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https://api.github.com/repos/pandas-dev/pandas/issues/43722 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43722/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43722/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43722/events | https://github.com/pandas-dev/pandas/pull/43722 | 1,005,735,414 | PR_kwDOAA0YD84sNIRx | 43,722 | BUG: set numpy requirement for aarch64 and py3.9 | {
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However, the python 3.9 numpy requirement is excluding `aarch64`, therefore there is no `aarch64` numpy requirement defined at all for py3.9.
When one tries to build pandas from source on `aarch64` with py3.9 (such as... | {
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- [ ] tests added / passed
- [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
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https://api.github.com/repos/pandas-dev/pandas/issues/43725 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43725/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43725/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43725/events | https://github.com/pandas-dev/pandas/pull/43725 | 1,005,789,293 | PR_kwDOAA0YD84sNS7o | 43,725 | PERF: Groupby.quantile | {
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from asv_bench.benchmarks.groupby import *
self2 = GroupByMethods()
self2.setup('uint', 'quantile', 'direct', 1)
%timeit self2.time_dtype_as_group('uint', 'quantile', 'direct', 1)
1.03 ms ± 46.9 µs per loop (mean ± std. dev. of 7 runs, 1000 loops each) # <- master
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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from asv_bench.benchmarks.groupby import *
self = GroupByMethods()
self.setup("datetime", "count", "direct", 2)
%timeit self.time_dtype_as_field('datetime', 'count', 'direct', 2)
73.7 µs ± 982 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each) # <- master
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- [x] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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- [X] I have confirmed this bug exists on the [latest version](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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This adds some benchmarks and a minimal change to improve performance. Scope to do a bit better here in future also.
```
before after ratio
[cd13e3a4] [7766f055]
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- [ ] tests added / passed
- [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
- [x] whatsnew: Added sentence to show that unmatched values return -1 in get_indexer method
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... | 8 | 2021-09-25T16:08:52Z | 2021-11-07T15:16:04Z | null | MEMBER | null | Ref: https://github.com/pandas-dev/pandas/pull/41475, https://github.com/pandas-dev/pandas/issues/39993#issuecomment-926281200
To keep the API consistent between groupby / non-groupby UDF methods (apply, agg, transform), we should not allow silent failure in `core.apply`.
- [ ] transform_dict_like #43743
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Here is a list of all currently disabled rules and in bracket the number of violations (grep -c) to have a rough idea how much effort enabling a certain rule is:
"Core" Typing:
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... | open | false | null | [] | null | 1 | 2021-09-25T17:45:35Z | 2021-10-06T11:32:42Z | null | MEMBER | null | We might want to consider running the sdist checks less. They take around 10-15 minutes each and personally, I have only seen them fail once or twice ever(which were on PRs that changed build stuff).
We could try moving them to only run on PRs that are labeled "Build" and on merged commits first, and then maybe loo... | {
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Keep pyright in the pre-commit but disable it on the CI (SKIP=pyright). Instead, run pyright toget... | {
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [x] I have confirmed this bug exists on the master branch of pandas.
### Reproducible Example
```python
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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/reference/api/pandas.tseries.offsets.BYearEnd.html
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- [ ] Fixes example for BYearEnd
- [ ] pandas/pandas/_libs/tslibs/offsets.pyx file updated
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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/reference/api/pandas.DataFrame.isin.html
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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_codebase.html#pre-commit) for how to run them
- [x] whatsnew entry
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https://api.github.com/repos/pandas-dev/pandas/issues/43757 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43757/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43757/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43757/events | https://github.com/pandas-dev/pandas/issues/43757 | 1,007,482,515 | I_kwDOAA0YD848DPaT | 43,757 | TST: Add doctests on cython files | {
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Lots of them are failing at the moment. But I think few of them (like now, today), can be skipped using `# doctest: +SKIP`.
Below is the current list of failures atm.
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When Styler was developed it had `hide_index`, which hid the whole index, and `hide_columns`, which performed a separate function of hiding specific columns of data whilst still showing the column headers.
After extending the functions in 1.3.0, 1.4.0, both metho... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43759 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43759/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43759/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43759/events | https://github.com/pandas-dev/pandas/issues/43759 | 1,007,493,614 | I_kwDOAA0YD848DSHu | 43,759 | BUG: Chained `map().fillna()` with only integers supplied returns floats | {
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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https://api.github.com/repos/pandas-dev/pandas/issues/43760 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43760/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43760/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43760/events | https://github.com/pandas-dev/pandas/pull/43760 | 1,007,503,498 | PR_kwDOAA0YD84sSH0n | 43,760 | PERF: obj_with_exclusions | {
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from asv_bench.benchmarks.groupby import *
self = Cumulative()
self.setup("int64", "cumsum")
%timeit self.setup("int64", "cumsum"); self.time_frame_transform("int64", "cumsum")
107 ms ± 7.57 ms per loop (mean ± std. dev. of 7 runs, 10 loops each) # <- master
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https://api.github.com/repos/pandas-dev/pandas/issues/43761 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43761/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43761/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43761/events | https://github.com/pandas-dev/pandas/pull/43761 | 1,007,626,808 | PR_kwDOAA0YD84sSd_D | 43,761 | REF: pad/backfill out of IndexEngine | {
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- [X] tests added / passed
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- [X] I have checked that this issue has not already been reported.
- [ ] I have confirmed this bug exists on the [latest version](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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- [X] I have searched the [[pandas] tag](https://stackoverflow.com/questions/tagged/pandas) on StackOverflow for similar questions.
- [X] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
### Link to question on StackOverflow
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- [ ] tests added / passed
- [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
- [ ] whatsnew entry
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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Skipped some of the tests which were failing | {
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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- [x] tests added / passed
- [x] whatsnew entry

 for how to run them
- [ ] whatsnew entry
Blocker for MacOS/Windows Python 3.10 wheels. We probably want to migrate these onto A... | {
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I use pandas to query a database, do some manipulations on the dataframe, then return the result to as a json on a flask api. There are some null values in the dataframe, which makes the to_json() method return a json which can only be interpreted as a string by jav... | {
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... | 2 | 2021-09-27T23:50:16Z | 2021-09-28T02:58:03Z | null | CONTRIBUTOR | null | ```
grep -r fused pandas/_libs/ --include '*.pyx'
pandas/_libs/writers.pyx:ctypedef fused pandas_string:
pandas/_libs/reshape.pyx:ctypedef fused reshape_t:
pandas/_libs/join.pyx:ctypedef fused join_t:
pandas/_libs/join.pyx:ctypedef fused asof_t:
pandas/_libs/join.pyx:ctypedef fused by_t:
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https://api.github.com/repos/pandas-dev/pandas/issues/43777 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43777/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43777/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43777/events | https://github.com/pandas-dev/pandas/pull/43777 | 1,009,146,135 | PR_kwDOAA0YD84sXVXH | 43,777 | PERF: materialize less on slice in sparse __getitem__ | {
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```
before after ratio
[21c29919] [5622f636]
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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
I have checked that the issue still exists on the latest versions of the docs on master: https://pandas.pydata.org/docs/dev/reference/ap... | {
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Super small fix; removed single underscore in import statement. | {
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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```python
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- [X] I have searched the [[pandas] tag](https://stackoverflow.com/questions/tagged/pandas) on StackOverflow for similar questions.
- [X] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
### Link to question on StackOverflow
https://stackoverflow.com/q/69348014/7317733
##... | {
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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/index.html
### Documentation problem
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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/development/extending.html
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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- [x] tests added / passed
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- [X] I have searched the [[pandas] tag](https://stackoverflow.com/questions/tagged/pandas) on StackOverflow for similar questions.
- [X] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
### Link to question on StackOverflow
https://stackoverflow.com/questions/69366483/cal... | {
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This PR improves performance of read_csv with memory_map=True and a UTF-8-encoded file... | {
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This flag should probably NOT be enabled, as it would force all contributors to install all dependencies. I'm enabling it temporarily to see whether the CI has all dependenci... | {
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Room for de-duplication in follow-ups.
```
import numpy as np
import pandas as pd
np.random.seed(90)
arr = np.random.randn(4).repeat(2)
idx = pd.Index(arr)
assert not idx.is_unique
key = arr[4]
engine = idx._engine
%timei... | {
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I whish the [pandas drop function](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.drop.html) would let me drop combination of rows (or columns) in multiindex dataframes.
E.g., I have a multiindex dataframe like this
| | | Column 1 ... | {
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] | closed | false | null | [] | null | 2 | 2021-09-29T08:14:34Z | 2021-10-04T21:16:02Z | 2021-10-04T21:16:02Z | NONE | null | Question:
In older version of pandas, I got this:
df1
value
index
10 100
20 200
30 300
df2
value
index
40 100
50 300
60 600
by merge on "value" and set "left_index=True" I got
df3
value
index
10 100
30 300
but after update the librar... | {
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... | closed | false | null | [] | null | 4 | 2021-09-29T08:21:50Z | 2021-09-30T16:44:43Z | 2021-09-30T16:44:43Z | NONE | null | #### Is your feature request related to a problem?
Not really, there are ways around (as always).
#### Describe the solution you'd like
Allow `df.pipe()` to accept strings for pd.DataFrame built-in methods . For example, it would be very helpful to simply call
a pipeline as follows:
`df.pipe(f, arg_1=1).p... | {
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... | open | false | null | [] | null | 1 | 2021-09-29T13:19:02Z | 2021-10-04T15:26:48Z | null | 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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
### Reproducible Example
```python
import pa... | {
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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](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
### Reproducible Example
```python
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https://api.github.com/repos/pandas-dev/pandas/issues/43799 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43799/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43799/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43799/events | https://github.com/pandas-dev/pandas/pull/43799 | 1,011,206,127 | PR_kwDOAA0YD84sdiwD | 43,799 | CI/TYP: run pyright at manual stage in pre-commit | {
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@attack68
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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_codebase.html#pre-commit) for how to run them
- [x] whatsnew entry
This should cover the issue since the other pr did not make any progress.
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- [X] I have confirmed this bug exists on the [latest version](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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```python
>>> int_arr = np.arange(1_000_000)
>>> %timeit pd.Series(int_arr, dtype="string")
850 ms ± 8.65 ms per loop # master
455 ms ± 8.65 ms per loop # this PR
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- [X] I have confirmed this bug exists on the master branch of pandas.
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- [ ] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
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- [ ] I have confirmed this bug exists on the [latest version](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [ ] I have confirmed this bug exists on the master branch of pandas.
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- [X] I have confirmed this bug exists on the [latest version](https://pandas.pydata.org/docs/whatsnew/index.html) of pandas.
- [X] I have confirmed this bug exists on the master branch of pandas.
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https://api.github.com/repos/pandas-dev/pandas/issues/43820 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43820/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43820/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43820/events | https://github.com/pandas-dev/pandas/pull/43820 | 1,012,257,119 | PR_kwDOAA0YD84sgq5p | 43,820 | DOC: Typo(s?) in pandas.DataFrame.isin | {
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"followers_url": "https://api.github.com/users/jreback/followers",... | 2 | 2021-09-30T14:32:07Z | 2021-10-03T14:14:10Z | 2021-10-03T14:14:03Z | CONTRIBUTOR | null | - [🗸] closes #43755
- [🗸] tests added / passed
- [🗸] Ensure all linting tests pass, see [here](https://pandas.pydata.org/pandas-docs/dev/development/contributing_codebase.html#pre-commit) for how to run them
- [🗸] whatsnew entry
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https://api.github.com/repos/pandas-dev/pandas/issues/43821 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43821/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43821/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43821/events | https://github.com/pandas-dev/pandas/issues/43821 | 1,012,305,951 | I_kwDOAA0YD848VpAf | 43,821 | ENH: Add a ```level``` option to ```pd.DataFrame.append()``` | {
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] | closed | false | null | [] | null | 4 | 2021-09-30T15:14:30Z | 2021-11-19T17:24:02Z | 2021-11-19T17:24:01Z | NONE | null | I have two dataframes:
The first one looks like this:
| | | variable |
|:----: |:------: | :-----:|
| entry | subentry | |
| 0 | 1 | X |
| | 2 | Y |
| | 3 | Z |
and the second one looks like:
| | | variable |
|:----: |:------: | :----... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/43822 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/43822/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/43822/comments | https://api.github.com/repos/pandas-dev/pandas/issues/43822/events | https://github.com/pandas-dev/pandas/pull/43822 | 1,012,403,435 | PR_kwDOAA0YD84shHbM | 43,822 | PERF: assorted | {
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import numpy as np
from pandas._libs.internals import BlockPlacement
arr = np.arange(5, dtype=np.intp)
%timeit BlockPlacement(arr)
93.3 ns ± 0.203 ns per loop (mean ± std. dev. of 7 runs, 10000000 loops each) # <- PR
1.71 µs ± 40.2 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each) # <- master
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