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#Geospatial analysis of cholera outbreak in Lusaka, Zambia, between 2023 and 2024

tropmedhealth.biomedcentral.co

BioMed CentralGeospatial analysis of cholera outbreak in Lusaka, Zambia, between 2023 and 2024 - Tropical Medicine and HealthBackground Cholera outbreaks have plagued Zambia for decades, with Lusaka district, the capital, being particularly vulnerable. Although the lack of sanitary toilet facilities and inadequate drainage systems were shown to be associated with the high cholera incidence in the early 2000s, it is unknown whether these environmental risk factors persisted in the outbreak that occurred in 2023–2024, which turned out to be the largest outbreak in the country’s history. We investigated the geospatial patterns of cholera cases and associated environmental factors during the October 2023 to March 2024 cholera outbreak. Methods We conducted a geospatial analysis of the suspected cholera cases in Lusaka district, comprising seven constituencies and 94 townships. Patient information and geocoordinates were collected from suspected cases using electronic surveillance tools. The space–time scan statistics was performed to detect spatial and temporal clusters of cases. Spearman's rank correlation coefficient, were employed to examine the relationship between cholera incidence and various environmental factors, including access to Water, Sanitation, and Hygiene (WASH) facilities and equipment. Results Over the study period, 4,591 suspected cholera cases with geocoordinate data were identified, with incidence rates varying across the constituencies. Median cholera incidence (IQR) was 0.55 (0.27–1.44) in Lusaka, with higher incidence rates observed in unplanned residential areas. After the first case identification in Kanyama, cases and clusters were observed in different parts of Lusaka. Among 94 townships in Lusaka, cholera-suspected cases were identified in 86 of them. Among environmental factors analyzed for associations with the high cholera incidence, the proportion of individuals without soap and detergent at home (ρ = 0.457, p < 0.001) and those without water for hand washing at home (ρ = 0.421, p < 0.001) were significantly associated with increased cholera incidence. Conclusion The findings underscore the significance of environmental factors in cholera transmission, particularly in unplanned residential areas with inadequate access to WASH facilities which persist in the area. Improving WASH infrastructure and implementing tailored public health strategies, particularly for high-risk areas (e.g., unplanned residential areas), are crucial for mitigating cholera outbreaks in Lusaka District.

In the field of #RemoteSensing, precision and reliability are critical for capturing and analyzing data that drives decision-making across a wide range of industries. Optical filters are tailored to meet the unique requirements of many applications, such as #geospatial #mapping, #hyperspectral imaging, #environmental monitoring, #agricultural health, #weather and #cloud monitoring, #LiDAR and 3D #earth mapping. Learn more: ilphotonics.com/optical-filter

IL Photonics · Optical Filters for Remote Sensing Applications | IL PhotonicsChroma Technology  designs and manufactures optical filters tailored to meet the unique requirements of remote sensing applications.

Open SAR data: Synthetic Aperture Radar (#SAR) is an interesting #remotesensing technology that captures high-resolution data of the Earth’s surface, regardless of weather or lighting conditions. This curated collection of open SAR data sources provides an...
spatialists.ch/posts/2025/04-0 #GIS #GISchat #geospatial #SwissGIS

spatialists.ch – geospatial newsOpen SAR data – spatialists.ch – geospatial news
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The largest competitor to proprietary #GIS is open source software and tools – #FOSSGIS infrastructure is now at a level where municipalities and companies shift away from proprietary solutions. Would anyone happen to have any material (case studies etc.) on this topic to prove this point?
#QGIS #Esri #Geospatial

hey there's #FOSS4G2025 news!

Call for papers is open: 2025.foss4g.org/attend/call-fo

Travel grant program is open:
2025.foss4g.org/attend/travel-

You can register to attend:
2025.foss4g.org/attend/registe

Voting on a logo is open! Proposals and voting link here: wiki.osgeo.org/wiki/FOSS4G_202)

Go propose talks/register/apply for travel grants/vote for a logo!

Swing by Australia on the way and come climbing ;)

(ping @osgeo and followers)

2025.foss4g.orgFOSS4G 2025 AucklandFOSS4G 2025 Conference in Auckland, New Zealand from 17-23 November 2025

Always on the hunt for the ideal note-taking app. 🧠 I tried #Logseq, and while I loved the logbook, I prefer to organize my notes in a tree-like hierarchy. It helps me to keep an overview.

I switched to TriliumNext (github.com/triliumnext). The option to place notes as clones in multiple locations provides both the navigational clarity of folders and the flexibility of tags.

And as a geo-fan, I really like the option to create map notes.

New blog post: Learning resources for GIS in Python with cloud-native geospatial, PostGIS and more: blog.rtwilson.com/learning-res

I recently sent a list of learning resources to a MSc student I'm working with, and (with her permission) am sharing in case others find it useful

blog.rtwilson.comLearning resources for GIS in Python with cloud-native geospatial, PostGIS and more « Robin's Blog

The origins of GIScience in Switzerland with Rob Weibel: Robert Weibel, Professor of Geographic Information Science at the University of Zurich, retired at the end of January 2025 after a distinguished career spanning over three decades. In an interview, Rob reflects on the remarkable evolution of...
spatialists.ch/posts/2025/03-2 #GIS #GISchat #geospatial #SwissGIS

spatialists.ch – geospatial newsThe origins of GIScience in Switzerland with Rob Weibel – spatialists.ch – geospatial news
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