This Rmarkdown document provides a comprehensive analysis of invasive species across Vermont, emphasizing the spatial dynamics and ecological impacts of these species. The document begins with an overview of the data sources and methodologies used, including the integration of species occurrence data with climatic and environmental variables from WorldClim and OpenWeather. It details the steps involved in data preparation and analysis using R packages, and the use of GIS for spatial analysis. The core of the document focuses on the spatial distribution of key invasive species like the Emerald Ash Borer and Hemlock Woolly Adelgid. It explores the current distribution patterns, identifies hotspots, and predicts future spreads. Various figures illustrate the geographic spread and density of invasive species across Vermont, highlighting areas requiring targeted management interventions. The analysis employs advanced spatial and statistical techniques, including clustering algorithms like DBSCAN and K-means, to uncover underlying spatial patterns and inform conservation strategies. The document concludes with a transition to Species Distribution Modeling (SDM), anticipating the integration of more detailed environmental data to refine predictions and aid in ecological management.