Using NLP, subtle nuances of descriptive texts are quantified.Recurring keywords like 'craft,' 'alien,' 'hover,' and 'orb' are analyzed for clustering observations.Advanced data visualizations make complex analytics accessible to scientists and observers.The project encourages collaboration in exploring the mysteries of UAP phenomena.