{"id":46044083,"url":"https://github.com/kshula/kaga","last_synced_at":"2026-03-01T07:05:47.166Z","repository":{"id":248984164,"uuid":"828561238","full_name":"kshula/kaga","owner":"kshula","description":"KAGA is a web application built to visualize and analyse various environmental and health issues using machine learning geospatial","archived":false,"fork":false,"pushed_at":"2024-07-18T07:07:53.000Z","size":445,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":2,"default_branch":"main","last_synced_at":"2024-07-18T08:55:39.704Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/kshula.png","metadata":{"files":{"readme":"readme.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-07-14T14:18:46.000Z","updated_at":"2024-07-18T08:55:45.624Z","dependencies_parsed_at":"2024-07-18T09:16:01.080Z","dependency_job_id":null,"html_url":"https://github.com/kshula/kaga","commit_stats":null,"previous_names":["kshula/kaga"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/kshula/kaga","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fkaga","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fkaga/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fkaga/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fkaga/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/kshula","download_url":"https://codeload.github.com/kshula/kaga/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/kshula%2Fkaga/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":29963120,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-03-01T06:55:38.174Z","status":"ssl_error","status_checked_at":"2026-03-01T06:53:04.810Z","response_time":124,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.6:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-03-01T07:05:46.338Z","updated_at":"2026-03-01T07:05:47.157Z","avatar_url":"https://github.com/kshula.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# KAGA: Zambia Environmental and Health Issues Map\r\nKAGA is a comprehensive web application built to visualize and analyse various environmental and health issues in Zambia. The app provides interactive maps and data visualizations to raise awareness and help in decision-making processes. The current features include maps and data on malaria hotspots, health facilities, cholera outbreaks and lead poisoning in Kabwe.\r\n\r\n## Features\r\n### 1. Malaria Hotspots\r\nObjective: Identify and visualize areas prone to malaria outbreaks using geospatial analysis.\r\nApproach: Use satellite data and GIS to map potential mosquito breeding sites and overlay malaria incidence data.\r\nInterventions: Targeted larval source management (LSM), habitat modification and biological control.\r\n### 2. Health Facilities\r\nObjective: Display the location of health facilities across Zambia for better accessibility and resource planning.\r\nApproach: Use GeoJSON data to mark health facility locations on the map with interactive icons.\r\nData: Health facility data including types and services offered.\r\n### 3. Cholera Outbreaks\r\nObjective: Visualize cholera hotspots and understand the recurrence, outbreak duration, and attack rates in different districts.\r\nApproach: Use CSV data to plot cholera hotspots on the map with detailed outbreak statistics.\r\nData: District-level data on cholera cases, recurrence, outbreak duration and attack rates.\r\n### 4. Lead Poisoning in Kabwe\r\nObjective: Highlight the areas affected by lead poisoning from the historical Broken Hill Mine in Kabwe.\r\nApproach: Use markers and circles to denote contaminated areas and provide detailed information on the health impacts.(Additional machine learning applications to come soon)\r\nData: Locations of high lead concentration and affected populations.\r\nInstallation\r\nTo run this app locally, follow these steps:\r\n\r\nClone the repository:\r\n\r\nbash\r\nCopy code\r\ngit clone https://github.com/kshula/kaga.git\r\ncd kaga\r\nCreate a virtual environment:\r\n\r\nbash\r\nCopy code\r\npython -m venv venv\r\nActivate the virtual environment:\r\n\r\nOn Windows:\r\nbash\r\nCopy code\r\n.\\venv\\Scripts\\activate\r\nOn macOS/Linux:\r\nbash\r\nCopy code\r\nsource venv/bin/activate\r\nInstall the required dependencies:\r\n\r\nbash\r\nCopy code\r\npip install -r requirements.txt\r\nRun the Streamlit app:\r\n\r\nbash\r\nCopy code\r\nstreamlit run app.py\r\nUsage\r\nNavigation: Use the sidebar to navigate between different pages - Home, Malaria Hotspots, Health Facilities, Cholera Outbreaks, and Lead Poisoning in Kabwe.\r\nInteractive Maps: Each page contains an interactive map with markers and other visual elements to display relevant data.\r\nData Details: Click on markers or map areas to view detailed information about each data point.\r\nData Sources\r\nMalaria Hotspots: Satellite data and GIS analysis for water bodies and malaria incidence.\r\nHealth Facilities: GeoJSON data for health facility locations and details.\r\nCholera Outbreaks: CSV data with district-level cholera statistics.\r\nLead Poisoning in Kabwe: Historical data on lead contamination and health impacts from the Broken Hill Mine.\r\nFuture Enhancements\r\nAdditional Layers: Integrate more health and environmental data layers.\r\nReal-time Data: Incorporate real-time data feeds for dynamic updates.\r\nUser Contributions: Enable user submissions of data for community-driven updates.\r\nContributing\r\nContributions are welcome! Please fork the repository and submit a pull request with your changes. Ensure your code adheres to the project's coding standards and include relevant tests.\r\n\r\nLicense\r\nThis project is licensed under the MIT License. See the LICENSE file for details.\r\n\r\nContact\r\nFor any inquiries or support, please contact:\r\n\r\nName: Kampamba Shula\r\nEmail: kampambashula@gmail.com\r\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkshula%2Fkaga","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fkshula%2Fkaga","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fkshula%2Fkaga/lists"}