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https://api.github.com/repos/pandas-dev/pandas/issues/41320 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41320/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41320/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41320/events | https://github.com/pandas-dev/pandas/issues/41320 | 875,826,193 | MDU6SXNzdWU4NzU4MjYxOTM= | 41,320 | BUG: groupby(axis=0).rank(axis=1) | {
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```
df = DataFrame({0: [1, 3, 5, 7], 1: [2, 4, 6, 8], 2: [1.5, 3.5, 5.5, 7.5]}, index=["a", "a", "b", "b"])
gb = df.groupby(level=0, axis=0)
res = gb.rank(axis=1)
# This should match what we get when "manually" operating group-by-group
expected = concat([df.loc["a"].ra... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41321 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41321/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41321/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41321/events | https://github.com/pandas-dev/pandas/pull/41321 | 875,836,240 | MDExOlB1bGxSZXF1ZXN0NjMwMDk3ODIy | 41,321 | ENH: loosen XLS signature | {
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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
Added ability to check for multiple XLS signatures according to testing files available at... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41322 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41322/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41322/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41322/events | https://github.com/pandas-dev/pandas/pull/41322 | 875,958,036 | MDExOlB1bGxSZXF1ZXN0NjMwMTk2MDE2 | 41,322 | DOC: GH41180 Updated DataFrame.nunique doc string for clarity | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41323 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41323/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41323/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41323/events | https://github.com/pandas-dev/pandas/issues/41323 | 875,976,695 | MDU6SXNzdWU4NzU5NzY2OTU= | 41,323 | QST: Why is `FutureWarning: Index.__and__ operating as a set operation is deprecated`? | {
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- [ ] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
---
#### Question about pandas
I noticed that set comprehension of pandas index are ... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41324 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41324/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41324/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41324/events | https://github.com/pandas-dev/pandas/pull/41324 | 876,013,903 | MDExOlB1bGxSZXF1ZXN0NjMwMjM4NTA3 | 41,324 | BUG: groupby(axis=0).rank(axis=1) | {
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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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https://api.github.com/repos/pandas-dev/pandas/issues/41325 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41325/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41325/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41325/events | https://github.com/pandas-dev/pandas/issues/41325 | 876,230,484 | MDU6SXNzdWU4NzYyMzA0ODQ= | 41,325 | ENH: Add dropna argument to pd.DataFrame.value_counts() | {
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With `pd.Series.value_counts()` it is possible to specify `dropna=False`, but that argument does not exist in `pd.DataFrame.value_counts()`. As a consequence, all rows that contain at least one `NA` element is dropped when using `df.value_counts()`.
#### Describe... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41326 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41326/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41326/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41326/events | https://github.com/pandas-dev/pandas/pull/41326 | 876,317,079 | MDExOlB1bGxSZXF1ZXN0NjMwNDg3NjUx | 41,326 | [ArrowStringArray] PERF: use pa.compute.match_substring_regex for str.match if available | {
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```
[ 50.00%] ··· strings.Methods.time_match ok
[ 50.00%] ··· ============== ==========
dtype
-------------- ----------
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https://api.github.com/repos/pandas-dev/pandas/issues/41327 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41327/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41327/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41327/events | https://github.com/pandas-dev/pandas/pull/41327 | 876,368,205 | MDExOlB1bGxSZXF1ZXN0NjMwNTI4NDM2 | 41,327 | [ArrowStringArray] CLN: remove hasattr checks | {
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not much burden on < 1, but let's keep the eco-system moving forward. | {
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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.
---
I'm trying to remove certain characters in a DataFrame, in this case, I am trying to... | {
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- [x] tests added / passed
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... | 1 | 2021-05-05T16:54:43Z | 2021-07-01T14:17:34Z | null | NONE | null | #### Is your feature request related to a problem?
I wish I could create temporary tables using the DataFrame.to_sql() method.
#### Describe the solution you'd like
Add a new boolean kwarg to the to_sql() method that if set to True, will cause the table to be created as a temporary table.
#### API breaking... | {
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---
Fell free to close this PR if this was already discussed, I haven't saw any discussion about this topic. | {
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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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https://api.github.com/repos/pandas-dev/pandas/issues/41338 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41338/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41338/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41338/events | https://github.com/pandas-dev/pandas/pull/41338 | 876,701,564 | MDExOlB1bGxSZXF1ZXN0NjMwNzkzMjgw | 41,338 | [ArrowStringArray] PERF: small perf gain for object fallback | {
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before after ratio
[a43c42c3] [a5dd50ea]
<master> <small-perf>
- 26.8±0.05ms 26.1±0.1ms 0.97 strings.Methods.time_get('arrow_string')
- 21.2±0.1ms 20.3±0.1ms 0.96 strings.Methods.time_replace('arrow_string')
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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... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41340 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41340/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41340/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41340/events | https://github.com/pandas-dev/pandas/issues/41340 | 876,843,185 | MDU6SXNzdWU4NzY4NDMxODU= | 41,340 | BUG: Getting import error on master "Cannot import IS64" | {
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```python
import pandas as pd
```
I get an import error after pulling f40e58cc50abcd03efae372df0586467a957f695. The commit before is fine. Can someone reproduce?
```
Traceback (most recent call last):
File "/home/developer/.config/JetBrains/PyChar... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41341 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41341/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41341/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41341/events | https://github.com/pandas-dev/pandas/pull/41341 | 876,876,974 | MDExOlB1bGxSZXF1ZXN0NjMwOTQwMTEx | 41,341 | TST: xfail incorrect test_empty_groupby | {
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This addresses the SeriesGroupBy (easier) half of #41291:
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2 separate issues at play here - regex was ignored in #41333 (specific to t... | {
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- [x] tests added / passed
- [x] Ensure all linting tests pass, see here for how to run them
Color in boxplot.py should be a hex value. Letter based color will be at matplotlib level. Using same color as that of boxes for the caps as well. The color will be fetched based on the selected theme. ... | {
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```python
df["columnname"].array
df["columnname"].to_numpy()
```
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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.
---
#### Code Sample, a copy-pastable example
```python
df = pd.DataFrame({'non_... | {
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- [ ] 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] tests added / passed (passed on azure checks)
- [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] (optional) 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 confirmed this bug exists on the latest version of pandas.
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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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- [ ] 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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- [ ] tests added / passed
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Successful build:
https://github.com/pandas-dev/pandas/runs/2522988276
Erroneous build:
https://github.com/pandas-dev/pandas/runs/2524444950
This is the full version diff:
```
packages version_error_build ver... | {
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________________________ TestUnique.test_first_nan_kept ________________________
self = <pandas.tests.test_algos.TestUnique object at 0x7efe1274c760>
def test_first_nan_kept(self):
# GH 22295
# create different nans from bit-patterns:
bits_for_nan1 = 0xFFF8000000000001
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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.
#### Code Sample, a copy-pastable example
This popped up randomly for some of my dataf... | {
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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.
---
#### Code Sample, a copy-pastable example
```python
df2 = pd.DataFrame([{"a":1... | {
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Pinning for now to get ci passing
Labeled the issue with 1.3 for now so that we don't forget it | {
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The removed tests don't make sense anymore, since all is printed now but without a fixed order | {
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before after ratio
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In theory this would solve the issue, but I am not sure if this is desirable. We cast the ... | {
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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.
---
#### Problem description
I am implementing arrow-backed extension arrays with non... | {
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When I tried just removing it that broke some dask tests. | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41382 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41382/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41382/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41382/events | https://github.com/pandas-dev/pandas/issues/41382 | 880,989,144 | MDU6SXNzdWU4ODA5ODkxNDQ= | 41,382 | BUG: DatetimeIndex gets converted to Index when operating on transpose of empty Dataframe | {
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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.
---
```python
#------ pandas 1.2.* ------
import pandas as pd
df = pd.DataFrame... | {
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- [ n/a] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
---
#### Question about pandas
**Note**: If you'd still like to submit a questio... | {
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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
@simonjayhawkins thoughts on the FrameOrSeries vs FrameOrSeriesUnion that ive ignored here? | {
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... | 2 | 2021-05-08T18:44:34Z | 2021-08-20T02:58:28Z | null | NONE | null | #### Is your feature request related to a problem?
No
#### Describe the solution you'd like
I would like a built-in shift function that shifts each row by a different period, given by a Series.
#### API breaking implications
It would improve the shift possibilities.
#### Describe alternatives you've c... | {
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- [X] tests added / passed
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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.
---
#### Code Sample, a copy-pastable example
```python
# Your code here
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It adds only the necessary code to permit separate control of index/column MultIndex sparsification. Essentially it removes the `get_option("display.multi_sparse")` from a low level method to a higher level method where it can be overwritten by user-args later.
partly addresses #... | {
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ref #40869, cc @phofl | {
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ref #36695
When passing a callable repl, str.replace will raise if regex is False. So it seems to me that in the future, when the default is changed, we shoul... | {
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ref #37374 cc @jbrockmendel
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https://api.github.com/repos/pandas-dev/pandas/issues/41399 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41399/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41399/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41399/events | https://github.com/pandas-dev/pandas/pull/41399 | 882,448,403 | MDExOlB1bGxSZXF1ZXN0NjM1OTg0MDE0 | 41,399 | WIP: groupby skipna | {
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... | closed | false | null | [] | null | 5 | 2021-05-09T15:28:41Z | 2021-09-14T20:13:12Z | 2021-08-17T00:50:36Z | NONE | null | - [ ] closes #15675
- [ ] 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
New duplicate of #15772 since I had lost the previous branch. Work in progress.
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Related to #26788
This PR gets rid of all warnings of the form "UserWarning: Code input with no code at..." when building the docs. When there are multiple bl... | {
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The only non-trivial thing here is getting rid of pinning _selection in [here](ht... | {
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This PR adds a link and a description about Cylon to the ecosystem page.
Github: [https://github.com/cylondata/cylon](https://github.com/cylondata/cylon)
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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... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41406 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41406/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41406/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41406/events | https://github.com/pandas-dev/pandas/pull/41406 | 883,372,253 | MDExOlB1bGxSZXF1ZXN0NjM2ODUxODc4 | 41,406 | BUG: fix TypeError when looking up a str subclass on a DataFrame with… | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41407 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41407/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41407/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41407/events | https://github.com/pandas-dev/pandas/issues/41407 | 883,573,819 | MDU6SXNzdWU4ODM1NzM4MTk= | 41,407 | DOC: Unclear first example in pandas.DataFrame.append | {
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pandas.DataFrame.append
#### Documentation problem
I think the example chosen to show the difference between ignore_index=False and ignore_index = True (the very first on the page) could make this difference more clear.
#### Suggested fix for documentation
Choosing a c... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/41408 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41408/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41408/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41408/events | https://github.com/pandas-dev/pandas/issues/41408 | 883,616,747 | MDU6SXNzdWU4ODM2MTY3NDc= | 41,408 | BUG: read_json changes dtype (object => int) | {
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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/41409 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/41409/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/41409/comments | https://api.github.com/repos/pandas-dev/pandas/issues/41409/events | https://github.com/pandas-dev/pandas/issues/41409 | 883,979,693 | MDU6SXNzdWU4ODM5Nzk2OTM= | 41,409 | REGR: Change to Series[dt64/td64].astype("string")` behavior on master | {
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old behaviour
```
>>> pd.__version__
'1.2.4'
>>>
>>> tdi = pd.timedelta_range("1 Day", periods=3)
>>> ser = pd.Series(tdi)
>>> ser
0 1 days
1 2 days
2 3 days
dtype: timedelta64[ns]
>>> ser.astype("strin... | {
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- [ ] I have asked my usage related question on [StackOverflow](https://stackoverflow.com).
---
#### Question about pandas
Is it correct behavior when indexing over empty DataF... | {
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In function `maybe_droplevels` from the `multiindex` file, lines [3878](https://github.com/pandas-dev/pandas/blob/15d... | {
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