Open Lab · Graphic design

Graphic design

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.

14items

13live maps & dashboards

0code files

0datasets

#30DayMapChallenge 2026A map a day through November — public health, geography and data. 12 of 30 days shared. Open the calendar →

▦ Interactive dashboard — every day's map, charts, data & methods

Web map & dashboardDay 12 Day 12 Power — Where the factory floor meets the ward I read “Power” as industrial power — the garment factories that drive the economy — and measured how far each one is from a hospital, a pharmacy and … ● LivePythonGeoPandasSciPy 12 Nov 2026 · CC BY 4.0

Web map & dashboardDay 11 Day 11 Senses: Sound — The sound of the road outside the hospital A transparent road-noise model for Dhaka and Chattogram, tested against the WHO 53 dB guideline, with sliders so you can change every assumption — an… ● LivePythonGeoPandasSciPy 11 Nov 2026 · CC BY 4.0

Web map & dashboardDay 10 Day 10 · Prompting only — One sentence, one health map A single plain-English prompt, a full analysis: how far people in Dhaka and Chattogram live from a hospital, clinic and pharmacy. Dhaka: 77.9% of 10.… ● LivePythonGeoPandasSciPy 10 Nov 2026 · CC BY 4.0

Web map & dashboardDay 9 Day 9 · Urban-rural — Care stops at the town edge: the urban–rural gap in access to pharmacies and hospitals Bangladesh counts 23.5% of its people in urban wards, yet 87% of registered pharmacies and 75% of hospitals and clinics sit there. 84.7% of urban peo… ● LivePythonGeoPandasSciPy 9 Nov 2026 · CC BY 4.0

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 OpenStreetMap contributors, health facilities for Bangladesh (oex export, snapshot 2 Nov 2026), ODbL. BBS Population and Housing Census 2022 GIS laye… ● LivePythonGeoPandasSciPy 5 Nov 2026 · CC BY 4.0

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

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 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 Health Care Access & Risk Dashboard 71.4% of Bangladeshis live within 2 km of primary care, but only 59.7% are within 5 km of a hospital and 21.4% within a 10-minute ride of a pharmacy;… ● LivePythonGeoPandasSciPy 9 Nov 2026 · CC BY 4.0