This thesis delves into the enigmatic world of unidentified flying objects (UFOs), investigating the diverse characteristics, societal perceptions, and potential associations with military bases. Focusing on UFO sightings reported within the United States and documented by the National UFO Reporting Center (NUFORC) from 1969 to 2022, this study aims to shed light on the complexities surrounding these intriguing phenomena using statistical methods including Exploratory Data Analysis, Text Mining, Sentiment Analysis, and Geostatistical techniques.