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https://api.github.com/repos/pandas-dev/pandas/issues/3601
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14,315,331
MDU6SXNzdWUxNDMxNTMzMQ==
3,601
Plotting incorrectly reversed when using dates as x-axis
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5
"2013-05-14T15:25:35Z"
"2013-05-19T17:30:26Z"
"2013-05-19T17:30:26Z"
CONTRIBUTOR
null
Sometimes I have to read in spreadsheets containing data with the most recent observations first. If I try to plot these without re-sorting first, the graph appears _backwards_. The dates on the x-axis are in ascending order, but the data are plotted from left to right in the same order they appeared in the spreadsheet. Since there's no warning that the labels on the axis don't correspond to the data being plotted, this can cause some embarrassment! This only happens when I use timestamps; dates as integers work fine. For example, this works fine (dates reversed, stored as int) df2 = DataFrame({'Date' : [1998, 1997, 1996], 'Data' : [9, 8, 7]}).set_index('Date') df2.plot() This doesn't (same data set, but dates stored as timestamp instead): from dateutil import parser df = DataFrame({'Date' : ['1998-01-01', '1997-01-01', '1996-01-01'], 'Data' : [9, 8, 7]}) df.index = df.Date.map(parser.parse) del df['Date'] df.plot() I can get around the problem by sorting the data set before plotting, but I don't always remember, and it definitely seems odd that the graph ends up displaying something that is not actually in the original data set...
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concat produces incorrect output
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20
"2013-05-14T15:28:02Z"
"2013-05-19T15:12:02Z"
"2013-05-19T15:12:02Z"
CONTRIBUTOR
null
Under certain circumstances, concat seems to produce erroneous results. I haven't worked out what causes the problems to arise, but here's an example: df1 = DataFrame({'firmNo' : [0,0,0,0], 'stringvar' : ['rrr', 'rrr', 'rrr', 'rrr'], 'prc' : [6,6,6,6] }) df2 = DataFrame({'misc' : [1,2,3,4], 'prc' : [6,6,6,6], 'C' : [9,10,11,12]}) concat([df1,df2],axis=1) produces as output: firmNo prc stringvar C misc prc 0 rrr 0 6 9 1 6 1 rrr 0 6 10 2 6 2 rrr 0 6 11 3 6 3 rrr 0 6 12 4 6
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14,327,422
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3,603
Categorical cleanup
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8
"2013-05-14T19:41:21Z"
"2014-06-27T14:18:49Z"
"2013-05-19T21:12:04Z"
CONTRIBUTOR
null
Make categorical a little more user-friendly and add some documentation.
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Change default value of tupleize_cols in to_csv/read_csv to False and update docs
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0
"2013-05-14T21:17:09Z"
"2013-09-10T13:07:33Z"
"2013-09-10T13:07:33Z"
CONTRIBUTOR
null
fair warning in 0.11.1, see #3575
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3,605
Importing bs4 in tests
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6
"2013-05-14T22:05:35Z"
"2013-05-20T11:45:59Z"
"2013-05-20T11:45:59Z"
CONTRIBUTOR
null
I just got a bunch of test errors because I don't have bs4. I do have lxml. Haven't looked at this at all to see why the test isn't conditional. E.g., ``` ====================================================================== ERROR: test_string (pandas.io.tests.test_html.TestBs4ReadHtml) ---------------------------------------------------------------------- Traceback (most recent call last): File "/home/skipper/src/pandas-skipper/pandas/io/tests/test_html.py", line 221, in test_string df1 = self.run_read_html(data, '.*Water.*', infer_types=False) File "/home/skipper/src/pandas-skipper/pandas/io/tests/test_html.py", line 324, in run_read_html return _run_read_html(*args, **kwargs) File "/home/skipper/src/pandas-skipper/pandas/io/tests/test_html.py", line 31, in _run_read_html return read_html(*args, **kwargs) File "/home/skipper/src/pandas-skipper/pandas/io/html.py", line 701, in read_html for data in p.parse_raw_data()] File "/home/skipper/src/pandas-skipper/pandas/io/html.py", line 152, in parse_raw_data for rows in self.parse_rows()] File "/home/skipper/src/pandas-skipper/pandas/io/html.py", line 137, in parse_rows tables = self._parse_tables(self._build_doc(), self.match, self.attrs) File "/home/skipper/src/pandas-skipper/pandas/io/html.py", line 333, in _build_doc from bs4 import BeautifulSoup, SoupStrainer ImportError: No module named bs4 ```
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read_html: fails to parse column
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10
"2013-05-14T22:27:22Z"
"2013-08-06T23:30:09Z"
"2013-05-20T11:47:17Z"
CONTRIBUTOR
null
The second column of the table http://code.google.com/p/pythonxy/wiki/StandardPlugins#Python_packages is not parsed as shown with this code: ``` python # -*- coding: utf-8 -*- # <nbformat>3.0</nbformat> # <codecell> import pandas as pd # <codecell> url = 'http://code.google.com/p/pythonxy/wiki/StandardPlugins' # <codecell> dfs = pd.read_html(url, attrs={'class': 'wikitable'}) # <codecell> dfs # <codecell> dfs = pd.read_html(url, flavor='lxml', attrs={'class': 'wikitable'}) # <codecell> dfs # <codecell> python_core = dfs[0] # <codecell> python_core[:10] ```
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MDExOlB1bGxSZXF1ZXN0NTcxNDMzMQ==
3,607
BUG/TST: fix failing html tests
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2
"2013-05-14T22:51:47Z"
"2014-06-25T21:04:16Z"
"2013-05-15T22:18:50Z"
MEMBER
null
closes #3605
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Error in html display of table with multicolumns
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4
"2013-05-15T12:11:47Z"
"2013-05-23T14:03:36Z"
"2013-05-19T19:09:38Z"
NONE
null
version: 0.11.0 with small variation of python for data analysis book: ``` python tips = pd.read_csv("https://github.com/pydata/pydata-book/raw/master/ch08/tips.csv") grouped = tips.groupby(['sex','smoker']) res = grouped.agg({'tip': ['min','max','mean','std'], 'size':'sum'}) #By now, copied from the book, ~page 263-264 #New stuff res["foo"] = res["tip", "max"] * res["tip", "mean"] ``` The result attached (with missing line. it seems like 'sum' is part of 'foo') ![screenshot from 2013-05-15 15 10 15](https://f.cloud.github.com/assets/4340718/506658/970f92f4-bd58-11e2-9e82-7108d59c3912.png)
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13
"2013-05-15T12:44:42Z"
"2016-10-12T23:03:48Z"
"2013-11-06T00:23:40Z"
CONTRIBUTOR
null
Should raise that `kind='period'` is not accepted for `DatetimeIndex` when resampling Possible issue with period index resampling hanging (see @cpcloud example below) version = 0.12.0.dev-f61d7e3 This bug also exists in 0.11. ## The bug ``` Python In [20]: s.resample('T', kind='period') ----------------- AssertionError Traceback (most recent call last) <ipython-input-79-c290c0578332> in <module>() ----> 1 s.resample('T', kind='period') /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/generic.py in resample(self, rule, how, axis, fill_method, closed, label, convention, kind, loffset, limit, base) 255 fill_method=fill_method, convention=convention, 256 limit=limit, base=base) --> 257 return sampler.resample(self) 258 259 def first(self, offset): /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/tseries/resample.py in resample(self, obj) 81 82 if isinstance(axis, DatetimeIndex): ---> 83 rs = self._resample_timestamps(obj) 84 elif isinstance(axis, PeriodIndex): 85 offset = to_offset(self.freq) /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/tseries/resample.py in _resample_timestamps(self, obj) 224 # Irregular data, have to use groupby 225 grouped = obj.groupby(grouper, axis=self.axis) --> 226 result = grouped.aggregate(self._agg_method) 227 228 if self.fill_method is not None: /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/groupby.py in aggregate(self, func_or_funcs, *args, **kwargs) 1410 if isinstance(func_or_funcs, basestring): -> 1411 return getattr(self, func_or_funcs)(*args, **kwargs) 1412 1413 if hasattr(func_or_funcs, '__iter__'): /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/groupby.py in mean(self) 356 except Exception: # pragma: no cover 357 f = lambda x: x.mean(axis=self.axis) --> 358 return self._python_agg_general(f) 359 360 def median(self): /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/groupby.py in _python_agg_general(self, func, *args, **kwargs) 498 output[name] = self._try_cast(values[mask],result) 499 --> 500 return self._wrap_aggregated_output(output) 501 502 def _wrap_applied_output(self, *args, **kwargs): /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/groupby.py in _wrap_aggregated_output(self, output, names) 1473 return DataFrame(output, index=index, columns=names) 1474 else: -> 1475 return Series(output, index=index, name=self.name) 1476 1477 def _wrap_applied_output(self, keys, values, not_indexed_same=False): /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/core/series.py in __new__(cls, data, index, dtype, name, copy) 494 else: 495 subarr = subarr.view(Series) --> 496 subarr.index = index 497 subarr.name = name 498 /home/dk3810/workspace/python/pda/scripts/src/pandas/pandas/lib.so in pandas.lib.SeriesIndex.__set__ (pandas/lib.c:29775)() AssertionError: Index length did not match values ``` ## A workaround / expected behaviour ``` Python In [81]: s.resample('T').to_period() Out[81]: 2013-04-12 19:15 325.000000 2013-04-12 19:16 326.899994 ... 2013-04-12 22:58 305.600006 2013-04-12 22:59 320.444458 Freq: T, Length: 225, dtype: float32 ``` ## More information ``` Python In [83]: s Out[83]: 2013-04-12 19:15:25 323 2013-04-12 19:15:28 NaN ... 2013-04-12 22:59:55 319 2013-04-12 22:59:56 NaN 2013-04-12 22:59:57 NaN 2013-04-12 22:59:58 NaN 2013-04-12 22:59:59 NaN Name: aggregate, Length: 13034, dtype: float32 In [76]: s.index Out[76]: <class 'pandas.tseries.index.DatetimeIndex'> [2013-04-12 19:15:25, ..., 2013-04-12 22:59:59] Length: 13034, Freq: None, Timezone: None In [77]: s.head() Out[77]: 2013-04-12 19:15:25 323 2013-04-12 19:15:28 NaN 2013-04-12 19:15:29 NaN 2013-04-12 19:15:30 NaN 2013-04-12 19:15:31 327 Name: aggregate, dtype: float32 In [78]: s.resample('T') Out[78]: 2013-04-12 19:15:00 325.000000 2013-04-12 19:16:00 326.899994 ... 2013-04-12 22:58:00 305.600006 2013-04-12 22:59:00 320.444458 Freq: T, Length: 225, dtype: float32 In [80]: pd.__version__ Out[80]: '0.12.0.dev-f61d7e3' In [84]: type(s) Out[84]: pandas.core.series.TimeSeries ``` (Please let me know if you need more info! I'm using Ubuntu 13.04. It's entirely possible that this isn't a bug but instead I am doing something stupid. Oh, and let me take this opportunity to thank the Pandas dev team! Pandas is awesome!!! THANK YOU!)
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grouby( ... , as_index=False) convert "float64" to "object" type.
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3
"2013-05-15T15:44:38Z"
"2013-05-15T19:28:17Z"
"2013-05-15T19:27:59Z"
NONE
null
``` 'python In [1]: import pandas as pd In [2]: df = pd.DataFrame({"c1" : [1,2,6,6,8]}) In [3]: df["c2"] = df.c1/2.0 In [4]: df.groupby("c2").mean().reset_index().c2 Out[4]: 0 0.5 1 1.0 2 3.0 3 4.0 Name: c2, dtype: float64 In [5]: df.groupby("c2", as_index=False).mean().c2 Out[5]: 0 0.5 1 1 2 3 3 4 Name: c2, dtype: object ``` Note the difference in dtype between the two cases. I think the 2nd case shouldn't be different then the 1st case.
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14,365,206
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3,611
Odd behavior from read_csv with na_values set to non-string values
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34
"2013-05-15T15:47:37Z"
"2013-06-11T17:43:23Z"
"2013-06-11T17:43:23Z"
CONTRIBUTOR
null
read_csv behaves oddly when na_values is set to non-string values. Sometimes it correctly replaces the assigned number with NaN, and sometimes it doesn't. Here are some examples. Note in particular the different behavior of the last two statements: # Create file df = DataFrame({'A' : [-999, 2, 3], 'B' : [1.2, -999, 4.5]}) df.to_csv('test2.csv', sep=' ', index=False) print read_csv('test2.csv', sep= ' ', header=0, na_values=[-999]) --- A B 0 NaN 1.2 1 2 -999.0 ## 2 3 4.5 print read_csv('test2.csv', sep= ' ', header=0, na_values=[-999.0]) --- A B 0 -999 1.2 1 2 NaN ## 2 3 4.5 print read_csv('test2.csv', sep= ' ', header=0, na_values=[-999.0,-999]) --- A B 0 -999 1.2 1 2 NaN ## 2 3 4.5 print read_csv('test2.csv', sep= ' ', header=0, na_values=[-999,-999.0]) --- A B 0 NaN 1.2 1 2 -999.0 ## 2 3 4.5
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DatetimeIndexes with day frequency hang when they have more than 2 elements
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14
"2013-05-15T18:13:32Z"
"2013-10-09T19:11:19Z"
"2013-10-09T19:10:20Z"
MEMBER
null
See #3609. Copied (more or less) from there ``` python dind = period_range('1/1/2001', '1/1/2002').to_timestamp() s = Series(randn(dind.size), dind) s.resample('T', kind='period') # hangs here ``` Doesn't hang (throws an error) for the simple case of ``` python dind = period_range('1/1/2001', '1/2/2001').to_timestamp() s = Series(randn(dind.size), dind) s.resample('T', kind='period') ``` and starts to hang for `dind.size > 2`.
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3,613
BUG: Fix incorrect dtype on groupby with ``as_index=False`` (GH3610_)
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0
"2013-05-15T18:57:28Z"
"2014-06-12T13:38:01Z"
"2013-05-15T19:27:59Z"
CONTRIBUTOR
null
closes #3610
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3,614
ENH add date to DatetimeIndex
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2
"2013-05-15T21:00:01Z"
"2014-06-26T11:26:58Z"
"2013-05-17T16:00:23Z"
CONTRIBUTOR
null
Allows the date to be pulled out from a DatetimeIndex easily/efficiently. Similar to #3180, which was for the time-part to be extracted. _From SO question: http://stackoverflow.com/questions/16563552/pandas-fancy-indexing-a-dataframe_. ~~I haven't added this to release notes, as maybe too late for 11.1?~~
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BUG: (GH3611) Fix read_csv to correctly encode identical na_values
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0
"2013-05-15T22:16:46Z"
"2014-06-27T14:18:58Z"
"2013-05-16T01:01:21Z"
CONTRIBUTOR
null
eg. na_values=[-999.0,-999] was failing closes #3611
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MDExOlB1bGxSZXF1ZXN0NTczOTc1NQ==
3,616
ENH: read-html fixes
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20
"2013-05-15T22:17:07Z"
"2014-06-18T01:06:50Z"
"2013-05-20T11:43:11Z"
MEMBER
null
Some updates and bug fixes. See release notes for more details. - ~~`vbench` stuff~~ sort of pointless right now since we don't really have control over the speed of the parsing library - ~~Figure out why `lxml` chooses to ignore things~~ reported a bug w/ example to lxml people - ~~Figure out why `bs4`'s `thead.find_all(['th', 'td'])` parses differently than `lxml`'s `thead.xpath('.//thead//th|.//thead//td')` even when `lxml` is the `bs4` backend.~~ same as above
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14,382,938
MDU6SXNzdWUxNDM4MjkzOA==
3,617
Panel.iloc[] broken
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2
"2013-05-15T22:39:10Z"
"2013-05-16T11:35:05Z"
"2013-05-16T11:35:05Z"
NONE
null
Panel.iloc[] doesn't index correctly given a mix of scalars and ranges ``` from pandas import Panel, date_range from numpy.random import randn p = Panel(randn(4, 4, 4)) print(p.iloc[:3, :3, :3].shape) print(p.iloc[1, :3, :3].shape) print(p.iloc[:3, 1, :3].shape) print(p.iloc[:3, :3, 1].shape) print(p.iloc[1, 1, :3].shape) print(p.iloc[1, :3, 1].shape) print(p.iloc[:3, 1, 1].shape) ``` Returns ``` [3, 3, 3] (4, 3) (4, 3) (3, 3) (3L,) (4L,) (4L,) ```
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3,618
BUG: (GH3617) Fix indexing issue with ndim >= 3 with iloc
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0
"2013-05-16T00:57:42Z"
"2014-06-30T17:14:22Z"
"2013-05-16T11:35:05Z"
CONTRIBUTOR
null
closes #3617
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3,619
BUG: Reindex data if plotting time/period index (GH3601)
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4
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"2014-07-16T08:09:21Z"
"2013-05-17T23:58:15Z"
CONTRIBUTOR
null
Just wanted to push this fix to see if it looked OK and let the Travis build start. If it looks ok, i will add something in the release notes and try to write a proper test.
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3,620
BUG: fixed platform int issues on 32-bit
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CONTRIBUTOR
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14,404,463
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3,621
BUG: (GH3062) Correctly parse date columns with embedded (nan/NaT) into datetime64[ns] in read_csv
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0
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"2014-07-16T08:09:24Z"
"2013-05-16T13:38:33Z"
CONTRIBUTOR
null
closes #3062
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3,622
PerformanceWarning: what is actually the problem I can change?
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14
"2013-05-16T13:27:47Z"
"2019-05-18T04:58:36Z"
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CONTRIBUTOR
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I get several PerformanceWarnings when I store my dataframe in a hdfstore: ``` C:\portabel\Python27\lib\site-packages\pandas\io\pytables.py:1788: PerformanceWarning: your performance may suffer as PyTables will pickle object types that it cannot map directly to c-types [inferred_type->mixed,key->axis0] warnings.warn(ws, PerformanceWarning) C:\portabel\Python27\lib\site-packages\pandas\io\pytables.py:1788: PerformanceWarning: your performance may suffer as PyTables will pickle object types that it cannot map directly to c-types [inferred_type->mixed,key->block0_values] warnings.warn(ws, PerformanceWarning) C:\portabel\Python27\lib\site-packages\pandas\io\pytables.py:1788: PerformanceWarning: your performance may suffer as PyTables will pickle object types that it cannot map directly to c-types [inferred_type->unicode,key->block0_items] ``` What I can't get from this is what column gives me these problems, at least I don't have any "block0" columns :-) It would be nice if this warnings can give me an indicator what i can actually do about this warnings.
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DOC: more informative PerformanceWarning in HDFStore
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DataFrame.to_csv(f, index=False) fails after appending a column to the data frame
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In [7]: pd.**version** Out[7]: '0.12.0.dev-a026561' In [8]: import pandas as pd In [9]: df = pd.DataFrame({'c1':[1,2,3], 'c2':[4,5,6]}) In [10]: df.to_csv('f1.txt', index=False) In [11]: df['c3'] = [7,8,9] ## In [12]: df.to_csv('f2.txt', index=False) KeyError Traceback (most recent call last) <ipython-input-12-b4861447b824> in <module>() ----> 1 df.to_csv('f2.txt', index=False) /Library/Frameworks/Python.framework/Versions/3.3/lib/python3.3/site-packages/pandas-0.12.0.dev_a026561-py3.3-macosx-10.6-intel.egg/pandas/core/frame.py in to_csv(self, path_or_buf, sep, na_rep, float_format, cols, header, index, index_label, mode, nanRep, encoding, quoting, line_terminator, chunksize, **kwds) 1445 index_label=index_label,mode=mode, 1446 chunksize=chunksize,engine=kwds.get("engine") ) -> 1447 formatter.save() 1448 1449 def to_excel(self, excel_writer, sheet_name='sheet1', na_rep='', /Library/Frameworks/Python.framework/Versions/3.3/lib/python3.3/site-packages/pandas-0.12.0.dev_a026561-py3.3-macosx-10.6-intel.egg/pandas/core/format.py in save(self) 945 946 else: --> 947 self._save() 948 949 /Library/Frameworks/Python.framework/Versions/3.3/lib/python3.3/site-packages/pandas-0.12.0.dev_a026561-py3.3-macosx-10.6-intel.egg/pandas/core/format.py in _save(self) 1017 break 1018 -> 1019 self._save_chunk(start_i, end_i) 1020 1021 def _save_chunk(self, start_i, end_i): /Library/Frameworks/Python.framework/Versions/3.3/lib/python3.3/site-packages/pandas-0.12.0.dev_a026561-py3.3-macosx-10.6-intel.egg/pandas/core/format.py in _save_chunk(self, start_i, end_i) 1031 1032 # self.data is a preallocated list -> 1033 self.data[self.column_map[b][i]] = d[i] 1034 1035 ix = data_index.to_native_types(slicer=slicer, na_rep=self.na_rep, float_format=self.float_format) KeyError: IntBlock: [c3], 1 x 3, dtype int64
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BUG: Fix not consolidating before to_csv (GH3624_)
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CONTRIBUTOR
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closes #3624
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Assigning dataframe by specifying both row/col doesn't handle nan correctly
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"2013-05-17T16:42:39Z"
"2013-05-17T16:19:08Z"
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If I run the following code under pandas 0.11, I will get different results from the 2 identical assign statment at the bottom: ``` import numpy as np import pandas as pd if __name__ == '__main__': df = pd.DataFrame({'FC':['a','b','a','b','a','b'], 'PF':[0,0,0,0,1,1], 'col1':np.random.rand(6), 'col2':np.random.rand(6)}); df.ix[1,0]=np.nan mask=~df.FC.isnull() cols=['col1', 'col2'] dft = df * 2 dft.ix[3,3] = np.nan # bug? df.ix[mask, cols]= dft.ix[mask, cols] print df df.ix[mask, cols]= dft.ix[mask, cols] print df ``` Notice in the second result, the NaN at [3,3] disappeared and all values below it got shifted up. ``` FC PF col1 col2 0 a 0 0.679388 0.508501 1 NaN 0 0.168159 0.346730 2 a 0 1.802611 0.870135 3 b 0 0.577989 NaN 4 a 1 1.027070 0.530890 5 b 1 0.383662 1.855584 FC PF col1 col2 0 a 0 0.679388 0.508501 1 NaN 0 0.168159 0.346730 2 a 0 1.802611 0.870135 3 b 0 0.577989 0.530890 4 a 1 1.027070 1.855584 5 b 1 0.383662 0.508501 ``` The issue seems to be in pandas index.py line 143: v = v.reindex(self.obj[item].reindex(v.index).dropna().index) notice it's dropping NA from the target. I then tried to use df.ix[mask, cols]= dft.ix[mask, cols].values to bypass this, and it failed also. The problem is in pandas index.py line 149: if len(labels) != len(value): notice it's comparing number of columns to be assigned against number of rows in ndarray.
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BUG: (GH3588) fix pivoting with nan in the index
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closed #3588
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systematic bug in pandas/io/sql.py when trying to write a dataframe of one column of integers into sqlite
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CONTRIBUTOR
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Hello, trying this code with pandasql, with ipython, I get a bogus result . import pandas as pd %load https://raw.github.com/yhat/pandasql/master/pandasql/sqldf.py df=pd.DataFrame([ 1, 2], columns=['f']) sqldf("select \* from df ", locals()) this gives the mysterious (binary ?) output: f 0 (1, 0, 0, 0, 0, 0, 0, 0) 1 (2, 0, 0, 0, 0, 0, 0, 0) Digging further, I found that the problem is in those lines generated by pandas/io/sql/py : import pandas as pd import sqlite3 df=pd.DataFrame([ 1, 2], columns=['f' ]) con = sqlite3.connect(":memory:") con.execute("CREATE TABLE df ( [f] INTEGER );") data = [tuple(x) for x in df.values] con.executemany("INSERT INTO df ([f]) VALUES (?)", data) # here is the way to see the bogus result for row in con.execute("select \* from f"): print (row) # this print : # (b'\x01\x00\x00\x00\x00\x00\x00\x00',) # (b'\x02\x00\x00\x00\x00\x00\x00\x00',) # instead of expected : # (1,) # (2,) I can't guess further what is causing the issue, it seems there is a misunderstanding between pandas and sqlite when passing a "data" list of integers. problem doesn't exist if we switch to non-integers like : df=pd.DataFrame([ 1., 2], columns=['f' ]) Nota : I'm under windows vista 32 bits, python 3.3, in a country where the decimal separator is a comma (,) , maybe it's related to the problem, maybe not.
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3,629
frame values access is slow with large frames with different dtypes
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87
"2013-05-17T02:08:01Z"
"2013-06-21T16:26:00Z"
"2013-06-21T15:45:41Z"
MEMBER
null
In addtion, there is a memory leak. Repeatedly `eval`ing `big.values` eats up the amount of RAM taken up by the array. ``` python from pandas import DataFrame, concat from numpy.random import randint, randn from string import ascii_letters as letters ncols = 16 nrows = 1e7 letters = list(letters) df = DataFrame(randn(nrows, ncols), columns=letters[:ncols]) col = DataFrame(randint(1, size=nrows), columns=[letters[ncols]]) big = concat([df, col], axis=1) big.values # very slow and leaky ```
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3,630
ENH: Add Series.sort ascending keyword
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"2014-07-16T08:09:34Z"
"2013-05-19T21:14:06Z"
CONTRIBUTOR
null
A convenience.
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iloc with boolean mask
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42
"2013-05-17T10:20:57Z"
"2013-05-24T19:23:27Z"
"2013-05-19T14:18:45Z"
CONTRIBUTOR
null
Currently masking by boolean vectors it doesn't matter which syntax you use: ``` df[mask] df.iloc[mask] df.loc[mask] ``` are all equivalent. Should mask `df.iloc[mask]` mask by position? (this makes sense if mask is integer index). This [SO question](http://stackoverflow.com/questions/16603765/what-is-the-most-idiomatic-way-to-index-an-object-with-a-boolean-array-in-pandas).
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3,632
BUG: (GH3626) issue with alignment of a DataFrame setitem with a piece of another DataFrame
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"2014-06-20T17:50:44Z"
"2013-05-17T16:28:17Z"
CONTRIBUTOR
null
closes #3626
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ipython segfaults when viewing DataFrame?? docs
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"2013-05-17T13:33:35Z"
"2013-05-19T06:28:56Z"
"2013-05-19T06:28:56Z"
MEMBER
null
This is very strange, can anyone repro? I haven't been able to repro this with any other object I've tried but it's consistent with `DataFrame`. You can do either `DataFrame??` or `%pfile DataFrame` at the IPython prompt.
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TextReader中文路径问题 (Bug with Chinese characters in file path)
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Traceback (most recent call last): File "D:\wiki\pandas_test\hello_pandas.py", line 55, in <module> tp = pd.read_csv('tmp测试.csv', iterator=True, chunksize=5000) File "C:\Python27\lib\site-packages\pandas\io\parsers.py", line 401, in parser_f <class 'pandas.tseries.index.DatetimeIndex'> [2013-01-01 00:00:00, ..., 2013-01-06 00:00:00] Length: 6, Freq: D, Timezone: None return _read(filepath_or_buffer, kwds) File "C:\Python27\lib\site-packages\pandas\io\parsers.py", line 209, in _read parser = TextFileReader(filepath_or_buffer, **kwds) File "C:\Python27\lib\site-packages\pandas\io\parsers.py", line 509, in __init__ self._make_engine(self.engine) File "C:\Python27\lib\site-packages\pandas\io\parsers.py", line 611, in _make_engine self._engine = CParserWrapper(self.f, **self.options) File "C:\Python27\lib\site-packages\pandas\io\parsers.py", line 893, in __init__ self._reader = _parser.TextReader(src, **kwds) File "parser.pyx", line 312, in pandas._parser.TextReader.__cinit__ (pandas\src\parser.c:2781) File "parser.pyx", line 512, in pandas._parser.TextReader._setup_parser_source (pandas\src\parser.c:4813) IOError: File tmp测试.csv does not exist code: tp = pd.read_csv('tmp测试.csv', iterator=True, chunksize=5000) for i, chunk in enumerate(tp): print chunk t1 = datetime.now() 如下代码则正常: (the following code works) tp = pd.read_csv('tmp.csv', iterator=True, chunksize=5000) for i, chunk in enumerate(tp): print chunk t1 = datetime.now() 如下代码也正常: (the following also works) tp = pd.read_csv('tmp测试.csv', iterator=True, skip_footer=1, chunksize=5000) for i, chunk in enumerate(tp): print chunk t1 = datetime.now() 当不加skip_footer时用的是engine='c',这时如果文件名中有中文则会报出如下错误:IOError: File tmp测试.csv does not exist 这应该算一个bug,希望能帮忙解决 (When not using the `skip_footer` parameter, the default engine is 'c'. In that case if there are Chinese characters in the path an exception is raised "IOError: File tmp测试.csv does not exist". This should be considered a bug and I hope you can help solve the issue).
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API: Raise on iloc indexing with a non-integer based boolean mask (GH3631)
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"2013-05-17T14:59:58Z"
"2014-06-30T11:47:32Z"
"2013-05-19T14:18:45Z"
CONTRIBUTOR
null
closed #3631
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systematic failure when writing a dataframe of 1 column of integer. this should solve issue Issue #3628
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10
"2013-05-17T18:00:56Z"
"2014-06-25T05:42:34Z"
"2013-05-19T15:33:15Z"
CONTRIBUTOR
null
...lite ( Issue #3628 ) A push of a dataframe of one column of integers fail ungraciously, because sqlite doesn't recognize well the data type. This should solve the problem by converting back to normal types
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drop from datetimeindex requires a timestamp
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1
"2013-05-17T19:17:17Z"
"2019-03-26T06:09:53Z"
"2019-03-26T06:09:37Z"
CONTRIBUTOR
null
See this [SO question](http://stackoverflow.com/a/16613835/1240268): Apparently (for a DataFrame with DatetimeIndex) drop requires a Timestamp object (this is different from ix/loc which can cunningly work out you meant a timestamp, if fed a string). ``` In [11]: df1 Out[11]: Price1 Price2 Price3 Date_Time 2012-01-01 00:00:00 63.05 41.40 68.14 2012-01-01 01:00:00 68.20 42.44 59.64 2012-01-01 02:00:00 61.68 43.18 49.81 In [12]: df1.drop(pd.Timestamp('2012-01-01 01:00:00')) Out[12]: Price1 Price2 Price3 Date_Time 2012-01-01 00:00:00 63.05 41.40 68.14 2012-01-01 02:00:00 61.68 43.18 49.81 In [13]: df1.drop('2012-01-01 01:00:00') --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-13-334d00239c8b> in <module>() ----> 1 df1.drop('2012-01-01 01:00:00') /Users/234BroadWalk/pandas/pandas/core/generic.pyc in drop(self, labels, axis, level) 373 new_axis = axis.drop(labels, level=level) 374 else: --> 375 new_axis = axis.drop(labels) 376 dropped = self.reindex(**{axis_name: new_axis}) 377 try: /Users/234BroadWalk/pandas/pandas/core/index.pyc in drop(self, labels) 1296 mask = indexer == -1 1297 if mask.any(): -> 1298 raise ValueError('labels %s not contained in axis' % labels[mask]) 1299 return self.delete(indexer) 1300 ValueError: labels ['2012-01-01 01:00:00'] not contained in axis ``` Compare to ix/iloc which don't care: ``` In [21]: df1.loc['2012-01-01 01:00:00'] Out[21]: Price1 68.20 Price2 42.44 Price3 59.64 Name: 2012-01-01 01:00:00, dtype: float64 In [22]: df1.loc[pd.Timestamp('2012-01-01 01:00:00')] Out[22]: Price1 68.20 Price2 42.44 Price3 59.64 Name: 2012-01-01 01:00:00, dtype: float64 ``` _Perhaps worth investigating where else this could work/not._
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series str as an iterator
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"2013-05-19T16:15:48Z"
"2013-05-19T16:15:48Z"
CONTRIBUTOR
null
This was [noticed on SO](http://stackoverflow.com/questions/16617394/pandas-how-to-select-by-partial-label-in-index/16617491?noredirect=1#comment23892039_16617491) by @DSM. It seems that the Series `str` method is a never ending iterator. I have no idea whether this should be classified as a bug, or just misuse. But here goes: ``` In [224]: g = (i for i in ds.str) In [225]: next(g) Out[225]: google NaN wikimedia NaN wikipedia NaN wikitravel NaN dtype: float64 In [226]: next(g) Out[226]: google NaN wikimedia NaN wikipedia NaN wikitravel NaN dtype: float64 In [227]: next(g) Out[227]: google NaN wikimedia NaN wikipedia NaN wikitravel NaN dtype: float64 In [228]: next(g) Out[228]: google NaN wikimedia NaN wikipedia NaN wikitravel NaN dtype: float64 In [229]: list(g) # lalalala ```
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5
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"2014-06-17T23:36:42Z"
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MEMBER
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3,640
DOC: whatsnew.html has typo
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1
"2013-05-17T23:34:55Z"
"2013-05-18T12:22:30Z"
"2013-05-18T12:22:30Z"
CONTRIBUTOR
null
I don't understand which rst file builds this page, but the one currently online here: http://pandas.pydata.org/pandas-docs/stable/whatsnew.html as the following typo in it: - added option display.with_wmp_style the key `with_wmp_style` is not known. It sounds a bit like this should be `display.mpl_style` which works fine for me like this: `pd.set_option('display.mpl_style','default')`
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MDU6SXNzdWUxNDQ3NzEyMw==
3,641
BUG: is StataReader supposed to assign the index?
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12
"2013-05-18T00:51:48Z"
"2013-09-22T01:06:04Z"
"2013-09-22T01:06:04Z"
CONTRIBUTOR
null
This is the example in io.rst for Stata (in current master) coming from PR #3270 and issue #1512 ``` In [5]: from pandas.io.stata import StataWriter In [6]: df = DataFrame(randn(10,2),columns=list('AB')) In [7]: writer = StataWriter('stata.dta',df) In [8]: writer.write_file() ``` I am not sure if you have enough information saved to know that this needs a `df.set_index('index')` ? ``` In [10]: from pandas.io.stata import StataReader In [11]: reader = StataReader('stata.dta') In [12]: reader.data() Out[12]: index A B 0 0 0.818436 -0.616332 1 1 -0.673509 2.209445 2 2 -0.074915 0.444409 3 3 0.984456 -1.397691 4 4 -0.402488 0.884691 5 5 0.407234 0.499808 6 6 -0.041578 0.724288 7 7 -0.110134 0.707406 8 8 0.986992 1.281154 9 9 -1.491163 -0.686034 ```
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14,484,487
MDU6SXNzdWUxNDQ4NDQ4Nw==
3,642
plot forces ordering on Datetimeindex
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13
"2013-05-18T15:00:24Z"
"2013-06-19T06:37:35Z"
"2013-06-19T06:37:35Z"
NONE
null
introduced by #3619, opening this to track the issue for 0.11.1. While the user should be able to get sorted ticks when plotting, it should not be forced on him. so either opt-in or opt-out but not "one size fits all".
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WIP: Support metadata at de/serialization time (moved)
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1
"2013-05-18T15:21:13Z"
"2014-06-24T19:48:54Z"
"2013-07-22T20:16:36Z"
NONE
null
keeping https://github.com/pydata/pandas/pull/3297 alive, which had the target PR branch wrong.
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3,644
BUG : Io sql one column (issue #3628)
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1
"2013-05-18T22:14:11Z"
"2014-06-12T07:39:51Z"
"2013-05-19T16:49:55Z"
CONTRIBUTOR
null
closes #3628 This should be the proper pull request to - TST test the problem, - BUG the problem of panda fail to write a single column of integer to sqlite Test successfully on Travis CI
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ENH: add Series.str iterator
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10
"2013-05-19T01:19:43Z"
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MEMBER
null
closes #3638.
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ENH: Allow flags in str.replace keywords
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1
"2013-05-19T04:18:48Z"
"2014-07-16T08:09:44Z"
"2013-05-19T21:13:54Z"
CONTRIBUTOR
null
Fix what appears to be an oversight.
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BUG: (GH3602) Concat to produce a non-unique columns when duplicates are across dtypes
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"2014-06-17T16:52:38Z"
"2013-05-19T15:12:02Z"
CONTRIBUTOR
null
closes #3602 DOC: added non-unique index issues to v0.11.1
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TST: fixup 32-bit failing tests
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CONTRIBUTOR
null
PTF
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ENH: Allow for custom variable/value column names when melt()'ing
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"2014-06-12T14:57:21Z"
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CONTRIBUTOR
null
ENH, CLN: When melt()'ing, allow for specification of custom variable and value names of the resulting DataFrame. Also fix indentation in melt() example to reflect actual output.
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API: remove Factor
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"2013-09-26T21:22:21Z"
"2013-09-26T21:22:21Z"
CONTRIBUTOR
null
see #3603 deprecated in 0.11.1
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HDF5 taking more space than CSV
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"2013-05-19T23:36:53Z"
"2013-05-21T12:11:06Z"
"2013-05-21T12:11:06Z"
CONTRIBUTOR
null
Consider the following example: ## Prepare the data: ``` import string import random import pandas as pd matrix = np.random.random((100, 3000)) my_cols = [random.choice(string.ascii_uppercase) for x in range(matrix.shape[1])] mydf = pd.DataFrame(matrix, columns=my_cols) mydf['something'] = 'hello_world' ``` ## Set highest compression possible for HDF5: ``` store = pd.HDFStore('myfile.h5',complevel=9, complib='bzip2') store['mydf'] = mydf store.close() ``` ## Save also to CSV: ``` mydf.to_csv('myfile.csv', sep=':') ``` The result is: - `myfile.h5` is 11 MB big - `myfile.csv` is 5.6 MB big I have tried with other compression methods and levels. Is this a bug? (I am using Pandas 0.11 and the latest stable version of HDF5 and Python). ## Summary I am surprised that even though: - The majority of the DataFrame (300K entries) is of type `float64`, - There are only 100 strings, and **all** of them hold the exact same value (`hello_world`) - I am using the highest possible compression scheme. the HDF5 takes _more_ space than the CSV file. Is this normal/expected? Note: I have posted this issue also in PyTables, since I don't know where exactly it fits: https://github.com/PyTables/PyTables/issues/257 Note: This issue is based on the following thread at StackOverflow: http://stackoverflow.com/questions/16639877/hdf5-taking-more-space-than-csv
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"2013-05-20T01:14:18Z"
"2014-07-16T08:09:51Z"
"2013-05-20T01:20:28Z"
CONTRIBUTOR
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PTF
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Vectorized localized to naive DatetimeIndex operation
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1
"2013-05-20T05:41:52Z"
"2015-01-09T10:10:50Z"
"2015-01-09T02:49:13Z"
MEMBER
null
per http://stackoverflow.com/questions/16628819/convert-pandas-timezone-aware-datetimeindex-to-naive-timestamp-but-in-certain-t Once localized, the underlying timestamps are in UTC and remain in UTC, to revert to naive / no-timezone format with UTC timestamps corresponding to the equivalent local time is not a straightforward op.
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3,654
TST: read_html tests failing when html5lib included on travis
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0
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"2013-05-21T13:43:38Z"
"2013-05-21T13:43:38Z"
CONTRIBUTOR
null
@cpcloud https://www.travis-ci.org/pydata/pandas/jobs/7320947 I don't think travis was actually testing html5lib stuff....(I just added it in) its taken out right now add in ci/install.sh (right after bs4)....and test
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TST: add html5lib to travis
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39
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MEMBER
null
closes #3654
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MDExOlB1bGxSZXF1ZXN0NTgxMDA3NQ==
3,656
DOC: add doc for reading from DataFrame.to_html
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38
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ENH: special case HTML repr behaviour on ipnb GH3573
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"2013-05-20T16:31:24Z"
"2014-06-12T18:10:10Z"
"2013-05-25T23:08:36Z"
NONE
null
#3573, and SO question mentioned in #3541
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Cannot create Series from dict with unorderable keys
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9
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"2014-05-29T06:53:23Z"
"2014-05-29T06:53:23Z"
NONE
null
It appears that it is not possible to create a Series from a dict whose keys are unorderable. `Series.__init__` unconditionally attempts to sort a dict that is passed as the data. This means that, for instance, you can't simply create a Series from a dict whose keys are complex numbers: `>>> pandas.Series({1j: 1, 2j: 2}) Traceback (most recent call last): File "<pyshell#33>", line 1, in <module> pandas.Series({1j: 1, 2j: 2}) File "c:\users\brenbarn\documents\python\extensions\pandas\pandas\core\series.py", line 444, in __new__ index = Index(sorted(data)) TypeError: no ordering relation is defined for complex numbers` It's possible to work around the problem by passing the dict values as the data and the keys as the index, but this is cumbersome. It would be nice to just have an argument to Series() that tells it not to try to sort the index.
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BUG: non unique indexing via loc broken
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0
"2013-05-20T19:16:07Z"
"2013-05-20T23:34:40Z"
"2013-05-20T23:34:40Z"
CONTRIBUTOR
null
This throws a weird error ``` df = DataFrame({'A' : [1,2,3,4], 'B' : [3, 4, 5, 6]}, index = [0,1,0,1]) df.loc[1:] ``` https://groups.google.com/forum/?fromgroups#!topic/pydata/zTm2No0crYs
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2
"2013-05-20T19:34:17Z"
"2013-05-30T01:13:00Z"
"2013-05-30T01:13:00Z"
CONTRIBUTOR
null
``` python import pandas as pd from numpy.random import rand idx = pd.date_range(start='5/20/2013', end='5/21/2013') df = pd.DataFrame({k:(100*rand(len(idx))).astype('int') for k in ['6', '36']}, index=idx) ``` everything looks fine: ``` python >>> df 36 6 2013-05-20 58 23 2013-05-21 68 31 ``` and even this works: ``` python >>> df['6'] 2013-05-20 23 2013-05-21 31 Freq: D, Name: 6, dtype: int32 ``` but this is one fails: ``` python >>> df['36'] Empty DataFrame Columns: [36, 6] Index: [] ``` it seems to me the problem comes from a 'DatetimeIndex', because this works fine: ``` python >>> df.index = [d.date() for d in df.index] >>> df['36'] 2013-05-20 58 2013-05-21 68 Name: 36, dtype: int32 ```
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BUG: Non-unique indexing via loc and friends fixed when slicing (GH3659_)
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"2013-05-20T19:44:44Z"
"2014-06-20T10:08:11Z"
"2013-05-20T23:34:40Z"
CONTRIBUTOR
null
closes #3659 This is if you try a non_monotonic selection on a non_unique index (a mouthful)! The reason is we cannot determinate a proper start/end point on what to include ``` In [11]: df = DataFrame({'A' : [1,2,3,4,5,6], 'B' : [3,4,5,6,7,8]}, index = [0,1,0,1,2,3]) In [18]: df Out[18]: A B 0 1 3 1 2 4 0 3 5 1 4 6 2 5 7 3 6 8 In [12]: df.loc[1:] KeyError: 'cannot perform a slice operation on a non-unique non-monotonic index' ``` On a non_unique, but monotonic index, however, slicing works normally (notice, since we are using loc, that both endpoints ARE included) ``` In [13]: df = DataFrame({'A' : [1,2,3,4,5,6], 'B' : [3,4,5,6,7,8]}, index = [0,1,0,1,2,3]).sort(axis=0) In [14]: df Out[14]: A B 0 1 3 0 3 5 1 2 4 1 4 6 2 5 7 3 6 8 In [15]: df.loc[1:] Out[15]: A B 1 2 4 1 4 6 2 5 7 3 6 8 In [16]: df.loc[1:2] Out[16]: A B 1 2 4 1 4 6 2 5 7 ```
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Merge on single level of MultiIndex
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"2013-05-20T22:16:27Z"
"2014-06-12T13:47:33Z"
"2014-02-15T22:08:44Z"
CONTRIBUTOR
null
I don't think we can do this now, but it potentially sounds useful... http://stackoverflow.com/questions/16650945/merge-on-single-level-of-multiindex https://groups.google.com/forum/#!topic/pydata/LBSFq6of8ao Example: ``` In [10]: df = pd.DataFrame(randn(10,5)) In [11]: df1 = df[range(0, 3)].set_index([0, 2]) In [12]: df2 = df[range(2, 5)].set_index([2, 4]) ``` join/merge on 2.
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Rework display logic again.
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"2014-06-22T03:00:30Z"
"2013-05-25T23:08:36Z"
NONE
null
v0.11.0 introduced last-minute changes to the way the dataframe display logic works, and they haven't proven themselves. The churn is unforunate, but if it's broken, fix it. `height` is deprecated. max_rows solely determines the amount of rows displayed. rebased on top of #3657. Merging the previous PR and subsequent last minute fixes so close to the release contributed to the problems only being discovered after the release. So please test and report if this works for you, in terminal, qtconsole or notebook, since the 0.11.1 release is so close. cc @hayd , @lodagro ,@jreback
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"2013-05-21T01:24:17Z"
"2014-07-04T15:32:41Z"
"2013-05-21T02:51:26Z"
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closes #3658
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3,665
CLN: pandas stata reader should clean up after itself
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ENH: Allow fetching stock dividend and split info from yahoo
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Usage: ``` python from pandas.io.data import DataReader ``` Requesting dividends and splits but only dividends available ``` python DataReader('CAT', 'yahoo', '12/31/04', '1/18/05', dividends=True, splits=True) Dividends Date 2005-01-18.0 0.205 ``` Requesting dividends and splits but only splits available ``` python DataReader('CAT', 'yahoo', '7/14/05', '7/15/05', dividends=True, splits=True) Splits Date 2005-07-14 2:1 ``` Requesting dividends and splits and both are available ``` python DataReader('CAT', 'yahoo', '7/1/05', '8/1/05', dividends=True, splits=True) Dividends Splits Date 2005-07-14 NaN 2:1 2005-07-20 0.250000 NaN ``` Requesting multiple dividends and splits ``` python DataReader('CAT', 'yahoo', '7/14/97', '7/15/05', dividends=True, splits=True) Dividends Splits Date 1997-07-14 NaN 2:1 1997-07-17 0.125000 NaN 1997-10-16 0.125000 NaN 1998-01-15 0.125000 NaN 1998-04-16 0.125000 NaN 1998-07-16 0.150000 NaN 1998-10-22 0.150000 NaN 1999-01-15 0.150000 NaN 1999-04-22 0.150000 NaN 1999-07-16 0.162500 NaN 1999-10-21 0.162500 NaN 2000-01-18 0.162500 NaN 2000-04-19 0.162500 NaN 2000-07-18 0.170000 NaN 2000-10-18 0.170000 NaN 2001-01-18 0.170000 NaN 2001-04-19 0.170000 NaN 2001-07-18 0.175000 NaN 2001-10-18 0.175000 NaN 2002-01-17 0.175000 NaN 2002-04-18 0.175000 NaN 2002-07-18 0.175000 NaN 2002-10-17 0.175000 NaN 2003-01-16 0.175000 NaN 2003-04-16 0.175000 NaN 2003-07-17 0.175000 NaN 2003-10-16 0.185000 NaN 2004-01-15 0.185000 NaN 2004-04-22 0.185000 NaN 2004-07-16 0.205000 NaN 2004-10-21 0.205000 NaN 2005-01-18 0.205000 NaN 2005-04-21 0.205000 NaN 2005-07-14 NaN 2:1 ``` Requesting dividends or splits and neither are available ``` python DataReader('CAT', 'yahoo', '7/21/05', '7/22/05', dividends=True) DataReader('CAT', 'yahoo', '7/21/05', '7/22/05', splits=True) Empty DataFrame ``` Requesting dividends and only dividends are available ``` python DataReader('CAT', 'yahoo', '12/31/04', '1/18/05', dividends=True) Dividends 2005-01-18 0.205 ``` Requesting dividends and both dividends and splits are available ``` python DataReader('CAT', 'yahoo', '7/1/05', '8/01/05', dividends=True) Dividends 2005-07-20 0.25 ``` Requesting dividends and only splits are available ``` python DataReader('CAT', 'yahoo', '7/14/05', '7/15/05', dividends=True) Empty DataFrame ``` Requesting multiple dividends ``` python DataReader('CAT', 'yahoo', '7/20/05', '9/21/06', dividends=True) Dividends 2005-07-20 0.25 2005-10-20 0.25 2006-01-18 0.25 2006-04-20 0.25 2006-07-18 0.30 ``` Requesting splits and only splits are available ``` python DataReader('CAT', 'yahoo', '7/14/05', '7/15/05', splits=True) Splits Date 2005-07-14 2:1 ``` Requesting splits and both dividends and splits are available ``` python DataReader('CAT', 'yahoo', '7/1/05', '8/01/05', splits=True) Splits Date 2005-07-14 2:1 ``` Requesting splits and only dividends are available ``` python DataReader('CAT', 'yahoo', '12/31/04', '1/18/05', splits=True) Empty DataFrame ``` Requesting multiple splits ``` python DataReader('CAT', 'yahoo', '7/14/70', '7/15/05', splits=True) Splits Date 1994-09-06 2:1 1997-07-14 2:1 2005-07-14 2:1 ```
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"2013-05-21T13:13:27Z"
"2013-05-30T18:12:03Z"
"2013-05-30T18:12:03Z"
CONTRIBUTOR
null
https://github.com/pydata/pandas/pull/3663 maybe allow these: `pd.set_option(pat,val,pat,val`
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BUG: fancy setitem on a mixed-frame with a series fails
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"2013-06-12T17:55:10Z"
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CONTRIBUTOR
null
``` In [35]: df = pandas.DataFrame({'x':range(10), 'y':range(10,20),'z' : 'bar'}) In [36]: df.ix[df.x % 2 == 0, 'y'] = df.ix[df.x % 2 == 0, 'y'].values * 100 In [37]: df Out[37]: x y z 0 0 1000 bar 1 1 11 bar 2 2 1000 bar 3 3 13 bar 4 4 1000 bar 5 5 15 bar 6 6 1000 bar 7 7 17 bar 8 8 1000 bar 9 9 19 bar ```
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3,669
string to date format ignored on apply
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7
"2013-05-21T14:56:48Z"
"2013-07-08T09:27:57Z"
"2013-07-06T21:16:06Z"
CONTRIBUTOR
null
_From the [So question](http://stackoverflow.com/questions/16672237/specifying-date-format-when-converting-with-pandas-to-datetime)._ I think apply be passing on the format keyword argument: ``` In [1]: s = pd.Series(['12/1/2012', '30/01/2012']) In [2]: s.apply(pd.to_datetime, format='%d/%m/%Y') Out[2]: 0 2012-12-01 00:00:00 1 2012-01-30 00:00:00 dtype: datetime64[ns] In [3]: pd.to_datetime(s, format='%d/%m/%Y') Out[3]: 0 2012-01-12 00:00:00 1 2012-01-30 00:00:00 dtype: datetime64[ns] ```
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BUG: Fix alignment issue when setitem in a mixed-DataFrame with a Series (GH3668)
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"2013-05-21T16:14:14Z"
"2014-06-23T10:57:56Z"
"2013-05-21T17:37:31Z"
CONTRIBUTOR
null
closes #3668
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BUG: convert_objects with convert_dates=coerce was parsing `a` into a date
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0
"2013-05-21T17:41:33Z"
"2014-07-09T17:58:31Z"
"2013-05-21T19:04:01Z"
CONTRIBUTOR
null
this is a 'bug' in dateutil: `a,t,m,p` are the offenders ``` In [1]: import dateutil In [2]: dateutil.parser.parse('a') Out[2]: datetime.datetime(2013, 5, 21, 0, 0) ```
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DOC: examples of how to do things with pd.set_option('display.*') in various cases
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"2014-03-11T01:41:23Z"
"2014-03-11T01:41:23Z"
CONTRIBUTOR
null
see #3663 examples: limit the max_columns, rows (just set `max_rows or max_columns`) but allow a certain number to be shown expaneded (need `expand_frame_repr = False`) setting line width to interact with the above
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scatter_matrix bug
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"2014-07-16T08:10:09Z"
"2013-06-03T01:18:28Z"
CONTRIBUTOR
null
Currently scatter_matrix passes all unmatched keyword arguments to both scatter and line subplots (off-diagonal plots are scatter, diagonal plots are discrete or continuous histograms). I needed to color the points on the scatter plots but could not pass a "c" argument or pandas would try to pass the "c" argument to the line plots and barf. This change scratches my itch and doesn't break backward compatibility.
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series.interpolate() corner cases
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4
"2013-05-21T19:40:29Z"
"2013-06-13T18:43:02Z"
"2013-06-13T18:42:47Z"
CONTRIBUTOR
null
from the [pydata mailing list](https://groups.google.com/forum/?fromgroups#!topic/pydata/40-Yj9R0LJ4) I've been using Series.interpolate(), and have noticed that, while it leaves NaN entries alone if they precede a non-null value, it blows up if there are no non-null entries. Wouldn't it make more sense just to leave completely null series alone (so the user doesn't have to manually check for this case)? Here's an example: 1) This one works: ``` python S1 = Series([np.nan, 2.0]) print S1.interpolate() ------- 0 NaN 1 2 dtype: float64 ``` 2) This one blows up: ``` python S2 = Series([np.nan, np.nan]) print S2.interpolate() ValueError Traceback (most recent call last) <ipython-input-49-620b22122e43> in <module>() 3 4 S2 = Series([np.nan, np.nan]) ----> 5 print S2.interpolate() /RHS/packages/anaconda/pandas/pandas/core/series.pyc in interpolate(self, method) 3191 result = values.copy() 3192 result[firstIndex:][invalid] = np.interp(inds[invalid], inds[valid], -> 3193 values[firstIndex:][valid]) 3194 3195 return Series(result, index=self.index, name=self.name) /Users/stanton/anaconda/lib/python2.7/site-packages/numpy/lib/function_base .pyc in interp(x, xp, fp, left, right) 1067 return compiled_interp([x], xp, fp, left, right).item() 1068 else: -> 1069 return compiled_interp(x, xp, fp, left, right) 1070 1071 ValueError: array of sample points is empty ``` 3) empty series (not mentioned in the original post) ``` python In [38]: pd.Series([]).interpolate() --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-38-012633a78523> in <module>() ----> 1 pd.Series([]).interpolate() .../pandas/core/series.pyc in interpolate(self, method) 3184 valid = -invalid 3185 -> 3186 firstIndex = valid.argmax() 3187 valid = valid[firstIndex:] 3188 invalid = invalid[firstIndex:] ValueError: attempt to get argmax/argmin of an empty sequence ```
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MEMBER
null
closes #3582.
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API: DataFrame.interpolate will be deprecated in v0.13
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"2013-09-10T11:51:05Z"
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MEMBER
null
see #3582 and #3675. Use `DataFrame.fillna()` and `DataFrame.replace()` instead.
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ENH: enhance set_option syntax
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closes #3667.
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"2014-08-19T13:58:05Z"
"2014-08-19T13:58:05Z"
CONTRIBUTOR
null
Not sure how to handle this yet. It looks like NaNs do not become a level. Should they? Maybe so. Also describe fails if NaNs are present. ``` pandas.Categorical([np.nan, np.nan, 1, 1, 1, 2, 3, 4, 5, 5, 4, 3, 3]).describe() ```
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BUG: cannot insert/delete to non-unique columns
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CONTRIBUTOR
null
This currently breaks ``` In [1]: df = DataFrame([[1,1,1,5],[1,1,2,5],[2,1,3,5]],columns=['foo','bar','foo','hello']) In [2]: df['string'] = 'bar' In [3]: df IndexError: ('index out of bounds', u'occurred at index hello') ```
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"2013-06-06T21:06:26Z"
CONTRIBUTOR
null
closes #919 I have been using Wes' workaround (see #919) for filtering groups. Finally, for brevity's sake, I wrote a real filter method. In the one simple case I checked, it performs faster than the workaround. On a small (~10) Series: ``` In [7]: %timeit grouped.filter(lambda x: x.mean() > 10) # my method 1000 loops, best of 3: 346 us per loop In [8]: %timeit grouped.obj[grouped.transform(lambda x: x.mean() > 10)] # workaround 1000 loops, best of 3: 462 us per loop ``` On a large (1000000) Series: ``` In [18]: %timeit grouped.filter(lambda x: x.mean() > 0) # my method 1 loops, best of 3: 213 ms per loop In [19]: %timeit grouped.obj[grouped.transform(lambda x: x.mean() > 0)] 1 loops, best of 3: 696 ms per loop ``` This PR only handles Series, and I included one simple test. If I am on the right track, I'll write one for DataFrames also and write additional tests. If this is a job for Cython, I'm out of my depth, but I think numpy is sufficient. Does this look OK?
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10
"2013-05-22T03:00:05Z"
"2014-05-29T06:58:24Z"
"2014-05-29T06:58:24Z"
NONE
null
I'm having an issue with undefined symbols to_boolean and to_double. I have tried a few different things, but with no success. This build is in a cluster environment and the following packages have been built from source previous before attempting the pandas build: Python 2.7.3 NumPy 1.7.0 SciPy 0.12.0 beta1 mpi4py 1.3 matplotlib 1.2.1 ipython 0.13.1 I suppose the SciPy package could be the issue. I will upgrade and try again. I think the issue may be more with using the Intel compilers and not the GNU compilers perhaps. The rest of the packages work well. If anybody has had issues similar, I'd be curious on your input / suggestions. Thanks!
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0
"2013-05-22T14:02:09Z"
"2013-07-25T16:46:59Z"
"2013-05-30T00:46:35Z"
NONE
null
``` python a = np.array([(1, 2)], dtype=[('id', np.int64), ('value', np.int64)]) df = pd.DataFrame.from_records(a, index='id') # ok b = np.array([], dtype=[('id', np.int64), ('value', np.int64)]) df = pd.DataFrame.from_records(b, index='id') # KeyError: 'id' ``` The cause is _to_arrays checks for empty data before understanding that ndarray was passed.
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6
"2013-05-22T14:44:07Z"
"2014-06-12T20:29:27Z"
"2013-05-30T00:48:23Z"
CONTRIBUTOR
null
closes #3679, #3687 Here's example of various operations ``` In [3]: df = DataFrame([[1,1,1,5],[1,1,2,5],[2,1,3,5]], columns=['foo','bar','foo','hello']) In [27]: df.columns.is_unique Out[27]: False In [4]: # insert In [5]: df['string'] = 'bah' In [6]: df Out[6]: foo bar foo hello string 0 1 1 1 5 bah 1 1 1 2 5 bah 2 2 1 3 5 bah In [7]: # insert same dtype In [8]: df['foo2'] = 3 In [9]: df Out[9]: foo bar foo hello string foo2 0 1 1 1 5 bah 3 1 1 1 2 5 bah 3 2 2 1 3 5 bah 3 In [10]: # delete (non dup) In [11]: del df['bar'] In [12]: df Out[12]: foo foo hello string foo2 0 1 1 5 bah 3 1 1 2 5 bah 3 2 2 3 5 bah 3 In [13]: # try to delete again (its not consolidated) In [14]: del df['hello'] In [15]: df Out[15]: foo foo string foo2 0 1 1 bah 3 1 1 2 bah 3 2 2 3 bah 3 In [16]: # insert In [17]: df.insert(2,'new_col',5.) In [18]: df Out[18]: foo foo new_col string foo2 0 1 1 5 bah 3 1 1 2 5 bah 3 2 2 3 5 bah 3 ``` This is the current default behavior now ``` In [19]: # insert a dup In [20]: df.insert(2,'new_col',4.) Exception: cannot insert new_col, already exists In [21]: # insert a dup In [22]: df.insert(2,'new_col',4.,allow_duplicates=True) In [23]: df Out[23]: foo foo new_col new_col string foo2 0 1 1 4 5 bah 3 1 1 2 4 5 bah 3 2 2 3 4 5 bah 3 ``` ``` In [24]: # delete (dup) In [25]: del df['foo'] In [26]: df Out[26]: new_col new_col string foo2 0 4 5 bah 3 1 4 5 bah 3 2 4 5 bah 3 ``` Don't try this at home 1) duplicates across dtypes 2) assigning those duplicates ``` In [5]: df = DataFrame([[1,1,1.,5],[1,1,2.,5],[2,1,3.,5]],columns=['foo','bar','foo','hello']) In [6]: df.dtypes Out[6]: foo int64 bar int64 foo float64 hello int64 dtype: object In [7]: df['foo'] = 'string' In [8]: df Out[8]: foo bar foo hello 0 string 1 string 5 1 string 1 string 5 2 string 1 string 5 ```
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PERF: use statsmodels kde rather than scipy kde in plotting
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3
"2013-05-22T16:26:29Z"
"2013-09-22T01:09:34Z"
"2013-09-22T01:09:34Z"
CONTRIBUTOR
null
pandas already uses statsmodels for various stat functions, this seems natural (and can always fall back to the currernt method of statsmodels is not available) https://groups.google.com/forum/?fromgroups#!topic/pydata/sQVPKD1RTrs
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6
"2013-05-22T17:52:46Z"
"2015-01-26T01:00:49Z"
"2015-01-26T01:00:49Z"
CONTRIBUTOR
null
Carrying over from [SO comments](http://stackoverflow.com/questions/16697869/getting-specific-median-from-data/16698053?noredirect=1#comment24034122_16698053) Is it worth adding kwargs `start` and `stop` to enable this succinct usage? ``` df.resample('D', how='range', start=0, stop=3) ```
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dataframe.drop(col,axis=1) does not drop column from column.levels in multiindex dataframe
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8
"2013-05-22T19:17:24Z"
"2019-10-18T17:03:48Z"
"2014-02-26T22:34:07Z"
NONE
null
I have a multiindex dataframe from which I am dropping columns using df.drop(col,axis=1). Then, I am looking through column.levels[0] and doing some operations on all the columns. However, when I try to do this, pandas looks for the removed column since it is not removed from column.levels. Is this a bug? Is there a WAR? Here is the df I am working with: ``` ^GSPC PF Adj Close Adj Close Date 2013-04-22 1562.50 4023.45 2013-04-23 1578.78 4099.20 2013-04-24 1578.79 4094.70 2013-04-25 1585.16 4124.25 2013-04-26 1582.24 4211.65 2013-04-29 1593.61 4340.75 2013-04-30 1597.57 4467.55 2013-05-01 1582.70 4432.25 2013-05-02 1597.59 4494.95 2013-05-03 1614.42 4539.55 2013-05-06 1617.50 4645.95 2013-05-07 1625.96 4624.65 2013-05-08 1632.69 4677.40 2013-05-09 1626.67 4637.25 2013-05-10 1633.70 4602.40 2013-05-13 1633.77 4618.60 2013-05-14 1650.34 4510.85 2013-05-15 1658.78 4362.00 2013-05-16 1650.47 4418.95 2013-05-17 1667.47 4406.95 2013-05-20 1666.29 4503.50 2013-05-21 1669.16 4471.20 ``` Here is how I am dropping the columns: ``` python data = data.drop(stock.ticker,axis=1,level=0) ``` Here is where the issue is: ``` python print data.columns MultiIndex [(^GSPC, Adj Close), (PF, Adj Close)] print data.columns.labels [array([2, 3]), array([0, 0])] print data.columns.levels [Index([nvda, aapl, ^GSPC, PF], dtype=object), Index([Adj Close], dtype=object)] ``` Method used to generate DF as requested in the comment: tickers is a list of stock ticker strings. stock is an object that has a ticker property among others. portfolio is an object that is a collection of stocks. ``` data = getdata.get_history(tickers,dt.today()-relativedelta(months=months)) data = data.drop(['Open','High','Low','Close','Volume'],axis=1) data = data.unstack(0).swaplevel(0,1,axis=1).sortlevel(0,axis=1) data['PF','Adj Close'] = np.zeros(len(data)) for stock in portfolio.getStocksInPortfolio(): data['PF','Adj Close'] += data[stock.ticker,'Adj Close'] * stock.getSharesOwned() data = data.drop(stock.ticker,axis=1,level=0) ```
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Dataframe non unique column renaming
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3
"2013-05-23T11:10:38Z"
"2013-05-30T00:48:55Z"
"2013-05-30T00:48:55Z"
CONTRIBUTOR
null
If you try and change the column names of a DataFrame with non-unique column names, it seems to throw and error (11.0 and dev). ``` In [1]: df = pd.DataFrame(np.random.randn(3, 2), columns=['A', 'A']) In [2]: df.columns = range(2) --------------------------------------------------------------------------- Exception Traceback (most recent call last) <ipython-input-2-454b6d12f4bf> in <module>() ----> 1 df.columns = range(2) /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/frame.pyc in __setattr__(self, name, value) 2016 existing = getattr(self, name) 2017 if isinstance(existing, Index): -> 2018 super(DataFrame, self).__setattr__(name, value) 2019 elif name in self.columns: 2020 self[name] = value /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/lib.so in pandas.lib.AxisProperty.__set__ (pandas/lib.c:28448)() /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/generic.pyc in _set_axis(self, axis, labels) 557 558 def _set_axis(self, axis, labels): --> 559 self._data.set_axis(axis, labels) 560 self._clear_item_cache() 561 /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/internals.pyc in set_axis(self, axis, value) 920 if axis == 0: 921 for block in self.blocks: --> 922 block.set_ref_items(self.items, maybe_rename=True) 923 924 # make items read only for now /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/internals.pyc in set_ref_items(self, ref_items, maybe_rename) 72 raise AssertionError('block ref_items must be an Index') 73 if maybe_rename: ---> 74 self.items = ref_items.take(self.ref_locs) 75 self.ref_items = ref_items 76 /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/internals.pyc in ref_locs(self) 57 def ref_locs(self): 58 if self._ref_locs is None: ---> 59 indexer = self.ref_items.get_indexer(self.items) 60 indexer = com._ensure_platform_int(indexer) 61 if (indexer == -1).any(): /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/index.pyc in get_indexer(self, target, method, limit) 847 848 if not self.is_unique: --> 849 raise Exception('Reindexing only valid with uniquely valued Index ' 850 'objects') 851 Exception: Reindexing only valid with uniquely valued Index objects ``` The similar behaviour (with index) doesn't. _From this [SO question](http://stackoverflow.com/questions/16711716/rename-pandas-columns-with-datetime-objects)._ What makes this problem a little more annoying is that once you've seen this error you can no longer use `df` (!): ``` In [5]: df Out[5]: --------------------------------------------------------------------------- TypeError Traceback (most recent call last) <ipython-input-5-7ed0097d7e9e> in <module>() ----> 1 df /Library/Python/2.7/site-packages/IPython/core/displayhook.pyc in __call__(self, result) 236 self.start_displayhook() 237 self.write_output_prompt() --> 238 format_dict = self.compute_format_data(result) 239 self.write_format_data(format_dict) 240 self.update_user_ns(result) /Library/Python/2.7/site-packages/IPython/core/displayhook.pyc in compute_format_data(self, result) 148 MIME type representation of the object. 149 """ --> 150 return self.shell.display_formatter.format(result) 151 152 def write_format_data(self, format_dict): /Library/Python/2.7/site-packages/IPython/core/formatters.pyc in format(self, obj, include, exclude) 124 continue 125 try: --> 126 data = formatter(obj) 127 except: 128 # FIXME: log the exception /Library/Python/2.7/site-packages/IPython/core/formatters.pyc in __call__(self, obj) 445 type_pprinters=self.type_printers, 446 deferred_pprinters=self.deferred_printers) --> 447 printer.pretty(obj) 448 printer.flush() 449 return stream.getvalue() /Library/Python/2.7/site-packages/IPython/lib/pretty.pyc in pretty(self, obj) 358 if callable(meth): 359 return meth(obj, self, cycle) --> 360 return _default_pprint(obj, self, cycle) 361 finally: 362 self.end_group() /Library/Python/2.7/site-packages/IPython/lib/pretty.pyc in _default_pprint(obj, p, cycle) 478 if getattr(klass, '__repr__', None) not in _baseclass_reprs: 479 # A user-provided repr. --> 480 p.text(repr(obj)) 481 return 482 p.begin_group(1, '<') /Users/234BroadWalk/pandas/pandas/core/frame.pyc in __repr__(self) 725 Yields Bytestring in Py2, Unicode String in py3. 726 """ --> 727 return str(self) 728 729 def _repr_html_(self): /Users/234BroadWalk/pandas/pandas/core/frame.pyc in __str__(self) 668 if py3compat.PY3: 669 return self.__unicode__() --> 670 return self.__bytes__() 671 672 def __bytes__(self): /Users/234BroadWalk/pandas/pandas/core/frame.pyc in __bytes__(self) 678 """ 679 encoding = com.get_option("display.encoding") --> 680 return self.__unicode__().encode(encoding, 'replace') 681 682 def __unicode__(self): /Users/234BroadWalk/pandas/pandas/core/frame.pyc in __unicode__(self) 693 # This needs to compute the entire repr 694 # so don't do it unless rownum is bounded --> 695 fits_horizontal = self._repr_fits_horizontal_() 696 697 if fits_vertical and fits_horizontal: /Users/234BroadWalk/pandas/pandas/core/frame.pyc in _repr_fits_horizontal_(self) 653 d=d.iloc[:min(max_rows, height,len(d))] 654 --> 655 d.to_string(buf=buf) 656 value = buf.getvalue() 657 repr_width = max([len(l) for l in value.split('\n')]) /Users/234BroadWalk/pandas/pandas/core/frame.pyc in to_string(self, buf, columns, col_space, colSpace, header, index, na_rep, formatters, float_format, sparsify, nanRep, index_names, justify, force_unicode, line_width) 1542 header=header, index=index, 1543 line_width=line_width) -> 1544 formatter.to_string() 1545 1546 if buf is None: /Users/234BroadWalk/pandas/pandas/core/format.pyc in to_string(self, force_unicode) 292 text = info_line 293 else: --> 294 strcols = self._to_str_columns() 295 if self.line_width is None: 296 text = adjoin(1, *strcols) /Users/234BroadWalk/pandas/pandas/core/format.pyc in _to_str_columns(self) 245 for i, c in enumerate(self.columns): 246 if self.header: --> 247 fmt_values = self._format_col(i) 248 cheader = str_columns[i] 249 /Users/234BroadWalk/pandas/pandas/core/format.pyc in _format_col(self, i) 383 def _format_col(self, i): 384 formatter = self._get_formatter(i) --> 385 return format_array(self.frame.icol(i).values, formatter, 386 float_format=self.float_format, 387 na_rep=self.na_rep, /Users/234BroadWalk/pandas/pandas/core/frame.pyc in icol(self, i) 1911 1912 def icol(self, i): -> 1913 return self._ixs(i,axis=1) 1914 1915 def _ixs(self, i, axis=0, copy=False): /Users/234BroadWalk/pandas/pandas/core/frame.pyc in _ixs(self, i, axis, copy) 1961 return self.take(i, axis=1, convert=True) 1962 -> 1963 values = self._data.iget(i) 1964 return self._col_klass.from_array(values, index=self.index, 1965 name=label) /Users/234BroadWalk/pandas/pandas/core/internals.pyc in iget(self, i) 1649 item = self.items[i] 1650 if self.items.is_unique: -> 1651 return self.get(item) 1652 1653 # compute the duplicative indexer if needed /Users/234BroadWalk/pandas/pandas/core/internals.pyc in get(self, item) 1643 1644 def get(self, item): -> 1645 _, block = self._find_block(item) 1646 return block.get(item) 1647 TypeError: 'NoneType' object is not iterable ```
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MDU6SXNzdWUxNDY3MTQ3OQ==
3,688
Groupby aggregations could ignore non-numeric columns when axis=1
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5
"2013-05-23T12:29:21Z"
"2021-10-29T01:57:34Z"
null
CONTRIBUTOR
null
Perhaps the following [groupby aggregation](http://pandas.pydata.org/pandas-docs/dev/groupby.html#cython-optimized-aggregation-functions) should work only the numeric columns, as they would when using the dataframe: ``` In [1]: df = pd.DataFrame({'bar': {0: 1, 1: 1, 2: 1}, 'foo': {0: 0, 1: 1, 2: 2}, 'foo1': {0: 1, 1: 2, 2: 3}, 'hello': {0: 'a', 1: 'a', 2: 'a'}}, columns=['bar', 'foo', 'foo', 'hello']) In [2]: df Out[2]: bar foo foo hello 0 1 0 1 a 1 1 1 2 a 2 1 2 3 a In [3]: df.mean() # hello is ignored Out[13]: bar 1 foo 1 foo 2 dtype: float64 In [4]: df.groupby(level=0, axis=1).mean() --------------------------------------------------------------------------- DataError Traceback (most recent call last) <ipython-input-4-7c2612a8fbda> in <module>() ----> 1 df.groupby(level=0, axis=1).mean() /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/groupby.pyc in mean(self) 351 """ 352 try: --> 353 return self._cython_agg_general('mean') 354 except GroupByError: 355 raise /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/groupby.pyc in _cython_agg_general(self, how, numeric_only) 1569 1570 def _cython_agg_general(self, how, numeric_only=True): -> 1571 new_blocks = self._cython_agg_blocks(how, numeric_only=numeric_only) 1572 return self._wrap_agged_blocks(new_blocks) 1573 /Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/pandas/core/groupby.pyc in _cython_agg_blocks(self, how, numeric_only) 1616 1617 if len(new_blocks) == 0: -> 1618 raise DataError('No numeric types to aggregate') 1619 1620 return new_blocks DataError: No numeric types to aggregate ``` _From this [SO question](http://stackoverflow.com/questions/16678551/pandas-create-new-dataframe-that-averages-duplicates-from-another-dataframe), where I gave very hacky workaround._ cc #3683 @jreback was this the question you were talking about? This ones related but in the sense of coming up against non unique problems... Thought I should mention it here anyway.
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3,689
mean over axis=1 in not-completely-numeric frame returns all nans
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12
"2013-05-23T16:47:40Z"
"2021-04-11T02:04:08Z"
null
MEMBER
null
DataFrame from #3688. This might be related to that: ``` python df = pd.DataFrame({'bar': {0: 1, 1: 1, 2: 1}, 'foo': {0: 0, 1: 1, 2: 2}, 'foo1': {0: 1, 1: 2, 2: 3}, 'hello': {0: 'a', 1: 'a', 2: 'a'}}, columns=['bar', 'foo', 'foo', 'hello']) print df.T.sum(1) == df.sum() # fine. + is str cat print df.T.mean(1).isnull().all() # prints True ``` I think non numeric should be dropped...
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14,716,764
MDU6SXNzdWUxNDcxNjc2NA==
3,690
Problem using panel.to_frame() conversion
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"2013-05-24T10:59:03Z"
"2014-07-30T13:54:09Z"
"2013-05-25T09:22:30Z"
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Hi, Basically I wanted to kind of replicate the example given in the doc about to_frame() with data that I have. In the doc: panel = Panel(np.random.randn(3, 5, 4), items=['one', 'two', 'three'], major_axis=date_range('1/1/2000', periods=5), minor_axis=['a', 'b', 'c', 'd']) gives: <class 'pandas.core.panel.Panel'> Dimensions: 3 (items) x 5 (major_axis) x 4 (minor_axis) Items axis: one to three Major_axis axis: 2000-01-01 00:00:00 to 2000-01-05 00:00:00 Minor_axis axis: a to d then if you use panel.to_frame().index() you will of course get: MultiIndex [(2000-01-01 00:00:00, a), (2000-01-01 00:00:00, b), (2000-01-01 00:00:00, c), (2000-01-01 00:00:00, d), (2000-01-02 00:00:00, a), (2000-01-02 00:00:00, b), (2000-01-02 00:00:00, c), (2000-01-02 00:00:00, d), (2000-01-03 00:00:00, a), (2000-01-03 00:00:00, b), (2000-01-03 00:00:00, c), (2000-01-03 00:00:00, d), (2000-01-04 00:00:00, a), (2000-01-04 00:00:00, b), (2000-01-04 00:00:00, c), (2000-01-04 00:00:00, d), (2000-01-05 00:00:00, a), (2000-01-05 00:00:00, b), (2000-01-05 00:00:00, c), (2000-01-05 00:00:00, d)] I do the same with my panel data (basically I have 254 daily prices/brand (there are brand changes) at 9995 gas stations: pd_panel_data_master <class 'pandas.core.panel.Panel'> Dimensions: 9995 (items) x 254 (major_axis) x 2 (minor_axis) Items axis: 10000001 to 9700001 Major_axis axis: 20110904 to 20120514 Minor_axis axis: brand to price then I use: pd_panel_data_master.to_frame().index MultiIndex [(20110904, brand), (20110905, brand), (20110906, brand), (20110907, brand), (20110908, brand), (20110909, brand), (20110910, brand), (20110911, brand), (20110912, brand), (20110913, brand), (20110914, brand), (20110915, brand), (20110916, brand), (20110917, brand), (20110918, brand), (20110919, brand), (20110920, brand), (20110921, brand), (20110922, brand), (20110923, brand), (20110924, brand), (20110925, brand), (20110926, brand), (20110927, brand), (20110928, brand), (20110929, brand), (20110930, brand), (20111001, brand), (20111002, brand), (20111003, brand), (20111004, brand), (20111005, brand), (20111006, brand), (20111007, brand), (20111008, brand), (20111009, brand), (20111010, brand), (20111011, brand), (20111012, brand), (20111013, brand), (20111014, brand), (20111015, brand), (20111016, brand), (20111017, brand), (20111018, brand), (20111019, brand), (20111020, brand), (20111021, brand), (20111022, brand), (20111023, brand), (20120326, brand), (20120327, brand), (20120328, brand), (20120329, brand), (20120330, brand), (20120331, brand), (20120401, brand), (20120402, brand), (20120403, brand), (20120404, brand), (20120405, brand), (20120406, brand), (20120407, brand), (20120408, brand), (20120409, brand), (20120410, brand), (20120411, brand), (20120412, brand), (20120413, brand), (20120414, brand), (20120415, brand), (20120416, brand), (20120417, brand), (20120418, brand), (20120419, brand), (20120420, brand), (20120421, brand), (20120422, brand), (20120423, brand), (20120424, brand), (20120425, brand), (20120426, brand), (20120427, brand), (20120428, brand), (20120429, brand), (20120430, brand), (20120501, brand), (20120502, brand), (20120503, brand), (20120504, brand), (20120505, brand), (20120506, brand), (20120507, brand), (20120508, brand), (20120509, brand), (20120510, brand), (20120511, brand), (20120512, brand), (20120513, brand), (20120514, brand)] I don't get the (date, price) indexes... for the record, multi index object obtained is: <class 'pandas.core.frame.DataFrame'> MultiIndex: 254 entries, (20110904, brand) to (20120514, brand) Columns: 9995 entries, 10000001 to 9700001 dtypes: object(9995) Am I missing something here, or is there a real issue? Cheers, Etienne PS: I upgraded to 0.11.0 version right after posting (:x) but the issue remains essentially the same (though the form of the output slightly changes)
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14,734,635
MDU6SXNzdWUxNDczNDYzNQ==
3,691
Implement __nonzero__
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4
"2013-05-24T16:59:20Z"
"2013-06-25T18:38:49Z"
"2013-05-30T16:45:00Z"
NONE
null
It would be nice if dataframe instances implemented `__nonzero__` so you could test if a dataframe is empty or not as if it were a boolean.
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14,743,580
MDU6SXNzdWUxNDc0MzU4MA==
3,692
Problem with pip install on OSX
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"2013-05-24T20:34:51Z"
"2013-06-04T20:29:11Z"
"2013-06-04T20:29:11Z"
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With Python 2.7 (from homebrew) on OSX 10.7.5, "sudo pip install pandas" gives: Downloading/unpacking pandas Running setup.py egg_info for package pandas ``` warning: no files found matching 'TODO.rst' warning: no files found matching 'setupegg.py' no previously-included directories found matching 'doc/build' warning: no previously-included files matching '*.so' found anywhere in distribution warning: no previously-included files matching '*.pyd' found anywhere in distribution warning: no previously-included files matching '*.pyc' found anywhere in distribution warning: no previously-included files matching '.git*' found anywhere in distribution warning: no previously-included files matching '.DS_Store' found anywhere in distribution warning: no previously-included files matching '*.png' found anywhere in distribution ``` Requirement already satisfied (use --upgrade to upgrade): python-dateutil in /Library/Python/2.7/site-packages (from pandas) Requirement already satisfied (use --upgrade to upgrade): pytz in /Library/Python/2.7/site-packages (from pandas) Requirement already satisfied (use --upgrade to upgrade): numpy>=1.6.1 in /Library/Python/2.7/site-packages (from pandas) Requirement already satisfied (use --upgrade to upgrade): six in /Library/Python/2.7/site-packages (from python-dateutil->pandas) Installing collected packages: pandas Running setup.py install for pandas skipping 'pandas/index.c' Cython extension (up-to-date) building 'pandas.index' extension llvm-gcc-4.2 -fno-strict-aliasing -fno-common -dynamic -g -Os -pipe -fno-common -fno-strict-aliasing -fwrapv -mno-fused-madd -DENABLE_DTRACE -DMACOSX -DNDEBUG -Wall -Wstrict-prototypes -Wshorten-64-to-32 -DNDEBUG -g -fwrapv -Os -Wall -Wstrict-prototypes -DENABLE_DTRACE -arch i386 -arch x86_64 -pipe -Ipandas/src/klib -Ipandas/src -I/System/Library/Frameworks/Python.framework/Versions/2.7/Extras/lib/python/numpy/core/include -I/System/Library/Frameworks/Python.framework/Versions/2.7/include/python2.7 -c pandas/index.c -o build/temp.macosx-10.7-intel-2.7/pandas/index.o In file included from pandas/index.c:260: pandas/src/numpy_helper.h: In function ‘infer_type’: pandas/src/numpy_helper.h:32: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h:32: error: (Each undeclared identifier is reported only once pandas/src/numpy_helper.h:32: error: for each function it appears in.) pandas/src/numpy_helper.h: In function ‘get_datetime64_value’: pandas/src/numpy_helper.h:53: error: ‘PyDatetimeScalarObject’ undeclared (first use in this function) pandas/src/numpy_helper.h:53: error: expected expression before ‘)’ token pandas/src/numpy_helper.h: In function ‘is_datetime64_object’: pandas/src/numpy_helper.h:84: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h: In function ‘is_timedelta64_object’: pandas/src/numpy_helper.h:89: error: ‘PyTimedeltaArrType_Type’ undeclared (first use in this function) In file included from pandas/src/klib/khash_python.h:3, from pandas/index.c:261: pandas/src/klib/khash.h: In function ‘kh_del_str’: pandas/src/klib/khash.h:573: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_del_int32’: pandas/src/klib/khash.h:574: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_del_int64’: pandas/src/klib/khash.h:575: warning: statement with no effect In file included from pandas/index.c:261: pandas/src/klib/khash_python.h: In function ‘kh_del_float64’: pandas/src/klib/khash_python.h:13: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_pymap’: pandas/src/klib/khash_python.h:38: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_pyset’: pandas/src/klib/khash_python.h:44: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_strbox’: pandas/src/klib/khash_python.h:49: warning: statement with no effect In file included from pandas/index.c:267: pandas/src/datetime/np_datetime.h: At top level: pandas/src/datetime/np_datetime.h:107: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ In file included from pandas/index.c:268: pandas/src/datetime/np_datetime_strings.h:46: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/src/datetime/np_datetime_strings.h:84: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/index.c:490: error: expected ‘=’, ‘,’, ‘;’, ‘asm’ or ‘**attribute**’ before ‘**pyx_t_5numpy_float16_t’ pandas/index.c: In function ‘__pyx_pf_6pandas_5index_get_value_at’: pandas/index.c:1928: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine_get_value’: pandas/index.c:2424: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_convert_scalar’: pandas/index.c:8594: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_8datetime__cstring_to_dts’: pandas/index.c:9395: error: ‘NPY_UNSAFE_CASTING’ undeclared (first use in this function) pandas/index.c:9395: warning: passing argument 5 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 6 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 7 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: error: too many arguments to function ‘parse_iso_8601_datetime’ pandas/index.c: In function ‘__pyx_f_8datetime__dts_to_pydatetime’: pandas/index.c:9499: warning: implicit conversion shortens 64-bit value into a 32-bit value In file included from pandas/index.c:260: pandas/src/numpy_helper.h: In function ‘infer_type’: pandas/src/numpy_helper.h:32: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h:32: error: (Each undeclared identifier is reported only once pandas/src/numpy_helper.h:32: error: for each function it appears in.) pandas/src/numpy_helper.h: In function ‘get_datetime64_value’: pandas/src/numpy_helper.h:53: error: ‘PyDatetimeScalarObject’ undeclared (first use in this function) pandas/src/numpy_helper.h:53: error: expected expression before ‘)’ token pandas/src/numpy_helper.h: In function ‘is_datetime64_object’: pandas/src/numpy_helper.h:84: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h: In function ‘is_timedelta64_object’: pandas/src/numpy_helper.h:89: error: ‘PyTimedeltaArrType_Type’ undeclared (first use in this function) In file included from pandas/src/klib/khash_python.h:3, from pandas/index.c:261: pandas/src/klib/khash.h: In function ‘kh_resize_str’: pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_str’: pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_str’: pandas/src/klib/khash.h:573: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_resize_int32’: pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_int32’: pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_int32’: pandas/src/klib/khash.h:574: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_resize_int64’: pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_int64’: pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_int64’: pandas/src/klib/khash.h:575: warning: statement with no effect In file included from pandas/index.c:261: pandas/src/klib/khash_python.h: In function ‘kh_get_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_float64’: pandas/src/klib/khash_python.h:13: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_get_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_pymap’: pandas/src/klib/khash_python.h:38: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_get_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_pyset’: pandas/src/klib/khash_python.h:44: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_resize_strbox’: pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_strbox’: pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_strbox’: pandas/src/klib/khash_python.h:49: warning: statement with no effect In file included from pandas/index.c:267: pandas/src/datetime/np_datetime.h: At top level: pandas/src/datetime/np_datetime.h:107: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ In file included from pandas/index.c:268: pandas/src/datetime/np_datetime_strings.h:46: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/src/datetime/np_datetime_strings.h:84: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/index.c:490: error: expected ‘=’, ‘,’, ‘;’, ‘asm’ or ‘__attribute**’ before ‘**pyx_t_5numpy_float16_t’ pandas/index.c: In function ‘__pyx_pf_6pandas_5index_get_value_at’: pandas/index.c:1928: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine_get_value’: pandas/index.c:2424: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine__maybe_get_bool_indexer’: pandas/index.c:3733: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_6pandas_5index_11Int64Engine__maybe_get_bool_indexer’: pandas/index.c:5724: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_6pandas_5index_convert_scalar’: pandas/index.c:8594: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_8datetime__string_to_dts’: pandas/index.c:9312: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_8datetime__cstring_to_dts’: pandas/index.c:9395: error: ‘NPY_UNSAFE_CASTING’ undeclared (first use in this function) pandas/index.c:9395: warning: passing argument 5 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 6 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 7 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: error: too many arguments to function ‘parse_iso_8601_datetime’ pandas/index.c: In function ‘__pyx_f_8datetime__dts_to_pydatetime’: pandas/index.c:9499: warning: implicit conversion shortens 64-bit value into a 32-bit value lipo: can't open input file: /var/tmp//ccIxVO4R.out (No such file or directory) error: command 'llvm-gcc-4.2' failed with exit status 1 Complete output from command /usr/bin/python -c "import setuptools;__file**='/private/tmp/pip-build-root/pandas/setup.py';exec(compile(open(**file**).read().replace('\r\n', '\n'), **file**, 'exec'))" install --record /tmp/pip-NIyRvg-record/install-record.txt --single-version-externally-managed: running install running build running build_py copying pandas/version.py -> build/lib.macosx-10.7-intel-2.7/pandas running build_ext skipping 'pandas/index.c' Cython extension (up-to-date) building 'pandas.index' extension llvm-gcc-4.2 -fno-strict-aliasing -fno-common -dynamic -g -Os -pipe -fno-common -fno-strict-aliasing -fwrapv -mno-fused-madd -DENABLE_DTRACE -DMACOSX -DNDEBUG -Wall -Wstrict-prototypes -Wshorten-64-to-32 -DNDEBUG -g -fwrapv -Os -Wall -Wstrict-prototypes -DENABLE_DTRACE -arch i386 -arch x86_64 -pipe -Ipandas/src/klib -Ipandas/src -I/System/Library/Frameworks/Python.framework/Versions/2.7/Extras/lib/python/numpy/core/include -I/System/Library/Frameworks/Python.framework/Versions/2.7/include/python2.7 -c pandas/index.c -o build/temp.macosx-10.7-intel-2.7/pandas/index.o In file included from pandas/index.c:260: pandas/src/numpy_helper.h: In function ‘infer_type’: pandas/src/numpy_helper.h:32: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h:32: error: (Each undeclared identifier is reported only once pandas/src/numpy_helper.h:32: error: for each function it appears in.) pandas/src/numpy_helper.h: In function ‘get_datetime64_value’: pandas/src/numpy_helper.h:53: error: ‘PyDatetimeScalarObject’ undeclared (first use in this function) pandas/src/numpy_helper.h:53: error: expected expression before ‘)’ token pandas/src/numpy_helper.h: In function ‘is_datetime64_object’: pandas/src/numpy_helper.h:84: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h: In function ‘is_timedelta64_object’: pandas/src/numpy_helper.h:89: error: ‘PyTimedeltaArrType_Type’ undeclared (first use in this function) In file included from pandas/src/klib/khash_python.h:3, ``` from pandas/index.c:261: ``` pandas/src/klib/khash.h: In function ‘kh_del_str’: pandas/src/klib/khash.h:573: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_del_int32’: pandas/src/klib/khash.h:574: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_del_int64’: pandas/src/klib/khash.h:575: warning: statement with no effect In file included from pandas/index.c:261: pandas/src/klib/khash_python.h: In function ‘kh_del_float64’: pandas/src/klib/khash_python.h:13: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_pymap’: pandas/src/klib/khash_python.h:38: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_pyset’: pandas/src/klib/khash_python.h:44: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_del_strbox’: pandas/src/klib/khash_python.h:49: warning: statement with no effect In file included from pandas/index.c:267: pandas/src/datetime/np_datetime.h: At top level: pandas/src/datetime/np_datetime.h:107: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ In file included from pandas/index.c:268: pandas/src/datetime/np_datetime_strings.h:46: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/src/datetime/np_datetime_strings.h:84: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/index.c:490: error: expected ‘=’, ‘,’, ‘;’, ‘asm’ or ‘**attribute**’ before ‘__pyx_t_5numpy_float16_t’ pandas/index.c: In function ‘__pyx_pf_6pandas_5index_get_value_at’: pandas/index.c:1928: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine_get_value’: pandas/index.c:2424: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_convert_scalar’: pandas/index.c:8594: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_8datetime__cstring_to_dts’: pandas/index.c:9395: error: ‘NPY_UNSAFE_CASTING’ undeclared (first use in this function) pandas/index.c:9395: warning: passing argument 5 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 6 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 7 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: error: too many arguments to function ‘parse_iso_8601_datetime’ pandas/index.c: In function ‘__pyx_f_8datetime__dts_to_pydatetime’: pandas/index.c:9499: warning: implicit conversion shortens 64-bit value into a 32-bit value In file included from pandas/index.c:260: pandas/src/numpy_helper.h: In function ‘infer_type’: pandas/src/numpy_helper.h:32: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h:32: error: (Each undeclared identifier is reported only once pandas/src/numpy_helper.h:32: error: for each function it appears in.) pandas/src/numpy_helper.h: In function ‘get_datetime64_value’: pandas/src/numpy_helper.h:53: error: ‘PyDatetimeScalarObject’ undeclared (first use in this function) pandas/src/numpy_helper.h:53: error: expected expression before ‘)’ token pandas/src/numpy_helper.h: In function ‘is_datetime64_object’: pandas/src/numpy_helper.h:84: error: ‘PyDatetimeArrType_Type’ undeclared (first use in this function) pandas/src/numpy_helper.h: In function ‘is_timedelta64_object’: pandas/src/numpy_helper.h:89: error: ‘PyTimedeltaArrType_Type’ undeclared (first use in this function) In file included from pandas/src/klib/khash_python.h:3, ``` from pandas/index.c:261: ``` pandas/src/klib/khash.h: In function ‘kh_resize_str’: pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_str’: pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:573: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_str’: pandas/src/klib/khash.h:573: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_resize_int32’: pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_int32’: pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:574: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_int32’: pandas/src/klib/khash.h:574: warning: statement with no effect pandas/src/klib/khash.h: In function ‘kh_resize_int64’: pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_put_int64’: pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h:575: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash.h: In function ‘kh_del_int64’: pandas/src/klib/khash.h:575: warning: statement with no effect In file included from pandas/index.c:261: pandas/src/klib/khash_python.h: In function ‘kh_get_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_float64’: pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:13: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_float64’: pandas/src/klib/khash_python.h:13: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_get_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_pymap’: pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:38: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_pymap’: pandas/src/klib/khash_python.h:38: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_get_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_resize_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_pyset’: pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:44: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_pyset’: pandas/src/klib/khash_python.h:44: warning: statement with no effect pandas/src/klib/khash_python.h: In function ‘kh_resize_strbox’: pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_put_strbox’: pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h:49: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/src/klib/khash_python.h: In function ‘kh_del_strbox’: pandas/src/klib/khash_python.h:49: warning: statement with no effect In file included from pandas/index.c:267: pandas/src/datetime/np_datetime.h: At top level: pandas/src/datetime/np_datetime.h:107: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ In file included from pandas/index.c:268: pandas/src/datetime/np_datetime_strings.h:46: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/src/datetime/np_datetime_strings.h:84: error: expected declaration specifiers or ‘...’ before ‘NPY_CASTING’ pandas/index.c:490: error: expected ‘=’, ‘,’, ‘;’, ‘asm’ or ‘**attribute**’ before ‘__pyx_t_5numpy_float16_t’ pandas/index.c: In function ‘__pyx_pf_6pandas_5index_get_value_at’: pandas/index.c:1928: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine_get_value’: pandas/index.c:2424: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_6pandas_5index_11IndexEngine__maybe_get_bool_indexer’: pandas/index.c:3733: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_6pandas_5index_11Int64Engine__maybe_get_bool_indexer’: pandas/index.c:5724: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_6pandas_5index_convert_scalar’: pandas/index.c:8594: error: ‘NPY_DATETIME’ undeclared (first use in this function) pandas/index.c: In function ‘__pyx_f_8datetime__string_to_dts’: pandas/index.c:9312: warning: implicit conversion shortens 64-bit value into a 32-bit value pandas/index.c: In function ‘__pyx_f_8datetime__cstring_to_dts’: pandas/index.c:9395: error: ‘NPY_UNSAFE_CASTING’ undeclared (first use in this function) pandas/index.c:9395: warning: passing argument 5 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 6 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: warning: passing argument 7 of ‘parse_iso_8601_datetime’ from incompatible pointer type pandas/index.c:9395: error: too many arguments to function ‘parse_iso_8601_datetime’ pandas/index.c: In function ‘__pyx_f_8datetime__dts_to_pydatetime’: pandas/index.c:9499: warning: implicit conversion shortens 64-bit value into a 32-bit value lipo: can't open input file: /var/tmp//ccIxVO4R.out (No such file or directory) error: command 'llvm-gcc-4.2' failed with exit status 1 --- I tried to update everything under the sun: numpy (1.7.1), pip (1.3.1), XCode command line tools (4.6.2)..
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CLN: added io.api for i/o importing functions
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12
"2013-05-25T00:40:50Z"
"2014-07-16T08:10:24Z"
"2013-05-30T16:32:27Z"
CONTRIBUTOR
null
closes most of #3411 (all except the deprecation of `from_csv`) - moved excel functionaility out of io.parsers to io.excel added read_excel top-level function aliases from pandas.io.excel - added read_stata top-level function, to_stata DataFrame method aliases from pandas.io.stata removed read_dta (replace by read_stata) - added read_sql top-level function, to_sql DataFrame method aliases from pandas.io.sql DOC: doc updates for all the above and intro section to io.rst
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Test to verify/fix behavior in #3503
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"2014-07-16T08:10:25Z"
"2013-06-02T20:38:25Z"
MEMBER
null
Was not able to reproduce the issue. #3503
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Tags to dummies helper function
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7
"2013-05-25T23:53:22Z"
"2016-10-12T23:03:50Z"
"2014-01-28T00:52:46Z"
MEMBER
null
from @jreback's clever data alignment trick: http://stackoverflow.com/questions/16637171/pandas-reshaping-data not sure where this should go, it does come up quite frequently, e.g. the Movielens data set https://raw.github.com/pydata/pydata-book/master/ch02/movielens/movies.dat: ``` df = read_table('https://raw.github.com/pydata/pydata-book/master/ch02/movielens/movies.dat', header=None, sep='::') In [10]: genres = df[2].str.split('|') In [11]: genres Out[11]: 0 [Animation, Children's, Comedy] 1 [Adventure, Children's, Fantasy] 2 [Comedy, Romance] 3 [Comedy, Drama] 4 [Comedy] 5 [Action, Crime, Thriller] 6 [Comedy, Romance] 7 [Adventure, Children's] 8 [Action] 9 [Action, Adventure, Thriller] 10 [Comedy, Drama, Romance] 11 [Comedy, Horror] 12 [Animation, Children's] 13 [Drama] 14 [Action, Adventure, Romance] ... 3868 [Horror] 3869 [Horror] 3870 [Horror] 3871 [Horror] 3872 [Horror] 3873 [Comedy] 3874 [Comedy, Drama] 3875 [Adventure, Animation, Children's] 3876 [Action, Drama, Thriller] 3877 [Thriller] 3878 [Comedy] 3879 [Drama] 3880 [Drama] 3881 [Drama] 3882 [Drama, Thriller] Name: 2, Length: 3883, dtype: object In [12]: dummies = genres.apply(lambda x: Series(1, index=x)).fillna(0) In [13]: dummies[:4].T Out[13]: 0 1 2 3 Action 0 0 0 0 Adventure 0 1 0 0 Animation 1 0 0 0 Children's 1 1 0 0 Comedy 1 0 1 1 Crime 0 0 0 0 Documentary 0 0 0 0 Drama 0 0 0 1 Fantasy 0 1 0 0 Film-Noir 0 0 0 0 Horror 0 0 0 0 Musical 0 0 0 0 Mystery 0 0 0 0 Romance 0 0 1 0 Sci-Fi 0 0 0 0 Thriller 0 0 0 0 War 0 0 0 0 Western 0 0 0 0 ```
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ENH/API: implement __nonzero__ for NDFrame
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"2013-05-27T01:42:23Z"
"2014-06-25T21:08:44Z"
"2013-05-30T16:45:00Z"
MEMBER
null
closes #3691.
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3,697
BUG? when incrementing .loc[]-view
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"2013-05-27T20:34:28Z"
"2013-05-28T17:59:41Z"
"2013-05-28T00:15:44Z"
CONTRIBUTOR
null
Am I doing something wrong with indexing here? PS. on the second thought it looks related to #3492, but I don't have a dev environment at hand to test and it fails for some reason when trying to build pandas via pip. If that's the case and it's already fixed, my apologies and feel free to close this one. Steps to reproduce: ``` python >>> df = DataFrame(index=np.arange(10)) >>> df['foobar'] = False >>> df['a'] = np.arange(10) >>> df foobar a 0 False 0 1 False 1 2 False 2 3 False 3 4 False 4 5 False 5 6 False 6 7 False 7 8 False 8 9 False 9 # This works as expected >>> df.a[df.a % 2 == 0] += 10 >>> df foobar a 0 False 10 1 False 1 2 False 12 3 False 3 4 False 14 5 False 5 6 False 16 7 False 7 8 False 18 9 False 9 # This doesn't work, but expected due to copying on bool-indexing >>> df[df.a % 2 == 0].a += 100 >>> df foobar a 0 False 10 1 False 1 2 False 12 3 False 3 4 False 14 5 False 5 6 False 16 7 False 7 8 False 18 9 False 9 # But what does this? >>> df.loc[df.a % 2 == 0, 'a'] += 1000 >>> df foobar a 0 False 1010 1 False 1 2 False 1010 3 False 3 4 False 1010 5 False 5 6 False 1010 7 False 7 8 False 1010 9 False 9 >>> pandas.__version__ '0.11.0' ```
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DataFrame apply change return type from Series to DataFrame if result is empty
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9
"2013-05-27T20:44:10Z"
"2016-02-17T13:38:49Z"
"2016-02-17T13:38:49Z"
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pd.version.version ## return '0.11.0' x = pd.DataFrame({'a': range(10), 'b': range(10)}) type(x.apply(lambda x: x['a'] + x['b'], 1)) # <class 'pandas.core.series.Series'> x['c'] = x.apply(lambda x: x['a'] + x['b'], 1) ## works x = x[x['a'] < 0] type(x.apply(lambda x: x['a'] + x['b'], 1)) # <class 'pandas.core.frame.DataFrame'> x['c'] = x.apply(lambda x: x['a'] + x['b'], 1) ## FAILS Code above is the problem for quite common usage of apply to create new dataframe column using func applyed on row. It fails for empty dataframe and works for non-empty one.
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Failure to write large dataframe to file: "SystemError: error return without exception set"
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"2013-05-27T23:03:12Z"
"2013-06-06T12:04:27Z"
"2013-06-06T12:04:27Z"
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I have a simple but large dataframe. I can write it to disk using .to_csv(). The file size is then 11GB. It looks like this: ``` TLID2,NEAR_DIST,TLID1,TLID2,yr1,yr2,yr2_older 104519610,487,104519631,104519610,1952.0,1912.0,True 104519610,418,104519632,104519610,,1912.0,False 104519610,747,104519451,104519610,,1912.0,False 104519610,559,104519645,104519610,,1912.0,False 104519610,979,104582619,104519610,,1912.0,False ... ``` But when I use DataFrame.save(), it fails after 1.9GB with a strange error: ``` 548 prox_table.to_csv(output_path+'proxim_table_all.csv') --> 549 prox_table.save(output_path+'proxim_table_all.pandas') 550 lib64/python/pandas-0.11.0-py2.6-linux-x86_64.egg/pandas/core/generic.pyc in save(self, path) 26 27 def save(self, path): ---> 28 com.save(self, path) 29 30 @classmethod lib64/python/pandas-0.11.0-py2.6-linux-x86_64.egg/pandas/core/common.pyc in save(obj, path) 1562 f = open(path, 'wb') 1563 try: -> 1564 pickle.dump(obj, f, protocol=pickle.HIGHEST_PROTOCOL) 1565 finally: 1566 f.close() SystemError: error return without exception set > /lib64/python/pandas-0.11.0-py2.6-linux-x86_64.egg/pandas/core/common.py(1566)save() 1565 finally: -> 1566 f.close() 1567 ``` The df looks like: ``` ipdb> prox_table.dtypes NEAR_DIST int16 TLID1 int64 TLID2 int64 yr1 float16 yr2 float16 yr2_older bool dtype: object ipdb> prox_table <class 'pandas.core.frame.DataFrame'> Int64Index: 246425908 entries, 104519610 to 21973121 Columns: 6 entries, NEAR_DIST to yr2_older dtypes: bool(1), float16(2), int16(1), int64(2) ``` I'm using pandas v 0.11.0. The machine is running RHEL 6.1 and has 384GB of RAM and plenty of disk space.
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DOC: use na_rep not nanRep in .to_csv()
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"2013-05-28T05:03:16Z"
"2015-08-15T22:13:32Z"
"2013-05-30T00:53:56Z"
CONTRIBUTOR
null
nanRep works but is deprecated and emits a FutureWarning.
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