Evaluating the quality of textual data analysis often hinges on measuring its accuracy. Precision, in this context, indicates the degree to which the results faithfully reflects the true content of the text. Obtaining high precision is fundamental for producing valid insights from textual data, as inaccuracies can materially influence the validity