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OpenBB/website/content/sdk/reference/qa/normality.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: normality
description: This page provides detailed information on OpenBB's qa.normality and
qa.normality_chart functions used for quantitative analysis. These functions are
used to generate statistics on the relation to the normal curve, targeting specific
data in a dataframe.
keywords:
- openbb.qa.normality
- quantitative analysis
- distribution returns
- normal curve
- openbb.qa.normality_chart
- dataframe
- statistics normality
- targeted data
---
import HeadTitle from '@site/src/components/General/HeadTitle.tsx';
<HeadTitle title="qa.normality - Reference | OpenBB SDK Docs" />
import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
<Tabs>
<TabItem value="model" label="Model" default>
Look at the distribution of returns and generate statistics on the relation to the normal curve.
Source Code: [[link](https://github.com/OpenBB-finance/OpenBBTerminal/tree/main/openbb_terminal/common/quantitative_analysis/qa_model.py#L81)]
```python
openbb.qa.normality(data: pd.DataFrame)
```
---
## Parameters
| Name | Type | Description | Default | Optional |
| ---- | ---- | ----------- | ------- | -------- |
| data | pd.DataFrame | Dataframe of targeted data | None | False |
---
## Returns
| Type | Description |
| ---- | ----------- |
| pd.DataFrame | Dataframe containing statistics of normality |
---
</TabItem>
<TabItem value="view" label="Chart">
Prints table showing normality statistics
Source Code: [[link](https://github.com/OpenBB-finance/OpenBBTerminal/tree/main/openbb_terminal/common/quantitative_analysis/qa_view.py#L805)]
```python
openbb.qa.normality_chart(data: pd.DataFrame, target: str, export: str = "")
```
---
## Parameters
| Name | Type | Description | Default | Optional |
| ---- | ---- | ----------- | ------- | -------- |
| data | pd.DataFrame | DataFrame | None | False |
| target | str | Column in data to look at | None | False |
| export | str | Format to export data | | True |
---
## Returns
This function does not return anything
---
</TabItem>
</Tabs>