TwitAnalyze: A Deep Dive into Twitter Profile and Comment Sentiment Analysis

Twitter is a platform where millions of users voice their opinions and sentiments on various topics on a daily basis. In this digital landscape, businesses recognize the importance of validating their online reputation, using customer opinions to maximize profits. This project specifically focuses on gathering data, evaluating it, and extracting public and private opinions. The key aspect of the analysis is the implementation of vectorization through a pipeline which enables the sentiment classification of new tweets. It explores the significance of opinion mining in shaping online reputation and business strategies. Through rigorous machine learning model evaluation, the study seeks to provide insights into sentiment analysis methodologies and their real-world applications.