Comparative Study of Sentiment Analysis Models of ANTAM Shares Based on Platform X Reviews

This dataset supports the research titled “Comparative Study of Sentiment Analysis Models of ANTAM Shares Based on Platform X Reviews.”It consists of two primary components: Sentiment Data and Stock Return Data, which are used to analyze the relationship between public sentiment expressed on Platform X and the performance of ANTAM (PT Aneka Tambang Tbk) shares. The Sentiment dataset contains text-based user reviews and opinions collected from Platform X that are related to ANTAM shares. Each record includes preprocessed textual data and corresponding sentiment labels (e.g., positive, negative, or neutral), which serve as input for evaluating and comparing multiple sentiment analysis models. The Return dataset contains historical stock return data for ANTAM shares over the same observation period as the sentiment data. This dataset is used to assess market response and to examine how sentiment signals correlate with actual stock performance. Together, these datasets enable: Comparative evaluation of different sentiment analysis models Analysis of sentiment trends related to ANTAM shares Examination of the relationship between social media sentiment and stock returns This dataset is intended for use in academic research, machine learning experiments, and financial sentiment analysis studies.