Evaluating the effectiveness of textual data analysis often hinges on quantifying its exactness. Precision, in this context, indicates the degree to which the results accurately reflects the actual content of the text. Ensuring high precision is crucial for creating valid insights from textual data, as errors can significantly affect the soundness