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This is a data analysis lens designed for physicists, educators, and researchers who work with wave-based phenomena and want to better understand the structure of their datasets — or generate entire physical profiles from a single wavelength input.  To apply the Geometric Dynamics part of this framework accurately, begin by using the included Translation Map, which converts quantized energy levels into physical wavelengths. This ensures consistent inputs across the constants calculation, yielding physically valid profiles and normalized gap structures.To use the Geometric Dynamics framework correctly, users should begin with the Translation Map, which converts quantized spectral levels into their corresponding physical wavelengths. These translated wavelengths can then be input into the constants generator, providing a full physical profile for each level. This ensures consistency and physical relevance across the entire EM spectrum analysis, particularly for structured level-based systems such as atomic transitions.“If you’re using this dataset or found it helpful, feel free to let me know (email: [The.Zafootz@gmail.com)  feedback helps improve and guide future updates.”