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This skill equips Claude with expert knowledge of the Matplotlib ecosystem, enabling the creation of professional-grade scientific and statistical visualizations. It provides comprehensive guidance on choosing between the simplified pyplot interface and the robust object-oriented API for complex multi-panel layouts. Users can leverage this skill to implement everything from basic line and scatter plots to advanced heatmaps, 3D surfaces, and custom-styled charts, ensuring all outputs follow best practices for accessibility, layout management, and high-resolution export.