This lecture explores the spatial distribution of chronic diseases in the cities of Geneva and Lausanne, revealing specific clusters of high body mass index (BMI) values among adults and children. The analysis shows that BMI clusters are not randomly distributed and are associated with the neighborhood's BMI mean, providing insights for tailored interventions.