Open Lab
Open Lab
Maps, dashboards, code & data — open to everyone
Everything behind my geospatial public-health work: live web maps and dashboards, the Python and R code, the data, and how it was done. Explore it, reuse it, cite it.
9items
8live maps & dashboards
0code files
0datasets
▦ Interactive dashboard — every day's map, charts, data & methods
Web map & dashboardDay 8
Day 8 · Utopia — Ten minutes from care, for everyone: where the next care points should go
Utopia is a Bangladesh where nobody is more than a 10-minute bicycle ride (2.3 km) from a pharmacy or hospital. Today only 33.4% of Bangladeshis are.… ● Live
8 Nov 2026 · CC BY 4.0
Web map & dashboardDay 7
Day 7 · 10 minute map — Ten minutes to a pharmacy: who can walk to medicine?
A 10-minute walk is 800 m. Measured from every one of 105,202 populated villages to the 4,187 pharmacies in the national hospital-and-pharmacy regist… ● LivePythonGeoPandasSciPy
7 Nov 2026 · CC BY 4.0
Web map & dashboardDay 6
Day 6 · Vintage — The old atlas, redrawn: who lives by Bangladesh's rivers and chars
Old atlases drew Bengal as water. Redrawn with open data: the RHD wide-river outlines cover 8.0% of Bangladesh and 34.7% of Bangladeshis (57.5 millio… ● LivePythonGeoPandasShapely
6 Nov 2026 · CC BY 4.0
Web map & dashboardDay 5
Day 5 · Senses: Sight — Out of sight: how far Bangladesh lives from an eye hospital
● LivePythonGeoPandasSciPy
5 Nov 2026 · CC BY 4.0
MapDay 1
Day 1 · Points — Where Bangladesh's health care is mapped
8,230 OpenStreetMap health facilities across Bangladesh, coloured by type, with district rates per 100,000 people and the distance from every upazila… PythonGeoPandasShapely
4 Nov 2026 · ODbL 1.0
Web map & dashboardDay 4
Day 4 · Clusters — Where Bangladesh gathers: crowding, leaving and the missing men
Three kinds of clusters in the 2022 census, union by union. Crowding: 32.6% of Bangladeshis live in density hot spots on 10.7% of the land. Leaving: … ● LivePythonGeoPandasPySAL (esda)
4 Nov 2026 · CC BY 4.0
Web map & dashboardDay 3
D_3_Polygon Bangladesh Population Density Map
The same 165.5 million people, drawn with 8, 64, 600, 8,202 and 107,955 polygons. By division, half of Bangladesh lives on 44.9% of the land; village… ● LivePythonGeoPandasMatplotlib
3 Nov 2026 · CC BY 4.0
MapDay 2
Day 2 · Lines — Roads to care: Bangladesh's highway network
21,564 km of national, regional and zila roads from the Roads and Highways Department, mapped by class and measured against the 2,234 hospitals mappe… ● LivePythonGeoPandasShapely
2 Nov 2026 · All rights reserved
Web map & dashboard
Bangladesh MICS Child & Maternal Health Atlas
Bangladesh MICS Child & Maternal Health Atlas ● Live
1 Nov 2026 · All rights reserved
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