Altair -

You can save your chart as a JSON file (Vega-Lite spec) or render it as an image/HTML file. chart.save('chart.html') Use code with caution. Copied to clipboard

One of Altair's strongest features is the ability to create interactivity (like panning, zooming, and tooltips) by linking chart components. altair

Altair works best with tidy data—long-form data where each row is an observation and each column is a variable. You can save your chart as a JSON

# Create and activate a virtual environment python -m venv altair-venv source altair-venv/bin/activate # On Windows: altair-venv\Scripts\activate # Install Altair and dependencies python -m pip install altair pandas notebook Use code with caution. Copied to clipboard 2. Core Concepts: The Chart Object Every Altair chart follows three basic steps: Pass a pandas DataFrame to alt.Chart() . Altair works best with tidy data—long-form data where