[
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "CrowdMap IT",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "CrowdMapIT develops an open access geospatial solution to help support local governance and low budget development projects.",
        "Sector": "IT and geospatial",
        "URL": "http://www.cMapIT.com",
        "City": "",
        "State_County": "Lagos",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": "Geospatial",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "CrowdMap makes spreadsheets into geoJSON format for developers.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Premium Times",
        "Type_of_organization": "For-profit",
        "Organization_description": "Premium Times Services is a Nigerian media organisation with a vision to help strengthen Nigeria\u00e2\u20ac\u2122s democracy, advance the socio-economic wellbeing and the rights of the people, promote and enrich their cultural practices, and advocate for best practices, good governance, transparency and human rights, in line with the values expected of a modern democratic state.",
        "Sector": "Media and communications",
        "URL": "http://www.premiumtimesng.com",
        "City": "Abuja",
        "State_County": "Federal Capital Territory",
        "Founding_year": "2011",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations, Demographic and social, Education, Health, Agriculture, Business, Economic, Environment, Geospatial, Energy, Public safety, Transportation, International development, Finance",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Uses open data for investigations on government officials and practices.",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Follow the Money",
        "Type_of_organization": "Developer group",
        "Organization_description": "Follow the Money project tracks and visualize education funds meant for local communities. The project answers the question of who and where aid is meant for, and how it is working in communities it was meant for",
        "Sector": "Education",
        "URL": "http://followthemoneyng.org",
        "City": "Abuja",
        "State_County": "Federal Capital Territory",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "education budget tracker web app - monitoringbudget.crowdmap.com/",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Connected Development [CODE]",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "[CODE] is a non government organization whose mission is to improve access to information and empower local communities in Africa.",
        "Sector": "Governance",
        "URL": "http://www.connecteddevelopment.org/",
        "City": "Abuja",
        "State_County": "Federal Capital Territory",
        "Founding_year": "2010",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Promotes open data for effective democratic governance and accountability, and creates platforms that close the feedback loop between citizens and the government.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "disaster and emergency response",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Micro, Small and Medium Enterprises Advocacy and Support Initiative ",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "MSME-ASI works to advance open data in the Nigerian government and donor agencies financing and support for MSMEs in Nigeria.",
        "Sector": "Business, research and consulting",
        "URL": "http://www.msme-asi.org",
        "City": "Abuja",
        "State_County": "Federal Capital Territory",
        "Founding_year": "2015",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Demographic and social, Agriculture, Business, Economic, Environment, Energy, Weather, International development, Finance, Science and research",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "We use open data to advocate for key reforms in government operations.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Research into governments policies and programs.",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Public and Private Development Center(PPDC)",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "PPDC promotes increased citizen participation in governance through monitoring and reporting on public finance expenditure.",
        "Sector": "Governance",
        "URL": "http://procurementmonitor.org/",
        "City": "Abuja",
        "State_County": "Federal Capital Territory",
        "Founding_year": "2003",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Health, Finance",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "PPDC carried an 8-months advocacy to Nigerian government and public institutions demonstrating the efficaciousness of open contracting data standards in mitigating corruption, fostering citizens active participation in public procurement and promoting efficiency in public contracting. To this regard, the Nigerian government committed to adopt the OCDS across priority sectors. ",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Web tool www.budeshi.ng shows budget and procurement data",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "AgricInMedia",
        "Type_of_organization": null,
        "Organization_description": "AgricInMedia provides a variety of geospatial services.",
        "Sector": "Agriculture",
        "URL": "http://www.agricinghana.com",
        "City": "Accra",
        "State_County": "Greater Accra Region",
        "Founding_year": "2009",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Agriculture",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Satellite image analysis related to agriculture, providing services to farmers in terms of crop\u2010monitoring.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Odekro",
        "Type_of_organization": "Developer group",
        "Organization_description": "Odekro promotes transparency, accountability and democratic governance through citizen action and engagement with relevant government agencies.",
        "Sector": "Governance",
        "URL": "http://www.odekro.org/",
        "City": "Accra",
        "State_County": "Greater Accra Region",
        "Founding_year": "2015",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses data on Parliament/Legislature of Ghana to promote transparency and popular participation by providing public online access to Bills, Motions, and Parliamentary debates (Hansards), as well as a website with data on parliamentary attendance by MPs. ",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Mobile Content Ltd",
        "Type_of_organization": "For-profit",
        "Organization_description": "MC.C is a mobile content provider in Ghana",
        "Sector": "Media and communications",
        "URL": "http://www.mobilecontent.com.gh",
        "City": "Accra",
        "State_County": "Greater Accra Region",
        "Founding_year": "2004",
        "Size": "1 to 10",
        "Type_of_data_used": "Demographic and social, Education, Consumer",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "Uses open data to inform its marketing and product strategy, as well as for some of its educational content",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Mobile Web Ghana",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Acommunity of Ghanaian mobile entrepreneurs that provides training in mobile technology and business, to help local talent build applications for local communities. ",
        "Sector": "IT and geospatial",
        "URL": "http://mobilewebghana.org/",
        "City": "Accra",
        "State_County": "Greater Accra Region",
        "Founding_year": "2010",
        "Size": "1 to 10",
        "Type_of_data_used": "Demographic and social, Agriculture, Transportation",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Technology education, app development",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Trend analysis",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ethiopia",
        "Country_income_level": "Low income",
        "Organization_name": "Code4Ethiopia",
        "Type_of_organization": "Developer group",
        "Organization_description": "Code4Ethiopia has the responsibilities of advocating open data, build a community to connect and promote the work of data professionals in Ethiopia, provide technology support to civil societies to assist them in producing, processing and using data, and conduct assessment in readiness, implementation and impacts of open data in Ethiopia.",
        "Sector": "Governance",
        "URL": "https://www.godan.info/organizations/code-ethiopia",
        "City": "Addis Ababa",
        "State_County": "Addis Ababa",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": null,
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Has developed programs such as Open Data Advocacy - Open Data Community Building - Open Data Publishing and Data Journalism - and others.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Nigeria Open Data Access",
        "Type_of_organization": "Developer group",
        "Organization_description": "The Nigeria Open Data Access (NODA) provides a portal that provides its users with full access and rights to open data including government, social, demographics, geospatial, environmental, infrastructural, agricultural, transportation and economic data.",
        "Sector": "Governance",
        "URL": "http://opendata.com.ng/",
        "City": "Akure",
        "State_County": "Ondo",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": "Demographic and social, Agriculture, Geospatial",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "\nPublishes federal data aimed at improving civic engagements, research and development, development of innovative solutions focused on local issues, development of a sustainable and smart environment.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Madagascar",
        "Country_income_level": "Low income",
        "Organization_name": "Rural eMarket",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Rural eMarket is a web based market information system.",
        "Sector": "Agriculture",
        "URL": "http://rural-emarket.com",
        "City": "Antananarivo",
        "State_County": "Antananarivo Province",
        "Founding_year": "2009",
        "Size": "11 to 50",
        "Type_of_data_used": "Agriculture, Geospatial",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Uses open data to display market prices.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Use government data to better understand rural issues in Madagascar",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Uganda",
        "Country_income_level": "Low income",
        "Organization_name": "BROSDI",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "BROSDI aims to get rural communities engaged in productive knowledge sharing and management using ICT as an enabler.",
        "Sector": "Other",
        "URL": "http://www.brosdi.or.ug/",
        "City": "Baitambogwe",
        "State_County": "Mayuge, Eastern Region",
        "Founding_year": "2015",
        "Size": "11 to 50",
        "Type_of_data_used": null,
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Promotes the ideas of knowledge sharing and open data using a multi stakeholder approach by engaging government - private sector and civil society in program planning and development - implementation - monitoring &amp; evaluation.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Mali",
        "Country_income_level": "Low income",
        "Organization_name": "Yeleman",
        "Type_of_organization": "For-profit",
        "Organization_description": "Yeleman is a software development company in Mali.",
        "Sector": "IT and geospatial",
        "URL": "http://yeleman.com/",
        "City": "Bamako",
        "State_County": "Bamako District",
        "Founding_year": "2008",
        "Size": "1 to 10",
        "Type_of_data_used": "Education, Health, Geospatial",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Asset mapping, creation of third party mobile applications (for instance, for ebola response).",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "South Africa",
        "Country_income_level": "Upper middle income",
        "Organization_name": "Economic Development Partnership",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Economic Development Services facilitate, coach, convene, monitor and support partnering for inclusive economic development.",
        "Sector": "Other",
        "URL": "http://www.wcedp.co.za",
        "City": "Cape Town",
        "State_County": "Western Cape",
        "Founding_year": "2012",
        "Size": "11 to 50",
        "Type_of_data_used": null,
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Organizers of the Open Data Forum",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "South Africa",
        "Country_income_level": "Upper middle income",
        "Organization_name": "Code for South Africa",
        "Type_of_organization": "Developer group",
        "Organization_description": "Code for South Africa is a civic technology lab using data and technology to change lives.",
        "Sector": "Governance",
        "URL": "http://code4sa.org/",
        "City": "Cape Town",
        "State_County": "Western Cape",
        "Founding_year": "2015",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations, Demographic and social, Health, Health, Economic, Legal",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open data in various civic projects, such as MapIt.code4sa.org, and Wazimap.co.za.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Senegal",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Senegal Ouvert",
        "Type_of_organization": "Developer group",
        "Organization_description": "Senegal Ouvert provides key data on Senegal to fight corruption and promote citizen engagement and good governance.",
        "Sector": "Governance",
        "URL": "http://senegalouvert.org/",
        "City": "Dakar",
        "State_County": "Dakar",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": "Government operations, Demographic and social, Education, Health, Energy, Public safety",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Provides free acess to open datasets on various domains.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "United Nations Association of Tanzania",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "The United Nations Association (UNA) of Tanzania is devoted entirely to the support of the &quot;purposes and principles of the United Nations\u00e2\u20ac\u009d in the country and world.",
        "Sector": "Other",
        "URL": "http://una.or.tz/",
        "City": "Dar es Salaam",
        "State_County": "Dar es Salaam",
        "Founding_year": "1964",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open data to promote positive civic and media engagement in the electoral process and advocate for the inclusion and visibility of human rights principles in the development process and new constitution in Tanzania.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "Muhimbili University of Health and Allied Sciences",
        "Type_of_organization": "Academic institution",
        "Organization_description": "MUHAS aims to provide quality training, research and services in health and related fields for attainment of equitable socioeconomic development for Tanzanian community and beyond.",
        "Sector": "Healthcare",
        "URL": "http://www.muhas.ac.tz",
        "City": "Dar es Salaam",
        "State_County": "Dar es Salaam",
        "Founding_year": "1991",
        "Size": "201 to 1000",
        "Type_of_data_used": "Health",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "Policy Research for Development",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "REPOA was formed to contribute to growth and socio-economic transformation for poverty reduction.",
        "Sector": "Other",
        "URL": "http://www.repoa.or.tz/",
        "City": "Dar es Salaam",
        "State_County": "Dar es Salaam",
        "Founding_year": "1994",
        "Size": "51 to 200",
        "Type_of_data_used": "Demographic and social",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "Twaweza",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Twaweza is a citizen-centered initiative, focusing on public accountability and large-scale change in East Africa.",
        "Sector": "Media and communications",
        "URL": "http://twaweza.org/",
        "City": "Dar es Salaam",
        "State_County": "Dar es Salaam",
        "Founding_year": "2009",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations, Demographic and social, Education",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Created shule.info with educational data to reveal school performances",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "During the election, organised televised debates between leading politicians from different parties, and used data from a range of different sources as a means of stimulating discussion",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "South Africa",
        "Country_income_level": "Upper middle income",
        "Organization_name": "Open Data Durban",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Open Data Durban is a newly established organisation promoting and implementing open data, open society and civic technology in and for the city of Durban, South Africa. It aims to build powerful and insightful tools to understand the city and bring about change.",
        "Sector": "IT and geospatial",
        "URL": "https://opendata.durban/",
        "City": "Durban",
        "State_County": "KwaZulu-Natal",
        "Founding_year": "2015",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Demographic and social, Education, Health, Business, Economic, Economic, Environment, Geospatial, Energy, Housing, Transportation",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "We seek to improve sub-metro data and introduce data science and evidence based planning approaches to organisations operating in the city",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "uses open data to advocate open government and civic activities. The civic technology lab organizes monthly events such as Hackthon4Water for the public, as well as provides a blogging platform to share open data affairs and knowledge.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Zimbabwe",
        "Country_income_level": "Low income",
        "Organization_name": "Institute for Sustainability Africa (INSAF)",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "The Institute for Sustainability Africa (IN\u00c5\u0161AF) is a nonprofit multi-disciplinary independent think tank and research institute established to advance sustainability initiatives for Africa.",
        "Sector": "Business, research and consulting",
        "URL": "http://www.instforsustainafrica.org/",
        "City": "Harare",
        "State_County": "Harare Province",
        "Founding_year": "2010",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Economic, Environment, Energy",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "Inform project proposals",
        "Application_Research": "TRUE",
        "Research_Description": "Policy analysis",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "Restless Development Tanzania",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Restless Development places young people at the forefront of change and development.",
        "Sector": "Other",
        "URL": "http://restlessdevelopment.org",
        "City": "Iringa",
        "State_County": "Iringa",
        "Founding_year": "1985",
        "Size": "201 to 1000",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open government data in Tanzania for various projects. The &quot;Kijana Wajibika&quot; initiative builds a sustainable presence of youth led networks on the ground - motivated and equipped with the technical skills to drive citizen demand for greater accountability.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Uganda",
        "Country_income_level": "Low income",
        "Organization_name": "Development Research and Training",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "The goal of Development Research and Training is to carry out policy-oriented research and analysis focusing on eradication of poverty and more specifically chronic poverty.",
        "Sector": "Business, research and consulting",
        "URL": "http://www.drt-ug.org",
        "City": "Kampala",
        "State_County": "Central Region",
        "Founding_year": "1997",
        "Size": "11 to 50",
        "Type_of_data_used": "Demographic and social",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Uganda",
        "Country_income_level": "Low income",
        "Organization_name": "Africa Freedom of Information Centre",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "AFIC (Africa Freedom of Information Centre) is a membership civil society organization promoting the right of access to information on the African continent.",
        "Sector": "Governance",
        "URL": "http://www.africafoicentre.org",
        "City": "Kampala",
        "State_County": "Central Region",
        "Founding_year": "2008",
        "Size": "11 to 50",
        "Type_of_data_used": "Education, Health, Agriculture",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Monitor outcomes of government projects and contracting",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Produces research and knowledge production on access to information in Africa, promotes the ratification and domestication of regional instruments, and promotes legislation and implementation of FOI frameworks on the African Continent.",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Uganda",
        "Country_income_level": "Low income",
        "Organization_name": "Support for Women in Agriculture and Environment (SWAGEN)",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "SWAGEN aims to create strong grassroots communities capable of meaningful contribution to national development.",
        "Sector": "Energy and climate",
        "URL": "http://www.swagen.org/",
        "City": "Kampala",
        "State_County": "Central Region",
        "Founding_year": "1998",
        "Size": "",
        "Type_of_data_used": "Demographic and social",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "Analyse situations and make plans, and identify and make decisions on what interventions to undertake",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Farmerline",
        "Type_of_organization": "For-profit",
        "Organization_description": "Farmerline is a technology product company that builds supply chain and value chain solutions to integrate agricultural outputs of rural farmers in Africa/emerging markets.",
        "Sector": "Agriculture",
        "URL": "http://farmerline.org",
        "City": "Kumasi",
        "State_County": "Ashanti Region",
        "Founding_year": "2012",
        "Size": "11 to 50",
        "Type_of_data_used": "Agriculture, Weather",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Provides rural farmers with weather, demand, and farming best practices data on their mobile phone using simple SMS.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "BudgIT",
        "Type_of_organization": "Developer group",
        "Organization_description": "BudgIT provides information on the Nigerian budget and public data in a finer detail, and aims to stimulate citizen interests around public data and trigger discussions towards better governance.",
        "Sector": "Governance",
        "URL": "http://www.yourbudgit.com/",
        "City": "Lagos",
        "State_County": "Lagos",
        "Founding_year": "2011",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations, Energy",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Created a website devoted to making Nigerian budgets intelligible",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Malawi",
        "Country_income_level": "Low income",
        "Organization_name": "Malawi Election Information Centre",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "In partnerships with the Malawi Electoral Commission, GotToVote!Malawi would liberate government information to make it more easily accessible to the Malawi\u00e2\u20ac\u2122s electorate. The initiative received assistance from Code for Africa, Hivos International, the Open Society Initiative of Southern Africa and a consortium of Malawian civic organizations.",
        "Sector": "Governance",
        "URL": "http://malawivote2014.org",
        "City": "Limbe",
        "State_County": "Southern Region",
        "Founding_year": "2015",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Helped nearly 300 - 000 citizens verify their voter status ahead of the election. By using the system - another 46 - 000 Malawians discovered they had either not yet registered or had issues with registration details.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Zambia",
        "Country_income_level": "Lower middle income",
        "Organization_name": "University of Zambia, Department of Mass Communication",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "A media training institution",
        "Sector": "Education",
        "URL": "http://humanities.unza.zm/mass-communication.html",
        "City": "Lusaka",
        "State_County": "",
        "Founding_year": "1966",
        "Size": "11 to 50",
        "Type_of_data_used": null,
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Develops projects - such as http://www.dipudatos.info - on institutional transparency - access to public information and active citizenship.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Code for Ghana",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Code for Ghana is part of the Code for Africa initiative which aims to use open data and technology to promote responsive, innovative and effective governance.",
        "Sector": "IT and geospatial",
        "URL": "http://www.codeforghana.org/",
        "City": "Madina",
        "State_County": "Greater Accra Region",
        "Founding_year": "2015",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Education, Health, Agriculture",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Various projects, e.g. Odekro, Where My Money Dey?",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Institute of Public Finance Kenya",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "A think tank that aspires to further the ideas of open public Finance Management systems through research, trainings and capacity strengthening",
        "Sector": "Governance",
        "URL": "http://ipfkenya.or.ke/",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2013",
        "Size": "1 to 10",
        "Type_of_data_used": null,
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Mars Group Kenya",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Mars Group Kenya operates one of the largest databases of governance information in Kenya, focusing on corruption in the executive, legislative and judiciary branches of government, as well as on accountability and civic education.",
        "Sector": "Governance",
        "URL": "http://marsgroupkenya.org",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2006",
        "Size": "51 to 200",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open government data to generate online content and reports to promote public accountability in Kenya.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Open Schools Kenya",
        "Type_of_organization": "Developer group",
        "Organization_description": "Open Schools Kenya seeks to utilize data for better education by comparing it with official sources to facilitate policy decisions and parental choice.",
        "Sector": "Education",
        "URL": "http://openschoolskenya.org",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2014",
        "Size": "",
        "Type_of_data_used": "Education",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "uses open data to provide searching tools for parents in Kenya to search information about schools and choose schools for their children",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Green Dreams",
        "Type_of_organization": "For-profit",
        "Organization_description": "Green Dreams is an organic farm in Tigoni, Kenya, dedicated to serving local consumers.",
        "Sector": "Agriculture",
        "URL": "http://www.greendreams.co.ke",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2000",
        "Size": "11 to 50",
        "Type_of_data_used": "Agriculture",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Water Sector Trust Fund",
        "Type_of_organization": "Other",
        "Organization_description": "Water Sector Trust Fund aims to assist in financing the provision of water services to areas of Kenya which are without adequate water services. ",
        "Sector": "Energy and climate",
        "URL": "http://waterfund.go.ke",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2014",
        "Size": "51 to 200",
        "Type_of_data_used": null,
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Ushahidi",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Ushahidi is a nonprofit technology company that builds open source platforms to help citizens, journalists, organizations, governments, and others gather, manage, analyze, and visualize crowdsourced data. ",
        "Sector": "IT and geospatial",
        "URL": "https://www.ushahidi.com/",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2008",
        "Size": "11 to 50",
        "Type_of_data_used": "Geospatial",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "Integrates open data with other data sources in the context of crisis response initiatives.",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Intelipro",
        "Type_of_organization": "For-profit",
        "Organization_description": "Intelipro helps clients build a deeper understanding of their business operations, brand, customers, and industry in order to improve business performance. ",
        "Sector": "Business, research and consulting",
        "URL": "https://intelipro.co/",
        "City": "Nairobi",
        "State_County": "Nairobi",
        "Founding_year": "2008",
        "Size": "1 to 10",
        "Type_of_data_used": null,
        "Application_Advocacy": "FALSE",
        "Advocacy_description": null,
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": null,
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": null,
        "Application_Research": "FALSE",
        "Research_Description": null,
        "Application_Other": "FALSE",
        "Other_Description": null
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Open Institute",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "The Open Institute works on social innovation, grassroots community organization and policy level stakeholder development to ensure that important knowledge is gathered and shared among all stakeholders and tools are built to give citizens stronger voices in governance.",
        "Sector": "Business, research and consulting",
        "URL": "http://www.openinstitute.com",
        "City": "Nairobi",
        "State_County": "",
        "Founding_year": "2012",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses sustainable data and technology to eliminate the poorverty, support the inclusion of citizens in the governance and development of their society, and support and promote efforts by responsive governments, particularly in Africa.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Code for Africa",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Code for Africa is an initiative driven and co-funded by grassroots citizen organizations and the mass media and is focused primarily on building civic technology capacity within civil society and the watchdog media.",
        "Sector": "Governance",
        "URL": "http://www.codeforafrica.org",
        "City": "Nairobi",
        "State_County": "",
        "Founding_year": "2015",
        "Size": "11 to 50",
        "Type_of_data_used": "Government operations, Health, Health",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open data in various civic projects, such as StarHealth, and GotToVote.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Code for Kenya",
        "Type_of_organization": "Developer group",
        "Organization_description": "Code4Kenya aims to create a sustainable ecosystem around the Kenya Open Data Initiative, that will allow organizations, developers and the community at large derive the advantages that an Open Data Initiative provides.",
        "Sector": "Governance",
        "URL": "http://www.code4kenya.org/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2013",
        "Size": "",
        "Type_of_data_used": "Government operations, Education, Health, Public safety",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Various projects, e.g. County Safety,Find My School Ke",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Eduweb",
        "Type_of_organization": null,
        "Organization_description": "Eduweb is a platform that lists education institutions in the nearby community in Kenya",
        "Sector": "Education",
        "URL": "http://www.eduweb.co.ke/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2001",
        "Size": "1 to 10",
        "Type_of_data_used": "Education",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Provide educational information to the public on a centralized portal",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Upande",
        "Type_of_organization": "For-profit",
        "Organization_description": "Upande works on customized systems that capture, store, analyze, manage, and present data that can be linked to specific locations.",
        "Sector": "IT and geospatial",
        "URL": "http://www.upande.com/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2009",
        "Size": "11 to 50",
        "Type_of_data_used": "Demographic and social, Environment, Geospatial, Weather",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Uses spatial data in various projects for mapping and visualization.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "medAfrica",
        "Type_of_organization": "For-profit",
        "Organization_description": "A Medical Services Content Platform developed by Shimba Technologies focusing on delivering basic information about health and medicine to phones and enabling people to use that information on their o",
        "Sector": "Healthcare",
        "URL": "http://shimbamobile.com/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2008",
        "Size": "11 to 50",
        "Type_of_data_used": "Health",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Developed MedAfrica - a Medical Services Content Platform focusing on delivering basic information about health and medicine to phones and enabling people to use that information on their own. The app provides important health information including first aid, a list of all registered doctors categorized by specialty, a list of all hospitals including maps to their locations, diet tips and alerts.",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Sagaci Research",
        "Type_of_organization": "For-profit",
        "Organization_description": "Sagaci Research provide market research and intelligence to businesses interested in African countries.",
        "Sector": "Business, research and consulting",
        "URL": "http://sagaciresearch.com/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2012",
        "Size": "51 to 200",
        "Type_of_data_used": "Demographic and social, Economic, Transportation",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "TRUE",
        "Organizational_Optimization_Description": "Utilize open data in market research, for instance statistics on the automative market in Kenya",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "M-Farm",
        "Type_of_organization": null,
        "Organization_description": "M-Farm is a software solution and agribusiness company.",
        "Sector": "Agriculture",
        "URL": "http://mfarm.co.ke/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2011",
        "Size": "11 to 50",
        "Type_of_data_used": "Agriculture",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Built a mobile application that allows farmers to receive accurate, real-time crop-price information from five major markets in Kenya, via daily text message, six days per week",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Map Kibera",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Map Kibera's mission is to increase influence and representation of marginalized communities through the creative use of digital tools for action.",
        "Sector": "IT and geospatial",
        "URL": "http://mapkibera.org/",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2010",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Education, Education, Health, Geospatial, Science and research",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "Used government data as comparison point to local data collection on school mapping",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Kenya",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Nation Newsplex",
        "Type_of_organization": "For-profit",
        "Organization_description": "Nation Newsplex is the data desk of the Daily Nation Media Group. ",
        "Sector": "Media and communications",
        "URL": "https://www.nation.co.ke/newsplex",
        "City": "Nairobi",
        "State_County": "Nairobi County",
        "Founding_year": "2014",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Demographic and social, Demographic and social, Education, Education, Health, Health, Agriculture, Agriculture, Business, Business, Economic, Economic, Environment, Environment, Public safety, Public safety, International development, International development, Science and research, Science and research",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "Data-driven news stories",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Tanzania",
        "Country_income_level": "Low income",
        "Organization_name": "Daraja Kenya",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Daraja Kenya aims to empower communities and local institutions, and build their capacity to work effectively together to reduce poverty in Tanzania.",
        "Sector": "Energy and climate",
        "URL": "https://www.darajakenya.com/",
        "City": "Njombe",
        "State_County": "Iringa",
        "Founding_year": "2007",
        "Size": "11 to 50",
        "Type_of_data_used": "Environment",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Uses open data in various civic projects, such as Twende Pamoja, and Policy Programme.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "South Africa",
        "Country_income_level": "Upper middle income",
        "Organization_name": "CAJ News",
        "Type_of_organization": "For-profit",
        "Organization_description": "CAJ News is an African news agency supplying regional, continental and international news.",
        "Sector": "Media and communications",
        "URL": "http://cajnewsafrica.com",
        "City": "Sandton",
        "State_County": "Gauteng",
        "Founding_year": "2015",
        "Size": "",
        "Type_of_data_used": null,
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Ghana",
        "Country_income_level": "Lower middle income",
        "Organization_name": "Wuni Zaligu Development Association",
        "Type_of_organization": "Nonprofit",
        "Organization_description": "Wuni Zaligu Development Association build skills of deprived persons.",
        "Sector": "Governance",
        "URL": "http://www.wuzda.org/",
        "City": "Tamale",
        "State_County": "Northern Region",
        "Founding_year": "1992",
        "Size": "1 to 10",
        "Type_of_data_used": "Government operations, Education",
        "Application_Advocacy": "TRUE",
        "Advocacy_description": "Helps promote increasing transparency and accountability in public service organizations.",
        "Application_Product_Service": "FALSE",
        "Product_Service_Description": "",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "FALSE",
        "Research_Description": "",
        "Application_Other": "FALSE",
        "Other_Description": ""
    },
    {
        "Region": "Sub-Saharan Africa",
        "Country": "Nigeria",
        "Country_income_level": "Lower middle income",
        "Organization_name": "SPIDER Solutions Nigeria",
        "Type_of_organization": "For-profit",
        "Organization_description": "SPIDER Solutions Nigeria promotes good governance and citizen participation in governance by using data on socio-economic indicators to produce insightful data-driven web products such as interactive webmaps and dashboards",
        "Sector": "Business, research and consulting",
        "URL": "http://www.spidersolutionsnigeria.com/",
        "City": "Uyo",
        "State_County": "Akwa Ibom",
        "Founding_year": "2015",
        "Size": "11 to 50",
        "Type_of_data_used": "Demographic and social, Education, Health, Economic, Environment, Geospatial, Energy",
        "Application_Advocacy": "FALSE",
        "Advocacy_description": "",
        "Application_Product_Service": "TRUE",
        "Product_Service_Description": "We develop web maps (choropleth, point maps, bubble maps) to help the public visualize the data",
        "Application_Organizational_Optimization": "FALSE",
        "Organizational_Optimization_Description": "",
        "Application_Research": "TRUE",
        "Research_Description": "We conduct policy-oriented research",
        "Application_Other": "FALSE",
        "Other_Description": ""
    }
]