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Collective changes in the corresponding overall acoustic rooms based on the Kullback-Leibler distance using Gaussian probability distribution designs trained on spectral features were examined. Finally, these models were utilized in a Gausian blend design with universal history design SID evaluation to quantify presenter modifications between talking and singing when the audio text content is the identical. The experiments revealed that numerous acoustic qualities of untrained singing tend to be considera