MicroEvals
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Simple SNN model with core neuron projection
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Architecture Design choice to fix real problems on long context creative writings
A scientifically accurate web application for exploring the isotopic composition of naturally occurring chemical elements. The platform integrates validated nuclear and isotopic data from authoritative sources including IUPAC, NIST, IAEA, NNDC, NuDat, and ENSDF to provide comprehensive information on isotope abundances, atomic masses, nuclear properties, stability, half-lives, and decay modes. Users can investigate isotope distributions through multiple interactive visualizations, including abundance charts, heatmaps, bubble plots, 3D scatter plots, valley-of-stability diagrams, and a full interactive Chart of Nuclides. The application clearly distinguishes stable isotopes, naturally occurring radionuclides, radioactive isotopes, and synthetic nuclides using standardized visual encoding. Designed for chemistry, nuclear physics, geochemistry, and STEM education, the platform supports advanced search, filtering, isotope comparison, atomic-weight calculations, and publication-quality graphics, combining scientific rigor with modern data visualization and user experience design.