Report Rebuilding After a Wildfire: Are Communities Less Vulnerable? Using AI, Computer Vision, and Historical Imagery to Analyze Changes in Property-Level Wildfire Risk Before and After the Tubbs Fire Looking at property-level wildfire vulnerability before and after the Tubbs Fire in Santa Rosa, CA, we sought an answer to the question: Are communities less vulnerable after they rebuild from a wildfire? What's inside: How much has property-level wildfire vulnerability changed in Santa Rosa, CA? How has the rebuilding process affected home sizes? How has a change in vegetation levels affected overall property vulnerability to wildfire?