #8882 closes #10139 This is now implemented for all groupbys with the factorization part as well (which is actually a big part fo the time) ``` In [2]: N = 1000000 In [3]: ngroups = 1000 In [4]: np.random.seed(1234) In [5]: df = DataFrame({'key' : np.random.randint(0,ngroups,size=N), ...: ...
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10,200
DOC: minor doc fix for Series.append; indices can overlap
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2015-05-22T20:57:41Z
2015-06-02T19:26:12Z
2015-05-25T11:29:35Z
CONTRIBUTOR
null
Old docstring seemed to be incorrect; overlapping indices are supported e.g. ``` python >>> import pandas as pd >>> x = pd.Series(['A', 'B', 'C']) >>> y = pd.Series(['D', 'E', 'F']) >>> x.append(y) 0 A 1 B 2 C 0 D 1 E 2 F dtype: object ```
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10,201
pandas diff().hist() produces inaccurate plot
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2015-05-22T21:36:56Z
2015-05-23T12:40:37Z
2015-05-23T12:40:37Z
NONE
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Using a df.diff().hist method creates a different (and inaccurate) multiple plot than using the matplotlib api. My data are Super Rugby differential scores. The matrix of data is below. ``` python #Create base matrix of score differentials across Teams (row) x Round (col) S15_Base = np.matrix([[-10,6,-24,0,28,43,-12,4...
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DOC: Updated to mention axis='index' and axis='columns
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1
2015-05-23T13:20:21Z
2015-06-02T19:26:12Z
2015-05-25T14:17:18Z
CONTRIBUTOR
null
Updated docs throughout DataFrame methods to mention that axis can be set to 'index' or 'column' instead of 0 or 1 which improves readability significantly. Fixes #9658
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