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    <Name>WMS</Name>
    <Title>GeoNode Local GeoServer</Title>
    <Abstract>This is a description of your Web Map Server.</Abstract>
    <KeywordList>
      <Keyword>WFS</Keyword>
      <Keyword>WMS</Keyword>
      <Keyword>GEOSERVER</Keyword>
    </KeywordList>
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    <ContactInformation>
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        <ContactPerson/>
        <ContactOrganization/>
      </ContactPersonPrimary>
      <ContactPosition/>
      <ContactAddress>
        <AddressType/>
        <Address/>
        <City/>
        <StateOrProvince/>
        <PostCode/>
        <Country/>
      </ContactAddress>
      <ContactVoiceTelephone/>
      <ContactFacsimileTelephone/>
      <ContactElectronicMailAddress/>
    </ContactInformation>
    <Fees>NONE</Fees>
    <AccessConstraints>NONE</AccessConstraints>
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  <Capability>
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        <Format>text/xml</Format>
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          <HTTP>
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            </Get>
            <Post>
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        <Format>application/pdf</Format>
        <Format>application/rss+xml</Format>
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        <Format>image/gif</Format>
        <Format>image/jpeg</Format>
        <Format>image/png; mode=8bit</Format>
        <Format>image/svg+xml</Format>
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        <Format>image/tiff8</Format>
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      <Format>JSON</Format>
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      <Title>GeoNode Local GeoServer</Title>
      <Abstract>This is a description of your Web Map Server.</Abstract>
      <!--Limited list of EPSG projections:-->
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          <Keyword>WCS</Keyword>
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      </Layer>
      <Layer queryable="1" opaque="0">
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        <Title>Mean Annual Groundwater Storage Balance - Annual</Title>
        <Abstract>This dataset provides the annual mean groundwater storage anomaly balance for each year between 2003-2024 over Somalia, at a spatial resolution of 0.25° × 0.25°. Groundwater Storage Anomalies are estimated using observations from the GRACE and GRACE-FO satellite missions, which detect variations in the Earth’s gravitational field caused by changes in water mass. These gravity variations are used to derive Terrestrial Water Storage Anomalies (TWA). To isolate the groundwater component from TWA, the contributions of other hydrological components—such as snow water equivalent, soil moisture, and canopy water—are removed. These components are estimated using output data from three Global Land Data Assimilation System (GLDAS) land surface models. Three independent GWSA estimates are produced from the three GLDAS models and subsequently combined into an ensemble. The groundwater storage anomalies and the derived products were calculated on a monthly basis and then aggregated into annual values (mm/year).</Abstract>
        <KeywordList>
          <Keyword>GRE</Keyword>
          <Keyword>WCS</Keyword>
          <Keyword>ImageMosaic</Keyword>
        </KeywordList>
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        <Abstract>No abstract provided</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents the semi-detailed soil maps of selected riverine Areas of Interest (AOIs) in southern and central Somalia, including Luuq, Belet Weyne, Afgooye, Jowhar, and Kismaayo. The maps were developed through integrated soil survey methodologies combining field observations, laboratory analysis, and geospatial interpretation. The dataset provides spatial information on soil distribution, land units, and key soil physical and chemical properties. It supports agricultural planning, irrigation development, land resource management, and climate-resilient interventions in the Shabelle and Juba river basins. The mapping is part of a broader SWALIM initiative aimed at improving soil knowledge at semi-detailed scale for sustainable land use planning. Methodology The soil maps for all AOIs were developed using a standardized methodology based on FAO soil survey guidelines and adapted to the Somali landscape context. 1. Land Unit Delineation (Photointerpretation) Preliminary land units were delineated using satellite imagery and landscape interpretation based on:  geomorphology landforms surface characteristics  2. Field Soil Survey Field campaigns were conducted to collect soil profile (pedon) data, including:  horizon description soil depth texture structure drainage conditions  3. Laboratory Analysis Soil samples were analyzed to determine key physical and chemical properties, including:  Soil texture (sand, silt, clay) Bulk density Soil pH Electrical conductivity (salinity) Organic carbon and organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable bases (Ca, Mg, K, Na) Available water capacity (AWC)  4. Soil Classification and Mapping  Soils were grouped into Land Units Classified using WRB (World Reference Base for Soil Resources) Mapped at semi-detailed scale (1:25,000)  5. Soil–Landscape Database Development A comprehensive dataset was developed integrating:  Soil properties Climate characteristics Physiographic and landscape attributes  This database supports further applications such as land suitability analysis. Spatial Resolution / Scale Scale: 1:25,000 (semi-detailed soil mapping) Geographic Coverage Riverine agricultural areas in Somalia:  Luuq Belet Weyne Afgooye Jowhar Kismaayo  Located along the Juba and Shabelle river systems Soil Characteristics Included Physical Properties  Texture Soil depth Structure Drainage Permeability Available Water Capacity (AWC) Rooting depth  Chemical Properties  Soil pH Salinity (EC) Organic carbon Organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable cations (Ca, Mg, K, Na) Alkalinity (ESP)  Landscape Attributes  Flooding regimes Alluvial plains and terraces Soil moisture conditions Topography (slope, elevation)</Abstract>
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        <Abstract>Datasets used for the analysis are :- Flood Extent, Elevation, Slope, Topographic Wetness Index (TWI),Drainage Density, Strategic Boreholes, Settlements, Land Cover and Roads\r\nBased on a predefined criteria, each of these datasets were first clipped to areas outside the flood extent but within a maximum distance of 10 Km from the flood extent boundary. The outputs were then reclassified into two classes namely; Suitable and Not Suitable. Using an iterative approach, each of these datasets was used to assign a weight to the suitability of a site. These weights are indicated on table 2 below. Thereafter, a multi-criteria evaluation weighted overlay operation was undertaken to determine the potential areas for evacuation sites. An area was then computed for the potential sites and their distance from the flood extent established. The output was then post – processed to remove invalid geometries and each site was ranked based on the distance from the flood prone area. Sites that are closer in distance were deemed to be most suitable hence a higher rank. The final layer was then visually checked based on the density of the topographic Wetness Index (TWI) which is based on runoffs during floods. Areas with dense TWI were eliminated to remain with only continuous areas.</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>Datasets used for the analysis are :- Flood Extent, Elevation, Slope, Topographic Wetness Index (TWI),Drainage Density, Strategic Boreholes, Settlements, Land Cover and Roads\r\nBased on a predefined criteria, each of these datasets were first clipped to areas outside the flood extent but within a maximum distance of 10 Km from the flood extent boundary. The outputs were then reclassified into two classes namely; Suitable and Not Suitable. Using an iterative approach, each of these datasets was used to assign a weight to the suitability of a site. These weights are indicated on table 2 below. Thereafter, a multi-criteria evaluation weighted overlay operation was undertaken to determine the potential areas for evacuation sites. An area was then computed for the potential sites and their distance from the flood extent established. \r\nThe output was then post – processed to remove invalid geometries and each site was ranked based on the distance from the flood prone area. Sites that are closer in distance were deemed to be most suitable hence a higher rank. The final layer was then visually checked based on the density of the topographic Wetness Index (TWI) which is based on runoffs during floods. Areas with dense TWI were eliminated to remain with only continuous areas.</Abstract>
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          <Keyword>floods</Keyword>
          <Keyword>grounds</Keyword>
          <Keyword>evacuation</Keyword>
          <Keyword>higher</Keyword>
          <Keyword>somalia</Keyword>
          <Keyword>baardheere_potential_highergroundssuitablefor</Keyword>
          <Keyword>shabelle</Keyword>
          <Keyword>features</Keyword>
          <Keyword>river</Keyword>
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        <Abstract>This dataset represents the semi-detailed soil maps of selected riverine Areas of Interest (AOIs) in southern and central Somalia, including Luuq, Belet Weyne, Afgooye, Jowhar, and Kismaayo. The maps were developed through integrated soil survey methodologies combining field observations, laboratory analysis, and geospatial interpretation. The dataset provides spatial information on soil distribution, land units, and key soil physical and chemical properties. It supports agricultural planning, irrigation development, land resource management, and climate-resilient interventions in the Shabelle and Juba river basins. The mapping is part of a broader SWALIM initiative aimed at improving soil knowledge at semi-detailed scale for sustainable land use planning. Methodology The soil maps for all AOIs were developed using a standardized methodology based on FAO soil survey guidelines and adapted to the Somali landscape context. 1. Land Unit Delineation (Photointerpretation) Preliminary land units were delineated using satellite imagery and landscape interpretation based on:  geomorphology landforms surface characteristics  2. Field Soil Survey Field campaigns were conducted to collect soil profile (pedon) data, including:  horizon description soil depth texture structure drainage conditions  3. Laboratory Analysis Soil samples were analyzed to determine key physical and chemical properties, including:  Soil texture (sand, silt, clay) Bulk density Soil pH Electrical conductivity (salinity) Organic carbon and organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable bases (Ca, Mg, K, Na) Available water capacity (AWC)  4. Soil Classification and Mapping  Soils were grouped into Land Units Classified using WRB (World Reference Base for Soil Resources) Mapped at semi-detailed scale (1:25,000)  5. Soil–Landscape Database Development A comprehensive dataset was developed integrating:  Soil properties Climate characteristics Physiographic and landscape attributes  This database supports further applications such as land suitability analysis. Spatial Resolution / Scale Scale: 1:25,000 (semi-detailed soil mapping) Geographic Coverage Riverine agricultural areas in Somalia:  Luuq Belet Weyne Afgooye Jowhar Kismaayo  Located along the Juba and Shabelle river systems Soil Characteristics Included Physical Properties  Texture Soil depth Structure Drainage Permeability Available Water Capacity (AWC) Rooting depth  Chemical Properties  Soil pH Salinity (EC) Organic carbon Organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable cations (Ca, Mg, K, Na) Alkalinity (ESP)  Landscape Attributes  Flooding regimes Alluvial plains and terraces Soil moisture conditions Topography (slope, elevation)</Abstract>
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          <Keyword>Soil Map</Keyword>
          <Keyword>belet_weine_25k_final_lu</Keyword>
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          <Keyword>SWALIM</Keyword>
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          <Keyword>Soil Properties</Keyword>
          <Keyword>Soil Survey</Keyword>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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          <Keyword>SWALIM</Keyword>
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          <Keyword>Climate</Keyword>
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        <Abstract>Datasets used for the analysis are :- Flood Extent, Elevation, Slope, Topographic Wetness Index (TWI),Drainage Density, Strategic Boreholes, Settlements, Land Cover and Roads. Based on a predefined criteria, each of these datasets were first clipped to areas outside the flood extent but within a maximum distance of 10 Km from the flood extent boundary. The outputs were then reclassified into two classes namely; Suitable and Not Suitable. Using an iterative approach, each of these datasets was used to assign a weight to the suitability of a site. These weights are indicated on table 2 below. Thereafter, a multi-criteria evaluation weighted overlay operation was undertaken to determine the potential areas for evacuation sites. An area was then computed for the potential sites and their distance from the flood extent established. The output was then post – processed to remove invalid geometries and each site was ranked based on the distance from the flood prone area. Sites that are closer in distance were deemed to be most suitable hence a higher rank. The final layer was then visually checked based on the density of the topographic Wetness Index (TWI) which is based on runoffs during floods. Areas with dense TWI were eliminated to remain with only continuous areas.</Abstract>
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        <Abstract>The dataset shows the dynamics of charcoal production in Somalia from 2014 to 2016.Multi-temporal dataset of very high-resolution remote sensing images such as WorldView-1, 2 and 3 were used to map kiln locations in the study area. The acquisition dates of the images range from 2014 to 2016. Charcoal production sites can be seen on satellite images as dark round/ almost round patches. Many small tracks/ paths are a common feature at these sites. They are used for access and transport. The average radius of the kilns is 3.3m but some are as big as 6m in radius.Multi temporal analysis of vhr images reveals a tremendous increase of charcoal sites over the years.</Abstract>
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        <Abstract>Data on climate from pre-war meteorological stations (1961-1990) Data on topography by NASA - SRTM, 2000.The climate of Somalia is classified into four general climatic zones, Desert, Very arid, Semi arid and Humid - Semi arid.</Abstract>
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        <Title>Dolloow District Suitable Potential Higher Grounds for Evacuation During Flooding</Title>
        <Abstract>Datasets used for the analysis are :- Flood Extent, Elevation, Slope, Topographic Wetness Index (TWI),Drainage Density, Strategic Boreholes, Settlements, Land Cover and Roads\r\nBased on a predefined criteria, each of these datasets were first clipped to areas outside the flood extent but within a maximum distance of 10 Km from the flood extent boundary. The outputs were then reclassified into two classes namely; Suitable and Not Suitable. Using an iterative approach, each of these datasets was used to assign a weight to the suitability of a site. These weights are indicated on table 2 below. Thereafter, a multi-criteria evaluation weighted overlay operation was undertaken to determine the potential areas for evacuation sites. An area was then computed for the potential sites and their distance from the flood extent established. \r\nThe output was then post – processed to remove invalid geometries and each site was ranked based on the distance from the flood prone area. Sites that are closer in distance were deemed to be most suitable hence a higher rank. The final layer was then visually checked based on the density of the topographic Wetness Index (TWI) which is based on runoffs during floods. Areas with dense TWI were eliminated to remain with only continuous areas.t provided</Abstract>
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        <Abstract>This data was produced through visual interpretation of Sentinel 1 and Sentinel 2 images.The actual flood extent may be different than the actual due to cloud cover on analysis images that hindered assessment in some areas and limitations of radar to detect flooding within urban areas</Abstract>
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        <Abstract>Mean seasonal distribution of groundwater storage balance across Somalia for the period 2003–2024 for Jun-Aug.  The seasonal evolution of the groundwater storage balance closely follows the country's climatic patterns. During the dry seasons (Jilaal and Xagaa), the groundwater storage balance is generally negative, particularly in the central and southern regions. This is consistent with the low precipitation observed in the same months. Notably, the lower courses of the Shabelle and Jubba rivers exhibit strong negative balances between June and August, which may suggest that groundwater is sustaining baseflow during the dry period. In contrast, the Gu season leads to significant improvements in groundwater storage balance across southern and central Somalia, where the southwest monsoon brings the heaviest rainfall. However, the northeastern coast maintains a neutral to slightly negative balance, due to relatively lower precipitation. During Deyr, groundwater storage balance starts to recover in the central and southern areas, likely driven by river recharge and increased infiltration from the rainfall of this shorter rainy season.</Abstract>
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        <Abstract>Mean seasonal distribution of groundwater storage balance across Somalia for the period 2003–2024 for Mar-May.  The seasonal evolution of the groundwater storage balance closely follows the country's climatic patterns. During the dry seasons (Jilaal and Xagaa), the groundwater storage balance is generally negative, particularly in the central and southern regions. This is consistent with the low precipitation observed in the same months. Notably, the lower courses of the Shabelle and Jubba rivers exhibit strong negative balances between June and August, which may suggest that groundwater is sustaining baseflow during the dry period. In contrast, the Gu season leads to significant improvements in groundwater storage balance across southern and central Somalia, where the southwest monsoon brings the heaviest rainfall. However, the northeastern coast maintains a neutral to slightly negative balance, due to relatively lower precipitation. During Deyr, groundwater storage balance starts to recover in the central and southern areas, likely driven by river recharge and increased infiltration from the rainfall of this shorter rainy season.</Abstract>
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        <Abstract>Mean seasonal distribution of groundwater storage balance across Somalia for the period 2003–2024 for Dec-Feb.  The seasonal evolution of the groundwater storage balance closely follows the country's climatic patterns. During the dry seasons (Jilaal and Xagaa), the groundwater storage balance is generally negative, particularly in the central and southern regions. This is consistent with the low precipitation observed in the same months. Notably, the lower courses of the Shabelle and Jubba rivers exhibit strong negative balances between June and August, which may suggest that groundwater is sustaining baseflow during the dry period. In contrast, the Gu season leads to significant improvements in groundwater storage balance across southern and central Somalia, where the southwest monsoon brings the heaviest rainfall. However, the northeastern coast maintains a neutral to slightly negative balance, due to relatively lower precipitation. During Deyr, groundwater storage balance starts to recover in the central and southern areas, likely driven by river recharge and increased infiltration from the rainfall of this shorter rainy season.</Abstract>
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        <Abstract>Mean seasonal distribution of groundwater storage balance across Somalia for the period 2003–2024 for Sep-Nov.  The seasonal evolution of the groundwater storage balance closely follows the country's climatic patterns. During the dry seasons (Jilaal and Xagaa), the groundwater storage balance is generally negative, particularly in the central and southern regions. This is consistent with the low precipitation observed in the same months. Notably, the lower courses of the Shabelle and Jubba rivers exhibit strong negative balances between June and August, which may suggest that groundwater is sustaining baseflow during the dry period. In contrast, the Gu season leads to significant improvements in groundwater storage balance across southern and central Somalia, where the southwest monsoon brings the heaviest rainfall. However, the northeastern coast maintains a neutral to slightly negative balance, due to relatively lower precipitation. During Deyr, groundwater storage balance starts to recover in the central and southern areas, likely driven by river recharge and increased infiltration from the rainfall of this shorter rainy season.</Abstract>
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        <Title>Somalia Hydromet Stations 2021</Title>
        <Abstract>There are only two perennial rivers in Somalia; the Juba and the Shabelle. Due to the arid and semi-arid nature of the northern parts of the country, the rivers are dry and flashy with water flowing for few hours and there are no river gauging stations in these rivers. Before 1991, the Ministry of Agriculture was mandated to operate the river flow and climate gauging stations. However, the network collapsed following the break of civil war in the early nineties. No data was collected between 1991 and 2001/2. SWALIM re-established the network in 2001/2 and by installing new stations in some areas and the network has continued to expend progressively. Out of the 14 river gauging stations that were operational before the war only eight stations are currently operational; four on the Shabelle and four on the Juba. The climate monitoring network has over 100 stations across Somalia. FAO SWALIM has partnered with the Ministry of Energy and Water Resources (MOEWR) and Ministry of Agriculture (MOA) in river and climate data collection respectively. However, under the current context with federal governments and regions, the Puntland ministry of Environment, Agriculture and climate change and the Somaliland Ministry of Agricultural development are responsible for climate data in their respective regions.</Abstract>
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          <Keyword>2021</Keyword>
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        <Abstract>Somalia International Disputed Borders</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents the semi-detailed soil maps of selected riverine Areas of Interest (AOIs) in southern and central Somalia, including Luuq, Belet Weyne, Afgooye, Jowhar, and Kismaayo. The maps were developed through integrated soil survey methodologies combining field observations, laboratory analysis, and geospatial interpretation. The dataset provides spatial information on soil distribution, land units, and key soil physical and chemical properties. It supports agricultural planning, irrigation development, land resource management, and climate-resilient interventions in the Shabelle and Juba river basins. The mapping is part of a broader SWALIM initiative aimed at improving soil knowledge at semi-detailed scale for sustainable land use planning. Methodology The soil maps for all AOIs were developed using a standardized methodology based on FAO soil survey guidelines and adapted to the Somali landscape context. 1. Land Unit Delineation (Photointerpretation) Preliminary land units were delineated using satellite imagery and landscape interpretation based on:  geomorphology landforms surface characteristics  2. Field Soil Survey Field campaigns were conducted to collect soil profile (pedon) data, including:  horizon description soil depth texture structure drainage conditions  3. Laboratory Analysis Soil samples were analyzed to determine key physical and chemical properties, including:  Soil texture (sand, silt, clay) Bulk density Soil pH Electrical conductivity (salinity) Organic carbon and organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable bases (Ca, Mg, K, Na) Available water capacity (AWC)  4. Soil Classification and Mapping  Soils were grouped into Land Units Classified using WRB (World Reference Base for Soil Resources) Mapped at semi-detailed scale (1:25,000)  5. Soil–Landscape Database Development A comprehensive dataset was developed integrating:  Soil properties Climate characteristics Physiographic and landscape attributes  This database supports further applications such as land suitability analysis. Spatial Resolution / Scale Scale: 1:25,000 (semi-detailed soil mapping) Geographic Coverage Riverine agricultural areas in Somalia:  Luuq Belet Weyne Afgooye Jowhar Kismaayo  Located along the Juba and Shabelle river systems Soil Characteristics Included Physical Properties  Texture Soil depth Structure Drainage Permeability Available Water Capacity (AWC) Rooting depth  Chemical Properties  Soil pH Salinity (EC) Organic carbon Organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable cations (Ca, Mg, K, Na) Alkalinity (ESP)  Landscape Attributes  Flooding regimes Alluvial plains and terraces Soil moisture conditions Topography (slope, elevation)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Title>Jowhar District Suitable Potential Higher Grounds for Evacuation During Floods</Title>
        <Abstract>Datasets used for the analysis are :- Flood Extent, Elevation, Slope, Topographic Wetness Index (TWI),Drainage Density, Strategic Boreholes, Settlements, Land Cover and Roads\r\nBased on a predefined criteria, each of these datasets were first clipped to areas outside the flood extent but within a maximum distance of 10 Km from the flood extent boundary. The outputs were then reclassified into two classes namely; Suitable and Not Suitable. Using an iterative approach, each of these datasets was used to assign a weight to the suitability of a site. These weights are indicated on table 2 below. Thereafter, a multi-criteria evaluation weighted overlay operation was undertaken to determine the potential areas for evacuation sites. An area was then computed for the potential sites and their distance from the flood extent established. \r\nThe output was then post – processed to remove invalid geometries and each site was ranked based on the distance from the flood prone area. Sites that are closer in distance were deemed to be most suitable hence a higher rank. The final layer was then visually checked based on the density of the topographic Wetness Index (TWI) which is based on runoffs during floods. Areas with dense TWI were eliminated to remain with only continuous areas.</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents the semi-detailed soil maps of selected riverine Areas of Interest (AOIs) in southern and central Somalia, including Luuq, Belet Weyne, Afgooye, Jowhar, and Kismaayo. The maps were developed through integrated soil survey methodologies combining field observations, laboratory analysis, and geospatial interpretation. The dataset provides spatial information on soil distribution, land units, and key soil physical and chemical properties. It supports agricultural planning, irrigation development, land resource management, and climate-resilient interventions in the Shabelle and Juba river basins. The mapping is part of a broader SWALIM initiative aimed at improving soil knowledge at semi-detailed scale for sustainable land use planning. Methodology The soil maps for all AOIs were developed using a standardized methodology based on FAO soil survey guidelines and adapted to the Somali landscape context. 1. Land Unit Delineation (Photointerpretation) Preliminary land units were delineated using satellite imagery and landscape interpretation based on:  geomorphology landforms surface characteristics  2. Field Soil Survey Field campaigns were conducted to collect soil profile (pedon) data, including:  horizon description soil depth texture structure drainage conditions  3. Laboratory Analysis Soil samples were analyzed to determine key physical and chemical properties, including:  Soil texture (sand, silt, clay) Bulk density Soil pH Electrical conductivity (salinity) Organic carbon and organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable bases (Ca, Mg, K, Na) Available water capacity (AWC)  4. Soil Classification and Mapping  Soils were grouped into Land Units Classified using WRB (World Reference Base for Soil Resources) Mapped at semi-detailed scale (1:25,000)  5. Soil–Landscape Database Development A comprehensive dataset was developed integrating:  Soil properties Climate characteristics Physiographic and landscape attributes  This database supports further applications such as land suitability analysis. Spatial Resolution / Scale Scale: 1:25,000 (semi-detailed soil mapping) Geographic Coverage Riverine agricultural areas in Somalia:  Luuq Belet Weyne Afgooye Jowhar Kismaayo  Located along the Juba and Shabelle river systems Soil Characteristics Included Physical Properties  Texture Soil depth Structure Drainage Permeability Available Water Capacity (AWC) Rooting depth  Chemical Properties  Soil pH Salinity (EC) Organic carbon Organic matter Total nitrogen Calcium carbonate Cation Exchange Capacity (CEC) Exchangeable cations (Ca, Mg, K, Na) Alkalinity (ESP)  Landscape Attributes  Flooding regimes Alluvial plains and terraces Soil moisture conditions Topography (slope, elevation)</Abstract>
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          <Keyword>Riverine Agriculture</Keyword>
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          <Keyword>Soil Properties</Keyword>
          <Keyword>Soil Survey</Keyword>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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        <Abstract>This dataset represents soil and climate suitability for agricultural production across selected areas of Somalia. The analysis applies a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic characteristics. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying levels of limitations affecting agricultural productivity. The dataset has been developed for multiple districts including Jowhar, Kismaayo, Beletweyne, Afgooye and Luuq under resilience and agricultural development initiatives. Methodology Land suitability was undertaken by considering land utilization types for rainfed and irrigated agriculture. The process involved assessing land use requirements, land characteristics, and land qualities such as moisture availability, radiation regime, and soil workability. A parametric approach rated limitations on a five-level scale, producing numerical scores based on crop-specific root zone evaluations. The matching of land-use requirements with land qualities and land characteristics determines the suitability of a particular land unit for a particular land utilization type. The ranking values are then summarized, giving each land unit a class of suitability. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations that do not significantly affect productivity, benefits, or input requirements. S2 – Moderately Suitable: Land with moderately severe limitations that reduce productivity and increase inputs compared to S1. S3 – Marginally Suitable: Land with severe limitations that significantly reduce productivity or require high inputs. N1 – Currently Not Suitable: Land with very severe limitations that prevent sustained use under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations that make sustained agricultural use impossible.   Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model FABDEM (30 m) FAO-SWALIM and UNDP datasets Project Context This dataset was produced for targeted Areas of Interest (AOIs) under resilience and agricultural development initiatives, including projects such as:  Climate-resilient Livelihoods to Boost Food Production and Nutrition Outcomes (CLIMB) Somalia Crisis Recovery Project (SCRP) Building Resilience in Middle Shabelle (BRiMS Phase 1)</Abstract>
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          <Keyword>agriculture</Keyword>
          <Keyword>SWALIM</Keyword>
          <Keyword>Climate</Keyword>
          <Keyword>somalia</Keyword>
          <Keyword>kismaayo_watermelon_suit_v2</Keyword>
          <Keyword>water melon</Keyword>
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        <Abstract>FAO-SWALIM has updated the status of the river breakages along the Juba and Shabelle Rivers using available Very High Resolution (VHR) satellite imagery and a Digital Elevation Model (DEM). Four types of breakages have been identified, namely; open, overflow, Canal Flooding Point, and closed with sandbags. The open breakages are those that are currently open as observed on the latest VHR image available. All the observations reported refers to the latest suitable VHR satellite image available, which is indicated in the online database. \r\n\r\n299 Open breakage points have been identified, 190 on the Shabelle River and 109 on the Juba River which require immediate action. Additionally, 97 Canal Overflow points and 747 Overflows were also identified during this season.\r\n\r\nUsers are advised that the methodology is biased towards Remote Sensing (RS) interpretation with only limited “ground truthing” due to access constraints. Open breakages might have been omitted in some cases where satellite images may not have been very clear (e.g. heavy cloud cover) or were not available.</Abstract>
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        <Abstract>This dataset contains 54,802 mapped surface water sources across Somalia, including Berkads (33,649), Haffir dams (14,488), and natural ponds (6,665), digitized through a coordinated crowd-mapping campaign led by the Humanitarian OpenStreetMap Team (HOT-OSM) in collaboration with FAO Somalia Water and Land Information Management (SWALIM). The data was collected between 2024–2025 using remote mapping and validation workflows based on high-resolution satellite imagery and OpenStreetMap (OSM) standards. Features were digitized as polygons and attributed with water source type, shape, and descriptive characteristics to support water availability assessment, drought preparedness, and early warning analysis. The finalized dataset has been quality-controlled and integrated into FAO’s early warning and decision-support systems and is made available for humanitarian and development partners to support drought response, water resource planning, and resilience programming across Somalia. Data Access and Updates This dataset is maintained within the OpenStreetMap (OSM) ecosystem and may be updated over time through ongoing OSM community contributions. The data can be accessed through any platform or application that supports OpenStreetMap data, including desktop GIS software such as QGIS and OSM query services such as Overpass Turbo (https://overpass-turbo.eu/). The surface water sources can be queried and extracted using standard OSM tags, including:   natural=reservoir   water=reservoir   Additional feature classification can be derived from associated attributes indicating water source type (Berkad, Haffir, Natural Pond) and geometry.</Abstract>
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        <Abstract>FAO-SWALIM has released the status of the river breakages along the Juba and Shabelle Rivers using available Very High Resolution (VHR) satellite imagery and a Digital Elevation Model (DEM). Five types of breakages have been identified; Open, Overflow, Canal Breakage, Canal Intake Flooding and Closed with sandbags. The open breakages are those that are currently open as observed on the latest VHR image available. All the observations reported refers to the latest suitable VHR satellite image available, which is indicated in the online database. A legend/Key for further explanation of the different types of breakages is provided.  A long the Shabelle river, 171 Open points, 2 Canal Breakages, 51 Canal flooding points, 323 Overflow points and 17 points closed with sandbags have been identified while along Juba river 104 Open points, 1 Canal Breakage, 16 Canal flooding points, 83 Overflow points and 1 point closed with sandbags have been identified. Several other points, which are either potential or temporarily closed with sandbags, have also been identified.</Abstract>
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        <Abstract>SWALIM has updated the status of the river breakages along the Juba and Shabelle Rivers using available Very High Resolution (VHR) satellite imagery acquired from World View 2/World View 3 and PLEIADES and a Digital Elevation Model (DEM).Six types of breakages have been identified, namely; Canal Flooding Point, open, overflow, potential overflows, potential breakages and closed with sandbags. The open breakages are those that are currently open as observed on the latest VHR image available. All the observations reported refers to the latest suitable VHR satellite image available, which is indicated in the online database.\r\n\r\n65 Open breakage points have been identified, 39 on the Shabelle River and 26 on the Juba River which require immediate action. 15 Overflows were also identified during this season.\r\n\r\nUsers are advised that the methodology is biased towards Remote Sensing (RS) interpretation with only limited “ground truthing” due to access constraints. Open breakages might have been omitted in some cases where satellite images may not have been very clear (e.g. heavy cloud cover) or were not available.</Abstract>
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        <Abstract>SWALIM has been mapped twice a year the river breakages along the two rivers since 2015. This had been made possible with the use of World View Very High-Resolution (VHR) satellite imagery provided by Digital Globe. Due to lower temporal resolution of images present in Digital Globe archive, Pleiades Images provided by Airbus supplemented the image gaps in some areas. Where possible the preliminary findings from the images were verified with field observations to confirm the status of river breakages. In this case, the field river breakages surveys were carried out in Belet Weyne, Jowhar, Balcad and Afgooye districts all along the Shabelle River. In other cases, breakages which had been verified on VHR in March 2021 and there was either cloudy images or no images at all in the current assessment have been marked as ‘Not verified’.\r\n\r\nAlong the Juba River, 32 open points, 6 overflows and another 123 potential breakages and 75 potential overflows were identified. Further, 103 open points, 106 overflows and 103 potential breakages and 322 potential overflows were identified along the Shabelle River.\r\n\r\nIt has been observed that the number of points either open or overflows has been increasing over the years probably due to the continuous weakening of the river banks following three years of successive heavy floods in 2018, 2019 and 2020. These points need immediate closure or reinforcement before the 2021 Deyr rainy season which is expected to start in Mid-October 2021.</Abstract>
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        <Abstract>FAO-SWALIM has updated the status of the river breakages along the Juba and Shabelle Rivers using available Very High Resolution (VHR) satellite imagery and a Digital Elevation Model (DEM). Four types of breakages have been identified, namely; Open, Overflow, Canal Flooding Point, and Closed with sandbags. The open breakages are those that are currently open as observed on the latest VHR image available. All the observations reported refers to the latest suitable VHR satellite image available, which is indicated in the online database. 196 Open breakage points have been identified, 170 on the Shabelle River and 26 on the Juba River which require immediate action. 168 Overflows were also identified during this season.</Abstract>
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        <Abstract>Three consecutive poor rainy seasons within the Juba and Shabelle River basins inside Somalia and the Ethiopian highlands have led to the current serious hydrological drought along the two rivers. The river levels in the upper sections are currently at their historical minimum, while the mid and lower sections of the Shabelle River having run dry. With no rains expected in February and most of March, the river flow will continue to decline. The reduced river flow along the two rivers has negatively impacted agriculture production, domestic and livestock water use. This has also led to an increase of new river breakages as the riverine communities attempt to extract the limited resource to support livelihood activities.\r\n\r\nSWALIM has completed analysis and mapping of the river breakages along the two rivers using very high resolution satellite images acquired thanks to the kind contribution of the Embassy of France. The study has identified 101 open points along the Shabelle, out of which 24 points are new and the rest have remained open since the last survey in August 2021. Along the Juba River, 35 open points were identified out of which 5 are new points. During this drought period, it is expected that the riverine communities will continue to extract water from the rivers by breaching the banks and this will only see an increase of the open river bank points.\r\n\r\nSeveral other weak points which are not necessarily open but have the potential to overflow or break were identified during the analysis. The summary of the different types of points mapped. </Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for irrigated citrus cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for citrus production. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system A national land database was developed by integrating:  Somalia soil map (250,000 scale, SWALIM 2020) SoilGrids global soil database (250 m resolution) WoSIS soil profile database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model (30 m)  Due to limited ground soil data, where only 71 out of 318 land units are covered by existing soil profiles, SoilGrids machine learning-derived data was used to fill spatial gaps and complete the national coverage The evaluation considered:  Climate factors (temperature, rainfall, LGP, wind) Soil properties (texture, depth, salinity, fertility, drainage, organic carbon) Terrain characteristics (slope, elevation, aspect, erosion risk) Hydrological conditions (flooding risk, permeability, drainage)  A matching table approach was used, where:  Each parameter was classified into suitability levels (S1–N2) Numerical ratings (0–100) were assigned Weighted aggregation produced a final suitability index  The analysis was performed under irrigated conditions, and water availability was not included in the evaluation and must be assessed separately before implementation Data Sources Somalia Soil Map (SWALIM, 2020) SoilGrids (ISRIC – global soil database) WoSIS Soil Profile Database SRTM DEM (30 m) SWALIM Length of Growing Period (2007) Climate data (rainfall and temperature) Spatial Resolution Soil data: 250 m DEM: 30 m Output map scale: 1:1,500,000</Abstract>
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        <Title>Drip Irrigation Suitability - Somalia (1:1500000)</Title>
        <Abstract>This dataset represents the spatial distribution of soil suitability for drip irrigation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO methodology and the framework of Sys et al. (1991), integrating soil, topographic, hydrological, and fertility-related factors relevant to drip irrigation. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints affecting drip irrigation development. Methodology The suitability analysis was conducted using a parametric evaluation system following Sys et al. (1991), based on morphology and the physical and chemical properties of soils relevant to irrigation suitability. The evaluation was performed for drip irrigation as one of the two irrigation systems assessed in the report, particularly as a system that can be applied in areas with poor water availability. The parameters applied to the parametric model included:  Landscape parameters: slope, surface coarse fragments, erosion risk Soil parameters: rooting depth, internal stoniness, texture, permeability, internal drainage, internal coarse fragments, available water capacity, water table Fertility parameters: pH, salinity, alkalinity, and cation exchange capacity  The required data was obtained and calculated from:  Existing soil data (312 soil profiles) Africa SoilGrids data (ISRIC global gridded information) Digital Elevation Model (30 m resolution) Erosion risk map (USLE based)  A matching table approach was used, where:  Each parameter was classified into suitability levels (S1–N2) Numerical ratings were assigned Weighted aggregation produced the final suitability class for each land unit  For drip irrigation, the control section is 80 cm, which distinguishes it from surface irrigation. Important notice: the irrigation suitability refers only to the potential irrigation area and does not consider water availability.</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for extensive grazing and forage production across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching environmental conditions with requirements for grazing and forage production. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil data (250 m resolution, machine learning-based)   WoSIS soil profile database   Climate data (rainfall and temperature)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited field soil data (~25% land unit coverage), SoilGrids was used to derive key soil properties across multiple depths . Each land unit was evaluated using:   Climate factors (rainfall, temperature, LGP)   Soil properties (texture, depth, salinity, fertility, drainage)   Terrain characteristics (slope, elevation)   A matching table approach was applied, where:   Parameters were classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   The evaluation emphasizes biomass production potential and resilience to harsh conditions, which are critical for grazing systems. Final suitability classes:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for franckincense cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for franckincense production. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with land-use requirements through a numerical rating system. A national land database was developed by integrating:  Somalia soil map (250,000 scale, SWALIM 2020) SoilGrids global soil database (250 m resolution) WoSIS soil profile database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model (30 m)  Due to limited ground soil data, where only 71 out of 318 land units are covered by existing soil profiles, SoilGrids machine learning-derived data was used to fill spatial gaps and complete the national coverage The evaluation considered:  Climate factors (temperature, rainfall, wind) Soil properties (texture, depth, salinity, fertility, drainage, organic carbon) Terrain characteristics (slope, elevation, aspect, erosion risk) Hydrological conditions (flooding risk, permeability, drainage)  A matching table approach was used, where:  Each parameter was classified into suitability levels (S1–N2) Numerical ratings (0–100) were assigned Weighted aggregation produced a final suitability index  The analysis was performed considering the ecological requirements of franckincense, including its adaptation to arid and semi-arid environments and dryland conditions Data Sources Somalia Soil Map (SWALIM, 2020) SoilGrids (ISRIC – global soil database) WoSIS Soil Profile Database SRTM DEM (30 m) SWALIM Length of Growing Period (2007) Climate data (rainfall and temperature)</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for extensive grazing and forage production across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching environmental conditions with requirements for grazing and forage production. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil data (250 m resolution, machine learning-based)   WoSIS soil profile database   Climate data (rainfall and temperature)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited field soil data (~25% land unit coverage), SoilGrids was used to derive key soil properties across multiple depths . Each land unit was evaluated using:   Climate factors (rainfall, temperature, LGP)   Soil properties (texture, depth, salinity, fertility, drainage)   Terrain characteristics (slope, elevation)   A matching table approach was applied, where:   Parameters were classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   The evaluation emphasizes biomass production potential and resilience to harsh conditions, which are critical for grazing systems. Final suitability classes:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for paddy (irrigated rice) cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S1 (highly suitable), S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for rice production. The evaluation considers rice grown under wet (paddy) and irrigated conditions, focusing on soil and climate suitability without explicitly accounting for water availability and irrigation infrastructure. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil database (250 m resolution, machine learning-based)   WoSIS soil profile database (over 230,000 profiles globally)   Climate data (temperature and rainfall)   Length of Growing Period (LGP – SWALIM, 2007)   SRTM Digital Elevation Model (30 m)   Due to limited ground soil data (only 71 out of 318 land units), SoilGrids machine learning-derived data was used to fill spatial gaps and derive key soil parameters across multiple depths. The evaluation considered:   Climate factors (temperature, rainfall, LGP)   Soil properties (texture, depth, salinity, fertility, drainage, organic carbon)   Terrain characteristics (slope, elevation, erosion risk, aspect)   A matching table approach was used, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   Separate matching tables were developed for paddy rice (wet conditions) and irrigated rice systems, incorporating crop-specific thresholds for hydrology, soil, and climate conditions. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m)   SWALIM Length of Growing Period (2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for rainfed and irrigated maize cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for maize production. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system. A national land database was developed by integrating:  Somalia soil map (250,000 scale, SWALIM 2020) SoilGrids global soil database (250 m resolution) WoSIS soil profile database Climate data (rainfall and temperature) Length of Growing Period (LGP) SRTM Digital Elevation Model (30 m)  Due to limited ground soil data, where only 71 out of 318 land units are covered by existing soil profiles, SoilGrids machine learning-derived data was used to fill spatial gaps and complete the national coverage The evaluation considered:  Climate factors (temperature, rainfall, LGP) Soil properties (texture, depth, salinity, fertility, drainage) Terrain characteristics (slope, elevation, erosion risk) Hydrological conditions (flooding risk, permeability, drainage)  A matching table approach was used, where:  Each parameter was classified into suitability levels (S1–N2) Numerical ratings (0–100) were assigned Weighted aggregation produced a final suitability index  The analysis was performed for both rainfed and irrigated maize using crop-specific requirements and matching tables derived from literature and field experience Data Sources Somalia Soil Map (SWALIM, 2020) SoilGrids (ISRIC – global soil database) WoSIS Soil Profile Database SRTM DEM (30 m) SWALIM Length of Growing Period (2007) Climate data (rainfall and temperature)</Abstract>
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          <Keyword>SoilGrids</Keyword>
          <Keyword>SWALIM</Keyword>
          <Keyword>soil suitability</Keyword>
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        <Abstract>This dataset presents the suitability classification for mango production across Somalia based on soil, climate and terrain conditions. The analysis integrates soil characteristics, climatic variables, and topographic parameters to identify areas suitable for mango cultivation under both rainfed and irrigated conditions. The output provides spatial distribution of suitability classes to support agricultural planning and crop development.</Abstract>
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        <Title>Onion Suitability - Somalia (1:1500000)</Title>
        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for irrigated onion cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for onion production. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil database (250 m resolution)   WoSIS soil profile database   Climate data (rainfall and temperature)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited ground soil data (covering only about 25% of land units), SoilGrids machine learning-derived data was used to fill spatial gaps and derive key soil parameters across multiple depths The evaluation considered:   Climate factors (temperature, rainfall, LGP)   Soil properties (texture, depth, salinity, fertility, drainage)   Terrain characteristics (slope, elevation, erosion risk)   A matching table approach was used, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   The analysis was conducted under irrigated conditions, as onion cultivation requires irrigation and water availability was not included in the evaluation</Abstract>
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          <Keyword>SWALIM</Keyword>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for paddy (irrigated rice) cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S1 (highly suitable), S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for rice production. The evaluation considers rice grown under wet (paddy) and irrigated conditions, focusing on soil and climate suitability without explicitly accounting for water availability and irrigation infrastructure. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil database (250 m resolution, machine learning-based)   WoSIS soil profile database (over 230,000 profiles globally)   Climate data (temperature and rainfall)   Length of Growing Period (LGP – SWALIM, 2007)   SRTM Digital Elevation Model (30 m)   Due to limited ground soil data (only 71 out of 318 land units), SoilGrids machine learning-derived data was used to fill spatial gaps and derive key soil parameters across multiple depths. The evaluation considered:   Climate factors (temperature, rainfall, LGP)   Soil properties (texture, depth, salinity, fertility, drainage, organic carbon)   Terrain characteristics (slope, elevation, erosion risk, aspect)   A matching table approach was used, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   Separate matching tables were developed for paddy rice (wet conditions) and irrigated rice systems, incorporating crop-specific thresholds for hydrology, soil, and climate conditions. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m)   SWALIM Length of Growing Period (2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for rainfed sesame cultivation across Somalia. The analysis was conducted using a parametric land evaluation approach based on FAO guidelines, integrating soil, climate, and topographic factors. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable), reflecting varying levels of constraints for sesame production. Methodology The suitability analysis was conducted using a parametric land evaluation framework following FAO (1976) and Sys et al. (1991), where land characteristics are matched with crop requirements through a numerical rating system. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil database (250 m resolution)   WoSIS soil profile database   Climate data (rainfall and temperature)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited ground soil data (covering only ~25% of land units), SoilGrids machine learning-derived data was used to fill spatial gaps and derive key soil parameters across multiple depths . The evaluation considered:   Climate factors (temperature, rainfall, LGP)   Soil properties (texture, depth, salinity, fertility, drainage)   Terrain characteristics (slope, elevation, erosion risk)   A matching table approach was used, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   The analysis was performed under rainfed conditions, reflecting typical sesame production systems in Somalia. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m)   SWALIM Length of Growing Period (2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for extensive grazing and forage production across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching environmental conditions with requirements for grazing and forage production. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil data (250 m resolution, machine learning-based)   WoSIS soil profile database   Climate data (rainfall and temperature)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited field soil data (~25% land unit coverage), SoilGrids was used to derive key soil properties across multiple depths . Each land unit was evaluated using:   Climate factors (rainfall, temperature, LGP)   Soil properties (texture, depth, salinity, fertility, drainage)   Terrain characteristics (slope, elevation)   A matching table approach was applied, where:   Parameters were classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation produced a final suitability index   The evaluation emphasizes biomass production potential and resilience to harsh conditions, which are critical for grazing systems. Final suitability classes:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (rainfall and temperature)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for rainfed sorghum cultivation across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching crop requirements with environmental conditions. A national land database was developed by integrating:   Somalia soil map (250,000 scale, SWALIM 2020)   SoilGrids global soil data (250 m resolution, machine learning-based)   WoSIS soil profile database   Climate data (temperature and rainfall)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m)   Due to limited field soil data (only ~25% coverage of land units), SoilGrids was used to derive soil properties such as texture, pH, salinity, organic carbon, rooting depth, and nutrient content across multiple depths (0–200 cm) . Each land unit was characterized using:   Climate variables (rainfall, temperature, LGP)   Topographic variables (slope, elevation, aspect)   Soil properties (texture, depth, salinity, fertility, drainage)   A matching table approach was applied, where:   Crop-specific thresholds for sorghum were defined   Parameters were classified into suitability classes (S1–N2)   Numerical ratings (0–100) were assigned   Weighted aggregation was used to compute a final suitability index   The evaluation specifically considers rainfed conditions, making rainfall and LGP critical limiting factors. Final suitability classes:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (temperature and rainfall)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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        <Title>Soil Suitability for Surface Farming - Somalia (1:1500000)</Title>
        <Abstract>This dataset represents soil suitability for surface farming across selected agricultural areas in Somalia. The analysis evaluates the capacity of land to support crop production under surface farming practices, focusing on soil characteristics and land qualities that influence root development, moisture retention, and field operability. The assessment follows a parametric land evaluation approach based on FAO guidelines, where soil limitations are rated and aggregated to determine overall suitability. Suitability classes include S1 (Highly Suitable), S2 (Moderately Suitable), S3 (Marginally Suitable), N1 (Currently Not Suitable), and N2 (Permanently Not Suitable), reflecting varying degrees of constraints affecting surface-based cultivation. Methodology Land suitability for surface farming was assessed by considering land utilization requirements specific to surface-based agricultural practices. The process involved evaluating key soil characteristics and land qualities such as soil texture, depth, drainage conditions, workability, and moisture availability, which directly influence the effectiveness of surface farming. A parametric approach was used to rate soil limitations on a five-level scale, producing numerical scores based on root zone conditions and surface operability. The matching of land-use requirements with soil characteristics and land qualities determines the suitability of each land unit for surface farming. The resulting scores were aggregated to assign each land unit to a suitability class. The classes are:  S1 – Highly Suitable: Land with no or only minor limitations for surface farming, with optimal soil conditions and minimal constraints. S2 – Moderately Suitable: Land with moderate limitations affecting productivity or requiring some management interventions. S3 – Marginally Suitable: Land with significant limitations that reduce productivity or increase input requirements. N1 – Currently Not Suitable: Land with severe limitations that prevent effective surface farming under current conditions but may be improved. N2 – Permanently Not Suitable: Land with extreme limitations such as very shallow soils, excessive salinity, or persistent waterlogging that make surface farming unfeasible.  Data Sources  Somalia Soil Map (SWALIM) SoilGrids (ISRIC) WoSIS Soil Database FABDEM (30 m) SRTM Digital Elevation Model FAO-SWALIM and UNDP datasets  Spatial Resolution  Soil data: ~250 m DEM (FABDEM): 30 m</Abstract>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for tomato cultivation across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching crop requirements with environmental conditions. A national land database was developed by integrating:   Somalia soil map (250,000 scale)   SoilGrids global soil data (250 m resolution, machine learning-based)   Climate data (temperature and rainfall)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m) for slope, elevation, and aspect   Each land unit was characterized using parameters such as soil texture, pH, salinity, organic carbon, rooting depth, slope, rainfall, and temperature. A matching table approach was applied, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Parameters were weighted and aggregated into a final suitability index   The final suitability classes derived were:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Tomato suitability is strongly influenced by soil drainage, salinity, and temperature conditions, which act as key limiting factors in several regions. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (temperature and rainfall)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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          <Keyword>SWALIM</Keyword>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for Vetiveria (Vetiver grass) cultivation across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991), where land suitability is determined by matching crop requirements with environmental conditions. A national land database was developed by integrating:   Somalia soil map (250,000 scale)   SoilGrids global soil data (250 m resolution, machine learning-based)   Climate data (temperature and rainfall)   Length of Growing Period (LGP)   SRTM Digital Elevation Model (30 m) for slope, elevation, and aspect   Each land unit was characterized using parameters such as soil texture, pH, salinity, organic carbon, rooting depth, slope, rainfall, and temperature. A matching table approach was applied, where:   Each parameter was classified into suitability levels (S1–N2)   Numerical ratings (0–100) were assigned   Parameters were weighted and aggregated into a final suitability index   The final suitability classes derived were:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   Unlike other crops, Vetiveria is highly adaptable to harsh conditions (e.g., salinity, poor soils), which influences the classification results. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (temperature and rainfall)   Spatial Resolution   Soil data: 250 m (SoilGrids)   DEM: 30 m   Output map scale: 1:1,500,000</Abstract>
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          <Keyword>SWALIM</Keyword>
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        <Abstract>This dataset represents the spatial distribution of soil and climate suitability for watermelon cultivation across Somalia. The analysis integrates soil, climate, and topographic parameters using a parametric land suitability evaluation framework based on FAO guidelines. Suitability classes include S2 (moderately suitable), S3 (marginally suitable), N1 (temporarily unsuitable), and N2 (permanently unsuitable). Methodology The suitability analysis was conducted using a parametric land evaluation approach following FAO (1976) and Sys et al. (1991). Land suitability was determined by matching crop requirements with soil, climate, and terrain characteristics. A national soil database was developed by integrating:   Existing Somalia soil map (250,000 scale)   SoilGrids global soil data (250 m resolution, machine learning-based)   Climate data (temperature and rainfall)   Length of Growing Period (LGP)   Digital Elevation Model (SRTM 30 m) for slope, elevation, and aspect   Each land unit was characterized using key parameters including soil texture, pH, salinity, organic carbon, rooting depth, slope, rainfall, and temperature. A matching table approach was applied, where each parameter was:   Classified into suitability levels (S1–N2)   Assigned numerical ratings (0–100)   Weighted and combined to produce a final suitability index   The final suitability classes were derived as:   S2: Moderately suitable   S3: Marginally suitable   N1: Temporarily unsuitable   N2: Permanently unsuitable   The analysis assumes irrigation availability and does not explicitly account for water resource constraints. Data Sources   Somalia Soil Map (SWALIM, 2020)   SoilGrids (ISRIC – Global soil database)   WoSIS Soil Profile Database   SRTM DEM (30 m resolution)   SWALIM Length of Growing Period (LGP, 2007)   Climate data (temperature and rainfall)</Abstract>
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        <Abstract>GPS Points for Prosopis Tree collected from Somaliland.FAO SWALIM has been mapping and studying the spread of Prosopis in Somalia. More recently, a survey was carried in Januray 2017 together with the Somaliland Ministry of Environment and Rural Development to map out the extent of the spread of Proposis in Somaliland. Five areas of interest were selected covering the main landform units of Somaliland that include flat lying areas, plateaus, hills, mountain ranges and coastal areas. The climate of these landscapes vary from desert (annual rainfall of 100mm and temperature of 28-35 oC) in the coastal areas to semi humid (annual rainfall of 500 - 600 mm annual rainfall and temperature of 20-22 °C) in the mountain ranges.\r\nThe survey observed that despite the extremely dry condition; Prosopis plants were exceptionally green and resistant to drought and were often flowering and with pods in most of the areas. Prosopis was found growing as trees or shrubs and also forms pure stand of forest thickets in the invaded rangelands and cropland. It was also scattered as shrubs in stony or gravelly surfaces inter growing with cactus. In the wetter alluvial deposits flanking the watercourses in the northern escarpment of the Golis Mountain, it was found to form very dense impenetrable thickets.</Abstract>
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        <Abstract>Image Index:it contains feature classes that contain information about the path/row, scene boundaries and the geographic coordinates of the imageries acquired by satellites for Somalia. These indices help in identifying the numbers of images covering Somaliaand are easy guides for identifying searching for the required images.</Abstract>
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        <Abstract>This classification was done using LCCS3 legend as a framework for classifying agriculture. LCCS3 is the last version of the Land Cover Classification System (LCCS) developed by FAO and UNEP in 1998 to facilitate the understanding of theclasses of land cover regardless of the scale of mapping, the type of coverage,method of data collection, or geographic location.Sentinel 2 images were downloaded and segmented using ecognition software.The segments were then classified using LCCS legend.During the classification, photo keys of different agricultural classes created on google earth was used as visual verification of class types before classification, given that sentinel 2 images has a resolution of 30m and therefore not clear enough to visually detect differences between classes.In additon , High Resolution Google and Esri satellite basemaps were used for verification.The scale of editing and digitization of polygons was 1:10000</Abstract>
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        <Abstract>DATA AND INFORMATION MANAGEMENT UNIT (DIMU) ORGANIZATION: UNITED NATIONS DEVELOPMENT PROGRAMME (UNDP SOMALIA) MODIFIED BY: DATA AND INFORMATION MANAGEMENT UNIT UNDP SOMALIA MODIFICATION DATES: 22/03/2001 The towns were extratced from settlements digitized from Somalia topographic maps at a scale of 1: 100,000. The maps were produced by stereo photography using aerial photography 1974.Printed 1976 by Bureau of cartography, Ministry of Defence, Somalia Democratic government. Reprinted by Canadian Forces Mapping and Charting Establishment from reprographic material of native Somalia mapping by the British Director of Military Survey. Other settlements were collated from gazetteer data ( Defense Mapping Agency USA) and UNDOS, populations surveys 1997/98 of N.W Somalia- Middle and lower Shabelle. STATUS COMPLETE TABLES SOURCE: DATA AND INFORMATION MANAGEMENT UNIT UNDP SOMALIA SOURCE PUBLICATION DATE: 2000 ATTRIBUTE RELIABILITY: Good STATUS: COMPLETE FIELDS DESCRIPTION SETT_ID Internal Feature Number HUTS Number of huts in a settlement HOUSES Number of houses in a settlement NAME Name of the settlement PCODE Alphanumeric coding system for coding the settlements based on the region and district they belong to. CODE Code assigned to the settlements to classify them. Code definition 1 = Settlement 5 = Other town 10 = District town 100 = Regional Capital 1000 = Capital town REG_CODE Codes assigned to the regions. From 1 to 17 REGION Name of the region DISTRICT Name of the district SOURCE Source of the settlement either gazetteer, topomap or survey. PPRWARES Population pre-war estimated using number of nomadic huts. PPRWANS Population pre-war estimated using number of houses. TOP_POP Population from the topomaps. SUR_POP Field Survey populations. X COOD X coordinate of the settlement or the easting Y COOD Y coordinate of the settlement or the northing.</Abstract>
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        <Title>Countries Neighboring Somalia</Title>
        <Abstract>Administrative boundaries of Somalia neighboring countires</Abstract>
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        <Abstract>DATA AND INFORMATION MANAGEMENT UNIT (DIMU) ORGANIZATION: UNITED NATIONS DEVELOPMENT PROGRAMME (UNDP SOMALIA) MODIFIED BY: DATA AND INFORMATION MANAGEMENT UNIT UNDP SOMALIA MODIFICATION DATES: 22/03/2001 The settlements where digitized from Somalia topographic maps at a scale of 1: 100,000. The maps were produced by stereo photography using aerial photography 1974.Printed 1976 by Bureau of cartography, Ministry of Defence, Somalia Democratic government. Reprinted by Canadian Forces Mapping and Charting Establishment from reprographic material of native Somalia mapping by the British Director of Military Survey. Other settlements were collated from gazetteer data ( Defense Mapping Agency USA) and UNDOS, populations surveys 1997/98 of N.W Somalia- Middle and lower Shabelle. STATUS COMPLETE TABLES SOURCE: DATA AND INFORMATION MANAGEMENT UNIT UNDP SOMALIA SOURCE PUBLICATION DATE: 2000 ATTRIBUTE RELIABILITY: Good STATUS: COMPLETE FIELDS DESCRIPTION SETT_ID Internal Feature Number HUTS Number of huts in a settlement HOUSES Number of houses in a settlement NAME Name of the settlement PCODE Alphanumeric coding system for coding the settlements based on the region and district they belong to. CODE Code assigned to the settlements to classify them. Code definition 1 = Settlement 5 = Other town 10 = District town 100 = Regional Capital 1000 = Capital town REG_CODE Codes assigned to the regions. From 1 to 17 REGION Name of the region DISTRICT Name of the district SOURCE Source of the settlement either gazetteer, topomap or survey. PPRWARES Population pre-war estimated using number of nomadic huts. PPRWANS Population pre-war estimated using number of houses. TOP_POP Population from the topomaps. SUR_POP Field Survey populations. X COOD X coordinate of the settlement or the easting Y COOD Y coordinate of the settlement or the northing.</Abstract>
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        <Abstract>Image Index: it contains feature classes that contain information about the path/row, scene boundaries and the geographic coordinates of the imageries acquired by satellites for Somalia. These indices help in identifying the numbers of images covering Somalia and are easy guides for identifying searching for the required images.</Abstract>
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        <Title>Somalia Assorted Settlements</Title>
        <Abstract>This dataset contains districts and regional capitals, towns, settlements, and IDP camps. Below is a description of the fields in the attribute table: OBJECTID - unique ID for the dataset KEMRI_TEAM - team number assigned for the collection of the KEMRI settlements KEMRI_NO_H - number of houses identified by KEMRI surveys KEMRI_POP - population of settlement as identified by KEMRI surveys GTZ_LOCATO - GTZ unique ID for settlements identified in the GTZ survey GTZ_TYPE - type of settlement as identified by GTZ survey GTZ_ECONOM - type of economic activity in settlement as identified by GTZ survey GTZ_POP - population of settlement as identified by GTZ survey GTZ_MINE_A - settlement affected by mines according to GTZ survey DP97_HUTS - number of huts in settlement as identified by UNDP 1997 survey DP97_HOUSE - number of houses in settlement as identified by UNDP 1997 survey DP97_PCODE - place code as allocated by UNDP 1997 survey DP97_CODE - settlement code, identifying type of settlement. 1 = Settlement, 5 = Other town, 10 = District town, 100 = Regional Capital, 1000 = Capital town DP97_SOURC - source of the settlement for the UNDP 1997 survey DP97_PPRES - pre-war population estimate using number of huts for UNDP 1997 survey DP97_PPNRS - pre-war population estimate using number of houses for UNDP 1997 survey DP97_POP - population from topomaps for UNDP 1997 survey DP97_SPOP - surveyed population for UNDP 1997 survey ALT_NAME - Alternative names and spellings for settlement</Abstract>
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        <Abstract>Data is updated by Somalia Information and mapping coordination (SIMAC) working Group in 2016. Up to present in 2019 this is the settlement layer endorsed by UNOCHA and used by UN in Somalia.This file was updated on May 2018 to incorporate the P-codes. Some settlements fall outside the disputed territory due to positional error probably.For settlements classification use the field named: DEFINITION</Abstract>
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        <Name>geonode:som_soil_250k</Name>
        <Title>Somalia Soil Data - Scale of 1:250000</Title>
        <Abstract>To achieve the preliminary land unit classification, a set of updated multispectral satellite images was acquired . A set of Sentinel-2 (from January to February 2020 interval time) images covering integrally the complexes of the project area with a spatial resolution of 10m per pixel has been processed using Near infrared, green and blue spectral band combination) and analyzed using a GIS software. The analysis of the images helps to classify the areas at fourth levels:   Soil Region (1:3M scale)  - System (1:1M scale) - Subsystems (1:500k scale)  - Land Unit (1:250k scale) Further based on the photointerpretation, the morphologic and physiographic analysis the homogenous land units are defined. First, a general overview of the study area done based on bibliographic material concerning existing soil surveys, geography, geology, climate, agriculture, vegetation and soil characteristics.  Particularly, in this case a mixed descending and ascending building and interpretation methodology was applied. As shown in the following picture, the descending methodology has used where existing soil data are lacking, starting from morphology, lithology and land use. Homogeneous polygons with same morphology, lithology and land use/cover may have same soils. For large part of Somalia country this methodology was applied. The ascending methodology has applied where existing soil data was available, in Somalia some 1.50.000/1:100.000 soil maps was available in north and in south part of the country. Of course due the different scale of the final soil map, the details are different, so some existing Land Units at semidetailed scale has merged to each one relating to the extensions and soil typology. The photointerpretation has done mainly with the aid of the following:  - Sentinel-2 satellite images (Jan-Feb 2020) 10m resolution (NIR-GB spectral bands) - SRTM Digital Elevation model 30x30 and 90x90 m resolution - “Sm-landform” SWALIM shapefile</Abstract>
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          <Keyword>features</Keyword>
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        <Abstract>Agro-ecological zones (AEZ) are land resource mapping units, defined in terms of\r\nclimate, landform and soils, and/or land cover, having a specific range of\r\npotentials and constraints (FAO, 1996). The purpose of Agro-ecological zoning is to give an inventory and overview of the physical agricultural potential of an area.Agro-ecological zones for Somalia have been defined and mapped through a combination of information on soils, landform and climate. Information on soils and landform was mainly derived from the Soil and Terrain (SOTER) Database for\r\nnortheastern Africa (FAO, 1998), updated with recent information from the\r\nSWALIM study areas. Available data on rainfall and potential evapotranspiration (FAOCLIM, 2001) has been used to define Length of Growing Period Zones (LGP Zones), as described in the following sections. Read this report for more details -&gt; https://www.faoswalim.org/resources/site_files/L-12%20Land%20Resources%20Report.pdf</Abstract>
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        <Abstract>The Dot Grid was produced by applying the USGS Rapid Land Cover Mapper (RLCM) methodology that uses regularly spaced (in this case 500m spacing) dot grid statistical approach to generate land cover data. The principal aim was to produce an updated statistical assessment of Somalia's cultivable area. USGS EROS Data Center provided with ASTER satellite imagery of 15m resolution , acquired mainly in 2013. The average visual interpretation scale is 1:50,000. The joint Research Center(JRC) of the European Commission provided with additional additional LANDSAT ETM (2009-2011) satellite images and contributed to the definition and accuracy assessment of the methodology . LANDSAT imagery complemented the baseline images in areas where either cloud cover was present on ASTER images or when gaps occurred. Very high resolution satellite images were used to refine the interpretation of cultivable areas and to verify/validate the natural vegetation cover. \r\nStandardized FAO Land Cover Meta Language (LCML) methodology was utilized to create the legend for the analysis. The area covered by each land cover class was derived from the classified dots</Abstract>
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