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---
I have observed a few issues, when constructing a dataframe from a list of series ... | {
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- [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... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43224 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43224/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43224/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43224/events | https://github.com/pandas-dev/pandas/issues/43224 | 980,074,129 | MDU6SXNzdWU5ODAwNzQxMjk= | 43,224 | ENH: to_csv HTTP options / raw string compression | {
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I'm using changed to_csv method to write to correct:
- Raw string/bytes write with compression; when path_or_buf=None, it doesnt allow to compress it
- http(s) files with more options like method, headers (already exists) and other from requests module
If you think it can be added natively, would be nice... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43225 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43225/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43225/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43225/events | https://github.com/pandas-dev/pandas/pull/43225 | 980,287,684 | MDExOlB1bGxSZXF1ZXN0NzIwNTU0Mzg0 | 43,225 | Added example for Dataframe.align | {
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- [ ] 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
@MarcoGorelli | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43226 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43226/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43226/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43226/events | https://github.com/pandas-dev/pandas/pull/43226 | 980,300,323 | MDExOlB1bGxSZXF1ZXN0NzIwNTY0NTA0 | 43,226 | Resolving Index Resetting for tz_localize | {
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- [x] tests added / passed
I have added a test function `test_series_tz_localize_matching_index` in `test_tz_localize.py`
- [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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https://api.github.com/repos/pandas-dev/pandas/issues/43227 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43227/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43227/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43227/events | https://github.com/pandas-dev/pandas/issues/43227 | 980,309,337 | MDU6SXNzdWU5ODAzMDkzMzc= | 43,227 | BUG: GroupBy apply loses NaN groups | {
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- [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.
---
Here I'm expecting GroupBy to return an identical structure but NaN groups get rem... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43228 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43228/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43228/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43228/events | https://github.com/pandas-dev/pandas/issues/43228 | 980,334,879 | MDU6SXNzdWU5ODAzMzQ4Nzk= | 43,228 | BUG: np.select function does not work with BooleanDtype | {
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- [x] I have confirmed this bug exists on the latest version of pandas.
---
#### Code Sample
```python
import numpy as np
import pandas as pd
df = pd.DataFrame({"col1": list("ABBC"), "col2": list("ZZXY")}).astype("string")
conditions ... | {
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- [ ] 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
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Thanks
- [x] closes #32414 | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43231 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43231/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43231/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43231/events | https://github.com/pandas-dev/pandas/pull/43231 | 980,411,106 | MDExOlB1bGxSZXF1ZXN0NzIwNjU0NDc4 | 43,231 | CLN: remove unused pandas-gbq tests | {
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These tests are not run in CI. I'll replace these with tests in the pandas-gbq repo (https://github.com/googleapis/python-bigquery-pandas/issues/379)
- [x] closes #xxxx
- [ ] tests added / passed
- [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/... | {
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- [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... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43233 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43233/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43233/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43233/events | https://github.com/pandas-dev/pandas/pull/43233 | 980,430,970 | MDExOlB1bGxSZXF1ZXN0NzIwNjcwNDQ1 | 43,233 | Added example to Dataframe.get docs | {
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- [ ] 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
@MarcoGorelli
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https://api.github.com/repos/pandas-dev/pandas/issues/43234 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43234/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43234/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43234/events | https://github.com/pandas-dev/pandas/issues/43234 | 980,437,895 | MDU6SXNzdWU5ODA0Mzc4OTU= | 43,234 | ENH: Add .sem() to .describe() | {
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The standard error of the mean is quite an interesting statistic. But many didn't hear about it.
It would be nice to add it to ``.describe()`` hoping that people would ask themself about the difference between ``.sem()`` and ``.std()``
```python
series = pd.Series([1,2,3,4])
print(series.sem())
print(series... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43235 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43235/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43235/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43235/events | https://github.com/pandas-dev/pandas/pull/43235 | 980,449,800 | MDExOlB1bGxSZXF1ZXN0NzIwNjg1MjQy | 43,235 | Update indexing.rst | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43236 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43236/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43236/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43236/events | https://github.com/pandas-dev/pandas/pull/43236 | 980,452,055 | MDExOlB1bGxSZXF1ZXN0NzIwNjg3MDkz | 43,236 | BUG: groupby.apply incorrectly dropping nan | {
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- [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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from asv_bench.benchmarks.frame_ctor import *
self = FromDicts()
self.setup()
%timeit self.time_dict_of_categoricals()
1.48 ms ± 61.1 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each) # <- master
528 µs ± 2.75 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each) # <- PR
``` | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43239 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43239/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43239/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43239/events | https://github.com/pandas-dev/pandas/pull/43239 | 980,695,245 | MDExOlB1bGxSZXF1ZXN0NzIwODg2MjE2 | 43,239 | ENH: Add Storage Options kwarg to read_table | {
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- [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
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Follow up from https://github.com/pandas-dev/pandas/pull/35381 - looks like this was misse... | {
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- [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... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43241 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43241/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43241/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43241/events | https://github.com/pandas-dev/pandas/pull/43241 | 980,747,554 | MDExOlB1bGxSZXF1ZXN0NzIwOTI4Nzgx | 43,241 | DOC: Update minimum pip version | {
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- [ ] 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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The code does look pretty similar
squeeze()
https://github.com/pandas-dev/pandas/blob/5f648bf1706dd75a9ca0d29f26eadfbb595fe52b/pandas/core/generic.py#L979-L985
vs
read_csv(squeeze=True)
https://github.com/pandas-dev/pandas/blob/153021... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43243 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43243/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43243/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43243/events | https://github.com/pandas-dev/pandas/pull/43243 | 980,818,423 | MDExOlB1bGxSZXF1ZXN0NzIwOTg1NTMw | 43,243 | PERF: DataFrame._reduce | {
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from asv_bench.benchmarks.groupby import *
self = GroupByMethods()
self.setup("int", "skew", "direct", 2)
%timeit self.time_dtype_as_group("int", "skew", "direct", 2)
434 ms ± 17.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each) # <- master
367 ms ± 8.51 ms per loop (mean ± std. dev. of 7 runs, 1 l... | {
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- [x] closes #42332
- [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
Whats new:
... | {
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I wish I could use pandas in a way that does not cause bug-hunting for hours to look for a specific spot where nonsensical behavior occurs.
#### Describe the solution you'd like
The iterrow function (https://pandas.pydata.org/docs/reference/api/pandas.DataFram... | {
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- [ ] 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
From #28602:
```
pandas.Series.to_hdf: Parameter "format" description should finish with ... | {
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cc @jbrockmendel
2 options here:
- calling ``_shallow_copy`` which handles the cast to ... | {
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I'm not sure how to test this on the CI - pyright is happy on my machine:
```py
import p... | {
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"de... | closed | false | null | [] | null | 0 | 2021-08-27T16:44:56Z | 2021-08-27T18:40:02Z | 2021-08-27T18:40:02Z | MEMBER | null | Looks like there's a few names missing from
https://github.com/pandas-dev/pandas/blob/b9e90dc8acf003588678196e7dc8294114918bb2/web/pandas/config.yml#L65-L89
we need to add:
- @attack68
- @fangchenli
- @twoertwein
- @tswast
Anyone want to open a PR to add them?
----
For anyone wondering about the pr... | {
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- [X] closes #43254
- [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
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https://api.github.com/repos/pandas-dev/pandas/issues/43256 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43256/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43256/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43256/events | https://github.com/pandas-dev/pandas/pull/43256 | 981,450,170 | MDExOlB1bGxSZXF1ZXN0NzIxNDk3OTkw | 43,256 | ENH: `styler.format` options | {
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- [x] add options
- [x] add tests
- [x] update `Styler.format` docstring
- [x] update `options.rst`
- [x] update `Styler` init docstring
- [x] whatsnew
update user guide **will be a follow-on when all options are merged**
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https://api.github.com/repos/pandas-dev/pandas/issues/43257 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43257/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43257/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43257/events | https://github.com/pandas-dev/pandas/issues/43257 | 981,453,298 | MDU6SXNzdWU5ODE0NTMyOTg= | 43,257 | DEPS: Bump minimum Numba version | {
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The current min version is 0.46.0 which came out 2019-10-10.
Bumping to at least 0.49.0 (which came out 2020-04-17) would allow this version check to be removed:
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- [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
Provided tests for `to_json` when called on complex data on both `Series` and `DataFrame`. Coefficients are both... | {
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This should be fixed now.
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- [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
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- [X] I have checked that the issue still exists on the latest versions of the docs on `master` [here](https://pandas.pydata.org/docs/dev/)
### Location of the documentation
https://pandas.pydata.org/docs/dev/reference/api/pandas.Series.str.replace.html
### Documentation problem
The method description lists ... | {
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- [ ] whatsnew entry
- [ ] 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
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- [ ] 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... | {
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```python
#PR
In [3]: %time index = pd.to_datetime(np.arange(1_000_000).astype("uint64")... | {
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xref #43047 | {
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Provided tests for type cast `ExtensionDtypes` -> `DatetimeTZDtype`.
Tests and linter pass locally. | {
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- [ ] tests added / passed
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- [X] I have checked that the issue still exists on the latest versions of the docs on `master` [here](https://pandas.pydata.org/docs/dev/)
### Location of the documentation
https://pandas.pydata.org/pandas-docs/stable/user_guide/style.html
### Documentation problem
The limitations section is out of date giv... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43277 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43277/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43277/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43277/events | https://github.com/pandas-dev/pandas/pull/43277 | 981,903,947 | MDExOlB1bGxSZXF1ZXN0NzIxODMwMjI5 | 43,277 | PERF: read_stata | {
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from asv_bench.benchmarks.io.stata import *
self = StataMissing()
self.setup("td")
%timeit self.time_read_stata("td")
113 ms ± 1.44 ms per loop (mean ± std. dev. of 7 runs, 10 loops each) # <- master
94.4 ms ± 1.72 ms per loop (mean ± std. dev. of 7 runs, 10 loops each) # <- PR
```
cc @bashtage | {
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Reprises #42824. | {
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- [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.
---
#### Code Sample, a copy-pastable example
```python
>>> import pandas as pd
... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43281 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43281/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43281/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43281/events | https://github.com/pandas-dev/pandas/pull/43281 | 981,984,388 | MDExOlB1bGxSZXF1ZXN0NzIxODgxMDQ4 | 43,281 | PERF: DataFrame floordiv | {
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from asv_bench.benchmarks.arithmetic import *
self = MixedFrameWithSeriesAxis()
self.setup("floordiv")
%timeit self.time_frame_op_with_series_axis1("floordiv")
27.9 ms ± 987 µs per loop (mean ± std. dev. of 7 runs, 10 loops each) # <- master
23.7 ms ± 630 µs per loop (mean ± std. dev. of 7 runs, 10 loops e... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43282 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43282/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43282/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43282/events | https://github.com/pandas-dev/pandas/issues/43282 | 982,024,560 | MDU6SXNzdWU5ODIwMjQ1NjA= | 43,282 | STYLE use yaml anchors in .pre-commit-config.yaml for flake8 | {
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https://github.com/pandas-dev/pandas/blob/e39ea3024cebb4e7a7fd35972a44637de6c41650/.pre-commit-config.yaml#L42-L45
https://github.com/pandas-dev/pandas/blob/e39ea3024cebb4e7a7fd35972a44637de6c41650/.pre-commit-config.yaml#L79-L83
we would use a [yaml anchor](https://ktomk.git... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43283 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43283/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43283/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43283/events | https://github.com/pandas-dev/pandas/pull/43283 | 982,025,681 | MDExOlB1bGxSZXF1ZXN0NzIxOTA2MDkz | 43,283 | ENH: `styler.html.mathjax` option | {
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- [x] add option in config
- [x] add tests
- [x] whats new
- [x] `options.rst`
will update styler user guide as a follow on when all options PRs merged.
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https://api.github.com/repos/pandas-dev/pandas/issues/43284 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43284/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43284/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43284/events | https://github.com/pandas-dev/pandas/pull/43284 | 982,064,738 | MDExOlB1bGxSZXF1ZXN0NzIxOTI5MzYw | 43,284 | ENH: `styler.latex` options | {
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- [x] added to config
- [x] method and docstrings added
- [x] options.rst docs
- [x] adds tests
- [x] whatsnew entry
will update user guide as a follow on after all options added.
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https://api.github.com/repos/pandas-dev/pandas/issues/43285 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43285/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43285/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43285/events | https://github.com/pandas-dev/pandas/pull/43285 | 982,115,396 | MDExOlB1bGxSZXF1ZXN0NzIxOTYyODc2 | 43,285 | PERF: Styler | {
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from asv_bench.benchmarks.io.style import *
self = Render()
self.setup(36, 12)
%timeit self.setup(36, 12); self.time_apply_render(36, 12)
29.2 ms ± 1.2 ms per loop (mean ± std. dev. of 7 runs, 1 loop each) # <- master
9.98 ms ± 706 µs per loop (mean ± std. dev. of 7 runs, 1 loop each) # <- PR
```
cc @... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43286 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43286/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43286/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43286/events | https://github.com/pandas-dev/pandas/pull/43286 | 982,137,872 | MDExOlB1bGxSZXF1ZXN0NzIxOTc3NTQz | 43,286 | Cleanup in hist.py | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43287 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43287/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43287/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43287/events | https://github.com/pandas-dev/pandas/pull/43287 | 982,152,381 | MDExOlB1bGxSZXF1ZXN0NzIxOTg2ODgx | 43,287 | PERF: Styler 2 | {
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```python
>>> df = pd.DataFrame(np.random.randn(10000, 1))
>>> % timeit df.style.applymap_index(lambda v: "color: blue;")._compute()
29.7 ms ± 396 µs per loop (mean ± std. dev. of 7 runs, 10 loops each) # Master
24.4 ms ± 347 µs per loop (mean ± std. dev. of 7 ... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43288 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43288/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43288/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43288/events | https://github.com/pandas-dev/pandas/pull/43288 | 982,169,545 | MDExOlB1bGxSZXF1ZXN0NzIxOTk3ODUw | 43,288 | DOC: Updated doc with imp note(#39130) | {
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- [x] closes #39130
- [ ] tests added / passed
- [x] Ensure all linting tests pass, see [here](https://pandas.py... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43289 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43289/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43289/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43289/events | https://github.com/pandas-dev/pandas/pull/43289 | 982,203,582 | MDExOlB1bGxSZXF1ZXN0NzIyMDE4ODg5 | 43,289 | modified changes for datetime and NaT Objects Behavior closes #43280 | {
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- [ #] tests added / passed
**Modified datatime object 👍 **
i have changed view values to numeric of date and missing data found in pd series is returns Nan when coerce errors .
**Example for solved changes 💯 **
```
>>> pd.to_numeric(pd.Series(datetime(2021, 8, 22)), errors="coerce")... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43291 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43291/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43291/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43291/events | https://github.com/pandas-dev/pandas/pull/43291 | 982,267,762 | MDExOlB1bGxSZXF1ZXN0NzIyMDYzOTI2 | 43,291 | BUG: Fixes to FixedForwardWindowIndexer and GroupbyIndexer (#43267) | {
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This PR addresses three issues, two major and one minor:
(1) If you repeated the use of a FixedForwardWindowIndexer, the indexer would be mutated and a window_size of 0 would be used. This would lead to an empty end array which unsurprisingly led to ... | {
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- [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.
---
#### Code Sample, a copy-pastable example
```python
import pandas as pd
>>>... | {
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- [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
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- [ ] 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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<!-- 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
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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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found a small typo in the README | {
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```
if axis in ["index", 0]: #<- master
expected = ts.loc[indices, :]
elif axis in ["columns", 1]:
expected = ts.loc[:, indices]
axis = self.data._get_axis_number(axis) #<- PR
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- [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.
---
**Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28... | {
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- [ ] 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.
---
```python
df = pd.DataFrame()
midx = pd.MultiIndex.from_arrays([["A", "B"], [1, 2]... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43307 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43307/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43307/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43307/events | https://github.com/pandas-dev/pandas/pull/43307 | 983,083,354 | MDExOlB1bGxSZXF1ZXN0NzIyNzIyMzcz | 43,307 | PERF: DataFrame(ndarray) | {
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from asv_bench.benchmarks.frame_ctor import *
self = FromNDArray()
self.setup()
%timeit self.time_frame_from_ndarray()
37.9 µs ± 1.17 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- master
29.8 µs ± 549 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- PR
``` | {
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from asv_bench.benchmarks.period import *
self = DataFramePeriodColumn()
self.setup()
%timeit self.time_setitem_period_column()
59.8 µs ± 2.19 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- master
33 µs ± 933 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- PR
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https://api.github.com/repos/pandas-dev/pandas/issues/43309 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43309/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43309/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43309/events | https://github.com/pandas-dev/pandas/pull/43309 | 983,177,473 | MDExOlB1bGxSZXF1ZXN0NzIyNzk4NTYy | 43,309 | PERF: GroupBy.cumsum | {
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from asv_bench.benchmarks.groupby import *
self = GroupByMethods()
self.setup('int', 'cumsum', 'transformation', 2)
%timeit self.time_dtype_as_group('int', 'cumsum', 'transformation', 2)
128 µs ± 7.81 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- master
99.7 µs ± 1.13 µs per loop (mean ± ... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43310 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43310/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43310/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43310/events | https://github.com/pandas-dev/pandas/issues/43310 | 983,181,634 | MDU6SXNzdWU5ODMxODE2MzQ= | 43,310 | BUG: `DataFrame.rank` & `Series.rank` results are inconsistent | {
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] | closed | false | null | [] | null | 5 | 2021-08-30T20:36:04Z | 2021-08-30T22:18:35Z | 2021-08-30T21:51:29Z | 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.
---
**Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43311 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43311/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43311/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43311/events | https://github.com/pandas-dev/pandas/pull/43311 | 983,190,924 | MDExOlB1bGxSZXF1ZXN0NzIyODA5ODY3 | 43,311 | PERF: nanops | {
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"followers_url": "https://api.github.com/users/jreback/followers",... | 2 | 2021-08-30T20:49:49Z | 2021-08-31T18:32:22Z | 2021-08-31T18:31:30Z | MEMBER | null | ```
from asv_bench.benchmarks.stat_ops import *
self = FrameOps()
self.setup("skew", "float", 0)
%timeit self.time_op("skew", "float", 0)
3.22 ms ± 235 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) # <- master
2.06 ms ± 71.1 µs per loop (mean ± std. dev. of 7 runs, 100 loops each) # <- PR
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https://api.github.com/repos/pandas-dev/pandas/issues/43312 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43312/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43312/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43312/events | https://github.com/pandas-dev/pandas/pull/43312 | 983,198,256 | MDExOlB1bGxSZXF1ZXN0NzIyODE1ODU3 | 43,312 | BUG: Fix some parse dates tests for the Arrow CSV reader | {
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- [ ] 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
Fixes around 21 tests. This fix was left out of the original PR in the interest of keeping ... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43313 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43313/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43313/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43313/events | https://github.com/pandas-dev/pandas/issues/43313 | 983,213,936 | MDU6SXNzdWU5ODMyMTM5MzY= | 43,313 | DIS: Keywords for multi-threading capabilities | {
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"... | open | false | null | [] | null | 4 | 2021-08-30T21:18:11Z | 2021-09-02T01:31:25Z | null | MEMBER | null | With the addition of the new pyarrow engine, we now have the option to use multiple threads to read a CSV file. (This is also controllable through the ``pyarrow.set_cpu_count`` option).
Should we expose a keyword(such as ``num_threads`` maybe) to the user as a keyword, or just add an example in the docs(for this ca... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43314 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43314/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43314/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43314/events | https://github.com/pandas-dev/pandas/issues/43314 | 983,288,921 | MDU6SXNzdWU5ODMyODg5MjE= | 43,314 | BUG: `DataFrame.explode` is failing on scalar `int` value. | {
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"followers_url": "https://api.github.com... | 2 | 2021-08-30T23:20:25Z | 2021-09-30T12:54:17Z | 2021-09-30T12:54:17Z | 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.
---
**Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43315 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43315/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43315/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43315/events | https://github.com/pandas-dev/pandas/pull/43315 | 983,310,053 | MDExOlB1bGxSZXF1ZXN0NzIyOTA4NDU5 | 43,315 | BUG: Fix `pd.to_numeric` to have consistent behavior for date-like arguments | {
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] | closed | false | null | [] | null | 5 | 2021-08-31T00:08:14Z | 2021-10-16T20:19:20Z | 2021-10-16T20:19:19Z | NONE | null | - [ ] closes #43280
- [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
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`pd.to_numeric` was having an inconsistent behavior when using in datelike objects and was... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43316 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43316/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43316/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43316/events | https://github.com/pandas-dev/pandas/pull/43316 | 983,347,361 | MDExOlB1bGxSZXF1ZXN0NzIyOTM5NzUw | 43,316 | PERF: DataFrame[object].fillna | {
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"followers_url": "https://api.github.com/users/jreback/followers",... | 2 | 2021-08-31T01:29:17Z | 2021-09-03T01:13:35Z | 2021-09-02T23:55:01Z | MEMBER | null | ```
from asv_bench.benchmarks.frame_methods import *
self5 = Fillna()
self5.setup(False, 'pad', 'object')
%timeit self5.time_frame_fillna(False, 'pad', 'object')
191 ms ± 5.41 ms per loop (mean ± std. dev. of 7 runs, 1 loop each) # <- master
127 ms ± 5.03 ms per loop (mean ± std. dev. of 7 runs, 10 loops eac... | {
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- [x] tests added / passed
- [x] whatsnew entry
Finishes a series of PRs for the tracker
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https://api.github.com/repos/pandas-dev/pandas/issues/43319 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43319/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43319/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43319/events | https://github.com/pandas-dev/pandas/issues/43319 | 983,492,102 | MDU6SXNzdWU5ODM0OTIxMDI= | 43,319 | bug are there | {
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- [X] I have checked that the issue still exists on the latest versions of the docs on `master` [here](https://pandas.pydata.org/docs/dev/)
### Location of the documentation
```
import pandas as pd
a = pd.DataFrame({"A": pd.array(['a', 'b'], dtype=pd.StringDtype("pyarrow"))})
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https://api.github.com/repos/pandas-dev/pandas/issues/43320 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43320/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43320/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43320/events | https://github.com/pandas-dev/pandas/pull/43320 | 983,635,445 | MDExOlB1bGxSZXF1ZXN0NzIzMTgwNTU4 | 43,320 | Update Dockerfile | {
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- [ ] 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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- [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.
---
**Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28... | {
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