This study used machine learning to analyze facial expressions and first impressions. The goal was to identify specific features that lead to a good first impression. By studying numerical data, the researchers found patterns that determine what kind of smile is most effective in creating a positive first impression. This research aims to provide a clear and specific way for individuals to make a good first impression based on their facial expressions.