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BUG: Calling pop() on a row inside apply() affects all subsequent applied rows
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python import pandas as pd def f(s): s.pop("A") df = pd.DataFrame({"A": [1, 2, 3]}) df.apply(f, axis="columns") ``` ```python-traceback Traceback (most recent call last): File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/indexes/base.py", line 3080, in get_loc return self._engine.get_loc(casted_key) File "pandas/_libs/index.pyx", line 70, in pandas._libs.index.IndexEngine.get_loc File "pandas/_libs/index.pyx", line 101, in pandas._libs.index.IndexEngine.get_loc File "pandas/_libs/hashtable_class_helper.pxi", line 4554, in pandas._libs.hashtable.PyObjectHashTable.get_item File "pandas/_libs/hashtable_class_helper.pxi", line 4562, in pandas._libs.hashtable.PyObjectHashTable.get_item KeyError: 'A' The above exception was the direct cause of the following exception: Traceback (most recent call last): File "<stdin>", line 1, in <module> File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/frame.py", line 7765, in apply return op.get_result() File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/apply.py", line 185, in get_result return self.apply_standard() File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/apply.py", line 276, in apply_standard results, res_index = self.apply_series_generator() File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/apply.py", line 290, in apply_series_generator results[i] = self.f(v) File "<stdin>", line 1, in f File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/series.py", line 4467, in pop return super().pop(item=item) File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/generic.py", line 768, in pop result = self[item] File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/series.py", line 824, in __getitem__ return self._get_value(key) File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/series.py", line 932, in _get_value loc = self.index.get_loc(label) File "/usr/local/google/home/rchristy/.local/lib/python3.8/site-packages/pandas/core/indexes/base.py", line 3082, in get_loc raise KeyError(key) from err KeyError: 'A' ``` #### Problem description When the function being applied by `apply` pops a column from the row, the popped column is missing on subsequent calls of the function. This seems to stem from `apply` reusing the same `Series` instance across multiple invocations but failing to fully reset its state (i.e., the popped column stays popped). This is an apparent regression from the behavior in v1.0.5 which returned a `DataFrame` with three rows. The timing of the regression suggests that it is possibly an unintended consequence of https://github.com/pandas-dev/pandas/pull/34909. The problem is relatively straightforward to work around. Performing a shallow copy on the `Series` fixes it: ``` >>> def f(s): ... s.copy(deep=False).pop("A") ... >>> df = pd.DataFrame({"A": [1, 2, 3]}) >>> df.apply(f, axis="columns") 0 None 1 None 2 None dtype: object ``` #### Expected Output The expected output is what is shown above with the workaround which is what v1.0.5 output. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.8.7.final.0 python-bits : 64 OS : Linux OS-release : 5.7.17-1rodete4-amd64 Version : #1 SMP Debian 5.7.17-1rodete4 (2020-10-01) machine : x86_64 processor : byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.2.1 numpy : 1.19.4 pytz : 2020.5 dateutil : 2.8.1 pip : 20.1.1 setuptools : 51.1.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.6.2 html5lib : 1.1 pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : 4.9.3 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : None sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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See https://pandas.pydata.org/speed/pandas/#timeseries.ResampleSeries.time_resample?python=3.8&Cython=0.29.21&p-index='datetime'&p-freq='1D'&p-method='mean'&commits=812c3012-71a4cb69 It's from the period there were no benchmarks runs, so no clear indication which commit (range) would be responsible. Reproducer: ```python idx = pd.date_range(start="1/1/2000", end="1/1/2001", freq="T") s = pd.Series(np.random.randn(len(idx)), index=idx) %timeit s.resample("1D").mean() ``` Last release: ``` In [2]: %timeit s.resample("1D").mean() 4.45 ms ± 507 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) In [3]: pd.__version__ Out[3]: '1.2.1' ``` on master: ``` In [2]: %timeit s.resample("1D").mean() 6.33 ms ± 430 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) ``` So around 50% slowdown. And it seems somewhat specific to `mean` (eg I don't see a similar slowdown for eg `max`)
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802,671,608
MDExOlB1bGxSZXF1ZXN0NTY4NzY2NzM2
39,623
BUG: Series.loc raising KeyError for Iterator indexer in case of setitem
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2021-02-06T10:55:16Z
2021-04-16T08:13:47Z
2021-04-16T00:46:28Z
MEMBER
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- [x] closes #39614 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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39,624
CI/TST: Disallow usage of pytest.xfail
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2021-02-06T14:55:01Z
2021-02-08T22:05:35Z
2021-02-08T21:47:50Z
MEMBER
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- [x] closes #38902 - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them
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39,625
CLN: Use kwargs instead of kwds in apply functions
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2021-02-06T17:05:01Z
2021-02-07T16:43:05Z
2021-02-07T16:41:20Z
MEMBER
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- [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them I've applied the change here to the API function `apply` but I don't believe this is an API change as you cannot pass to `**kwds` (or `**kwargs`) by name.
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BUG: Styler HTML is unstructured
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2021-02-07T17:01:12Z
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CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- Currently the jinja2 template for `Styler` rendering HTML leaves unstructured spaces and newlines. For example: ``` df = pd.DataFrame('', index=['a', 'b'], columns=['A', 'B']) print(df.style.applymap(lambda x: 'color:red;', subset=pd.IndexSlice['a', ['B', 'A']])\ .set_table_styles([{'selector': 'th', 'props': 'color:green;att:bad;'}]).render()) ``` ``` <style type="text/css" > #T_6b11f_ th { color: green; att: bad; }#T_6b11f_row0_col0,#T_6b11f_row0_col1{ color: red; }</style><table id="T_6b11f_" ><thead> <tr> <th class="blank level0" ></th> <th class="col_heading level0 col0" >A</th> <th class="col_heading level0 col1" >B</th> </tr></thead><tbody> <tr> <th id="T_6b11f_level0_row0" class="row_heading level0 row0" >a</th> <td id="T_6b11f_row0_col0" class="data row0 col0" ></td> <td id="T_6b11f_row0_col1" class="data row0 col1" ></td> </tr> <tr> <th id="T_6b11f_level0_row1" class="row_heading level0 row1" >b</th> <td id="T_6b11f_row1_col0" class="data row1 col0" ></td> <td id="T_6b11f_row1_col1" class="data row1 col1" ></td> </tr> </tbody></table> ``` It would be more suitable for adopt a standard 2 space tabbed indent for new HTML elements ([w3 good code standard](https://www.w3schools.com/html/html5_syntax.asp)), to yield for example: ``` <style type="text/css"> #T_53778_ th { color: green; att: bad; } #T_53778_row0_col0, #T_53778_row0_col1 { color: red; } </style> <table id="T_53778_" > <thead> <tr> <th class="blank level0" ></th> <th class="col_heading level0 col0" >A</th> <th class="col_heading level0 col1" >B</th> </tr> </thead> <tbody> <tr> <th id="T_53778_level0_row0" class="row_heading level0 row0" >a</th> <td id="T_53778_row0_col0" class="data row0 col0" ></td> <td id="T_53778_row0_col1" class="data row0 col1" ></td> </tr> <tr> <th id="T_53778_level0_row1" class="row_heading level0 row1" >b</th> <td id="T_53778_row1_col0" class="data row1 col0" ></td> <td id="T_53778_row1_col1" class="data row1 col1" ></td> </tr> </tbody> </table> ```
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CLN: Styler HTML output adopt structured code standard
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2
2021-02-06T21:26:34Z
2021-02-07T18:38:09Z
2021-02-07T17:01:12Z
CONTRIBUTOR
null
- [x] closes #39626 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry
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ENH: vector methods for conversion from Period to its ordinal and back
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2021-02-07T15:34:09Z
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#### Is your feature request related to a problem? a) Currently to get Series of ordinal of Period Series I do `s.apply(lambda x: x.ordinal) b) Also to get back I do `s.apply(lambda x: Period(ordinal=x, 'W-SAT')) c) And last but not least: s.astype(int).astype('period[W-SAT]') is different than s. #### Describe the solution you'd like a) s.ordinal returns series with ordinals b) There is some easy method to create series of Periods from ordinals... like Period(s, 'W-SAT') or s.astype('period[W-SAT]', from_ordinal=True) c) last option in b) is kind of solution to c) [this should provide a description of the feature request, e.g. "`DataFrame.foo` should get a new parameter `bar` that [...]", try to write a docstring for the desired feature] #### API breaking implications Mostly it won't but if .astype('period[W-SAT]') would use ordinals then yes as currently 2650 means year nor ordinal for this method
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BUG: MemoryError: Unable to allocate
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2021-02-07T04:27:56Z
2021-02-07T16:34:47Z
2021-02-07T16:34:39Z
NONE
null
- [ ] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example Unfortunately this is not available since the errors occur exclusively over proprietary datasets which are very complex and large. It is not feasible to distill an example. #### Problem description I am seeing `MemoryError` exceptions all over the place on somewhat random lines. I am measuring the memory usage using `psutil` to ascertain that there is however vast amounts of free memory on the node. These exceptions are making Pandas completely unusable for me. It's struggling with allocating 22 MiB when there is over 2 TiB of free memory available. ``` " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/frame.py"", line 7950, in merge" return merge( " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/reshape/merge.py"", line 74, in merge" op = _MergeOperation( " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/reshape/merge.py"", line 652, in __init__" ) = self._get_merge_keys() " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/reshape/merge.py"", line 1063, in _get_merge_keys" self.right = self.right._drop_labels_or_levels(right_drop) " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/generic.py"", line 1637, in _drop_labels_or_levels" dropped = self.copy() " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/generic.py"", line 5665, in copy" data = self._mgr.copy(deep=deep) " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/internals/managers.py"", line 811, in copy" " res = self.apply(""copy"", deep=deep)" " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/internals/managers.py"", line 409, in apply" " applied = getattr(b, f)(**kwargs)" " File ""/opt/conda/envs/condaenv/lib/python3.8/site-packages/pandas/core/internals/blocks.py"", line 679, in copy" values = values.copy() "MemoryError: Unable to allocate 22.1 MiB for an array with shape (1, 2896551) and data type object" ``` #### Expected Output These exceptions are not supposed to happen given there is sufficient free memory. There are many prior issues noting this exception, which is suggestive of severe continued bugs in Pandas. #### Output of ``pd.show_versions()`` This is not entirely available since it's running exclusively in the cloud, but the salient versions are: ``` python : 3.8.6.final.0 python-bits : 64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : None LOCALE : en_US.UTF-8 pandas : 1.2.1 numpy : 1.19.4 pytz : 2020.4 dateutil : 2.8.1 pip : 20.3.3 setuptools : 50.3.1.post20201107 Cython : None pandas_datareader: None numexpr : None pyarrow : 3.0.0 ```
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ENH: Series.explode_range
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#### Is your feature request related to a problem? Yes. Often I have 2 columns: start and stop and what I want is instead single column with all values from start to stop. currently I can do it with explode but I need mostly int64 and for this is it is a bit slow. #### Describe the solution you'd like Series.explode_range method ``` def explode_range( self, stop, left_shift=0, right_shift=0, ignore_index: bool = False ) -> "Series": """ Creates series from exploded ranges from this series to the ones given in stop Currently works only in int64 left_shift and right_shift parameters are used to delay or hasten start - stop .. versionadded:: 1.2.x Parameters ---------- stop: Series providing stop point left_shift: shift for start point - 0 includes it, 1 not right_shift: shift for end point - 0 excludes it, 1 includes ignore_index : bool, default False If True, the resulting index will be labeled 0, 1, …, n - 1. Returns ------- Series Exploded ranges to rows; index will be duplicated for these rows. ``` #### API breaking implications This is new feature but for int64 only for now #### Describe alternatives you've considered Using explode #### Additional context I will provide a PR with sample code
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ENH: Series.explode_range minimal implementation - WIP
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2021-02-07T09:49:17Z
2021-02-08T12:02:58Z
2021-02-08T11:04:56Z
NONE
null
This is work in progress - [ ] closes #39630 - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,632
CLN: redundant function in `Styler`
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1
2021-02-07T11:05:48Z
2021-02-16T18:24:09Z
2021-02-07T17:12:20Z
CONTRIBUTOR
null
simplifies code by removing unnecessary function def.
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39,633
Backport PR #39486: BUG: read_excel with openpyxl and missing dimension'
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2021-02-07T12:04:34Z
2021-02-07T13:08:23Z
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MEMBER
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Backport PR #39486
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39,634
Backport PR #39604: REGR: Rolling.count setting min_periods after call
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Backport PR #39604
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Backport PR #39551
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BUG: ValueError on ".transform" method applied to an empty DataFrame
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4
2021-02-07T12:36:14Z
2021-02-07T16:22:38Z
2021-02-07T16:22:38Z
NONE
null
- [X] I have checked that this issue has not already been reported. - [X] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example Output on version 1.1.5: ```python In [5]: import pandas as pd ...: df = pd.DataFrame([], columns=["id", "field"]) ...: df["id"].transform(lambda x: x + 10) Out[5]: Series([], Name: id, dtype: object) ``` Output on version 1.2.x: ```python In [4]: import pandas as pd ...: df = pd.DataFrame([], columns=["id", "field"]) ...: df["id"].transform(lambda x: x + 10) --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-3-d1e6cad57091> in <module> ----> 1 df["id"].transform(lambda x: x + 10) ~/.pyenv/versions/3.9.1/envs/odds-data-3.9.1/lib/python3.9/site-packages/pandas/core/series.py in transform(self, func, axis, *args, **kwargs) 3975 self, func: AggFuncType, axis: Axis = 0, *args, **kwargs 3976 ) -> FrameOrSeriesUnion: -> 3977 return transform(self, func, axis, *args, **kwargs) 3978 3979 def apply(self, func, convert_dtype=True, args=(), **kwds): ~/.pyenv/versions/3.9.1/envs/odds-data-3.9.1/lib/python3.9/site-packages/pandas/core/aggregation.py in transform(obj, func, axis, *args, **kwargs) 458 # when the dtype is not appropriate 459 if isinstance(result, (ABCSeries, ABCDataFrame)) and result.empty: --> 460 raise ValueError("Transform function failed") 461 if not isinstance(result, (ABCSeries, ABCDataFrame)) or not result.index.equals( 462 obj.index ValueError: Transform function failed ``` #### Problem description Applying `.transform` on an empty DataFrame raises a `ValueError` on version 1.2.x. This is a change on the behavior of 1.1.5 version that returns the same empty DataFrame (as `.apply` is still doing). The change that added this error apparently is related to this commit https://github.com/pandas-dev/pandas/pull/35964/commits/7b6ab94720024d6696b19867f5f8f59f79587ff0 #### Expected Output ```python In [5]: import pandas as pd ...: df = pd.DataFrame([], columns=["id", "field"]) ...: df["id"].transform(lambda x: x + 10) Out[5]: Series([], Name: id, dtype: object) ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.9.1.final.0 python-bits : 64 OS : Linux OS-release : 5.4.0-65-generic Version : #73-Ubuntu SMP Mon Jan 18 17:25:17 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.2.1 numpy : 1.20.0 pytz : 2021.1 dateutil : 2.8.1 pip : 20.2.3 setuptools : 49.2.1 Cython : None pytest : 6.2.2 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.6.2 html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : 7.20.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : 1.3.23 tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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MDExOlB1bGxSZXF1ZXN0NTY4OTY3NTE1
39,637
Revert "Fixed comment for pandas.unique"
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4
2021-02-07T12:41:00Z
2021-02-07T16:28:05Z
2021-02-07T16:25:04Z
MEMBER
null
Reverts pandas-dev/pandas#39557
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API: transform behaves differently with 'ffill' on DataFrameGroupBy and SeriesGroupBy
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2
2021-02-07T12:46:04Z
2021-02-15T22:34:51Z
2021-02-15T22:34:48Z
CONTRIBUTOR
null
- [ ] closes #24211 - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,639
REGR: fix transform of empty DataFrame/Series
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5
2021-02-07T12:55:47Z
2021-02-07T19:08:27Z
2021-02-07T16:22:38Z
MEMBER
null
Closes #39636
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39,640
DOC: Series.pad has template variables that are not replaced
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9
2021-02-07T12:59:57Z
2021-02-24T13:36:09Z
2021-02-24T13:36:09Z
MEMBER
null
When looking at the docstring of `pad`: ``` In [21]: pd.Series.pad? Signature: pd.Series.pad( self: 'FrameOrSeries', axis=None, inplace: 'bool_t' = False, limit=None, downcast=None, ) -> 'Optional[FrameOrSeries]' Docstring: Synonym for :meth:`DataFrame.fillna` with ``method='ffill'``. Returns ------- {klass} or None Object with missing values filled or None if ``inplace=True``. ``` Or on the online version: https://pandas.pydata.org/docs/dev/reference/api/pandas.Series.pad.html There is a ``{klass}`` that has not been properly substituted.
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39,641
Revert "Backport PR #39526 on branch 1.2.x (CI: pin numpy for CI / Checks github action)"
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1
2021-02-07T13:39:01Z
2021-02-08T18:07:45Z
2021-02-08T18:07:41Z
MEMBER
null
Reverts pandas-dev/pandas#39529 will be merging this just prior to tagging 1.2.2 see https://github.com/pandas-dev/pandas/issues/39513#issuecomment-771006563 and then re-appling after release so that ci on 12.x is green
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39,642
CLN: reorganise vars in `Styler` init
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3
2021-02-07T13:41:14Z
2021-02-10T08:36:18Z
2021-02-08T13:50:14Z
CONTRIBUTOR
null
Trying to clean up Styler class grouping and ordering variables and adding typing where necessary.
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39,643
DOC: Fixed comment for pandas.unique (#39557)
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0
2021-02-07T14:38:26Z
2021-02-07T16:36:05Z
2021-02-07T16:35:23Z
MEMBER
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xref https://github.com/pandas-dev/pandas/pull/39557#issuecomment-774667542
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39,644
fix #39556 (infer_freq not working with freq="H" and DST
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12
2021-02-07T15:18:22Z
2021-02-23T02:25:56Z
2021-02-23T02:25:47Z
CONTRIBUTOR
null
- check that the delta are unique before checking if they are day multiples - add test with freq="H" that raises the bug - [x] closes #39556 - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [x] whatsnew entry => not sure where to enter this ...
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39,645
Backport PR #39374 on branch 1.2.x (DOC: Clarify behavior for Series with dict-like data and index)
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0
2021-02-07T16:26:47Z
2021-02-07T18:04:27Z
2021-02-07T18:04:27Z
NONE
null
Backport PR #39374: DOC: Clarify behavior for Series with dict-like data and index
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DOC: typo in 1.2.2 whatsnew
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1
2021-02-07T17:00:17Z
2021-02-07T20:16:59Z
2021-02-07T20:16:53Z
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,647
add default zip file name in dataframe to_csv when use 'infer' + 'zip' method
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3
2021-02-07T17:06:04Z
2021-02-08T01:54:51Z
2021-02-08T01:34:31Z
NONE
null
fix #39465 copy some code from gzip ,now df.to_csv('myfile.csv.zip') works like df.to_csv('myfile.csv.gz') - [ ] closes #39465 - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,648
DOC: fix an incomplete sentence
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1
2021-02-07T17:06:30Z
2021-02-08T22:52:16Z
2021-02-08T21:47:22Z
CONTRIBUTOR
null
"We will address array-based indexing like s[[4, 3, 1]] in section." -> "We will address array-based indexing like s[[4, 3, 1]] in section on indexing." - [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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MDU6SXNzdWU4MDMwMDUwMDU=
39,649
BUG: Categorical.from_codes casts nullable int categories to object
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2
2021-02-07T17:23:52Z
2021-08-15T17:31:56Z
null
MEMBER
null
For `int64` the construction yields: ``` python In [18]: import numpy as np ...: import pandas as pd ...: import pandas._testing as tm ...: ...: integer_dtype="int64" ...: ...: cats = pd.array(range(5), dtype=integer_dtype) ...: codes = np.random.randint(5, size=3) ...: categorical_dtype = pd.CategoricalDtype(cats) ...: arr = pd.Categorical.from_codes(codes, dtype=categorical_dtype) ...: arr Out[18]: [0, 2, 0] Categories (5, int64): [0, 1, 2, 3, 4] ``` whereas for nullable int categories: ``` In [19]: import numpy as np ...: import pandas as pd ...: import pandas._testing as tm ...: ...: integer_dtype="Int64" ...: ...: cats = pd.array(range(5), dtype=integer_dtype) ...: codes = np.random.randint(5, size=3) ...: categorical_dtype = pd.CategoricalDtype(cats) ...: arr = pd.Categorical.from_codes(codes, dtype=categorical_dtype) ...: arr Out[19]: [3, 3, 4] Categories (5, object): [0, 1, 2, 3, 4] ``` I expect instead in the nullable int case: ``` Out[19]: [3, 3, 4] Categories (5, Int64): [0, 1, 2, 3, 4] ```
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MDExOlB1bGxSZXF1ZXN0NTY5MDE1MDY5
39,650
BUG: equals/assert_numpy_array_equals with non-singleton NAs
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2021-02-07T17:48:47Z
2021-02-10T20:36:30Z
2021-02-10T20:35:05Z
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- [ ] closes #xxxx - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,651
REF: implement Index._view, Index._rename
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0
2021-02-07T17:55:19Z
2021-02-08T19:50:59Z
2021-02-08T19:36:43Z
MEMBER
null
take these 2 special cases out of _shallow_copy. We can get rid of some more _shallow_copy usages following #38140
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39,652
Backport PR #39586: REG: read_excel with engine specified raises on non-path/non-buffer
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2021-02-07T17:58:43Z
2021-02-08T06:43:22Z
2021-02-08T06:43:13Z
MEMBER
null
Backport PR #39586
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39,653
Fixed comment for pandas.unique
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2021-02-07T18:13:49Z
2021-02-07T18:31:48Z
2021-02-07T18:31:48Z
CONTRIBUTOR
null
Was merged in 1.2.x as #39557
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Backport PR #39639: REGR: fix transform of empty DataFrame/Series
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0
2021-02-07T18:29:53Z
2021-02-07T22:54:02Z
2021-02-07T22:53:58Z
MEMBER
null
Backport PR #39639
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39,655
REGR: fix case all-NaN/numeric object column in groupby
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14
2021-02-07T19:56:10Z
2021-02-08T14:47:13Z
2021-02-08T13:42:32Z
MEMBER
null
Fixes #39329 This basically reverts #35841, although the code itself has changed quite a bit since then, so it's simpler here as the original PR² (not dealing with blocks anymore) The original code comment that was removed in #35841 *"We've split an object block!"* was correct, as it can actually happen in those example cases.
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39,656
BUG: Series[dt64tz].__setitem__(mask, different_tz) raises
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2
2021-02-07T20:05:08Z
2021-02-10T23:16:06Z
2021-02-10T23:13:01Z
MEMBER
null
- [ ] closes #xxxx - [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry sits on top of #39650 after this we'll be ready to cleanup/de-duplicate some of the putmask/where methods
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39,657
Backport PR #39646 on branch 1.2.x (DOC: typo in 1.2.2 whatsnew)
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0
2021-02-07T20:17:29Z
2021-02-07T20:18:30Z
2021-02-07T20:18:30Z
NONE
null
Backport PR #39646: DOC: typo in 1.2.2 whatsnew
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39,658
DOC: pin sphinx theme to avoid mobile dropdown bug
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3
2021-02-07T21:07:15Z
2021-02-08T13:46:59Z
2021-02-08T13:44:03Z
MEMBER
null
In the latest master version of the pydata-sphinx-theme, there is a bug in the menu dropdown on mobile mode (https://github.com/pydata/pydata-sphinx-theme/issues/304), and since this will probably not be fixed by tomorrow when releasing 1.2.2, I am pinning it here to a few commits earlier to avoid this specific bug (but still using the latest version to have the same looks as the current docs, since we are using a few features that are not yet in the latest stable release).
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Backport PR #39605: REGR: appending to existing excel file created corrupt files
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2021-02-07T21:56:29Z
2021-02-08T06:44:30Z
2021-02-08T06:44:22Z
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Backport PR #39605
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39,660
CLN: Styler Types for CSS variables on `ctx` object.
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2021-02-07T23:12:16Z
2021-07-07T10:01:22Z
2021-02-19T01:10:21Z
CONTRIBUTOR
null
- [x] tests changed / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them `Styler` currently has three formats for keeping track of CSS: A) `CSSList type: [('a1', 'v1'), ('a2', 'v2')]` B) `List[str] type: ['a1:v1', 'a2:v2']` C) `Str type: 'a1:v1; a2:v2;'` `C` is only ever used as user input format, and now, as of #39564 `C` can be used in *all* cases for user input (albeit `A` remains available for backwards compatibility in `.set_table_styles()`) `A` remains the most algorithimcally accessible, and is what `C` is already converted to in some cases for internal variables. `B` is only ever used by one internal variable. The `ctx` object is updated with `B` type converted from `C`. For final render this `B` type is converted to `A` type for looping. In the process, white space is poorly handled. This PR eliminates `B` type and converts `C` directly to `A`. Tests using the `ctx` object needed updating for new type.
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TST/REF: collect indexing tests
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0
2021-02-08T00:02:04Z
2021-02-08T15:04:51Z
2021-02-08T13:48:00Z
MEMBER
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and assorted cleanups
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39,662
Enhancement dataframe to csv use zip method
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2021-02-08T01:52:36Z
2021-03-12T00:46:31Z
2021-03-11T09:00:07Z
NONE
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Enhancement dataframe to csv use zip method,now df.to_csv('myfile.csv.zip') works like df.to_csv('myfile.csv.gz'), generate a zip file with a myfile.csv as content - [ ] closes #39465 - [ ] tests added / passed,simply test - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry ## test code >> import pandas as pd a=pd.DataFrame({'a':[1,2,3,4,5],'b':[4,5,6,7,8]}) a.to_csv(r'z:/myfile.csv.zip')
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2021-02-08T06:37:32Z
2021-02-08T21:06:24Z
2021-02-08T21:00:52Z
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2021-02-08T07:00:31Z
2021-03-21T03:45:52Z
2021-03-19T14:22:49Z
MEMBER
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- [x] closes #39550 - [x] closes #39758
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2021-02-08T07:21:03Z
2021-02-11T18:07:21Z
2021-02-11T13:47:33Z
CONTRIBUTOR
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- [x] tests passed
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2021-02-08T10:02:51Z
2021-02-08T10:02:45Z
CONTRIBUTOR
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<!-- START pr-commits --> <!-- END pr-commits --> ## Base PullRequest default branch (https://github.com/pandas-dev/pandas/tree/master) ## Command results <details> <summary>Details: </summary> <details> <summary><em>add path</em></summary> ```Shell /home/runner/work/_actions/technote-space/create-pr-action/v2/node_modules/npm-check-updates/bin ``` </details> <details> <summary><em>pip install pre-commit</em></summary> ```Shell Collecting pre-commit Downloading pre_commit-2.10.1-py2.py3-none-any.whl (185 kB) Collecting identify>=1.0.0 Downloading identify-1.5.13-py2.py3-none-any.whl (97 kB) Collecting virtualenv>=20.0.8 Downloading virtualenv-20.4.2-py2.py3-none-any.whl (7.2 MB) Collecting cfgv>=2.0.0 Using cached cfgv-3.2.0-py2.py3-none-any.whl (7.3 kB) Collecting toml Using cached toml-0.10.2-py2.py3-none-any.whl (16 kB) Collecting pyyaml>=5.1 Downloading PyYAML-5.4.1-cp39-cp39-manylinux1_x86_64.whl (630 kB) Collecting nodeenv>=0.11.1 Using cached nodeenv-1.5.0-py2.py3-none-any.whl (21 kB) Collecting filelock<4,>=3.0.0 Using cached filelock-3.0.12-py3-none-any.whl (7.6 kB) Collecting appdirs<2,>=1.4.3 Using cached appdirs-1.4.4-py2.py3-none-any.whl (9.6 kB) Collecting six<2,>=1.9.0 Using cached six-1.15.0-py2.py3-none-any.whl (10 kB) Collecting distlib<1,>=0.3.1 Using cached distlib-0.3.1-py2.py3-none-any.whl (335 kB) Installing collected packages: six, filelock, distlib, appdirs, virtualenv, toml, pyyaml, nodeenv, identify, cfgv, pre-commit Successfully installed appdirs-1.4.4 cfgv-3.2.0 distlib-0.3.1 filelock-3.0.12 identify-1.5.13 nodeenv-1.5.0 pre-commit-2.10.1 pyyaml-5.4.1 six-1.15.0 toml-0.10.2 virtualenv-20.4.2 ``` </details> <details> <summary><em>pre-commit autoupdate || (exit 0);</em></summary> ```Shell Updating https://github.com/python/black ... already up to date. Updating https://gitlab.com/pycqa/flake8 ... already up to date. Updating https://github.com/PyCQA/isort ... [INFO] Initializing environment for https://github.com/PyCQA/isort. already up to date. Updating https://github.com/asottile/pyupgrade ... [INFO] Initializing environment for https://github.com/asottile/pyupgrade. updating v2.9.0 -> v2.10.0. Updating https://github.com/pre-commit/pygrep-hooks ... [INFO] Initializing environment for https://github.com/pre-commit/pygrep-hooks. updating v1.7.0 -> v1.7.1. Updating https://github.com/asottile/yesqa ... already up to date. Updating https://github.com/pre-commit/pre-commit-hooks ... [INFO] Initializing environment for https://github.com/pre-commit/pre-commit-hooks. already up to date. Updating https://github.com/codespell-project/codespell ... [INFO] Initializing environment for https://github.com/codespell-project/codespell. already up to date. Updating https://github.com/MarcoGorelli/no-string-hints ... [INFO] Initializing environment for https://github.com/MarcoGorelli/no-string-hints. already up to date. Updating https://github.com/MarcoGorelli/abs-imports ... [INFO] Initializing environment for https://github.com/MarcoGorelli/abs-imports. already up to date. ``` </details> <details> <summary><em>pre-commit run -a || (exit 0);</em></summary> ```Shell [INFO] Installing environment for https://github.com/python/black. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://gitlab.com/pycqa/flake8. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://gitlab.com/pycqa/flake8. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/PyCQA/isort. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/asottile/pyupgrade. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for local. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for local. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for local. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/asottile/yesqa. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/pre-commit/pre-commit-hooks. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/codespell-project/codespell. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/MarcoGorelli/no-string-hints. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... [INFO] Installing environment for https://github.com/MarcoGorelli/abs-imports. [INFO] Once installed this environment will be reused. [INFO] This may take a few minutes... black..................................................................................................Passed flake8.................................................................................................Passed flake8 (cython)........................................................................................Passed flake8 (cython template)...............................................................................Passed isort..................................................................................................Passed pyupgrade..............................................................................................Passed rst ``code`` is two backticks..........................................................................Passed rst directives end with two colons.....................................................................Passed rst ``inline code`` next to normal text................................................................Passed Generate pip dependency from conda.....................................................................Passed flake8-rst.............................................................................................Passed Check for non-standard imports.........................................................................Passed Check for non-standard numpy.random-related imports excluding pandas/_testing.py.......................Passed Check for non-standard imports in test suite...........................................................Passed Check for incorrect code block or IPython directives...................................................Passed Check for use of not concatenated strings..............................................................Passed Check for strings with wrong placed spaces.............................................................Passed Check for import of private attributes across modules..................................................Passed Check for use of private functions across modules......................................................Passed Check for use of bare pytest raises....................................................................Passed Check for inconsistent use of pandas namespace in tests................................................Passed Check for use of Union[Series, DataFrame] instead of FrameOrSeriesUnion alias..........................Passed Check for use of foo.__class__ instead of type(foo)....................................................Passed Check for outdated annotation syntax and missing error codes...........................................Passed Check for use of np.bool instead of np.bool_...........................................................Passed Check code for instances of os.remove..................................................................Passed Check code for instances of pd.api.types...............................................................Passed Strip unnecessary `# noqa`s............................................................................Passed Fix End of Files.......................................................................................Passed Trim Trailing Whitespace...............................................................................Passed codespell..............................................................................................Passed no-string-hints........................................................................................Passed abs-imports............................................................................................Passed ``` </details> </details> ## Changed files <details> <summary>Changed file: </summary> - .pre-commit-config.yaml </details> <hr> [:octocat: Repo](https://github.com/technote-space/create-pr-action) | [:memo: Issues](https://github.com/technote-space/create-pr-action/issues) | [:department_store: Marketplace](https://github.com/marketplace/actions/create-pr-action)
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39,669
DOC: Start v1.2.3 release notes
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2
2021-02-08T11:54:17Z
2021-02-09T12:42:24Z
2021-02-09T12:41:37Z
MEMBER
null
web and docs will fail until 1.2.2 tag exists (can restart just that job after release)
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DOC: 1.2.2 release date
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2021-02-08T13:41:21Z
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MEMBER
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BUG: Undesired non-deterministic reordering when indexing by unordered iterable
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2021-02-08T13:04:14Z
2021-09-24T16:59:33Z
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample ```python import pandas as pd df = pd.DataFrame([], columns=[2, 1, 0]) df2 = df[{2, 1, 0}] # expect column order to be preserved assert((df.columns == df2.columns).all()) ``` #### Problem description An unordered iterable such as a set iterates in a non-deterministic way. Thus a reordering of the columns when indexing with an unordered iterable would be undesirable. It should be desirable that in those cases a preservation of the order is guaranteed. This should not be considered a breaking change, since the results were never guaranteed to be in a specific ordering in those cases. #### Expected Output See Code Sample. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : b5958ee1999e9aead1938c0bba2b674378807b3d python : 3.6.9.final.0 python-bits : 64 OS : Darwin OS-release : 19.6.0 Version : Darwin Kernel Version 19.6.0: Tue Nov 10 00:10:30 PST 2020; root:xnu-6153.141.10~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : None LOCALE : None.None pandas : 1.1.5 numpy : 1.19.5 pytz : 2020.1 dateutil : 2.8.1 pip : 19.0.3 setuptools : 40.8.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : 4.5.0 html5lib : 1.1 pymysql : 0.9.3 psycopg2 : 2.8.4 (dt dec pq3 ext lo64) jinja2 : None IPython : None pandas_datareader: None bs4 : 4.8.2 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pytables : None pyxlsb : None s3fs : None scipy : None sqlalchemy : 1.3.15 tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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39,672
Pandas dataframe pct_change function arguments
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2021-02-08T13:05:41Z
2021-03-06T20:40:22Z
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Typically financial data is ordered by columns in reverse chronology ie columns '2020', '2019', '2018', '2017'.. But we need the pct_change function in reverse order. Looking at the Pandas reference (last example): https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.pct_change.html?highlight=pct_change#pandas.DataFrame.pct_change df.pct_change(axis='columns') 2016 2015 2014 GOOG NaN -0.151997 -0.086016 APPL NaN 0.337604 0.012002 Such a calculation makes no sense or at least is not useful. We need to look at change from today over past period, not past period over future period. Other than iterating in reverse order or transposing, can the pct_change function be augmented with a new argument to reverse the calculation to the form: (A0-A1)/A1 instead of (A1-A0)/A0 ??
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Backport PR #39670 on branch 1.2.x (DOC: 1.2.2 release date)
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Backport PR #39670: DOC: 1.2.2 release date
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Backport PR #39658 on branch 1.2.x (DOC: pin sphinx theme to avoid mobile dropdown bug)
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Backport PR #39658: DOC: pin sphinx theme to avoid mobile dropdown bug
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BUG: pd.to_timedelta needs rounding argument to eliminate floating-point imprecision
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2021-02-09T04:12:56Z
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- [ ] I have checked that this issue has not already been reported. - [ ] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python import pandas as pd a = 0.00026 print(pd.to_timedelta(a, unit='s')) ``` #### Problem description As can be seen with the provided code, thanks to floating-point imprecision, the result is 0 days 00:00:00.000259999. The expected result is of course 260us. Because of this, synchronously sampled data can appear as asynchronous, which can cause issues. If this cannot be fixed differently, workaround would be to provide some rounding option to user, so it can be assured that output has the expected value #### Expected Output 260us #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.8.4.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.19041 machine : AMD64 processor : Intel64 Family 6 Model 158 Stepping 9, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : Serbian (Latin)_Serbia.1250 pandas : 1.2.1 numpy : 1.19.0 pytz : 2019.1 dateutil : 2.8.0 pip : 21.0 setuptools : 47.1.0 Cython : 0.29.16 pytest : 6.0.1 hypothesis : None sphinx : 1.7.0 blosc : None feather : None xlsxwriter : 1.3.7 lxml.etree : 4.6.2 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.1.2 numexpr : 2.7.2 odfpy : None openpyxl : 1.7.0 pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.5.1 sqlalchemy : None tables : 3.6.1 tabulate : 0.8.3 xarray : None xlrd : 2.0.1 xlwt : 1.3.0 numba : None </details>
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Backport PR #39615: BUG: fix Categorical.astype for dtype=np.int32 argument
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Backport PR #39655: REGR: fix case all-NaN/numeric object column in groupby
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2021-02-08T14:43:00Z
2021-02-08T16:55:47Z
2021-02-08T16:15:52Z
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Backport PR #39655
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PERF: special case numpy.dtype in is_extension_array_dtype
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2021-02-08T14:59:53Z
2021-02-10T14:32:10Z
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Master: ``` dtype = np.dtype(float) dtype2 = pd.Int32Dtype() In [2]: %timeit pd.api.types.is_extension_array_dtype(dtype) 645 ns ± 59.1 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [3]: %timeit pd.api.types.is_extension_array_dtype(dtype2) 251 ns ± 9.68 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) ``` with this branch, it keeps the speed for ExtensionDtype the same, and improves for numpy.dtype (avoiding a extension dtype registry lookup): ``` In [2]: %timeit pd.api.types.is_extension_array_dtype(dtype) 328 ns ± 24.3 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) In [2]: %timeit pd.api.types.is_extension_array_dtype(dtype2) 240 ns ± 19.4 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) ```
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Backport PR #39547 on branch 1.2.x (BUG: read_excel with openpyxl produces trailing rows of nan)
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2021-02-08T15:16:03Z
2021-02-08T17:44:16Z
2021-02-08T17:44:15Z
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Backport PR #39547: BUG: read_excel with openpyxl produces trailing rows of nan
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KeyError: 'UGDS'
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1
2021-02-08T17:44:27Z
2021-02-08T17:51:45Z
2021-02-08T17:51:33Z
NONE
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college.groupby('STABBR').agg(weighted_math_average).head() while running this command i am facing above mention Error. while i fellow is not having any error. can you please help me to rectify this issue
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DOC: update release date for 1.2.2
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Backport PR #39681 on branch 1.2.x (DOC: update release date for 1.2.2)
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Backport PR #39681: DOC: update release date for 1.2.2
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DOC: Basic indexing on axis with Multiindex
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#### Location of the documentation [Basic indexing on axis with MultiIndex](https://pandas.pydata.org/pandas-docs/stable/user_guide/advanced.html#basic-indexing-on-axis-with-multiindex) #### Documentation problem The following example seems not to work: ```python arrays = [ np.array(["bar", "bar", "baz", "baz", "foo", "foo", "qux", "qux"]), np.array(["one", "two", "one", "two", "one", "two", "one", "two"]), ] df = pd.DataFrame(np.random.randn(8, 4), index=arrays) df["bar"] ``` The code throws an error: ```python --------------------------------------------------------------------------- KeyError Traceback (most recent call last) <ipython-input-13-6ea2f6413a49> in <module> ----> 1 df["bar"] ~/anaconda3/envs/jupyter/lib/python3.8/site-packages/pandas/core/frame.py in __getitem__(self, key) 3022 if self.columns.nlevels > 1: 3023 return self._getitem_multilevel(key) -> 3024 indexer = self.columns.get_loc(key) 3025 if is_integer(indexer): 3026 indexer = [indexer] ~/anaconda3/envs/jupyter/lib/python3.8/site-packages/pandas/core/indexes/range.py in get_loc(self, key, method, tolerance) 352 except ValueError as err: 353 raise KeyError(key) from err --> 354 raise KeyError(key) 355 return super().get_loc(key, method=method, tolerance=tolerance) 356 KeyError: 'bar' ``` When asking for help, it is suggested to use `df.loc["bar"]` instead with as shown in another part of the documentation ([advanced indexing with hierarchical index](https://pandas.pydata.org/docs/dev/user_guide/advanced.html#advanced-indexing-with-hierarchical-index)). #### Suggested fix for documentation An explanation for when partial indexing without the usage of `.loc[]` is applicable would be helpful or choosing an example that works in the current version. Trying to reproduce documentation code that does not work leads to confusion.
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- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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DOC: Remove mention that on with MultiIndex is supported with Rolling Groupby
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3
2021-02-08T20:52:16Z
2021-02-11T13:46:32Z
2021-02-11T13:46:32Z
NONE
null
- [.] I have checked that this issue has not already been reported. - [.] I have confirmed this bug exists on the latest version of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ``` dates = pd.date_range(start='2016-01-01 09:30:00', periods=20, freq='s') df = pd.DataFrame({'A': [1] * 20 + [2] * 12 + [3] * 8, 'B': np.concatenate((dates, dates)), 'C': np.arange(40),}) df.set_index(['A', 'B'], inplace=True) df.groupby('A').rolling('4s', on='B').C.mean() ``` #### Problem description Multi-index dataframe gives the following error message: > ValueError: invalid on specified as B, must be a column (of DataFrame), an Index or None when one layer of the multi index is used for groupby, while the other is used as a rolling datetime level. Similar to https://github.com/pandas-dev/pandas/issues/13966 #### Expected Output ``` A B 1 2016-01-01 09:30:00 0.0 2016-01-01 09:30:01 0.5 2016-01-01 09:30:02 1.0 2016-01-01 09:30:03 1.5 2016-01-01 09:30:04 2.5 2016-01-01 09:30:05 3.5 2016-01-01 09:30:06 4.5 2016-01-01 09:30:07 5.5 2016-01-01 09:30:08 6.5 2016-01-01 09:30:09 7.5 2016-01-01 09:30:10 8.5 2016-01-01 09:30:11 9.5 2016-01-01 09:30:12 10.5 2016-01-01 09:30:13 11.5 2016-01-01 09:30:14 12.5 2016-01-01 09:30:15 13.5 2016-01-01 09:30:16 14.5 2016-01-01 09:30:17 15.5 2016-01-01 09:30:18 16.5 2016-01-01 09:30:19 17.5 2 2016-01-01 09:30:00 20.0 2016-01-01 09:30:01 20.5 2016-01-01 09:30:02 21.0 2016-01-01 09:30:03 21.5 2016-01-01 09:30:04 22.5 2016-01-01 09:30:05 23.5 2016-01-01 09:30:06 24.5 2016-01-01 09:30:07 25.5 2016-01-01 09:30:08 26.5 2016-01-01 09:30:09 27.5 2016-01-01 09:30:10 28.5 2016-01-01 09:30:11 29.5 3 2016-01-01 09:30:12 32.0 2016-01-01 09:30:13 32.5 2016-01-01 09:30:14 33.0 2016-01-01 09:30:15 33.5 2016-01-01 09:30:16 34.5 2016-01-01 09:30:17 35.5 2016-01-01 09:30:18 36.5 2016-01-01 09:30:19 37.5 Name: C, dtype: float64 ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.8.5.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.19041 machine : AMD64 processor : Intel64 Family 6 Model 42 Stepping 7, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : English_United Kingdom.1252 pandas : 1.2.1 numpy : 1.19.2 pytz : 2021.1 dateutil : 2.8.1 pip : 20.3.3 setuptools : 52.0.0.post20210125 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.3 IPython : 7.20.0 pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.2 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : None tables : None tabulate : None xarray : None xlrd : 1.2.0 xlwt : None numba : None </details>
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TST: split test_indexing tests
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0
2021-02-08T21:39:44Z
2021-02-08T22:54:13Z
2021-02-08T22:45:13Z
MEMBER
null
- [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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39,688
DOC: doc-string validation broken
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2021-02-08T21:43:12Z
2021-04-12T09:54:22Z
null
CONTRIBUTOR
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https://github.com/pandas-dev/pandas/pull/39685/checks?check_run_id=1857708224 ``` ==================================== ERRORS ==================================== __________ ERROR collecting scripts/tests/test_validate_docstrings.py __________ ImportError while importing test module '/home/runner/work/pandas/pandas/scripts/tests/test_validate_docstrings.py'. Hint: make sure your test modules/packages have valid Python names. Traceback: /usr/share/miniconda/envs/pandas-dev/lib/python3.8/importlib/__init__.py:127: in import_module return _bootstrap._gcd_import(name[level:], package, level) scripts/tests/test_validate_docstrings.py:5: in <module> import validate_docstrings scripts/validate_docstrings.py:50: in <module> from numpydoc.validate import validate, Docstring # isort:skip E ImportError: cannot import name 'Docstring' from 'numpydoc.validate' (/usr/share/miniconda/envs/pandas-dev/lib/python3.8/site-packages/numpydoc/validate.py) =========================== short test summary info ============================ ERROR scripts/tests/test_validate_docstrings.py !!!!!!!!!!!!!!!!!!!! Interrupted: 1 error during collection !!!!!!!!!!!!!!!!!!!! =============================== 1 error in 0.54s =============================== Error: Process completed with exit code 2. ```` cc @pandas-dev/pandas-core can we pin numpydoc?
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39,689
CLN: remove unused arg from Index._get_unique_index
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0
2021-02-09T04:00:55Z
2021-02-10T16:19:54Z
2021-02-10T16:17:51Z
MEMBER
null
we'll be able to get rid of get_unique_index altogether following #38140
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STYLE use ast.parse instead of regex to fixup inconsistencies in namespace
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11
2021-02-09T08:52:15Z
2021-02-19T07:16:47Z
2021-02-19T01:11:36Z
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null
- [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them The regular expression wasn't working too well, this solution should be better. Also, like this, you can pass `--replace` and have the inconsistencies fixed up for you (though I haven't passed this by default as it may be confusing) Just running on `pandas/tests/frame/` here, can expand to the rest in separate PRs if this is alright
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There seems to be a difference between .agg and .groupby.agg
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2021-02-09T08:59:44Z
2021-08-15T17:35:50Z
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This `pd.DataFrame([[1,2,1],[3,4,1]], columns=['a', 'b', 'dummygroup']).groupby('dummygroup').agg({'a': [('spread', lambda x: x.max()-x.min())]})` works. This `pd.DataFrame([[1,2,1],[3,4,1]], columns=['a', 'b', 'dummygroup']).agg({'a': [('spread', lambda x: x.max()-x.min())]})` raises an error: > AttributeError: 'spread' is not a valid function for 'Series' object Only difference is leaving out the dummy grouping. Using newest pandas version '1.2.1'
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39,692
PERF: optimize algos.take for repeated calls
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18
2021-02-09T09:58:43Z
2021-03-05T07:48:06Z
2021-03-05T01:36:00Z
MEMBER
null
This PR optimizes our internal `take` algorithm, with the following changes: - Cache the expensive parts that are independent of the actual array values but only dependent on the dtypes / dimension / axis / fill_value (which is often the same for repeated calls), i.e. `maybe_promote` and `_get_take_nd_function` - The above is done in the generic `take_nd` function as well, but in addition I also added a `take_1d_array` specialized version that assumes the input is already an array and only deals with 1D. This gives a small further speed-up. An example use case where the effect of this optimization can be noticed nicely is `unstack` in case of the ArrayManager. This is typically a case where we do multiple `take` calls for 1 column (to split it into multiple columns) and thus call it many times for the same dtype/fill_value. Using the example from the `reshape.py::SimpleReshape` ASV benchmark (this is an example of homogeneous dtype with a single block, so which is fast with the BlockManager using the `_can_fast_transpose` fastpath in `_unstack_frame`): ```python arrays = [np.arange(100).repeat(100), np.roll(np.tile(np.arange(100), 100), 25)] index = pd.MultiIndex.from_arrays(arrays) df = pd.DataFrame(np.random.randn(10000, 4), index=index) df_am = df._as_manager("array") ``` Master: ``` In [2]: %timeit df.unstack() 1.79 ms ± 108 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each) In [3]: %timeit df_am.unstack() 15.1 ms ± 1.3 ms per loop (mean ± std. dev. of 7 runs, 100 loops each) ``` PR: ``` In [2]: %timeit df.unstack() 1.81 ms ± 160 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) In [3]: %timeit df_am.unstack() 3.44 ms ± 69.5 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) ``` So for the BlockManager this doesn't matter (it does only a single call to `take_nd` for the column values), but for the ArrayManager version this gives a nice speedup and brings it within 2x of the BlockManager version (for this benchmark).
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39,693
Backport PR #39526: CI: pin numpy for CI / Checks github action (#39529)
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re-apply Backport PR #39526 xref #39641
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Backport PR #39669 on branch 1.2.x (DOC: Start v1.2.3 release notes)
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Backport PR #39669: DOC: Start v1.2.3 release notes
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39,695
BUG: DataFrame.to_excel() now raises if column parameter contains duplicates
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3
2021-02-09T12:48:21Z
2021-02-15T22:42:17Z
2021-02-15T22:42:17Z
NONE
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python import pandas as pd dft = pd.DataFrame({"A": [0, 1], "B": [10, 11]}) dft.to_excel(r"c:\test\test3.xlsx", columns=["A", "B", "A"]) ``` #### Problem description The example works with pandas 1.1.0, but not with pandas 1.2.1 any more. With 1.2.1 it raises: ```python-traceback Traceback (most recent call last): File "<stdin>", line 1, in <module> File "c:\test\venv4\lib\site-packages\pandas\core\generic.py", line 2177, in to_excel formatter = ExcelFormatter( File "c:\test\venv4\lib\site-packages\pandas\io\formats\excel.py", line 470, in __init__ raise KeyError("Not all names specified in 'columns' are found") KeyError: "Not all names specified in 'columns' are found" ``` If the column argument doesn't contain duplicates (e.g. `columns=["A", "B"]`) it works also in 1.2.1 In the documentation of .to_excel() I found no information about an intended change in behaviour. #### Expected Output I expected it to work like with pandas 1.1.0, producing an excel file with the following content: ![image](https://user-images.githubusercontent.com/25440862/107364440-ba3eec00-6adb-11eb-99c5-3abe55f07e9e.png) #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.9.1.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 142 Stepping 10, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : de_DE.cp1252 pandas : 1.2.1 numpy : 1.20.0 pytz : 2021.1 dateutil : 2.8.1 pip : 21.0.1 setuptools : 53.0.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : 3.0.6 pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : None sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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39,696
CI: activate Github actions for pushes to backport branch (1.2.x)
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2021-02-09T12:49:27Z
2021-07-16T10:38:14Z
2021-07-16T10:38:14Z
MEMBER
null
xref https://github.com/pandas-dev/pandas/issues/39295#issuecomment-775329397 > for the Github actions issue, I should open a new issue and xref #38360. we may want to activate Github actions for pushes to 1.2.x and update `.github\workflows\ci.yml` which will currently upload docs on a push event... ``` - name: Upload web run: rsync -az --delete --exclude='pandas-docs' --exclude='docs' --exclude='Pandas_Cheat_Sheet*' web/build/ docs@${{ secrets.server_ip }}:/usr/share/nginx/pandas if: github.event_name == 'push' ```
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[ArrayManager] Enable downcast in fillna / enable where indexing tests
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2
2021-02-09T13:14:51Z
2021-02-16T08:46:59Z
2021-02-16T08:46:56Z
MEMBER
null
Instead of https://github.com/pandas-dev/pandas/pull/39539, for now keeping the downcasting behaviour of `fillna`.
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RLS: 1.2.3
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6
2021-02-09T13:42:05Z
2021-03-02T22:12:12Z
2021-03-02T17:15:27Z
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Tracking issue for the 1.2.3 release. https://github.com/pandas-dev/pandas/milestone/83 Currently scheduled for March 01, 2021 List of open regressions: https://github.com/pandas-dev/pandas/issues?q=is%3Aopen+is%3Aissue+label%3ARegression
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MDU6SXNzdWU4MDQ2NzEwMzQ=
39,699
BUG: TypeError when trying to find intersection between MultiIndex and array since 1.2.0
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2021-02-09T15:45:08Z
2021-08-15T17:36:47Z
null
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python import pandas multi_index = pandas.MultiIndex.from_arrays([["a", "b"], ["c", "d"]]) try: result = multi_index.intersection(["some_col"]) except Exception as e: result = e print(f"Intersection with a list: {repr(result)}") result = multi_index.intersection(pandas.Index(["some_col"])) print(f"Intersection with an Index: {result}") ``` <details><summary>Output for pandas 1.1.5</summary> ``` Intersection with a list: MultiIndex([], ) Intersection with an Index: MultiIndex([], ) ``` </details> <details><summary>Output for pandas 1.2.0+</summary> ``` Intersection with a list: TypeError('other must be a MultiIndex or a list of tuples') Intersection with an Index: MultiIndex([], ) ``` </details> #### Problem description It's expected to get an empty index as the result of the intersection, but getting a TypeError. #### Output of ``pd.show_versions()`` <details> ``` INSTALLED VERSIONS ------------------ commit : 3e89b4c4b1580aa890023fc550774e63d499da25 python : 3.7.7.final.0 python-bits : 64 OS : Linux OS-release : 4.15.0-50-generic Version : #54-Ubuntu SMP Mon May 6 18:46:08 UTC 2019 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.2.0 numpy : 1.19.0 pytz : 2020.1 dateutil : 2.8.1 pip : 20.1.1 setuptools : 47.3.1.post20200622 Cython : None pytest : 6.0.2 hypothesis : None sphinx : None blosc : None feather : 0.4.1 xlsxwriter : None lxml.etree : 4.5.1 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.2 IPython : None pandas_datareader: None bs4 : 4.9.1 bottleneck : None fsspec : 0.7.4 fastparquet : None gcsfs : None matplotlib : 3.2.2 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.4 pandas_gbq : 0.13.2 pyarrow : 1.0.1 pyxlsb : None s3fs : 0.4.2 scipy : 1.5.1 sqlalchemy : 1.3.18 tables : 3.6.1 tabulate : None xarray : 0.15.1 xlrd : 1.2.0 xlwt : None numba : None ``` </details>
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[ArrayManager] TST: get tests running for /tests/frame
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2021-02-09T15:53:56Z
2021-03-05T07:47:55Z
2021-03-05T01:32:59Z
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xref https://github.com/pandas-dev/pandas/issues/39146 This is on top of https://github.com/pandas-dev/pandas/pull/39612, so only the last commit is relevant for this PR: https://github.com/pandas-dev/pandas/pull/39700/commits/ec83091284ac9a388ef147e006e2d4d43d946ea7
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39,701
BUG: pd.show_versions: json.decoder.JSONDecodeError
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2021-02-09T16:46:08Z
2021-02-22T18:18:09Z
2021-02-22T18:18:09Z
NONE
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python import contextlib, io, json import pandas as pd redirect = io.StringIO() with contextlib.redirect_stdout(redirect): pd.show_versions(as_json=True) # produces invalid json pd_versions = redirect.getvalue() pd_versions = json.loads(pd_versions) # raises JSONDecodeError ``` #### Problem description `pd.show_versions(as_json=True)` is supposed to print valid JSON, but it really doesn't. It is supposed to work as advertised but it doesn't. It prints invalid JSON that is not parsable. The following error is printed when attempting to parse it: > json.decoder.JSONDecodeError: Expecting property name enclosed in double quotes: line 1 column 2 (char 1) This functionality is important because when running a job in the cloud, it is not feasible to print a multiline output. This is because every printed line has significant attached metadata. It is better to have valid JSON output instead in this case. The implementation of the `show_versions` function looks to be very hacky and poorly reviewed, given that it fails in this very basic way. #### Expected Output In the code example, `json.loads(pd_versions)` should have been able to parse the captured text. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 7d32926db8f7541c356066dcadabf854487738de python : 3.8.6.final.0 python-bits : 64 OS : Darwin OS-release : 19.6.0 Version : Darwin Kernel Version 19.6.0: Tue Nov 10 00:10:30 PST 2020; root:xnu-6153.141.10~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : None LOCALE : en_US.UTF-8 pandas : 1.2.2 numpy : 1.19.4 pytz : 2020.4 dateutil : 2.8.1 pip : 21.0.1 setuptools : 50.3.2 Cython : None pytest : 6.2.2 hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : None jinja2 : None IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : None numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : 3.0.0 pyxlsb : None s3fs : None scipy : None sqlalchemy : None tables : None tabulate : None xarray : None xlrd : None xlwt : None numba : None </details>
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DEP: bump min version of openpyxl to 3.0.0 #39603
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2021-02-09T17:23:18Z
2021-03-18T16:36:39Z
2021-02-15T22:14:02Z
MEMBER
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- [x] closes #39603
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39,703
BUG: SQLAlchemy Date() classes still written as DateTimes
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2021-02-09T17:27:10Z
2021-08-15T17:37:45Z
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- [X] I have checked that this issue has not already been reported. - [X] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample ```python from sqlalchemy import create_engine, Date from pandas import DataFrame from datetime import datetime df = DataFrame([{'test': datetime.now()}]) df.to_sql( 'test_table', create_engine('sqlite:///foo.db'), dtype={'test': Date()} ) ``` #### Problem description The above code works, as far as successfully storing the data in the database. However, **it can not be read back out again.** The entire datetime is stored, instead of just the date! Python complains and refuses to read the table. #### Expected Output Dates are properly stored if passed as an SQLAlchemy dtype. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 7d32926db8f7541c356066dcadabf854487738de python : 3.8.5.final.0 python-bits : 64 OS : Linux OS-release : 5.4.0-65-generic Version : #73-Ubuntu SMP Mon Jan 18 17:25:17 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_US.UTF-8 LOCALE : en_US.UTF-8 pandas : 1.2.2 numpy : 1.20.1 pytz : 2021.1 dateutil : 2.8.1 pip : 20.2.4 setuptools : 44.0.0 Cython : None pytest : None hypothesis : None sphinx : None blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : 1.0.1 pymysql : None psycopg2 : 2.8.6 (dt dec pq3 ext lo64) jinja2 : 2.11.3 IPython : None pandas_datareader: None bs4 : None bottleneck : None fsspec : 0.8.5 fastparquet : None gcsfs : None matplotlib : 3.3.4 numexpr : None odfpy : None openpyxl : 3.0.6 pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : 1.3.23 tables : None tabulate : None xarray : 0.16.1 xlrd : None xlwt : None numba : None </details>
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February 2021 Developer Meeting
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2021-02-09T18:31:24Z
2021-05-12T12:14:52Z
2021-02-11T11:35:56Z
MEMBER
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The monthly dev meeting is Wednesday February 10th, at 18:00 UTC (12 am Central). Our calendar is at https://pandas.pydata.org/docs/development/meeting.html#calendar to check your local time. Video Call: https://zoom.us/j/942410248?pwd=T2l2Qi9vaC82Z294ZEtFczYxMVM2dz09 Minutes: https://docs.google.com/document/u/1/d/1tGbTiYORHiSPgVMXawiweGJlBw5dOkVJLY-licoBmBU/edit?ouid=102771015311436394588&usp=docs_home&ths=true Please add items you'd like to see discussed to the agenda. All are welcome to attend. @pandas-dev/pandas-core @pandas-dev/pandas-triage
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BUG: IndexError when plotting empty dataframe subset with DatetimeIndex on an existing axis
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2021-06-06T20:54:41Z
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- #### Code Sample, a copy-pastable example ```python # Case 1 - no error raised: df = pd.DataFrame({"col1":[1,2,3]}) ax = df.plot() df[df["col1"]==9].plot(ax=ax) # Case 2 - error raised: df = pd.DataFrame({"col1":[1,2,3]}, index=pd.date_range("2020-01-01 00:00:00", periods=3, freq="10s")) ax = df.plot() df[df["col1"]==9].plot(ax=ax) ``` #### Problem description IndexError is raised when trying to plot an empty subset of a dataframe that has a DatetimeIndex to an already existing axis (case 2). The better option would be that no error is raised and simply nothing is added to the existing axis as is the case if the index is a normal index instead of a DatetimeIndex (case 1). This is better becaue it allows to plot subsets of a dataframe within a loop or similar without having to care about whether the resulting subset is gonna be empty or not. #### Expected Output When adding an empty subset of a dataframe with DatetimeIndex to an existing axis, nothing is added to the plot and no error is raised. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 7d32926db8f7541c356066dcadabf854487738de python : 3.7.3.final.0 python-bits : 64 OS : Windows OS-release : 10 Version : 10.0.18362 machine : AMD64 processor : Intel64 Family 6 Model 142 Stepping 12, GenuineIntel byteorder : little LC_ALL : None LANG : None LOCALE : None.None pandas : 1.2.2 numpy : 1.19.5 pytz : 2020.5 dateutil : 2.8.1 pip : 21.0 setuptools : 49.6.0.post20210108 Cython : None pytest : None hypothesis : None sphinx : 3.4.3 blosc : None feather : None xlsxwriter : None lxml.etree : None html5lib : None pymysql : None psycopg2 : 2.8.6 (dt dec pq3 ext lo64) jinja2 : 2.11.2 IPython : 7.19.0 pandas_datareader: None bs4 : 4.9.3 bottleneck : None fsspec : None fastparquet : None gcsfs : None matplotlib : 3.3.2 numexpr : None odfpy : None openpyxl : None pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : 1.3.20 tables : None tabulate : None xarray : None xlrd : 1.2.0 xlwt : None numba : None </details>
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DOC: Adding links to the cheat sheets
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2021-02-09T19:59:32Z
2021-02-10T23:43:07Z
2021-02-10T23:10:01Z
CONTRIBUTOR
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#### Location of the documentation Cheat Sheets #### Documentation problem It would be great to have web-links to the official pandas docs included in the cheat sheets. #### Suggested fix for documentation I already implemented this [here](https://github.com/OliEfr/pandas/blob/master/doc/cheatsheet/Pandas_Cheat_Sheet.pdf). It works well! However, I am not sure how to create a pull request now.
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DOCS: Added links to official docs in cheat sheets
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2
2021-02-09T20:15:35Z
2021-02-10T23:42:38Z
2021-02-10T23:10:01Z
CONTRIBUTOR
null
- [x] closes #39706 - [x] tests added / passed (not necessary, only edited ppt and pdf) - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them (not necessary, only edited ppt and pdf) - [x] whatsnew entry (not necesarry)
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MDU6SXNzdWU4MDQ5MzIxNDc=
39,708
BUG: Styler `copy` methods not updated for recent additions
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1
2021-02-09T21:18:41Z
2021-03-05T00:52:34Z
2021-03-05T00:52:34Z
CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- Recent additions (1.2.0) (1.3.0) to `Styler` have introduced additional class attributes. The existing `copy` mechanisms catered for older attributes (although not all), but now needs to be reviewed. Tests should probably be added. ``` def _copy(self, deepcopy: bool = False) -> Styler: styler = Styler( self.data, precision=self.precision, caption=self.caption, uuid=self.uuid, table_styles=self.table_styles, na_rep=self.na_rep, ) if deepcopy: styler.ctx = copy.deepcopy(self.ctx) styler._todo = copy.deepcopy(self._todo) else: styler.ctx = self.ctx styler._todo = self._todo return styler ``` And it might also be worth reviewing the `export` and `use` styles methods in case something has been missed.
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CI: pin numpydoc
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3
2021-02-09T22:12:35Z
2021-02-10T02:30:19Z
2021-02-10T00:32:07Z
MEMBER
null
xref #39688 - [ ] closes #xxxx - [ ] tests added / passed - [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry
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BUG: Timedelta input string with only symbols and no digits failed to raise an error
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1
2021-02-09T23:10:42Z
2021-02-10T23:47:33Z
2021-02-10T23:47:33Z
CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- `pd.Timedelta` with non-digit string input, such as `pd.Timedelta('-')`, successfully processes and returns `Timedelta('0 days 00:00:00')`. From discussion with @jreback in #39497 it was concluded that this is unwanted and that it should raise an error instead. I found that this appears for string input with `'+'`, `'-'`, `','` and `' '` in various combinations, see below ```python In [1]: pd.Timedelta('+') Out[1]: Timedelta('0 days 00:00:00') In [2]: pd.Timedelta('-') Out[2]: Timedelta('0 days 00:00:00') In [3]: pd.Timedelta(' ') Out[3]: Timedelta('0 days 00:00:00') In [4]: pd.Timedelta(',') Out[4]: Timedelta('0 days 00:00:00') In [5]: pd.Timedelta('++') Out[5]: Timedelta('0 days 00:00:00') In [6]: pd.Timedelta('+-') Out[6]: Timedelta('0 days 00:00:00') ``` #### Problem description Invalid input should raise an error instead of successfully resolving to 0 #### Expected Output Raise an error. I would propose to generalize the `ValueError("unit abbreviation w/o a number")` on [L497](https://github.com/pandas-dev/pandas/blob/master/pandas/_libs/tslibs/timedeltas.pyx#L497) of `timedeltas.pyx` to `ValueError("characters w/o a number")` . Since this error also shows up if there are no unit abbrevations, for example: ```python In [2]: pd.Timedelta('foo') --------------------------------------------------------------------------- ValueError Traceback (most recent call last) <ipython-input-2-06e16138b2f6> in <module> ----> 1 pd.Timedelta('foo') ~/Documents/developer/pandas/pandas/_libs/tslibs/timedeltas.pyx in pandas._libs.tslibs.timedeltas.Timedelta.__new__() 1192 value = parse_iso_format_string(value) 1193 else: -> 1194 value = parse_timedelta_string(value) 1195 value = np.timedelta64(value) 1196 elif PyDelta_Check(value): ~/Documents/developer/pandas/pandas/_libs/tslibs/timedeltas.pyx in pandas._libs.tslibs.timedeltas.parse_timedelta_string() 429 result += timedelta_as_neg(r, neg) 430 else: --> 431 raise ValueError("unit abbreviation w/o a number") 432 433 # treat as nanoseconds ValueError: unit abbreviation w/o a number ``` #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 492c5e00d112f0977a24d219f3758c6757fa2f7c python : 3.8.6.final.0 python-bits : 64 OS : Darwin OS-release : 20.2.0 Version : Darwin Kernel Version 20.2.0: Wed Dec 2 20:39:59 PST 2020; root:xnu-7195.60.75~1/RELEASE_X86_64 machine : x86_64 processor : i386 byteorder : little LC_ALL : None LANG : None LOCALE : None.UTF-8 pandas : 1.2.0.dev0+1259.g492c5e00d1 numpy : 1.19.2 pytz : 2020.1 dateutil : 2.8.1 pip : 20.2.4 setuptools : 49.6.0.post20201009 Cython : 0.29.21 pytest : 6.1.1 hypothesis : 5.37.3 sphinx : 3.2.1 blosc : None feather : None xlsxwriter : 1.3.7 lxml.etree : 4.6.0 html5lib : 1.1 pymysql : None psycopg2 : 2.8.6 (dt dec pq3 ext lo64) jinja2 : 2.11.2 IPython : 7.18.1 pandas_datareader: None bs4 : 4.9.3 bottleneck : 1.3.2 fsspec : 0.8.4 fastparquet : 0.4.1 gcsfs : 0.7.1 matplotlib : 3.3.2 numexpr : 2.7.1 odfpy : None openpyxl : 3.0.5 pandas_gbq : None pyarrow : 1.0.1 pyxlsb : None s3fs : 0.4.2 scipy : 1.5.2 sqlalchemy : 1.3.20 tables : 3.6.1 tabulate : 0.8.7 xarray : 0.16.1 xlrd : 1.2.0 xlwt : 1.3.0 numba : 0.51.2 </details>
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REF: Rename is_valid_nat_for_dtype -> is_valid_na_for_dtype
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Backport PR #39709 on branch 1.2.x (CI: pin numpydoc)
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2021-02-10T00:32:25Z
2021-02-10T10:26:20Z
2021-02-10T10:26:20Z
NONE
null
Backport PR #39709: CI: pin numpydoc
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ENH: handling units.
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2021-02-10T05:12:38Z
2021-02-10T05:12:22Z
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#### Is your feature request related to a problem? I wish we could manage units of measurements in pandas. #### Describe the solution you'd like For example a temperature column may have the unit of Fahrenheit, if we need to convert the units to Centigrade it will be nice to convert it without creating the convertor functions. Here are some ideas: Series.unit returns the current unit of measurement (e.g., Fahrenheit). Series.to_unit() returns a series with the unit in parameter (e.g., Series.to_unit('Fahrenheit')). More complex units can be electricity consumption and electricity demand.
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39,714
REF: implement ensure_can_hold_na
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1
2021-02-10T05:33:06Z
2021-02-10T18:51:57Z
2021-02-10T18:41:25Z
MEMBER
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Much simpler than maybe_promote, which for the most part id like to replace with something like ``` def maybe_promote(dtype, fill_value): inferred, fv = infer_dtype_from(fill_value) new_dtype = find_common_type([dtype, inferred]) return inferred, fv ```
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39,715
DOC: Group optional dependencies by category
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2021-02-10T06:39:20Z
2021-02-22T23:50:10Z
2021-02-22T23:20:50Z
CONTRIBUTOR
null
- [x] closes #39594 - [ ] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them - [ ] whatsnew entry This PR splits the Optional Dependencies table into multiple tables one for each category. It should help people compare different options when looking for a specific capability, e.g. "I need to read an Excel file. What are my options?". The specific grouping felt pretty subjective. If you think of a better way to group them, we can do that instead.
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805,248,578
MDU6SXNzdWU4MDUyNDg1Nzg=
39,716
BUG: `Style` index name row does not label column class
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2021-02-10T07:15:33Z
2021-02-17T00:16:18Z
2021-02-17T00:16:18Z
CONTRIBUTOR
null
- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [x] (optional) I have confirmed this bug exists on the master branch of pandas. --- The `Styler` ignores column class on the `index_name` row and just inputs `blank`, which is a pain for controlling `table_styles` using column selectors. ``` df3 = pd.DataFrame(0, index=['a'], columns=['A','B']) df3.index.name = 'foo' print(df3.style.render()) ``` ``` <style type="text/css"> </style> <table id="T_a6821_"> <thead> <tr> <th class="blank level0" ></th> <th class="col_heading level0 col0" >A</th> <th class="col_heading level0 col1" >B</th> </tr> <tr> <th class="index_name level0" >foo</th> <th class="blank" ></th> <th class="blank" ></th> </tr> </thead> <tbody> <tr> <th id="T_a6821_level0_row0" class="row_heading level0 row0" >a</th> <td id="T_a6821_row0_col0" class="data row0 col0" >0</td> <td id="T_a6821_row0_col1" class="data row0 col1" >0</td> </tr> </tbody> </table> ``` Internal mechanics should be fixed to add the col index class.
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39,717
BUG: Replacing NaNs with a Series object based on boolean indexing does not replace NaNs
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2021-02-10T13:34:26Z
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- [x] I have checked that this issue has not already been reported. - [x] I have confirmed this bug exists on the latest version of pandas. - [ ] (optional) I have confirmed this bug exists on the master branch of pandas. --- **Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28/minimal-bug-reports) detailing how to provide the necessary information for us to reproduce your bug. #### Code Sample, a copy-pastable example ```python diamond_data.isna().sum() carat 0 cut 0 color 0 clarity 0 depth 691 table 0 x 0 y 0 z 0 price 0 dtype: int64 # Generate random numbers for filling nans ideal_data = pd.Series(np.random.randint(low=float(diamond_data[diamond_data.cut == "Ideal"]["depth"].min()), high=float(diamond_data[diamond_data.cut == "Ideal"]["depth"].max()), size=270)).astype("float") prem_data = pd.Series(np.random.randint(low=float(diamond_data[diamond_data.cut == "Premium"]["depth"].min()), high=float(diamond_data[diamond_data.cut == "Premium"]["depth"].max()), size=192)).astype("float") vgood_data = pd.Series(np.random.randint(low=float(diamond_data[diamond_data.cut == "Very Good"]["depth"].min()), high=float(diamond_data[diamond_data.cut == "Very Good"]["depth"].max()), size=152)).astype("float") good_data = pd.Series(np.random.randint(low=float(diamond_data[diamond_data.cut == "Good"]["depth"].min()), high=float(diamond_data[diamond_data.cut == "Good"]["depth"].max()), size=59)).astype("float") fair_data = pd.Series(np.random.randint(low=float(diamond_data[diamond_data.cut == "Fair"]["depth"].min()), high=float(diamond_data[diamond_data.cut == "Fair"]["depth"].max()), size=24)).astype("float") # Fill it up diamond_data.loc[(diamond_data.cut == "Ideal") & (diamond_data.depth.isna()), "depth"] = ideal_data diamond_data.loc[(diamond_data.cut == "Premium") & (diamond_data.depth.isna()), "depth"] = prem_data diamond_data.loc[(diamond_data.cut == "Very Good") & (diamond_data.depth.isna()), "depth"] = vgood_data diamond_data.loc[(diamond_data.cut == "Good") & (diamond_data.depth.isna()), "depth"] = good_data diamond_data.loc[(diamond_data.cut == "Fair") & (diamond_data.depth.isna()), "depth"] = fair_data ``` #### Problem description When trying to replace some of the nan values that are spread out randomly on the dataset I'm working on, as shown above through `.loc` indexing, I should get all the values in the`depth` column filled up. Instead, nothing is filled up and running `isna().sum()` shows presence of same missing values. #### Expected Output Expected output should be 0 na values for the column `depth`. #### Output of ``pd.show_versions()`` <details> INSTALLED VERSIONS ------------------ commit : 9d598a5e1eee26df95b3910e3f2934890d062caa python : 3.7.9.final.0 python-bits : 64 OS : Linux OS-release : 5.4.0-65-generic Version : #73-Ubuntu SMP Mon Jan 18 17:25:17 UTC 2021 machine : x86_64 processor : x86_64 byteorder : little LC_ALL : None LANG : en_GB.UTF-8 LOCALE : en_GB.UTF-8 pandas : 1.2.1 numpy : 1.19.2 pytz : 2021.1 dateutil : 2.8.1 pip : 20.3.3 setuptools : 52.0.0.post20210125 Cython : None pytest : 6.2.2 hypothesis : None sphinx : 3.2.1 blosc : None feather : None xlsxwriter : 1.3.7 lxml.etree : 4.6.2 html5lib : None pymysql : None psycopg2 : None jinja2 : 2.11.3 IPython : 7.20.0 pandas_datareader: None bs4 : 4.9.3 bottleneck : 1.3.2 fsspec : 0.8.3 fastparquet : None gcsfs : None matplotlib : 3.3.2 numexpr : 2.7.2 odfpy : None openpyxl : 3.0.6 pandas_gbq : None pyarrow : None pyxlsb : None s3fs : None scipy : 1.6.0 sqlalchemy : None tables : None tabulate : 0.8.7 xarray : None xlrd : 2.0.1 xlwt : None numba : 0.51.2 </details>
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805,334,528
MDExOlB1bGxSZXF1ZXN0NTcwOTU1NDYx
39,718
CLN: strip whitespaces on `set_td_classes`
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2021-02-10T09:27:22Z
2021-02-11T07:02:53Z
2021-02-10T21:23:45Z
CONTRIBUTOR
null
- [x] tests added / passed - [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing.html#code-standards) for how to run them A use case with string DataFrames is to construct multiple and add them, needing space separators: ``` cls1 = pd.DataFrame([['', 'cls1 ']]) cls2 = pd.DataFrame([['cls2 ', '']]) cls3 = pd.DataFrame([['cls3 ', 'cls3 ']]) Styler.set_td_classes(cls1 + cls2 + cls3) ``` Stripping cleans up the output for HTML, and might be helpful in other ways..
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