GeoJSON and choropleth# Using GeoJson Loading data Click on zoom Styling Highlight function Using Choropleth GeoJSON point features with markers Use a Circle as a Marker Or use a DivIcon Use a Marker GeoJSON popup and tooltip Advanced GeoJSON Customization with on_each_feature Understanding on_each_feature Basic Example References Using GeoPandas.GeoDataFrame in folium Adding style Use any object with __geo_interface__ Smoothing