Semantic analysis is a data analysis method that uses NLP technology to understand and mine deep meanings in text, with analysis content including sentiment tendency, topic classification, entity recognition, relation extraction, and text similarity. Semantic analysis extracts structured information from unstructured text to support application scenarios like public opinion analysis, content recommendation, and intelligent Q&A.