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[pre-commit.ci] auto fixes from pre-commit.com hooks
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pre-commit-ci[bot] committed Oct 12, 2024
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## Optional

An optional visualization is also provided using Streamlit, which is another popular Python library for creating interactive web applications.
An optional visualization is also provided using Streamlit, which is another popular Python library for creating interactive web applications.

To run the Streamlit app, you will need to install the `streamlit` and `altair` libraries:

```
$ pip install streamlit altair
```
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