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OpenBB/website/content/sdk/reference/econometrics/clean.md
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Co-authored-by: jose-donato <zmcdonato@gmail.com>
Co-authored-by: jose-donato <43375532+jose-donato@users.noreply.github.com>
Co-authored-by: andrewkenreich <andrew.kenreich@gmail.com>
2023-10-30 21:01:29 +00:00

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---
title: clean
description: This documentation details how to use OpenBBTerminal's 'clean' function
to clean up NaNs in a pandas DataFrame. It outlines the parameters, return values,
and available methods for filling and dropping NaN values.
keywords:
- econometrics
- clean data
- NaN handling
- machine learning
- dataset cleaning
- fill method
- drop method
- data pre-processing
---
import HeadTitle from '@site/src/components/General/HeadTitle.tsx';
<HeadTitle title="econometrics.clean - Reference | OpenBB SDK Docs" />
Clean up NaNs from the dataset
Source Code: [[link](https://github.com/OpenBB-finance/OpenBBTerminal/tree/main/openbb_terminal/econometrics/econometrics_model.py#L65)]
```python
openbb.econometrics.clean(dataset: pd.DataFrame, fill: str = "", drop: str = "", limit: Optional[int] = None)
```
---
## Parameters
| Name | Type | Description | Default | Optional |
| ---- | ---- | ----------- | ------- | -------- |
| dataset | pd.DataFrame | The dataset you wish to clean | None | False |
| fill | str | The method of filling NaNs. Choose from:<br/>rfill, cfill, rbfill, cbfill, rffill, cffill | | True |
| drop | str | The method of dropping NaNs. Choose from:<br/>rdrop, cdrop | | True |
| limit | int | The maximum limit you wish to apply that can be forward or backward filled | None | True |
---
## Returns
| Type | Description |
| ---- | ----------- |
| pd.DataFrame | Dataframe with cleaned up data |
---