basic_point_map.py

#initialize the map around LA County
laMap = folium.Map(location=[34.0522,-118.2437], tiles='Stamen Toner', zoom_start=9)

#add the shape of LA County to the map
folium.GeoJson(laArea).add_to(laMap)

#for each row in the Starbucks dataset, plot the corresponding latitude and longitude on the map
for i,row in df.iterrows():
    folium.CircleMarker((row.latitude,row.longitude), radius=3, weight=2, color='red', fill_color='red', fill_opacity=.5).add_to(laMap)

#save the map as an html    
laMap.save('laPointMap.html')