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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
- [ ] whatsnew entry
Spinning off a piece of #38416 | {
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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
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import pandas as pd
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I would like to be able to use a subclass of UserDict with custom `__getitem__` implementation as a mapper for my dataframe columns. My use case is that I want to have a mapper with default remapping rules when the key is not present.
Unfortunately, as the implemen... | {
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Decides on a policy to benchmark Series.isin and leave the others alone (see `algos/__init__.py`) | {
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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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https://api.github.com/repos/pandas-dev/pandas/issues/39924 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/39924/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/39924/comments | https://api.github.com/repos/pandas-dev/pandas/issues/39924/events | https://github.com/pandas-dev/pandas/issues/39924 | 812,509,085 | MDU6SXNzdWU4MTI1MDkwODU= | 39,924 | Assigning a row using `DataFrame.loc` sometimes fails to preserve type of data | {
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Minimum reproducing example:
```
import pandas as pd
import numpy as np
print(pd.__version__)
print()
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- [ x ] closes #24766
- [ ] tests added / passed
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- [x] I have confirmed this bug exists on the latest version of pandas.
---
#### Code Sample, a copy-pastable example
```python
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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
import pandas as pd
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https://api.github.com/repos/pandas-dev/pandas/issues/39928 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/39928/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/39928/comments | https://api.github.com/repos/pandas-dev/pandas/issues/39928/events | https://github.com/pandas-dev/pandas/issues/39928 | 812,550,314 | MDU6SXNzdWU4MTI1NTAzMTQ= | 39,928 | BUG: Sampling over selected groupbys does not reflect the selection | {
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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
>>> import pandas as pd
>... | {
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I wish I could keep all the rows of the right data frame after merging if that row has duplicates values in the "on" coulumns which I am matching
#### I have given an example as a code in the code block
I have medical data, which has two data frames... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/39930 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/39930/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/39930/comments | https://api.github.com/repos/pandas-dev/pandas/issues/39930/events | https://github.com/pandas-dev/pandas/pull/39930 | 812,601,287 | MDExOlB1bGxSZXF1ZXN0NTc2OTI5ODc3 | 39,930 | ENH: add a gradient map to background gradient | {
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closes #28901
- [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/39931 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/39931/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/39931/comments | https://api.github.com/repos/pandas-dev/pandas/issues/39931/events | https://github.com/pandas-dev/pandas/issues/39931 | 812,613,884 | MDU6SXNzdWU4MTI2MTM4ODQ= | 39,931 | BUG: Index alignment behaviour | {
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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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- [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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```
df = pd.DataFrame({'a': [1, 2, 3], 'b': [4, 5, 6]})
print(df.apply('size'))
print(df.apply(['size']))
print('---')
print(df.agg('size'))
print(df.agg(['size']))
```
gives
```
6
a b
size 3 3
---
6
a b
size 3 3
```
agg/apply should operate on rows/columns. | {
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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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```
./docker.sh
```
...and enter the Github username when prompted.
I think this can be ... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/39937 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/39937/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/39937/comments | https://api.github.com/repos/pandas-dev/pandas/issues/39937/events | https://github.com/pandas-dev/pandas/pull/39937 | 812,639,811 | MDExOlB1bGxSZXF1ZXN0NTc2OTU3OTAw | 39,937 | ENH: Add function to create DateOffset objects from offset aliases | {
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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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```
df['col'].value_counts(normalize=True)
A = 0.25
B = 0.25
C = 0.25
D = 0.25
```
To accomplish this result with a `groupby.size()` you have to do the following -
```
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- [x] closes #13483
- [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
This updates the docs for parameter convert_dtype in pandas.Series.apply and adds dtypes f... | {
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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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Fixes a bug that doesn't format multiple CSS elements in selectors properly. | {
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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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reindexing solves the issue here before dispatching to iloc | {
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@jreback as discussed we no longer cast to numpy string dtypes after this | {
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cc @simonjayhawkins @Dr-Irv there are a couple of kludges (ndarray_obj_2d, const memoryview... | {
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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
import csv
import pandas ... | {
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df = pd.DataFrame([[1,2],[3,4]], index=pd.MultiIndex.from_product([['a'], [1,2]]), columns=pd.MultiIndex.from_product([['b'], [3,4]]))
df.to_html().split('\n')
['<table border="1" class="dataframe">',
' <thead>',
' <tr>',
' <th></th>',
' <th></th>',
' <th colspan="2" halign="left">... | {
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`<th>` only have attributes when there is a row or column span.
`<td>` never have attributes currently.
So there is no need for repititive `join()` operations, especially inside the jinja2 template. Could be preconfigured outside.
We can get around 10-15% better render times.
```
[ 75.00%] ··· io.s... | {
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[ 75.00%] ··· frame_methods.Fillna.time_frame_fillna ok
[ 75.00%] ··· ========= ======== ============ ============= ========== ============= =============
-- dtype ... | {
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https://pandas.pydata.org/pandas-docs/dev/user_guide/io.html#io-msgpack
#### Documentation problem
Since the deprecation of msgpack for on-the-wire transmission, it is recommended to use pyarrow serialization/deserialization. However, since pyarrow 2.0, this [has been deprec... | {
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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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Also removes is_datetime and is_float attrs from Block, unrelated but ended up in the same branch. | {
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For testing data pipelines using pandas I usually use `assert_frame_equal` to compare expected and resulting dataframes. However, in some circumstances (e.g. test dataframes with more than 20 rows/columns and timestamps) the resulting assertion message may not provide enough information to easi... | {
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pandas/__libs/src/parser/tokenizer.c(464): error C2146: syntax error: missing ')' before identifier 'PRIu64'
It seems like PRIu64 is used in src/parser/tokenizer.c, but the header defining PRIu64 (inttypes.h) is not included. The library includes <stdint.h> thr... | {
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- [x] tests added / passed
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before after ratio
[dfb92d0f] [e5c2790b]
<master> <perf_itertups>
- 149±1ms 74.4±2ms 0.50 io.style.RenderApply.time_render(24, 120)
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- [ ] tests added / passed
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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.
---
```python
import numpy as np
import pandas as pd
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#39640 Added doc tag above ffill() to substitute klass | {
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I propose that the `level` parameter for these aggregations be deprecated and instead recommend to users that they use the `groupby` syntax.
The functions that would be affected are:
* any
* all
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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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- [X] I have confirmed this bug exists on the latest version of pandas.
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---
#### Code Sample, a copy-pastable example
```python
import pandas as pd
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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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it's straight forward to do
```
apply(f, **kwarrgs)
```
or
```
g = partial(f **kwargs)
applymap(g)
```
its not documented how this can be achieved with `partial` which the more casual user might miss?
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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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In this PR, I am trying to ensure what when we construct a DataFrame, we directly construct the proper manager (depending on the option settings) instead of converting at the end of the constructor (as is done now). To that end, I am passing through a keyword to... | {
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---
In `.pre-commit-config.yaml`, the check `inconsistent-namespace-usage` is limited to `pandas/tests/frame/`. Let's expand it to the rest of `pandas/tests/`.
The task here is:
0. make sure you're familiar... | {
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Currently in apply, there are many separate places where post-processing logic is applied. Once this is logic has been better consolidated, we can avoid special-casing certain ops (e.g. "size" for DataFrame). | {
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[https://pandas.pydata.org/pandas-docs/version/1.2.1/]
#### Documentation problem
[There is no Portuguese translation. I would like to translate the official documentation and post it on my blog. And the documentation license is not specified.]
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This PR is directly against 1.2.x and ignores site packages for mypy checks. | {
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Don't think tests apply here. By itself, does not close 39992. | {
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---
**Note**: Please read [this guide](https://matthewrocklin.com/blog/work/2018/02/28... | {
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- [ ] whatsnew entry
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https://api.github.com/repos/pandas-dev/pandas/issues/40013 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40013/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40013/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40013/events | https://github.com/pandas-dev/pandas/issues/40013 | 815,386,925 | MDU6SXNzdWU4MTUzODY5MjU= | 40,013 | BUG: Issues with return type hint and/or definition of `pandas.core.generic.NDFrame.__hash__` | {
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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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https://api.github.com/repos/pandas-dev/pandas/issues/40014 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40014/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40014/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40014/events | https://github.com/pandas-dev/pandas/issues/40014 | 815,415,369 | MDU6SXNzdWU4MTU0MTUzNjk= | 40,014 | BUG: "groupby" failed for dataframe with object-type index | {
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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
I have a dataframe where the index is... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/40015 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40015/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40015/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40015/events | https://github.com/pandas-dev/pandas/pull/40015 | 815,435,766 | MDExOlB1bGxSZXF1ZXN0NTc5MjY1OTE1 | 40,015 | BUG: Cannot sample on DataFrameGroupBy with weights when index is specified | {
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"followers_url": "https://api.github.com/users/j... | 3 | 2021-02-24T12:33:06Z | 2021-02-24T17:59:22Z | 2021-02-24T17:58:05Z | CONTRIBUTOR | null | - [x] closes #39927
- [x] 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
- [x] whatsnew entry
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https://api.github.com/repos/pandas-dev/pandas/issues/40016 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40016/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40016/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40016/events | https://github.com/pandas-dev/pandas/pull/40016 | 815,444,212 | MDExOlB1bGxSZXF1ZXN0NTc5MjcyOTQz | 40,016 | DOC: Clarify rank documentation | {
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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
Example of top/bottom behaviour vs ascending:
```python
x = np.array([np.nan, 3.1, 1.4, 2... | {
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https://api.github.com/repos/pandas-dev/pandas/issues/40017 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40017/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40017/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40017/events | https://github.com/pandas-dev/pandas/pull/40017 | 815,485,589 | MDExOlB1bGxSZXF1ZXN0NTc5MzA3NTQx | 40,017 | Backport PR #39978 on branch 1.2.x (DOC: fix template substitution in pad/bfill docstrings) | {
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https://api.github.com/repos/pandas-dev/pandas/issues/40018 | https://api.github.com/repos/pandas-dev/pandas | https://api.github.com/repos/pandas-dev/pandas/issues/40018/labels{/name} | https://api.github.com/repos/pandas-dev/pandas/issues/40018/comments | https://api.github.com/repos/pandas-dev/pandas/issues/40018/events | https://github.com/pandas-dev/pandas/issues/40018 | 815,552,697 | MDU6SXNzdWU4MTU1NTI2OTc= | 40,018 | BUG: DataFrame/Series.transform with list and non-list dict values | {
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"followers_url": "https://api.github.com... | 3 | 2021-02-24T14:53:11Z | 2021-02-27T18:18:33Z | 2021-02-27T18:18:33Z | MEMBER | null | ```
df = pd.DataFrame({'a': [1, 2], 'b': [1, 4], 'c': [1, 4]})
print(df.transform({'b': ['sqrt', 'abs'], 'c': 'sqrt'}))
print(df['a'].transform({'b': ['sqrt', 'abs'], 'c': 'sqrt'}))
```
produces
```
b c
sqrt abs c
0 1.0 1 1.0
1 2.0 4 2.0
b c
sqrt abs... | {
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