Using folium, pandas and streamlit to explore mapping functionality as well as some dashboard designing

Mapping the health facilities in Kenya offering CCC service under the supported on KCCB-ACTS.
Started the purpose by aquiring the data. Designing a scraper and an API to do the data extract would have been more time efficient but the sites hosting the data have no public facing APIs that I am aware of; and most of the data was stored in embedded Power BI deployments. So I use manual means to get the data; alot of copy and pasting. Which meant alot of cleaning need to be done.