README.md

metadata

license: mit
title: PythonScriptShowcase
sdk: streamlit
emoji: 🐨
colorFrom: yellow
colorTo: purple
pinned: true
thumbnail: >-
  https://cdn-uploads.huggingface.co/production/uploads/67bda0d043caf793e7275aac/LHgKS_jFqdZcvFfUSt00W.png
short_description: 'Python scripts and Hugging Face datasets '
sdk_version: 1.42.2

Python & HuggingFace Explorer

A Streamlit-based demonstration platform for showcasing Python scripts and Hugging Face datasets with interactive visualization.

Features

• Python Code Editor: Write, edit, and execute Python code with syntax highlighting
• Dataset Explorer: Browse and analyze datasets from the HuggingFace Hub
• Interactive Visualizations: Create customized charts and graphs from your datasets
• Model Metrics: Analyze model performance with detailed metrics and comparisons

Setup

1. Clone this repository
2. Install dependencies:

   pip install streamlit pandas matplotlib seaborn plotly scikit-learn datasets transformers
   

3. Run the application:

   streamlit run app.py
   

Usage

Code Editor

• Write Python code in the editor
• Use provided code templates for common tasks
• Execute code with the "Run Code" button
• View output, including text and visualizations

Dataset Explorer

• Search for datasets on the HuggingFace Hub
• Browse popular datasets by category
• Examine dataset statistics and preview data
• Perform basic data analysis

Visualizations

• Create various chart types (bar charts, scatter plots, etc.)
• Customize visualizations with different parameters
• Generate multi-visualization dashboards
• Download visualizations in different formats

Model Metrics

• Upload model predictions for evaluation
• View classification metrics (confusion matrix, F1 score, etc.)
• Analyze regression metrics (MSE, RMSE, R², etc.)
• Explore example evaluations with simulated data

Styling

The application uses a custom styling inspired by Hugging Face:

• Colors: Primary #2196F3, Secondary #FFB800, Background #F7F7F7, Text #242424, Accent #19A7CE
• Fonts: Inter for text, Source Code Pro for code

License

This project is open source and available under the MIT License.