Mali Language map: static (EN)
![](https://clearglobal.org/wp-content/uploads/2024/03/Mali-Language-Map-Static-EN-V2-1024x638.png)
Static map of the most common primary languages spoken throughout Mali. Click here to download.
Language use in Somalia: research report
![H2H Somalia Report CLEAR Global - Thumbnail](https://clearglobal.org/wp-content/uploads/2023/04/H2H_Somalia_Report_CLEAR-Global_Thumbnail-1024x916.png)
Humanitarian organizations responding to acute and widespread food insecurity in Somalia lack data to understand and address language-based exclusion. Read our report and recommendations […]
Pakistan Languages, Flood Risks, and Cellphone Infrastructure – key insights
![Pakistan Languages, Flood Risk and Cell Tower Positions Map](https://clearglobal.org/wp-content/uploads/2023/04/Pakistan-Languages-Flood-Risk-and-Cell-Tower-Positions-1024x736.png)
Areas at high risk of flooding face varied language and communication challenges. To inform better planning and response, we compiled data on flood risk, […]
Language use in Somalia: Quantitative research findings
![CLEAR Global_Language use in Somalia_PDF Thumbnail](https://clearglobal.org/wp-content/uploads/2023/04/CLEAR-Global_Language-use-in-Somalia_PDF-Thumbnail-1024x1024.png)
An analysis of language data collected in REACH’s Assessment of Hard-to-Reach Areas in Somalia. Click to read and download the report in English. These […]
Language data for Somalia
The 2021 Joint Multi-Cluster Needs Assessment (JMCNA) for Somalia records 11 languages in use. The JMCNA indicates that Northern Standard Somali is the most […]
Indigenous languages of Venezuela: Interactive (EN)
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Language data for Venezuela
The 2011 census of Venezuela records 50 major Indigenous groups, many speaking their own languages. Spanish, the official language of government, is used by […]
Mozambique Cyclone Gombe: Crisis language map
![Mozambique Cyclone Gombe Crisis language map](https://clearglobal.org/wp-content/uploads/2022/03/Mozambique-Cyclone-Gombe-Crisis-language-map.png)
View in a new tab and download our Mozambique Cyclone Gombe crisis language map as a photo here. Cyclone Gombe’s intense winds and heavy […]
Language Data By Country
LANGUAGE DATA BY COUNTRY 32 countries | 69 datasets | 91 maps Click on a country on the map below to see language data, […]
A framework for the ethical use of advanced data science methods in the humanitarian sector
![A framework for the ethical use of advanced data science methods in the humanitarian sector](https://clearglobal.org/wp-content/uploads/2022/02/A-framework-for-the-ethical-use-of-advanced-data-science-methods-in-the-humanitarian-sector.png)
This framework is designed to highlight key ethical considerations, and to provide a practical guide for exploring or implementing advanced data science methods to […]