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HEP-Viz is a Python toolkit for High-Energy Physics (HEP) data analysis and visualization. It allows users to read ROOT files, explore datasets, apply dimensionality reduction, and create interactive 2D and 3D plots. Built with Uproot, NumPy, Pandas, Plotly, Matplotlib, and UMAP, it streamlines HEP workflows