https://github.com/snehankekre/streamlit-yellowbrick

Streamlit component for the Yellowbrick visualization and model diagnostics library
https://github.com/snehankekre/streamlit-yellowbrick

data-visualization machine-learning matplotlib python scikit-learn streamlit visualization yellowbrick

Last synced: 2 months ago
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Streamlit component for the Yellowbrick visualization and model diagnostics library

• Host: GitHub
• URL: https://github.com/snehankekre/streamlit-yellowbrick
• Owner: snehankekre
• License: mit
• Created: 2021-06-08T09:25:24.000Z (over 3 years ago)
• Default Branch: master
• Last Pushed: 2021-07-08T04:46:17.000Z (over 3 years ago)
• Last Synced: 2024-09-27T20:23:08.535Z (3 months ago)
• Topics: data-visualization, machine-learning, matplotlib, python, scikit-learn, streamlit, visualization, yellowbrick
• Language: Python
• Homepage: https://share.streamlit.io/snehankekre/streamlit-yellowbrick/examples/app.py
• Size: 119 KB
• Stars: 13
• Watchers: 3
• Forks: 0
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • Funding: .github/FUNDING.yml
  • License: LICENSE

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README

        
# streamlit-yellowbrick

[![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](https://share.streamlit.io/snehankekre/streamlit-yellowbrick/examples/app.py)

This component provides a convenience function to display [Yellowbrick](https://www.scikit-yb.org/en/latest/index.html) [visualizers](https://www.scikit-yb.org/en/latest/api/index.html) in Streamlit.

## Installation

`pip install streamlit-yellowbrick`

## Example usage

```python

import streamlit as st

from streamlit_yellowbrick import st_yellowbrick

from yellowbrick.datasets import load_credit

from yellowbrick.features import PCA

# Specify the features of interest and the target

X, y = load_credit()

classes = ['account in default', 'current with bills']

visualizer = PCA(scale=True, classes=classes)

visualizer.fit_transform(X, y)  # Fit the data to the visualizer

st_yellowbrick(visualizer)      # Finalize and render the figure

```

![st_yellowbrick](https://github.com/snehankekre/streamlit-yellowbrick/blob/master/_static/example.png)