Rare earth elements exhibit unique electronic properties that make them vital for a variety of cutting-edge applications. Precisely characterizing these materials' diverse forms is fundamental for optimizing their performance in specialized fields such as energy storage, lasers, and pharmaceutical technologies. This characterization involves a in-