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Al Jubaer
#30DayMapChallenge 2026 · Capstone · Health care Bangladesh

Bangladesh Health Care Access & Risk Dashboard

Every community clinic, union health centre, upazila health complex, district hospital, clinic and pharmacy, set against 165 million people in 105,202 villages, the road network and flood risk. From division to union.

Care ladder

Facility mix

Risk components selection vs the median area

Divisions compared

Distance to a hospital vs facilities per 100,000

Each bubble is one area, sized by people and coloured by the risk index. Top-left is well served; bottom-right needs care first.

Ranking

What the data says

    Thirty days, one dashboard

    Each #30DayMapChallenge 2026 theme became a module of this dashboard. Click a card to switch the map to that view.

    Methods

      Data & downloads

        Analysis, design & code: Al Jubaer · Python, GeoPandas, SciPy, Leaflet, PHP · CC BY 4.0 ·