A coastal asset damage-assessment dashboard: upload aerial/satellite imagery, classify assets (docks, derelict vessels, seawalls, ramps), and get cost estimates, area distribution, and a tunable hotspot heatmap — the same category of tool as commercial GIS damage-assessment products, built from scratch with open tooling.

This project analyzes and visualizes the distribution of urban population and the availability of green space per inhabitant across communes in the Metropolitan Region of Chile. Using spatial data and thematic mapping techniques in R, it provides insights into urban density and environmental equity through maps and charts generated with tmap.