The USNS Comfort hospital ship docked on Manhattan's West Side to serve as a referral hospital for patients not infected with COVID-19, while allowing civilian hospitals to focus on treating those infected. To address food insecurity among the poor and near-poor in NYC, Territorial Empathy, inspired by the NYC FoodHelp map, redesigned it to highlight community kitchens, food banks, and school meal pickup locations during the pandemic. The new map has been shared over 400 times, helping the LatinX community of Sunset Park find essential services. Additionally, Territorial Empathy aims to apply spatial analysis and data science in other areas of support for vulnerable communities, particularly undocumented immigrants.