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			"title": "Marsabit County Hazard Atlas (PDF)",
			"description": "This Atlas is in PDF format showing the Marsabit County Hazards",
			"keyword": [
				"Marsabit",
				"County",
				"Hazard",
				"Atlas"
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			"issued": "2019-01-29T05:20:13.000Z",
			"modified": "2019-01-29T05:28:13.000Z",
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				{
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/documents/rcmrd::marsabit-county-hazard-atlas-pdf"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "http://apps.rcmrd.org/atlases/marsabit/atlaspdf/marsabit_county_atlas.pdf"
				}
			],
			"theme": ""
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=18c95fb03e1d4614be0aa83eea157868",
			"landingPage": "https://rcmrd.africageoportal.com/documents/rcmrd::laikipia-county-hazard-atlas-pdf",
			"title": "Laikipia County Hazard Atlas (PDF)",
			"description": "This Atlas is in PDF format showing the Laikipia County Hazards",
			"keyword": [
				"Laikipia",
				"County",
				"Hazard",
				"Atlas"
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			"issued": "2019-01-26T14:20:16.000Z",
			"modified": "2019-01-29T05:27:59.000Z",
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				{
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/documents/rcmrd::laikipia-county-hazard-atlas-pdf"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "http://apps.rcmrd.org/atlases/laikipia/atlaspdf/laikipia_county_atlas.pdf"
				}
			],
			"theme": ""
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=f790fda03c164c75be32df3391b256db",
			"landingPage": "https://rcmrd.africageoportal.com/apps/rcmrd::kenya-county-hazard-atlases",
			"title": "Kenya County Hazard Atlases",
			"description": "{{description}}",
			"keyword": [
				"Kenya",
				"County",
				"Hazard",
				"Atlases"
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			"issued": "2019-01-26T14:31:20.000Z",
			"modified": "2019-01-26T14:35:07.000Z",
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			"distribution": [
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/apps/rcmrd::kenya-county-hazard-atlases"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://opendata.rcmrd.org/pages/atlases"
				}
			],
			"theme": ""
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=d77fb9118b434beebb0a1ec9b613b162",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-rainfall-trend-layer",
			"title": "Tanzania Wami Ruvu Rufiji Long Term Rainfall Trend Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Rainfall trend captures the long-term(30 years) loss or gain in rainfall within Wami-Ruvu-Rufiji basin region. The rainfall data set is obtained from CHIRPS which is a blended satellite-station precipitation developed by CHG(Climate hazard group) and FEWSNET. Reduced rainfall trends translates to high exposure of a population or ecosystem, this has an inverse relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
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				"serviresa",
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				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"long term trend"
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			"issued": "2018-06-29T16:21:57.000Z",
			"modified": "2018-09-28T06:34:35.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-rainfall-trend-layer"
				},
				{
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_trend/ImageServer"
				},
				{
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_trend/ImageServer",
					"description": null
				},
				{
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					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_long_term_rainfall_trend.zip",
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				}
			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=2d9165963ef44cb0bf4768f152691ea7",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-rainfall-coefficient-of-variation-layer",
			"title": "Tanzania Wami Ruvu Rufiji Long Term Rainfall Coefficient of Variation Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Rainfall variability, also known as coefficient of variation, captures the variability of rainfall in within a region over a period of 30 years. The rainfall dataset is obtained from CHIRPS which is a blended satellite-station precipitation developed by CHG(Climate hazard group) and FEWSNET. High rainfall variability translates to high exposure of a population or ecosystem, this has a linear relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
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			"issued": "2018-06-28T17:57:45.000Z",
			"modified": "2018-09-28T06:32:51.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			},
			"accessLevel": "public",
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-rainfall-coefficient-of-variation-layer"
				},
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					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_coeff_variation/ImageServer"
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_coeff_variation/ImageServer",
					"description": null
				},
				{
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					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_long_term_rainfall_coeff_variation.zip",
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				}
			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=0bd9d75858d2470e976495e954ec4c0e",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-water-requirement-satisfaction-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Water Requirement Satisfaction Index Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Water requirement satisfaction index is an indicator of crop performance based on the availability of water to the crop during a growing season. High WRSI values indicate good conditions while low values indicate water stress on crops within the basin region. Therefore low values for WRSI translates to a high lack of adaptive capacity, this has an inverse relationship to the overall vulnerability component. The water requirement satisfaction index dataset is obtained from FEWSNET GeoWRSI (1981-2016).</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
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				"lack of adaptive capacity",
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				"vulnerability index",
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				"2018",
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			"issued": "2018-06-29T15:58:01.000Z",
			"modified": "2018-09-28T06:31:35.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			},
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			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-water-requirement-satisfaction-index-layer"
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_water_require_satisf_index/ImageServer"
				},
				{
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_water_require_satisf_index/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_water_require_satisf_index.zip",
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			],
			"theme": [
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=aac0caa00c284a67b90c0b7552de8269",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-land-use-land-cover-layer",
			"title": "Tanzania Wami Ruvu Rufiji Land Use Land Cover Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Land Use Land Cover change shows the changes in land use and land cover between the years 2000 and 2010 within the basin region. Decreasing landscape capacity to regulate water quality and availability poses high senstivity of the communities and water resources,this has an direct relationship to the overall vulnerability component. The landuse landcover dataset is obtained from Regional Centre for Mapping of Resources for Development(2010) .</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"landuse",
				"landcover"
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			"issued": "2018-06-28T17:50:56.000Z",
			"modified": "2018-09-28T06:29:46.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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				"fn": "PKabatha",
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			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-land-use-land-cover-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_land_use_land_cover/ImageServer"
				},
				{
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					"title": null,
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_land_use_land_cover/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_land_use_land_cover.zip",
					"description": null
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			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=e7e37f44ceb345ad9ba26d8f273a2a11",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-health-infrastructure-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Health Infrastructure Index Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Health infrastructure index indicates availability of health services within the region serving the communities in times of disease incidences/outreaks. Low health infrastructure values implicates high lack of adaptive capacity, this has an inverse relationship to the overall vulnerability component. The health infrastructure index dataset is obtained from Demographic Health Survey DHS (2015)</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
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				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"health"
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			"issued": "2018-06-28T08:59:31.000Z",
			"modified": "2018-09-28T06:24:32.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-health-infrastructure-index-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_health_infrast_index/ImageServer"
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_health_infrast_index/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_health_infrast_index.zip",
					"description": null
				}
			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=595d4faec94145788528ffd62ff3fb80",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-population-count-layer",
			"title": "Tanzania Wami Ruvu Rufiji  Population Count Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Population count is indicative of populations that are highly sensitive to the impacts of climate change. The population count dataset is obtained from National Bureau of Statistics(2012). High population count values translates to high sensitivity, this has an direct relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
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				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
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			"issued": "2018-06-29T15:36:16.000Z",
			"modified": "2018-09-28T06:22:12.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "PKabatha",
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			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-population-count-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_population_count/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_population_count/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_population_count.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=64aad9c726c944f882516162a81fc650",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-market-access-layer",
			"title": "Tanzania Wami Ruvu Rufiji Market Access Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Market access basically indicates access to market services in terms of travel time by the communities. In this case people who  travel more than 3hrs to access towns implicates high lack of adaptive capacity, this has an direct relationship to the overall vulnerability component. The market access dataset is obtained from JRC World travel time map (2015).</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"market access"
			],
			"issued": "2018-06-29T14:20:43.000Z",
			"modified": "2018-09-28T06:20:11.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-market-access-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_market_access_pct/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_market_access_pct/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_market_access_pct.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=71b0e96ef8df4dd381e4e62cb387a969",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-clean-water-access-layer",
			"title": "Tanzania Wami Ruvu Rufiji Clean Water Access Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Water access basically indicates access to safe drinking water by the communities within the basin. Low values of access to safe water implicates high lack of adaptive capacity, this has an inverse relationship to the overall vulnerability component. The water access dataset is obtained from National Bureau of Statistics(2015).</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"climate-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"water access"
			],
			"issued": "2018-06-28T08:31:31.000Z",
			"modified": "2018-09-28T06:16:56.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-clean-water-access-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_clean_water_access/ImageServer"
				},
				{
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					"title": null,
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_clean_water_access/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_clean_water_access.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=618bae3bb4d74bf0adecd2d4b2334010",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-mean-max-temp-layer",
			"title": "Tanzania Wami Ruvu Rufiji Long Term Mean Max Temp Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.<br /></div><div><div>Average maximum temperatures captures the long term average temperature values within the basin. The temperature dataset is obtained from FEWSNET ITE from 1981-2012. High temperature translates to high exposure of a population or ecosystem, this has an direct relationship to the overall vulnerability component.</div></div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"temp"
			],
			"issued": "2018-06-28T18:05:54.000Z",
			"modified": "2018-09-28T06:13:05.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
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			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-long-term-mean-max-temp-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_mean_maxtemp/ImageServer"
				},
				{
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_long_term_mean_maxtemp/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_long_term_mean_maxtemp.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=1f2e6ea3fed44b6fa071073d6e86af10",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-poverty-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Poverty Index Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Poverty index is an indicator of poverty levels in percentage for persons living below USD 2 per day as of 2012. The poverty index dataset is obtained from National Bureau of Statistics (2016). High poverty levels values translates to high sensitivity, this has an direct relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"poverty index"
			],
			"issued": "2018-06-29T15:45:05.000Z",
			"modified": "2018-09-28T06:10:22.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-poverty-index-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_poverty_index/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_poverty_index/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_poverty_index.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=fe1531b8b38b487f961c82d48f3ae2df",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-malaria-endemic-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Malaria Endemic Index Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Malaria Susceptability index shows rates for malaria endemicity derived from PR prevalence mean(Plasmodium falciparium parasite rate). The malaria susceptability index dataset is obtained from Malaria Atlas project(2010). High malaria susceptibility rate values translates to high sensitivity, this has an direct relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"health",
				"malaria"
			],
			"issued": "2018-06-29T14:13:04.000Z",
			"modified": "2018-09-28T06:09:14.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-malaria-endemic-index-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_malaria_endem_index/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_malaria_endem_index/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_malaria_endem_index.tif.zip",
					"description": null
				}
			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=a3088f4abc884c179999514928d6f351",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-under-5-mortality-rate-layer",
			"title": "Tanzania Wami Ruvu Rufiji Under-5 Mortality Rate Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Child mortality rate shows mortality rates for children under 5 years. The child mortality rate dataset is obtained from National Bureau of Statistics (2015). High child mortality rate values translates to high sensitivity, this has an direct relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"under 5 mortality rate"
			],
			"issued": "2018-06-29T15:53:30.000Z",
			"modified": "2018-09-28T06:03:58.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "PKabatha",
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			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-under-5-mortality-rate-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_under5_mortality_rate/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_under5_mortality_rate/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_under5_mortality_rate.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=a4539f2bbe1947ff9eb3ba09a19c38f1",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-exposure-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Exposure Index Layer",
			"description": "<div>This product is one of the main component used in assessing vulnerability according to IPCC.</div><div>Exposure relates to the degree of climate stress upon a particular system of analysis. For the climate change vulnerability mapping used a series of indicator layers that include precipitation trend, long term coefficient of variation, flood frequency and long term mean of maximum temperature.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"index"
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			"issued": "2018-06-28T08:46:40.000Z",
			"modified": "2018-09-28T05:58:46.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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			},
			"accessLevel": "public",
			"spatial": "33.5261,-10.6846,39.9261,-5.1346",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-exposure-index-layer"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_exp_index/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_exp_index/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_exp_index.tif.zip",
					"description": null
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			],
			"theme": [
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=2e2699a1b8ab4050ac767dd196b1d3c3",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-overall-vulnerability-index-water-sector-layer",
			"title": "Tanzania Wami Ruvu Rufiji Overall Vulnerability Index (Water Sector) Layer",
			"description": "<div>This product is one of the output maps developed for the water sector within the basin.</div><div>The overall vulnerability map for water sector used the following indicators rainfall trend, rainfall variability, longterm average maximum temperature, soil organic carbon, population counts, landuse landcover change and water access. All the indicators were averaged to produced overall vulnerability map. Vulnerability index is divided into five categories from lowest to highest.</div>",
			"keyword": [
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				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
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				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"water sector"
			],
			"issued": "2018-06-29T15:30:10.000Z",
			"modified": "2018-09-28T05:39:07.000Z",
			"publisher": {
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		{
			"@type": "dcat:Dataset",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-sensitivity-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Sensitivity Index Layer",
			"description": "<div>This product is one of the main component used in assessing vulnerability according to IPCC. Sensitivity refers to the degree to which a system will respond to a change in climate, either positively or negatively.</div><div>For climate change vulnerability mapping used a series of indicator layers for sensitivity map that include population, poverty, soil organic carbon, malaria susceptibility, child mortality and land use land cover change.</div>",
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				"ruvuma",
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				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
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				"2018",
				"sensitivity index"
			],
			"issued": "2018-06-29T15:50:45.000Z",
			"modified": "2018-09-28T05:27:41.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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					"description": null
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				{
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			"identifier": "https://www.arcgis.com/home/item.html?id=d49aa80b236541c0b0ab9c792bd1ae3b",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-overall-vulnerability-index-community-sector-layer",
			"title": "Tanzania Wami Ruvu Rufiji Overall Vulnerability Index (Community Sector) Layer",
			"description": "<div>This product is one of the output maps developed for the community following the IPCC framework. The overall community vulnerability map was created through the integration of indicators relevant to vulnerability of communities(people)to climate variability and change. The following indicators was used rainfall trend, rainfall variability, longterm average maximum temperature, flood frequency, soil organic carbon, population counts, poverty index, child mortality, malaria susceptibility, crop productivity, market access,health infrastructure index, landuse landcover change and water access. All the indicators were averaged to produced overall vulnerability map. Vulnerability index is divided into five categories from lowest to highest.</div>",
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				"serviresa",
				"rcmrd",
				"wc-serviresa",
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			"issued": "2018-06-29T15:23:01.000Z",
			"modified": "2018-09-27T17:28:15.000Z",
			"publisher": {
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
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					"mediaType": "text/html",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-soil-organic-carbon-index-layer",
			"title": "Tanzania Wami Ruvu Rufiji Soil Organic Carbon Index Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Soil organic carbon is an indicator for soil health within the basin region. The soil organic carbon dataset is obtained from FAO-ISRIC Global Soil Organic Carbon Map 2017. Low soil organic carbon values translates to high sensitivity especially in regards to crop productivity and fertility, this has an inverse relationship to the overall vulnerability component .</div>",
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				"ruvuma",
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				"wc-serviresa",
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				"exposure",
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				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
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				"2018",
				"market services"
			],
			"issued": "2018-06-29T15:17:19.000Z",
			"modified": "2018-09-27T14:29:44.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
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					"title": "ArcGIS GeoService",
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					"mediaType": "application/json",
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					"description": null
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		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=88c01f1654524322ba6fe8ec3a5c6e4e",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-lack-of-adaptive-capacity-layer",
			"title": "Tanzania Wami Ruvu Rufiji Lack of Adaptive Capacity Layer",
			"description": "This product is one of the main component used in assessing vulnerability according to IPCC. Adaptive Capacity refers the ability of a system to adjust to actual or expected climate stressers and to cope with the consequences. For climate change vulnerability mapping process, we selected a series of indicator layers for lack of adaptive capacity map that include water requirement satisfaction index as a proxy for crop yields/productivity, market accessibility, access to safer water, and health services.",
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				"ruvuma",
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				"rcmrd",
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				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018"
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			"issued": "2018-06-28T17:45:18.000Z",
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
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				},
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_lack_adapt_capacity/ImageServer"
				},
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					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_lack_adapt_capacity/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_lack_adapt_capacity.zip",
					"description": null
				}
			],
			"theme": [
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			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=7f466ed49c92430dadd5edb7f4c988c9",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::tanzania-wami-ruvu-and-rufiji-basins-vulnerability-index-mapping",
			"title": "Tanzania Wami Ruvu and Rufiji Basins Vulnerability Index Mapping",
			"description": "<div>This map represents the main components used in mapping and assessing vulnerability to climate change according to Intergovernmental Panel on Climate Change (IPCC). This data sets were primarily intended to assist the USAID Tanzania Water Resources Integration Development Initiative (WARIDI) with strategic programmatic planning in Wami Ruvu and Rufiji basins in Tanzania.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
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				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018"
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			"issued": "2018-07-05T13:20:10.000Z",
			"modified": "2018-08-07T09:48:37.000Z",
			"publisher": {
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			},
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			"spatial": "30.9803,-10.9801,42.4720,-4.8349",
			"license": "https://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::tanzania-wami-ruvu-and-rufiji-basins-vulnerability-index-mapping"
				}
			],
			"theme": [
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			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=7982b1190b0b4321abdf060ad9c2a8c9",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-flood-frequency-layer",
			"title": "Tanzania Wami Ruvu Rufiji Flood Frequency Layer",
			"description": "<div>This product is one of the indicator layers selected in assessing vulnerability during Wami-Ruvu-Rufiji mapping.</div><div>Flood frequency layer is an estimate of flood events in 100 years within the Wami Ruvu and Rufiji basins obtained from UNEP GRID.High flood frequency events translates to high exposure of a population or ecosystem, this has a linear relationship to the overall vulnerability component.</div>",
			"keyword": [
				"wami",
				"ruvuma",
				"serviresa",
				"rcmrd",
				"wc-serviresa",
				"Tanzanian",
				"waridi",
				"exposure",
				"sensitivity",
				"lack of adaptive capacity",
				"climate",
				"vulnerability index",
				"2017",
				"2018",
				"flood"
			],
			"issued": "2018-06-28T08:55:10.000Z",
			"modified": "2018-08-01T14:31:15.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-wami-ruvu-rufiji-flood-frequency-layer"
				},
				{
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_flood_frequency/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/tan_wami_ruvu_rufiji_flood_frequency/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Folder",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/tan_wami_ruvu_rufiji_flood_frequency.zip",
					"description": null
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			],
			"theme": [
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			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=d3f9f100f24245409cc13bea82e29ff6",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::tanzania-land-use-land-cover-map-2000-2010-map",
			"title": "Tanzania Land Use Land Cover Map 2000 - 2010 Map",
			"description": "{{description}}",
			"keyword": [
				"GHG",
				"land use",
				"land cover",
				"agriculture",
				"biodiversity",
				"climate",
				"ecosystem",
				"environment",
				"Tanzania",
				"serviresa",
				"lulc-serviresa",
				"afs-serviresa",
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			],
			"issued": "2018-07-10T12:45:00.000Z",
			"modified": "2018-07-17T11:26:56.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
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			"accessLevel": "public",
			"spatial": "22.0221,-13.2059,47.9059,0.3865",
			"license": "",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::tanzania-land-use-land-cover-map-2000-2010-map"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=543e756845fd4de896585bdd6478ac33",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::kenya-water-tower-mt-elgon-land-use-land-cover-2017",
			"title": "Kenya Water Tower Mt Elgon Land Use Land Cover 2017",
			"description": "Over the past three decades, large areas of gazetted forest reserves have been deforested and converted to other uses while unprotected indigenous \nforests are continuously degraded by illegal and legal of logging of valuable timber trees resulting in reduced carbon stocks and degraded biodiversity values. \nForest cover loss in Kenya can be largely attributed to agricultural expansion which is motivated by the subsistence or the market economy.  \nThe best example of agricultural expansion fuelled by subsistence and commercial farming interests is in the Mau Conservancy. \nUnprecedented levels of officially sanctioned excisions of gazetted forests by 2001 was motivated by interests in commercial tea and wheat cultivation, \nin addition to small scale farming for subsistence and surplus production for the market. Landuse Landcover maps are useful in monitoring and tracking \nchanges within forest ecosystems.",
			"keyword": [
				"kenya",
				"Mt.Elgon",
				"water towers",
				"serviresa",
				"rcmrd",
				"lulc-serviresa",
				"landuse",
				"landcover",
				"sentinel",
				"classification",
				"10m",
				"2018",
				"2017"
			],
			"issued": "2018-06-22T14:16:53.000Z",
			"modified": "2018-07-12T09:31:14.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
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				"fn": "PKabatha",
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					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e8c169bcc5f04c6bbada0dc07c470e88/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e8c169bcc5f04c6bbada0dc07c470e88/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e8c169bcc5f04c6bbada0dc07c470e88/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=91ae1b34c6614315a87a05e79760dc23&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::bamboo-physical-value",
			"title": "Bamboo (Physical Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate physical bamboo culms </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in culms) per sub-national administrative area within the wildlife landscapes.</span>",
			"keyword": [
				"natural capital",
				"east africa",
				"ecosystem services",
				"bamboo",
				"harvested resources"
			],
			"issued": "2021-11-03T12:31:14.000Z",
			"modified": "2021-11-26T08:23:48.128Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9835,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::bamboo-physical-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Bamboo_physical/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/91ae1b34c6614315a87a05e79760dc23/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/91ae1b34c6614315a87a05e79760dc23/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/91ae1b34c6614315a87a05e79760dc23/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/91ae1b34c6614315a87a05e79760dc23/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=16b625bdf15e4b0e9634d3074f7afc7c&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::livestock-2010-wls",
			"title": "Livestock (2010) - WLs",
			"description": "Livestock units per ~100 km2 grid in the Wildlife Landscapes for the year 2010, based on Gilbert et al. (2018).",
			"keyword": [
				"agriculture",
				"ecosystem services",
				"east africa",
				"natural capital",
				"livestock"
			],
			"issued": "2021-11-03T08:57:46.000Z",
			"modified": "2021-11-04T18:58:37.546Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0000,-5.0000,39.8333,4.6667",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::livestock-2010-wls"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Livestock_2010_WLs/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/16b625bdf15e4b0e9634d3074f7afc7c/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/16b625bdf15e4b0e9634d3074f7afc7c/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/16b625bdf15e4b0e9634d3074f7afc7c/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/16b625bdf15e4b0e9634d3074f7afc7c/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=a91b33c190064f388c0edaa29b318368&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::hydrosheds-level-6",
			"title": "HydroSHEDS (Level 6)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>HydroBASINS level 6 sub-basin/catchment boundaries intersecting wildlife landscapes.</span><div><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><br /></span></div><div><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>HydroBASINS layers were derived from World Wildlife Fund’s HydroSHEDS data based on a grid resolution of 15 arc-seconds (approximately 500 m at the equator). Watersheds were delineated in a consistent manner at different scales, and a hierarchical sub-basin breakdown was created following the topological concept of the Pfafstetter coding system. The resulting polygon layers are termed HydroBASINS and represent a subset of the HydroSHEDS database. This shapefile contains (sub-)basin polygons for Africa at Pfafstetter level 6.</span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><br /></span></div>",
			"keyword": [
				"hydrology",
				"watersheds",
				"catchment"
			],
			"issued": "2021-12-02T12:18:37.000Z",
			"modified": "2021-12-02T12:18:51.853Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "25.8083,-6.0712,40.3631,6.6958",
			"license": "<p>HydroBASINS is covered by the same License Agreement as the HydroSHEDS database, which is available at hydrosheds.org. For all regulations regarding license grants, copyright, redistribution restrictions, required attributions, disclaimer of warranty, indemnification, liability, waiver of damages, and a precise definition of licensed materials, please refer to the License Agreement. By downloading and using the data the user agrees to the terms and conditions of the License Agreement.</p><p><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span></p>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::hydrosheds-level-6"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/HydroSheds_lev6/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/a91b33c190064f388c0edaa29b318368/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/a91b33c190064f388c0edaa29b318368/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/a91b33c190064f388c0edaa29b318368/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/a91b33c190064f388c0edaa29b318368/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=7eafbb81ca114901a6315b2fa7fccad2&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::gorilla-habitat-suitability",
			"title": "Gorilla Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"gorilla",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T13:27:13.000Z",
			"modified": "2021-11-10T14:09:52.583Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "28.8333,-7.0920,32.8333,2.9254",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::gorilla-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Gorilla/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/7eafbb81ca114901a6315b2fa7fccad2/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/7eafbb81ca114901a6315b2fa7fccad2/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/7eafbb81ca114901a6315b2fa7fccad2/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/7eafbb81ca114901a6315b2fa7fccad2/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=e23b71b83b3940c6949216b6b985ff60&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::elephant-habitat-suitability",
			"title": "Elephant Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"elephant",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T13:23:51.000Z",
			"modified": "2021-11-10T14:11:17.201Z",
			"publisher": {
				"name": "Conservation International"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "23.3981,-11.7970,40.9163,12.2987",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::elephant-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Elephant_natcap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e23b71b83b3940c6949216b6b985ff60/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e23b71b83b3940c6949216b6b985ff60/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e23b71b83b3940c6949216b6b985ff60/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e23b71b83b3940c6949216b6b985ff60/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=83d1e70613e9487483e3b2d7a081498e&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::habitats-grouped-of-east-africa-study-area",
			"title": "Habitats (grouped) of East Africa (Study Area)",
			"description": "<div style='text-align:left;'><p style='text-align:justify;'><span style='font-size:16px;'>Grouped habitat map (22 classes) of the original 72 habitat types across the study region in East Africa for the project </span><span style='text-align:left; font-family:inherit; font-size:12pt;'>'</span><span style='text-align:left; font-family:inherit; font-size:16px;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='text-align:left; font-family:inherit; font-size:16px;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='text-align:left; font-family:inherit; font-size:16px;'>A Preliminary Natural Capital Assessment of </span><span style='text-align:left; font-family:inherit; font-size:16px;'>Four Selected Landscapes and </span><span style='text-align:left; font-family:inherit; font-size:16px;'>Assessment of the Current Trajectory'.</span></p><p style='text-align:justify;'><span style='font-size:16px;'>Following the data collation and regional overview, a detailed analysis was undertaken at a regional (East Africa) scale of spatial data on vegetation types, ecoregions, land cover, and biomass in conjunction with relevant ecological literature. Estimating the supply of ecosystem services across the landscape requires </span><span style='font-size:16px;'>a detailed representation of land cover and vegetation characteristics, as these have a strong influence over the spatial distribution and value of services provided. Our chosen ecosystem delineation method involved a combination of the land cover, vegetation type, and land condition datasets. We felt that combining these datasets to produce a single map of habitat types would produce the most accurate </span><span style='font-size:16px;'>possible representation of habitats across East Africa for the purposes of ecosystem service valuation. </span><span style='font-size:16px;'>We also used the IUCN’s Global Ecosystem typology to aid with the grouping of the habitat types we </span><span style='font-size:16px;'>identified. </span></p><p style='text-align:justify;'><span style='font-size:16px; text-align:left;'>The following datasets were used to produce our habitat map:</span></p><p><span style='font-size:16px;'>• Copernicus 100-meter land cover data for 2018 (Copernicus Global Land Operations);</span></p><p><span style='font-size:16px;'>• Potential natural vegetation map for East and Southern Africa (van Breugel et al., 2015) (WWF Ecoregions map used instead for South Sudan); and</span></p><p><span style='font-size:16px;'>• Change in the normalized difference vegetation index (NDVI) between 2001 and 2018 (Trends.Earth).</span><br /></p><p><span style='font-size:16px;'>There are </span><span style='font-size:16px;'>16 forest habitat types, 14 woodland habitat types, 12 grassland/wooded grassland habitat types, 19 </span><span style='font-size:16px;'>bushland/shrubland habitat types, 5 aquatic habitat types, 4 desert/bare habitat types, and 2 </span><span style='font-size:16px;'>anthropogenic types (cultivation built-up). The number of habitat types within each study area ranged </span><span style='font-size:16px;'>from 19 in the Rweru-Mugesera-Akagera Wetlands to 51 habitat types in the Great East African Plains.</span><br /></p></div>",
			"keyword": [
				"habitats",
				"ecosystems",
				"biomes",
				"vegetation map",
				"east africa",
				"natural capital"
			],
			"issued": "2021-09-22T07:30:38.000Z",
			"modified": "2023-05-30T11:41:37.000Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "28.8566,-6.7965,41.8876,5.8539",
			"license": "This layer may not be used or downloaded without the express permission of Anchor Environmental Consultants.",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::habitats-grouped-of-east-africa-study-area"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://tiles.arcgis.com/tiles/zOnyumh63cMmLBBH/arcgis/rest/services/Habitats_East_Africa/MapServer/0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=df9d517b633d46e5ad1077d9610dd001&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::lion-habitat-suitability",
			"title": "Lion Habitat Suitability",
			"description": "<div style='text-align:Left; font-size:12pt;'><p><span style='font-size:15px;'>Blue wildebeest h</span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span></p><div style='font-size:15px;'><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div style='font-size:15px;'><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div></div>",
			"keyword": [
				"lion",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-21T08:52:10.000Z",
			"modified": "2021-11-10T14:08:33.010Z",
			"publisher": {
				"name": "Conservation International"
			},
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				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"spatial": "23.5068,-11.7680,41.1578,12.2866",
			"license": "This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::lion-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Lion_nat_cap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/df9d517b633d46e5ad1077d9610dd001/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/df9d517b633d46e5ad1077d9610dd001/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/df9d517b633d46e5ad1077d9610dd001/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/df9d517b633d46e5ad1077d9610dd001/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=b9fff9a55c0a4bed844e6f5f30e5d89d&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-plant-food-medicines-monetary-value",
			"title": "Wild Plant Food & Medicines (Monetary Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Monetary value of wild plant food &amp; medicines harvested, in US$ per annum.</span>",
			"keyword": [
				"harveste resources",
				"ecosystem services",
				"natural capital",
				"east africa"
			],
			"issued": "2021-11-03T14:27:34.000Z",
			"modified": "2021-12-01T07:50:18.261Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-plant-food-medicines-monetary-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/WIldPlantFoodandMedicines_monetary/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b9fff9a55c0a4bed844e6f5f30e5d89d/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b9fff9a55c0a4bed844e6f5f30e5d89d/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b9fff9a55c0a4bed844e6f5f30e5d89d/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b9fff9a55c0a4bed844e6f5f30e5d89d/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=8056a1ce98ef4fb9a298e091cbdfe207&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::wildlife-landscapes-under-bau",
			"title": "Wildlife Landscapes under BAU",
			"description": "Shapefile with values (where available) of ecosystem services value under project business-as-usual (BAU) trajectory.<div><br /></div><div>A qualitative assessment was made of the direction and potential magnitude of the effects of a variety of pressures on wildlife habitats and wildlife, and the implications for the supply of ecosystem services under a business-as-usual (BAU) scenario, in other words without any management interventions or changes in policy. To do this, information on past changes in land cover and on projected changes in population, climate, species distributions, and crop suitability were collated and analyzed. The reality of the COVID-19 pandemic that took hold in East Africa during 2020 was also taken into account.</div>",
			"keyword": [
				"Busines-as-usual",
				"natural capital",
				"east africa",
				"wildlife landscapes"
			],
			"issued": "2021-09-22T12:57:05.000Z",
			"modified": "2021-11-30T14:26:50.735Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0263,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::wildlife-landscapes-under-bau"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Wildlife_Landscapes_BAU/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8056a1ce98ef4fb9a298e091cbdfe207/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8056a1ce98ef4fb9a298e091cbdfe207/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8056a1ce98ef4fb9a298e091cbdfe207/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8056a1ce98ef4fb9a298e091cbdfe207/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=f31938b2ae0f489db524fc775f759bf2&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::firewood-monetary-value",
			"title": "Firewood (Monetary Value)",
			"description": "Montetary value of firewood harvested<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>, in US$ per annum.</span>",
			"keyword": [
				"ecosystem services",
				"natural capital",
				"east africa",
				"harvested resources",
				"firewood"
			],
			"issued": "2021-11-03T14:16:30.000Z",
			"modified": "2021-12-01T08:17:09.216Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::firewood-monetary-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Firewood_monetary/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f31938b2ae0f489db524fc775f759bf2/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f31938b2ae0f489db524fc775f759bf2/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f31938b2ae0f489db524fc775f759bf2/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f31938b2ae0f489db524fc775f759bf2/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=83d0d412c8eb47299cf13e6252b4a3b0&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::bushmeat-monetary-value",
			"title": "Bushmeat (Monetary Value)",
			"description": "Monetary value of bushmeat harvested, in US$ per annum.",
			"keyword": [
				"harvested resources",
				"bushmeat",
				"ecosystem services",
				"natural capital",
				"east africa"
			],
			"issued": "2021-11-03T14:24:48.000Z",
			"modified": "2021-12-01T08:27:00.591Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::bushmeat-monetary-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Meat_monetary/FeatureServer/0"
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				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/83d0d412c8eb47299cf13e6252b4a3b0/csv?layers=0"
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					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/83d0d412c8eb47299cf13e6252b4a3b0/shapefile?layers=0"
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					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/83d0d412c8eb47299cf13e6252b4a3b0/geojson?layers=0"
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					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/83d0d412c8eb47299cf13e6252b4a3b0/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=e9b641a2610a428f86b1be8793f1d0e6&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::fish-physical-value",
			"title": "Fish (Physical Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate physical fish </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in kilograms) per sub-national administrative area within the wildlife landscapes.</span>",
			"keyword": [
				"fish",
				"ecosystem services",
				"natural capital",
				"harvested resources",
				"east africa"
			],
			"issued": "2021-11-03T09:16:11.000Z",
			"modified": "2021-11-11T11:18:52.665Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"spatial": "29.0512,-4.9835,39.7904,4.6611",
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			"distribution": [
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::fish-physical-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Fish_physical/FeatureServer/0"
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					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e9b641a2610a428f86b1be8793f1d0e6/csv?layers=0"
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					"title": "Shapefile",
					"format": "ZIP",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e9b641a2610a428f86b1be8793f1d0e6/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e9b641a2610a428f86b1be8793f1d0e6/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e9b641a2610a428f86b1be8793f1d0e6/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=fb2b25a2c8474f32993c39c82c640baa&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::crop-pollination-value",
			"title": "Crop Pollination Value",
			"description": "<div>The total value of additional crop production resulting from wild pollination services in each administrative area within the wildlife landscapes, in US dollars per annum.<br /></div>",
			"keyword": [
				"crops",
				"polination",
				"ecosystem services",
				"natural capital",
				"east africa",
				"natural"
			],
			"issued": "2021-10-29T13:29:39.000Z",
			"modified": "2021-11-26T08:24:27.823Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9835,39.7904,4.6611",
			"license": "This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::crop-pollination-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Crop_pollination_value/FeatureServer/0"
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				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/fb2b25a2c8474f32993c39c82c640baa/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/fb2b25a2c8474f32993c39c82c640baa/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/fb2b25a2c8474f32993c39c82c640baa/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/fb2b25a2c8474f32993c39c82c640baa/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=2f6caecd455f4b8983ea4f26a36b357c&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::bushmeat-physical-value",
			"title": "Bushmeat (Physical Value)",
			"description": "<span style='background-color:rgb(255, 255, 255);'><font size='3'>Approximate physical bushmeat </font></span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif;'><span style='background-color:rgb(255, 255, 255);'><font size='3'>harvested (</font></span><span style='font-size:16px;'>in kilograms) per sub-national administrative area within the wildlife landscapes.</span></span>",
			"keyword": [
				"harvested resources",
				"ecosystems services",
				"bushmeat",
				"east africa",
				"natural capital"
			],
			"issued": "2021-11-03T09:06:26.000Z",
			"modified": "2021-11-26T08:23:58.825Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9835,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::bushmeat-physical-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/bushmeat/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/2f6caecd455f4b8983ea4f26a36b357c/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/2f6caecd455f4b8983ea4f26a36b357c/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/2f6caecd455f4b8983ea4f26a36b357c/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/2f6caecd455f4b8983ea4f26a36b357c/kml?layers=0"
				}
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			"identifier": "https://www.arcgis.com/home/item.html?id=939dc1738d5042c6837e2e055c8d22b9&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::east-africa-study-area-country-borders",
			"title": "East Africa (Study Area) Country Borders",
			"description": "Country borders sourced from https://gadm.org/",
			"keyword": [
				"east africa",
				"natcap",
				"administrative"
			],
			"issued": "2021-09-21T13:36:18.000Z",
			"modified": "2021-09-21T13:38:06.083Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "23.4408,-11.7613,41.9068,12.2364",
			"license": "Source: https://gadm.org/",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::east-africa-study-area-country-borders"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/EA%20Countries/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/939dc1738d5042c6837e2e055c8d22b9/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/939dc1738d5042c6837e2e055c8d22b9/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/939dc1738d5042c6837e2e055c8d22b9/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/939dc1738d5042c6837e2e055c8d22b9/kml?layers=0"
				}
			],
			"theme": [
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=ccbce776656e4411a6a7e7695cd1e831&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::white-rhinoceros-habitat-suitability",
			"title": "White Rhinoceros Habitat Suitability",
			"description": "<p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'><span style='font-family:&quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, Helvetica, Arial, sans-serif; font-size:15px;'>Blue wildebeest h</span><span style='font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span></p><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"rhinoceros",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T12:52:26.000Z",
			"modified": "2021-11-10T14:08:06.826Z",
			"publisher": {
				"name": "Conservation International"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.6667,-7.0298,38.4998,3.8633",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::white-rhinoceros-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/White_Rhinoceros_natcap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ccbce776656e4411a6a7e7695cd1e831/csv?layers=0"
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				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ccbce776656e4411a6a7e7695cd1e831/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ccbce776656e4411a6a7e7695cd1e831/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ccbce776656e4411a6a7e7695cd1e831/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
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			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=bfe5f375f36e4ff197475a5e391c8b0c&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::bamboo-monetary-value",
			"title": "Bamboo (Monetary Value)",
			"description": "Monetary value of bamboo harvested, in US$ per annum.",
			"keyword": [
				"harvested resources",
				"woody resources",
				"ecosystem services",
				"natural capital",
				"east africa",
				"bamboo"
			],
			"issued": "2021-11-03T14:09:45.000Z",
			"modified": "2021-12-01T08:33:04.024Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::bamboo-monetary-value"
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					"format": "KML",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/bfe5f375f36e4ff197475a5e391c8b0c/kml?layers=0"
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			"@type": "dcat:Dataset",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::palm-leaves-physical-use",
			"title": "Palm Leaves (Physical Use)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate physical palm leaves </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in kilograms) per sub-national administrative area within the wildlife landscapes.</span>",
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				"ecosystems services",
				"palm leaves",
				"east africa",
				"natural capital"
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			"issued": "2021-11-03T09:27:47.000Z",
			"modified": "2021-11-05T07:29:08.062Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::palm-leaves-physical-use"
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					"title": "ArcGIS GeoService",
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					"mediaType": "application/json",
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					"title": "CSV",
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					"mediaType": "application/vnd.google-earth.kml+xml",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::honey-monetary-value",
			"title": "Honey (Monetary Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Monetary value of honey harvested, in US$ per annum.</span>",
			"keyword": [
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				"harvested resources",
				"ecosystem services",
				"natural capital",
				"east africa"
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			"issued": "2021-11-04T15:52:10.000Z",
			"modified": "2021-12-01T08:24:01.003Z",
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				"name": "Anchor Environmental Consultants"
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					"title": "ArcGIS Hub Dataset",
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					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::honey-monetary-value"
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::poles-physical-value",
			"title": "Poles (Physical Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate physical wooden poles and withies </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in cubic metres) per sub-national administrative area within the wildlife landscapes.</span>",
			"keyword": [
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				"withies",
				"woody resources",
				"natural capital",
				"harvested resources",
				"east africa"
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			"issued": "2021-11-03T09:30:26.000Z",
			"modified": "2022-05-13T09:23:56.639Z",
			"publisher": {
				"name": "Anchor Environmental"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::poles-physical-value"
				},
				{
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					"title": "ArcGIS GeoService",
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					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Poles_physical/FeatureServer/0"
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					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/01dd561555b64fbfbfe5e478f2bca1e6/csv?layers=0"
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					"@type": "dcat:Distribution",
					"title": "Shapefile",
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					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/01dd561555b64fbfbfe5e478f2bca1e6/shapefile?layers=0"
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					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/01dd561555b64fbfbfe5e478f2bca1e6/geojson?layers=0"
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					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/01dd561555b64fbfbfe5e478f2bca1e6/kml?layers=0"
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::honey-physical-value",
			"title": "Honey (Physical Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate honey </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in litres) per sub-national administrative area within the wildlife landscapes.</span>",
			"keyword": [
				"honey",
				"harvesed resources",
				"ecosystem services",
				"natural capital",
				"east africa"
			],
			"issued": "2021-11-03T10:29:04.000Z",
			"modified": "2021-11-05T07:33:25.230Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
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			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::honey-physical-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Honey_physical/FeatureServer/0"
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					"title": "CSV",
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					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/2306d632d5eb477183ff4d55a7baeaf4/csv?layers=0"
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					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::palm-leaves-monetary-value",
			"title": "Palm Leaves (Monetary Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Monetary value of palm leaves harvested, in US$ per annum.</span>",
			"keyword": [
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				"ecosystem services",
				"east africa",
				"harvested resources",
				"east africa"
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			"issued": "2021-11-03T14:25:19.000Z",
			"modified": "2021-12-01T08:09:39.646Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
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				"fn": "PKabatha",
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			"distribution": [
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::palm-leaves-monetary-value"
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					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Palm_monetary/FeatureServer/0"
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::firewood-physical-value",
			"title": "Firewood (Physical Value)",
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			"keyword": [
				"ecosystem services",
				"natural capital",
				"east africa",
				"harvested resources",
				"woody resources",
				"firewood"
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			"issued": "2021-11-03T09:11:49.000Z",
			"modified": "2021-11-12T08:54:51.271Z",
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				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"distribution": [
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::firewood-physical-value"
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			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This fact sheet highlights key things about the East and Southern Africa Forest Observatory (OFESA). </span><a href='https://ofesa-geoportal.rcmrd.org/' target='_blank' rel='nofollow ugc noopener noreferrer'>Read More</a>",
			"keyword": [
				"OFESA",
				"OFESA_Ethiopia",
				"OFESA_Kenya",
				"OFESA_Mozambique",
				"OFESA_Tanzania",
				"RCMRD"
			],
			"issued": "2023-01-16T07:43:45.000Z",
			"modified": "2023-01-16T07:47:05.000Z",
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				"name": "Regional Centre for Mapping of Resource for Development"
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			"license": "",
			"distribution": [
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			"identifier": "https://www.arcgis.com/home/item.html?id=c954194840d74c48a760485fe00ffb1e",
			"landingPage": "https://rcmrd.africageoportal.com/apps/rcmrd::eastern-and-southern-africa-land-cover-viewer",
			"title": "Eastern and Southern Africa Land Cover Viewer",
			"description": "<p><span style='mso-ansi-language:EN-US'>The Eastern\nand Africa Land Cover Viewer is a web mapping application designed for the visualization\nof the yearly land cover maps from 2000 to 2017 for the Eastern and Southern\nAfrican nations namely: Zambia, Malawi, Tanzania, Rwanda, Kenya, Uganda, and\nEthiopia. The map legend corresponds to the Intergovernmental Panel on Climate\nChange (IPCC) land categories for reporting of greenhouse gas emissions: Forest\nland, Grassland, Cropland, Wetlands, Settlement, and Other land. To facilitate\ncreation of the dataset, a series of workshops were conducted with local\nrepresentatives in each country in 2017, 2018, and 2019. This dataset was\ncreated using the Continuous Change Detection and Classification (CCDC) algorithm\non the Google Earth Engine. CCDC uses time series analysis of Landsat data to\nmonitor for land cover or condition change at 30-meter spatial resolution.</span></p>",
			"keyword": [
				"landcover",
				"landuse",
				"africa",
				"servir",
				"admin2",
				"rcmrd"
			],
			"issued": "2020-09-24T09:32:01.000Z",
			"modified": "2022-12-09T16:23:21.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"license": "https://opendatacommons.org/licenses/odbl/summary",
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/apps/rcmrd::eastern-and-southern-africa-land-cover-viewer"
				},
				{
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
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		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=fe200cff94624a938b042d68beeaa13a",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/esri::european-space-agency-climate-change-initiative-land-cover-2018",
			"title": "European Space Agency Climate Change Initiative - Land Cover 2018",
			"description": "<p><span style='color:#b22222;'>Beta Notice:</span>&nbsp;This item is currently in&nbsp;<a target='_blank' href='https://goto.arcgis.com/termsofuse/beta' rel='nofollow ugc noopener noreferrer'>beta</a> and is intended for early access, testing, and feedback. It is&nbsp;not recommended for production use, as functionality and content are subject to change&nbsp;without notice.</p><p>This layer displays global land cover in 10 classes for the year 2018 produced by the European Space Agency Climate Change Initiative (ESA CCI). The 36 classes of the traditional ESA CCI land cover has been simplified to match the Esri 2050 land cover prediction layers.&nbsp;</p><div>&nbsp;</div><div><strong>Phenomenon mapped:</strong> Land Cover</div><div><strong>Data Projection:</strong> Cylindrical Equal Area</div><div><strong>Mosaic Projection:</strong> Cylindrical Equal Area</div><div><strong>Extent:</strong> Global</div><div><strong>Cell Size:</strong> 300m</div><div><strong>Source Type:</strong> Thematic</div><div><strong>Visible Scale:</strong> All scales</div><div><strong>Source:</strong> ESA Climate Change Initiative</div><div><strong>Publication date:</strong> 2018</div><div>&nbsp;</div><div>ESA CCI land cover data for the years 1992-2019 are available&nbsp;<a target='_blank' href='https://www.arcgis.com/home/item.html?id=1453082255024699af55c960bc3dc1fe' rel='nofollow ugc noopener noreferrer'>here</a>.</div><div>&nbsp;</div><div><span style='font-size:large;'><strong>What can you do with this layer?</strong></span></div><div>&nbsp;</div><p>This layer may be displayed in a map to show generalized land cover classes for the world in the year 2018.</p><div>This layer can be used in analysis. For example, the layer may be added to ArcGIS Pro. Then, an area count of land cover types may be produced for a feature dataset using the zonal statistics tool. Statistics may be compared with the statistics from other years to show a trend.</div><div>&nbsp;</div><div><strong>More technical documentation on the source datasets is available here:</strong></div><div><a target='_blank' href='https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-land-cover?tab=doc' rel='nofollow ugc noopener noreferrer'>https://cds.climate.copernicus.eu/cdsapp#!/dataset/satellite-land-cover?tab=doc</a><br />&nbsp;</div>",
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			"issued": "2021-07-09T01:53:24.000Z",
			"modified": "2026-01-14T15:03:55.000Z",
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					"mediaType": "application/json",
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			"identifier": "https://www.arcgis.com/home/item.html?id=4c284179cc2f4ce783735916413559d2",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::sudan-sentinel2-lulc2016",
			"title": "Sudan Sentinel2 LULC2016",
			"description": "This data set represents land cover map for the year 2016. This layer was clipped from Sentinel-2 global land cover data.",
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				"RCMRD",
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			"identifier": "https://www.arcgis.com/home/item.html?id=23a96abb0e864829a3e15386a39efcc7&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::nairobi-city-county-markets-field-data",
			"title": "Nairobi City County Markets Field Data",
			"description": "Nairobi Markets Data.",
			"keyword": [
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			"issued": "2022-10-05T12:28:00.000Z",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::wetlands",
			"title": "Wetlands",
			"description": "This feature layer represents South Sudan Wetlands as derived from imagery satellite data and verified from field ground truthing",
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					"accessURL": "https://rcmrd.africageoportal.com/pages/rcmrd::agro-ecological-zones"
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			],
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		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=acd5597ae7854206b52d27f4cddbcfc9",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::south-sudan-open-geographical-regional-reference-vector-database-for-water-and-agro-ecological-zonings",
			"title": "South Sudan Open Geographical Regional Reference Vector Database for Water and Agro-Ecological Zonings",
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					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::ktda-muranga-data"
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		{
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			"landingPage": "https://rcmrd.africageoportal.com/apps/rcmrd::protected-areas-statistics-dashboard",
			"title": "Protected Areas Statistics Dashboard",
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			"modified": "2021-03-11T11:22:21.000Z",
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					"accessURL": "https://rcmrd.africageoportal.com/apps/rcmrd::protected-areas-statistics-dashboard"
				}
			],
			"theme": ""
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			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::ethiopia-land-degradation-mapping-and-assessment-2023-season-1",
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			"modified": "2025-03-14T09:27:13.000Z",
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			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-assessment-2023-season-1",
			"title": "Kenya Land Degradation Monitoring Assessment 2023 Season 1",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Click to Download the Layer: </span><a href='https://rcmrd-open-data.s3.us-east-1.amazonaws.com/downloadable_files/Kenya_Land_Degradation_2023_Season_1.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Download Link</a>",
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				"gmes",
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				"season1"
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			"modified": "2025-03-14T09:25:02.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"license": "",
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-assessment-2023-season-1"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Kenya/Kenya_LDMA_2023_S1/MapServer/2"
				},
				{
					"@type": "dcat:Distribution",
					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Kenya/Kenya_LDMA_2023_S1/MapServer/WMSServer?request=GetCapabilities&service=WMS"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/0d6e7fabb1ba4643926f4348d9bdb442/csv?layers=2"
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					"@type": "dcat:Distribution",
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					"format": "GeoJSON",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/0d6e7fabb1ba4643926f4348d9bdb442/geojson?layers=2"
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				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/0d6e7fabb1ba4643926f4348d9bdb442/kml?layers=2"
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		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=1fe84b8a23af49d98b3e9296f1e9aff3&sublayer=1",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-assessment-2023-season-2-",
			"title": "Kenya Land Degradation Monitoring Assessment 2023 Season 2 ",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Click to Download the Layer: </span><a href='https://rcmrd-open-data.s3.us-east-1.amazonaws.com/downloadable_files/Kenya_Land_Degradation_2023_Season_2.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Download Link</a>",
			"keyword": [
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			"issued": "2025-02-11T14:24:09.000Z",
			"modified": "2025-03-14T09:22:44.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-assessment-2023-season-2-"
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Kenya/Kenya_LDMA_2023_S2/MapServer/1"
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					"accessURL": "https://maps.rcmrd.org/arcgis/services/Kenya/Kenya_LDMA_2023_S2/MapServer/WMSServer?request=GetCapabilities&service=WMS"
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			"identifier": "https://www.arcgis.com/home/item.html?id=ff38a75dda764609a3d3407b6cdd6b41&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-assessment-2024-season-1",
			"title": "Kenya Land Degradation Monitoring Assessment 2024 Season 1",
			"description": "Click to Download the Layer: <a href='https://us-east-1.console.aws.amazon.com/s3/object/rcmrd-open-data?region=us-east-1&amp;bucketType=general&amp;prefix=downloadable_files/Kenya_Land_Degradation_2024_Season_1.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Download Link</a>",
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			"modified": "2025-03-14T09:01:58.000Z",
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					"accessURL": "https://maps.rcmrd.org/arcgis/services/Kenya/Kenya_LDMA_2024_S1/MapServer/WMSServer?request=GetCapabilities&service=WMS"
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			"landingPage": "https://rcmrd.africageoportal.com/apps/rcmrd::protected-areas-in-eastern-and-southern-africa-countries",
			"title": "Protected Areas in Eastern and Southern Africa Countries",
			"description": "A protected area is a clearly defined geographical space, recognized, dedicated and managed, through legal or other effective means, to achieve the long term conservation of nature with associated ecosystem services and cultural values.  This dashboard shows the protected areas we have in the 24 countries covered in Eastern and Southern Africa. The data is pulled from the protected planet which is the world database of protected area. The dashboard is hosted at the Regional Centre of Excellence for Biodiversity, Forests and Seascape Ecosystems Management in Eastern and Southern Africa.<div><br /></div><div>The RCoEs will enable knowledge and informed decisions in responding to megatrends including climate change, environmental degradation, population growth, technological development and diversification of security threats in Sub-Saharan Africa. The overall objective of the project is to ensure forests, biodiversity and seascape ecosystems in Eastern and Southern Africa are sustainably managed and continue providing ecosystem services and contribute to the well-being of the populations, by providing improved, regular and updated information for informed decision-making. Read More: https://rcoe-geoportal.rcmrd.org</div>",
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				"rcmrd",
				"RCMRD",
				"RRH",
				"Regional Resource Hub",
				"Regional",
				"Resource",
				"Hub",
				"ESARO",
				"Angola",
				"Botswana",
				"Burundi",
				"Comoros",
				"Eritrea",
				"Eswatini",
				"Ethiopia",
				"Kenya",
				"Lesotho",
				"Madagascar",
				"Malawi",
				"Mauritius",
				"Mozambique",
				"Namibia",
				"Rwanda",
				"Seychelles",
				"Somalia",
				"South Africa",
				"South Sudan",
				"Sudan",
				"Tanzania",
				"Uganda",
				"Zambia",
				"Zimbabwe",
				"IUCN",
				"JRC",
				"EU",
				"WCMC",
				"Protected Planet",
				"Protected",
				"Planet",
				"biodiversity",
				"Forest",
				"seascape",
				"RCOE-Countries",
				"RCOE",
				"RCoE_ESA",
				"RCoE-ESA",
				"CIFOR"
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			"issued": "2020-03-05T17:16:35.000Z",
			"modified": "2024-12-16T05:52:45.000Z",
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			"spatial": "",
			"license": "Data is open and free to use",
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/apps/rcmrd::protected-areas-in-eastern-and-southern-africa-countries"
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		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=be4dd352fccc47a4b53ba5eb1eaf45d2",
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			"issued": "2024-02-19T07:26:05.000Z",
			"modified": "2024-12-15T06:27:46.000Z",
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			"title": "Rwanda Land Cover 2000 Scheme II",
			"description": "Land Cover maps were developed for Green Houses gases Inventories to provide baseline data for Land use, land-use change and \r\nforestry (LULUCF) sector.",
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			"issued": "2018-01-26T14:32:28.000Z",
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			],
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=0e2d5484fff84d9a8bb9e05173de61ca",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::uganda-srtm-dem-30-meters",
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			],
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			"landingPage": "https://rcmrd.africageoportal.com/documents/rcmrd::rcoe-geoportal-rcmrd-org",
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					"title": "ArcGIS Hub Dataset",
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					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::madagascar-digital-elevation-model-"
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Madagascar/Madagascar_DEM_90m/MapServer/0"
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					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Madagascar/Madagascar_DEM_90m/MapServer/WMSServer?request=GetCapabilities&service=WMS"
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					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ba2e63df859e4e15b2cb121e8fcb2ffc/csv?layers=0"
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/ba2e63df859e4e15b2cb121e8fcb2ffc/shapefile?layers=0"
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::madagascar-protected-areas-july2024",
			"title": "Madagascar Protected Areas July2024",
			"description": "<div>The databases contain protected areas and OECMs designated at the national level and under regional and international conventions and agreements, in addition to those not legally designated. International designations include those under the Ramsar Convention, the World Heritage Convention (United Nations Educational, Scientific and Cultural Organization, UNESCO), and sites under the UNESCO's Man and the Biosphere Programme (MAB). Regional agreements include sites under the Natura 2000 network (European), as well as Marine Protected Areas designated under regional conventions such as the Convention for the Protection of the marine Environment of the North-East Atlantic (OSPAR) and many others.  </div><div><br /></div><div><div>Data for protected area records in the WDPA have been obtained from nearly 500 sources. Along with information on the data verifier, these sources are listed in the source table (&quot;WDPA_Source_Table”) that is included with each monthly release. Data for protected areas designated under international agreements and conventions are often sourced from the relevant convention secretariats. Data for national-level </div><div>protected areas have been sourced from national authorities wherever possible. Information may also be supplemented by data from other agencies, organisations or individuals. All data in the WDPA have been verified either by the national authorities or </div><div>by non-government expert partners, with the exception of some data included before the verification process was established.  </div></div>",
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			"modified": "2024-07-17T06:54:09.258Z",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::madagascar-seascape-point-data",
			"title": "Madagascar Seascape Point Data",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8c3dca4d01004c6a8232c6b826bdeaef/sqlite?layers=0"
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::east-africa-water-bodies",
			"title": "East Africa Water bodies",
			"description": "{{description}}",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::ethiopia-land-cover-2013-scheme-i",
			"title": "Ethiopia Land Cover 2013 Scheme I",
			"description": "This map represents the Ethiopia Land Cover map for the development of Green House Gas Inventory . \nThese products were derived from LandSat Imagery Data through a supervised classification method. \nThe Ancillary data was provided by Ethiopia Mapping Agency.",
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				"climates",
				"land cover",
				"land use",
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				"forest",
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			"issued": "2017-06-12T12:12:38.000Z",
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			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::botswana-land-cover-2010-scheme-ii",
			"title": "Botswana Land Cover 2010 Scheme II",
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				"land cover",
				"land use",
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				"geo-biodiversity",
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				"geo-ecosystem",
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				"botswana",
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				"geossNoMonetaryCharge",
				"environment",
				"serviresa",
				"afs-serviresa",
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			"issued": "2017-06-02T13:20:47.000Z",
			"modified": "2023-08-31T14:06:34.000Z",
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				"name": "Regional Centre for Mapping of Resource for Development"
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			"title": "Botswana Land Cover 2010 Scheme I",
			"description": "<div style='text-align:Left;'><div><p>Land Cover maps were developed for Green Houses gases Inventories to provide baseline data for Land use, land-use change and </p><p></p><p>forestry (LULUCF) sector. </p></div></div>",
			"keyword": [
				"ecosystems",
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			"modified": "2023-08-31T11:44:44.000Z",
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			"identifier": "https://www.arcgis.com/home/item.html?id=6b7d6af55b8040afbf4d28f9a7721577",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-terrestial-ecoystems",
			"title": "Africa Terrestial Ecoystems",
			"description": "The U.S. Geological Survey (USGS) with assistance of experts in Africa modeled the distribution of terrestrial ecosystems for the contiguous African Continent using a standardized, deductive approach to associate unique physical environments with ecological systems characterized in NatureServe's Ecological Systems of the Africa classification (Comer et al., 2003). This approach was first developed for South America (Sayre et al., 2008) and is now been implemented in Africa and later globally (Sayre et al., 2007). Unique physical environments were delineated from a massive biophysical stratification of the continent into the major structural components of ecosystems: biogeographic regions (Cress et al., 2008c), land surface forms (Cress et al., 2008a), surficial lithology (Cress et al., 2008d), and topographic moisture potential (Cress et al., 2008b). Each of these structural components was mapped for the contiguous United States and then spatially combined to produce ecosystem structural footprints which represented unique abiotic (physical) environments. Among 49,168 unique structural footprint classes, 13,482 classes which met a minimum pixel count threshold (20,000 pixels) were aggregated into 432 NatureServe ecosystems through a semi-automated labeling process using rule set formulations for attribution of each ecosystem.",
			"keyword": [
				"Africa",
				"Climate",
				"Temperature",
				"Precipitation",
				"Vegetation",
				"Ecosystems",
				"Environment",
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				"ombrotypes",
				"bioclimates",
				"USGS",
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				"serviresa"
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			"issued": "2017-06-09T11:13:28.000Z",
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			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
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				},
				{
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					"title": "ArcGIS GeoService",
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					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Africa/Africa_Terrestial_Ecoystems/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/AfricaContinent/Africa_Terrestial_Ecoystems/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Africa_Ecosystems.zip",
					"description": null
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			],
			"theme": [
				"geospatial"
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		},
		{
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			"identifier": "https://www.arcgis.com/home/item.html?id=1371400004824a69bd0cf81ebde76f31",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-surface-lithology",
			"title": "Africa Surface Lithology",
			"description": "The African surficial lithology dataset is a map of parent materials - a mix of bedrock geology and unconsolidated surficial materials classes. The goal was to produce a map that reflected the key geological parent materials which act as primary determinants in the distribution of African vegetation /ecosystems. It is a compilation and reclassification of twelve digital geology, soil and lithology databases. Nineteen surficial lithology classes were delineated in Africa based on geology, soil and landform. Whenever available, multiple sources of ancillary digital data, hard copy maps and literature were reviewed to assist in the reclassification of the source data to the African surficial lithology classification. Of particular note, due to the varying spatial and classification resolutions of the geologic source data, the African surficial lithology map varies in spatial complexity and classification detail across Africa. Purpose: The African surficial lithology data was developed as a primary input dataset for an African Ecological Footprint mapping project undertaken by the U.S. Geological Survey and The Nature Conservancy. The project used a biophysical stratification approach which was based on mapping the major structural components of ecosystems (land surface forms, lithology, isobioclimates and biogeographic regions). These unique physical components, which are considered as the fundamental building blocks of ecosystems, were reviewed by regional vegetation and landscape ecology experts and used in a classification and regression tree (CART) inductive model to map intermediate scale African ecosystems.",
			"keyword": [
				"ecosystems",
				"climates",
				"lithology",
				"land",
				"surface",
				"soil",
				"rock",
				"USGS",
				"RCMRD",
				"serviresa",
				"Africa",
				"lulc-serviresa"
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			"issued": "2017-03-28T14:08:56.000Z",
			"modified": "2023-08-23T14:26:39.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-surface-lithology"
				},
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					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Africa/Africa_Surface_Lithology/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "http://maps.rcmrd.org/arcgis/rest/services/AfricaContinent/Africa_Surface_Lithology/ImageServer",
					"description": null
				},
				{
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					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Africa_Surface_Lithology.zip",
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			],
			"theme": [
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			"identifier": "https://www.arcgis.com/home/item.html?id=a8c18d78e72a46b497269966b4612197",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-topo-moisture-potential",
			"title": "Africa Topo-Moisture Potential",
			"description": "Created as part of the USGS’s Africa Ecosystems Mapping project, the Africa Topographic Moisture Potential layer classifies the landscape of Africa as either uplands or as lowlands and other depressions.This layer provides access to a 100m cell size raster derived from SRTM and other data that divides the African landscape into upland and lowland areas. The data covers Africa, Madagascar, the Comoros Islands, and other coastal Islands near Africa. It was published in 2009 by the USGS Rocky Mountain Geographic Science Center.This layer was used as an input for the Africa Terrestrial Ecosystems mapping project.",
			"keyword": [
				"Africa",
				"Hillshade",
				"Relief",
				"Topography",
				"Drainage",
				"serviresa",
				"wc-serviresa"
			],
			"issued": "2017-06-09T11:29:54.000Z",
			"modified": "2023-08-23T13:57:34.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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				"fn": "PKabatha",
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			},
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-topo-moisture-potential"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Africa/Africa_Topo_Moisture_Potential/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "http://maps.rcmrd.org/arcgis/rest/services/AfricaContinent/Africa_Topo_Moisture_Potential/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Africa_Topo_Moisture_Potential.zip",
					"description": null
				}
			],
			"theme": [
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			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=e40bffc89911413d91c667ee5f95eb96",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-land-surface-forms",
			"title": "Africa Land Surface Forms",
			"description": "<p>The land surface forms were identified using the method developed by the Missouri Resource Assessment Partnership (MoRAP). The MoRAP method is an automated land surface form classification based on Hammond's (1964a, 1964b) classification. MoRAP made modifications to Hammond's classification, which allowed finer-resolution elevation data to be used as input data and analyses to be made using 1 km2 moving window (True, 2002; True et al., 2000). While Hammond's methodology was based on three variables, slope, local relief, and profile type, MoRAP's methodology uses only slope and local relief (True, 2002). Slope is classified as gently sloping or not gently sloping using a threshold value of 8%. Local relief, the difference between the maximum and minimum elevation in a 1km2 neighborhood for analysis, is classified into five classes (0-15m, 16-30m, 31-90m, 91-150m, and &gt;150m). Slope classes and relief classes were subsequently combined to produce eight land surface form classes (flat plains, smooth plains, irregular plains, escarpments, low hills, hills, breaks/foothills, and low mountains). In the implementation for the contiguous United States, Sayre et al. (2009) further refined the MoRAP methodology to identify a new land surface form class, &quot;high mountains/deep canyons&quot;, by using an additional local relief class (&gt;400 m). This method was implemented for Africa using a void-filled 90m SRTM elevation dataset which was created from the 30m SRTM elevation data provided by the National Geospatial-Intelligence Agency. In the preliminary output, which had nine land surface form classes (flat plains, smooth plains, irregular plains, escarpments, low hills, hills, breaks/foothills, and low mountains, and high mountains/deep canyons), artifacts were identified over flat desert areas affecting the classification between the two lowest relief classes, &quot;flat plains&quot; and &quot;smooth plains.&quot; Since this problem was especially pronounced in areas where the input SRTM elevation data originally had data-voids, the problem could have been caused by anomalies or artifacts in the input data, which resulted from the void-filling processes. Instead of further investigating causes of the problem, the two land surface form classes were combined. In addition, the &quot;low hills&quot; class which had a very low occurrence was combined with the &quot;hills&quot; class. As a result, seven land surface form classes were identified in the final dataset (smooth plains, irregular plains, escarpments, hills, breaks/foothills, low mountains, and high mountains/deep canyons). References: Hammond, E.H., 1964a. Analysis of Properties in Land Form Geography - An Application to Broad-Scale Land Form Mapping. Annals of the Association of American Geographers, v. 54, no. 1, p. 11-19. Hammond, E.H. 1964b. Classes of land surface form in the forty-eight states, U.S.A. Annals of the Association of American Geographers. 54(1): map supplement no. 4, 1: 5,000,000. Sayre, R., P. Comer, H. Warner, and J. Cress. 2009. A new map of standardized terrestrial ecosystems of the conterminous United States: U. S. Geological Survey professional Paper 1768, 17 p. True, D. 2002. Landforms of the Lower Mid-West. Missouri Resource Assessment Partnership. MoRAP Map Series MS-2003-001, scale 1:1,500,000. &lt;http://www.cerc.usgs.gov/morap/Assets/maps/Landforms_of_the_Lower_Mid-West_MS-2002-01.pdf&gt;. True, D., T. Gordon, and D. Diamond. 2000. How the size of a sliding window impacts the generation of landforms. Missouri Resources Assessment Partnership. &lt;http://www.cerc.cr.usgs.gov/morap/projects/landform_model/landforms2001_files/frame.htm&gt;.</p>",
			"keyword": [
				"servir_esa",
				"Climate",
				"Temperature",
				"Precipitation",
				"Vegetation",
				"Ecosytems",
				"Environment",
				"thermotypes",
				"ombrotypes",
				"bioclimates",
				"USGS",
				"Biodiversity",
				"Africa",
				"lulc-serviresa"
			],
			"issued": "2017-06-16T07:41:45.000Z",
			"modified": "2023-08-23T13:25:06.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "-25.3615,-46.9828,63.5027,37.5422",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"title": "ArcGIS Hub Dataset",
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					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-land-surface-forms"
				},
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Africa/Africa_Land_Surface/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "http://maps.rcmrd.org/arcgis/rest/services/AfricaContinent/Africa_Land_Surface/ImageServer",
					"description": null
				},
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					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Africa_LandSurface_Forms.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=beccb3d4300c4c01974ff3f8befe993f",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-isobioclimates",
			"title": "Africa IsoBioclimates",
			"description": "Climate - in terms of temperature, precipitation and continentality - \nis a primary determinant in the distribution of vegetation. \nSalvador Rivas-Martinez and Salvador Rivas-Saenz (2004) developed a global bioclimatic classification system \nthat quantifies key bioclimatic indices reflective of vegetation distributions. These indices can be used to \nmodel thermotypes (i.e. hot-cold gradients), ombrotypes (i.e. wet-dry gradients), and bioclimates (continentality gradients). \nTheir model was translated into GIS spatial algorithms during modeling of the US ES bioclimate data (Warner et. al. 2008). \nThese spatial models were used (with minor adaptations) with Worldclim climatological data (Hijmans et. al. 2005) \nto model/map bioclimates, ombrotypes and thermotypes. These three maps were then combined into an isobioclimate map \nwith a total of 428 composite classes (e.g. Composite isobioclimate gridcode 2036 equals Tropical Pluvialseasonal (2000), \nLower Thermotropical (30), Subhumid (6)).",
			"keyword": [
				"africa",
				"Climate",
				"Temperature",
				"Precipitation",
				"Vegetation",
				"Ecosytems",
				"Environment",
				"thermotypes",
				"ombrotypes",
				"bioclimates",
				"USGS",
				"Biodiversity",
				"serviresa",
				"wc-serviresa"
			],
			"issued": "2017-06-09T09:57:29.000Z",
			"modified": "2023-08-18T09:56:22.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
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				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
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			"license": "http://opendatacommons.org/licenses/odbl/summary",
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::africa-isobioclimates"
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					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Africa/Africa_Isobioclimates/ImageServer"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/AfricaContinent/Africa_IsoBioclimates/ImageServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Africa_IsoBioClimates.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=3d2eb7247f2846008fb63c5bfb4ee456&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-and-assessment-2019-season-1",
			"title": "Kenya Land Degradation Monitoring and Assessment 2019 (Season-1)",
			"description": "<div>This product has been developed using the (Revised Universal Soil Loss Equation) RUSLE. Among the key parameters used include: soil</div><div> erosivity, slope, rainfall intensity, population and land cover.</div><div><br /></div><div>Online distribution information:</div><div>File Data Format: Zipped GeoTIFF</div><div>Online location: <a href='https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/kenya_ldma_2019_s1.tif.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Click to Download</a></div>",
			"keyword": [
				"gmes",
				"gmes_ldma",
				"gmes_kenya_ldma",
				"rcmrd",
				"africa",
				"gmes_kenya_ldma_s1",
				"kenya_2019_s1",
				"s1"
			],
			"issued": "2023-07-25T15:14:04.000Z",
			"modified": "2023-07-28T08:30:06.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "33.9126,-4.6745,41.8912,5.4671",
			"license": "https://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-and-assessment-2019-season-1"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Kenya/Kenya_LDMA_2019_s1/MapServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Kenya/Kenya_LDMA_2019_s1/MapServer/WMSServer?request=GetCapabilities&service=WMS"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/3d2eb7247f2846008fb63c5bfb4ee456/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/3d2eb7247f2846008fb63c5bfb4ee456/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/3d2eb7247f2846008fb63c5bfb4ee456/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/3d2eb7247f2846008fb63c5bfb4ee456/kml?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Kenya/Kenya_LDMA_2019_s1/MapServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped GeoTIFF",
					"format": null,
					"accessURL": "https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/kenya_ldma_2019_s1.tif.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=8549d382cf534dd6a2339a864c8091c8&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::uganda-land-degradation-monitoring-and-assessment-2019-season-2",
			"title": "Uganda Land Degradation Monitoring and Assessment 2019 (Season-2)",
			"description": "<div>This product has been developed using the (Revised Universal Soil Loss Equation) RUSLE. Among the key parameters used include: soil</div><div> erosivity, slope, rainfall intensity, population and land cover.</div><div><br /></div><div>Online distribution information:</div><div>File Data Format: Zipped GeoTIFF</div><div>Online location: Click to Download</div><div><br /></div>",
			"keyword": [
				"gmes",
				"gmes_ldma",
				"gmes_uganda_ldma",
				"rcmrd",
				"africa",
				"gmes_uganda_ldma_s2",
				"uganda_2019_s2",
				"s2"
			],
			"issued": "2023-07-27T09:35:42.000Z",
			"modified": "2023-07-27T09:38:39.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.5733,-1.4837,35.0248,4.2124",
			"license": "https://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::uganda-land-degradation-monitoring-and-assessment-2019-season-2"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Uganda/Uganda_LDMA_2019_s2/MapServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Uganda/Uganda_LDMA_2019_s2/MapServer/WMSServer?request=GetCapabilities&service=WMS"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8549d382cf534dd6a2339a864c8091c8/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8549d382cf534dd6a2339a864c8091c8/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8549d382cf534dd6a2339a864c8091c8/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8549d382cf534dd6a2339a864c8091c8/kml?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": null,
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Uganda/Uganda_LDMA_2019_s2/MapServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped GeoTIFF",
					"format": null,
					"accessURL": "https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/uganda_ldma_2019_s2.tif.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=b2e35e75b70c4e6a838a575329ac7623&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::uganda-land-degradation-monitoring-and-assessment-2018-season-2",
			"title": "Uganda Land Degradation Monitoring and Assessment 2018 (Season-2)",
			"description": "<div>This product has been developed using the (Revised Universal Soil Loss Equation) RUSLE. Among the key parameters used include: soil</div><div> erosivity, slope, rainfall intensity, population and land cover.</div><div><br /></div><div>Online distribution information:</div><div>File Data Format: Zipped GeoTIFF</div><div>Online location: <a target='_blank' rel='noopener noreferrer'>Click to Download</a></div>",
			"keyword": [
				"gmes",
				"gmes_ldma",
				"gmes_uganda_ldma",
				"rcmrd",
				"africa",
				"uganda_2018",
				"gmes_uganda_ldma_s2",
				"uganda_2018_s2",
				"s2"
			],
			"issued": "2023-07-26T12:24:02.000Z",
			"modified": "2023-07-26T12:29:52.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
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				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
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			"spatial": "29.5733,-1.4838,35.0014,4.2132",
			"license": "https://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::uganda-land-degradation-monitoring-and-assessment-2018-season-2"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Uganda/Uganda_LDMA_2018_s2/MapServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Uganda/Uganda_LDMA_2018_s2/MapServer/WMSServer?request=GetCapabilities&service=WMS"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b2e35e75b70c4e6a838a575329ac7623/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b2e35e75b70c4e6a838a575329ac7623/shapefile?layers=0"
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					"title": "GeoJSON",
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					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/b2e35e75b70c4e6a838a575329ac7623/geojson?layers=0"
				},
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					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
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					"@type": "dcat:Distribution",
					"title": null,
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					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Uganda/Uganda_LDMA_2018_s2/MapServer",
					"description": null
				},
				{
					"@type": "dcat:Distribution",
					"title": "Zipped GeoTIFF",
					"format": null,
					"accessURL": "https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/djibouti_ldma_2019_s1.tif.zip",
					"description": null
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=ed9efda1c6fa46b4b828db550be3355f",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-soils-map",
			"title": "Kenya Soils Map",
			"description": "<div style='color:rgb(34, 34, 34); font-family:Arial, Helvetica, sans-serif; font-size:small;'><br /></div>",
			"keyword": [
				"kenya  soils",
				"soils",
				"soils data"
			],
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					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Somalia/Somalia_LDMA_2020/MapServer/WMSServer?request=GetCapabilities&service=WMS"
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				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13e1a50e348b46aeb46dfbfb220cca81/csv?layers=0"
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				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
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					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13e1a50e348b46aeb46dfbfb220cca81/shapefile?layers=0"
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				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13e1a50e348b46aeb46dfbfb220cca81/geojson?layers=0"
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				{
					"@type": "dcat:Distribution",
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			],
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			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-and-assessment-2020",
			"title": "Kenya Land Degradation Monitoring and Assessment 2020",
			"description": "This product has been developed using the (Revised Universal Soil Loss Equation) RUSLE. Among the key parameters used include: soil erosivity, slope, rainfall intensity, population and land cover.<div><br /></div><div><div><b><font size='4'>Online distribution information:</font></b></div><div><ul><li>File Data Format: Zipped GeoTIFF</li><li>Online location: <a href='https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/kenya_ldma_2020.tif.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Click to Download</a></li></ul></div></div>",
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			"issued": "2023-06-06T09:37:50.000Z",
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					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::kenya-land-degradation-monitoring-and-assessment-2020"
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					"title": "OGC WMS",
					"format": "OGC WMS",
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					"@type": "dcat:Distribution",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/aa96db78cb974a48ac1013596e14c02a/kml?layers=0"
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			"theme": [
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			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::sudan-land-degradation-monitoring-and-assessment-2020",
			"title": "Sudan Land Degradation Monitoring and Assessment 2020",
			"description": "This product has been developed using the (Revised Universal Soil Loss Equation) RUSLE. Among the key parameters used include: soil erosivity, slope, rainfall intensity, population and land cover.<div><br /></div><div><div><b><font size='4'>Online distribution information:</font></b></div><div><ul><li>File Data Format: Zipped GeoTIFF</li><li>Online location: <a href='https://rcmrd-open-data.s3.amazonaws.com/downloadable_files/sudan_ldma_ 2020.tif.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Click to Download</a></li></ul></div></div>",
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			"issued": "2023-06-06T15:26:28.000Z",
			"modified": "2023-06-29T14:47:48.000Z",
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					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::sudan-land-degradation-monitoring-and-assessment-2020"
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					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Sudan/Sudan_LDMA_2020/MapServer/0"
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					"title": "OGC WMS",
					"format": "OGC WMS",
					"mediaType": "application/vnd.ogc.wms_xml",
					"accessURL": "https://maps.rcmrd.org/arcgis/services/Sudan/Sudan_LDMA_2020/MapServer/WMSServer?request=GetCapabilities&service=WMS"
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					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/309507a21023404c904640bdab45932b/csv?layers=0"
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					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/309507a21023404c904640bdab45932b/shapefile?layers=0"
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					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/309507a21023404c904640bdab45932b/geojson?layers=0"
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				{
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					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
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			"theme": [
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			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=d189975cb3444b4497fc46f6b7694f96",
			"landingPage": "https://rcmrd.africageoportal.com/documents/rcmrd::igad-hazard-maps-and-atlas-pdf-copy",
			"title": "IGAD Hazard Maps and Atlas (PDF copy)",
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			"issued": "2023-06-29T06:22:28.000Z",
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			"spatial": "",
			"license": "",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/documents/rcmrd::igad-hazard-maps-and-atlas-pdf-copy"
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			],
			"theme": ""
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=36a7e870644b483abd851f25de9649f7",
			"landingPage": "https://rcmrd.africageoportal.com/content/rcmrd::ofesa",
			"title": "OFESA",
			"description": "<div>The East and Southern Africa Forest Observatory (OFESA) provides a platform for sharing, exchanging, and accessing data and information related to East and Southern Africa’s forests. The objective of the observatory is to produce a comprehensive and harmonized regional dataset on the latest trends and threats to forests, and to make information useful and easily accessible to policymakers, funders, forestry practitioners and citizens. By informing decision-making, OFESA supports five countries in the region – Ethiopia, Kenya, Mozambique, Tanzania and Uganda – to meet their climate and environment targets. In these five countries, OFESA works closely with focal point institutions such as the Kenya Forest Service, the National Directorate of Forests Mozambique, the Ethiopia Forestry Development, the Tanzania Forest Service and the National Forestry Authority Uganda.</div><div><br /></div><div>Although OFESA’s databases already provide an initial overview of these priority areas, collaboration with participating countries is needed to ensure that data is updated and more information is collected. The OFESA database provides information such as streamlined country-level information on forest cover as a percentage of total land area, total forest land, forest types, distribution of the various forest types, forest definitions, trends in forest change as well as drivers of deforestation. <a href='https://ofesa-geoportal.rcmrd.org/' target='_blank' rel='nofollow ugc noopener noreferrer'>OFESA Geoportal</a></div>",
			"keyword": [
				"Hub Site",
				"OFESA",
				"Kenya",
				"Uganda",
				"Tanzania",
				"Mozambique",
				"Ethiopia",
				"Forest",
				"Observatory",
				"Geoportal",
				"Portal",
				"RCMRD",
				"CIFOR",
				"Forest Types",
				"Forest Cover",
				"dashboard",
				"Story Map",
				"Web Map",
				"Applications",
				"ofesa",
				"OFESA_Kenya",
				"OFESA_Uganda",
				"OFESA_Tanzania",
				"OFESA_Mozambique",
				"OFESA_Ethiopia"
			],
			"issued": "2022-05-15T10:14:12.000Z",
			"modified": "2023-06-14T14:13:56.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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				"fn": "rcmrd_online",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "",
			"license": "The data is free and open for use.",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/content/rcmrd::ofesa"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://ofesageoportal-rcmrd.opendata.arcgis.com"
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			],
			"theme": ""
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			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=a19f3786d42a4087a4585c2fda24b203",
			"landingPage": "https://rcmrd.africageoportal.com/pages/africageoportal::map-competition-2022",
			"title": "Map Competition 2022",
			"description": "{{description}}",
			"keyword": [
				""
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			"issued": "2022-07-05T23:05:59.000Z",
			"modified": "2023-06-12T09:22:27.000Z",
			"publisher": {
				"name": "Africa GeoPortal"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "mkimani@rcmrd.org",
				"hasEmail": "mailto: africageoportal@esri.com"
			},
			"accessLevel": "public",
			"spatial": "",
			"license": "",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/pages/africageoportal::map-competition-2022"
				}
			],
			"theme": ""
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=89985d0589d84138af96b9c7e3561cdb",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-landcover-2000-scheme-i",
			"title": "Tanzania Landcover 2000 Scheme I",
			"description": "Land Cover maps were developed for Green Houses gases Inventories to provide baseline data for Land use, land-use change and forestry (LULUCF) sector.",
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				"land use",
				"land cover",
				"agriculture",
				"biodiversity",
				"climate",
				"ecosystem",
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				"serviresa",
				"lulc-serviresa",
				"afs-serviresa",
				"2000"
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			"issued": "2018-01-31T06:25:38.000Z",
			"modified": "2023-06-05T13:20:45.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"accessLevel": "public",
			"spatial": "29.2337,-11.8963,40.5323,-0.8846",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::tanzania-landcover-2000-scheme-i"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/Tanzania_Landcover_2000_Scheme_I/ImageServer"
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					"@type": "dcat:Distribution",
					"title": "Map Server",
					"format": null,
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Tanzania/Tanzania_Landcover_2000_Scheme_I/ImageServer",
					"description": null
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				{
					"@type": "dcat:Distribution",
					"title": "Zipped Download",
					"format": null,
					"accessURL": "https://s3.amazonaws.com/rcmrd-open-data/downloadable_files/Tanzania_Landcover_2000_Scheme_I.zip",
					"description": null
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			"theme": [
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=24209f4adecd4b51854f44d9888f7104&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-dog-habitat-suitability",
			"title": "Wild Dog Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"wild dog",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T13:07:31.000Z",
			"modified": "2021-11-10T14:07:33.110Z",
			"publisher": {
				"name": "Conservation International"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "23.4848,-11.7971,40.9163,9.0481",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmnetal Consultants, Environmnetal Incentives or USAID.</span>",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-dog-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Wild_dog_natcap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/24209f4adecd4b51854f44d9888f7104/csv?layers=0"
				},
				{
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					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/24209f4adecd4b51854f44d9888f7104/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/24209f4adecd4b51854f44d9888f7104/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/24209f4adecd4b51854f44d9888f7104/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=6e1212160b8c434e814007b0c0b658d5",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::rwanda-land-cover-2010-scheme-ii",
			"title": "Rwanda Land Cover 2010 Scheme II",
			"description": "Land Cover maps were developed for Green Houses gases Inventories to provide baseline data for Land use, land-use change and \r\nforestry (LULUCF) sector.",
			"keyword": [
				"GHG",
				"land use",
				"land cover",
				"agriculture",
				"biodiversity",
				"climate",
				"2010",
				"ecosystem",
				"environment",
				"Rwanda",
				"serviresa",
				"lulc-serviresa",
				"afs-serviresa"
			],
			"issued": "2018-01-26T14:36:15.000Z",
			"modified": "2018-01-26T16:31:10.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "28.8468,-2.8937,30.9114,-1.0218",
			"license": "http://opendatacommons.org/licenses/odbl/summary",
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				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::rwanda-land-cover-2010-scheme-ii"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://maps.rcmrd.org/arcgis/rest/services/Rwanda/Rwanda_Landcover_2010_Scheme_II/ImageServer"
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			"identifier": "https://www.arcgis.com/home/item.html?id=eb8e720475c9470cb4265820a6a0b253&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::reeds-sedges-monetary-value",
			"title": "Reeds & Sedges (Monetary Value)",
			"description": "Monetary value of reeds &amp; sedges harvested (US dollars) per country intersecting wildlife landscapes.",
			"keyword": [
				"reeds",
				"sedges",
				"harvested resources",
				"ecosystem services",
				"natural capital",
				"east africa"
			],
			"issued": "2021-11-05T07:15:34.000Z",
			"modified": "2021-11-05T07:21:41.366Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
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					"title": "ArcGIS Hub Dataset",
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					"format": "ArcGIS GeoServices REST API",
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					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/ReedsSedges_monetary/FeatureServer/0"
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					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb8e720475c9470cb4265820a6a0b253/csv?layers=0"
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					"mediaType": "application/zip",
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				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb8e720475c9470cb4265820a6a0b253/geojson?layers=0"
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=276ef22f595d469cbc6a39f3d12a075f&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::black-rhinoceros-habitat-suitability",
			"title": "Black Rhinoceros Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"rhinoceros",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T13:01:46.000Z",
			"modified": "2021-11-10T14:06:58.225Z",
			"publisher": {
				"name": "Conservation International"
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			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"accessLevel": "public",
			"spatial": "28.8334,-11.7933,40.6663,3.6264",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmnetal Consultants, Environmnetal Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::black-rhinoceros-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Black_rhinoceros_natcap/FeatureServer/0"
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				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/276ef22f595d469cbc6a39f3d12a075f/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/276ef22f595d469cbc6a39f3d12a075f/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/276ef22f595d469cbc6a39f3d12a075f/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/276ef22f595d469cbc6a39f3d12a075f/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=c6ec31827a8a4c97a8767411020043a6&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::cheetah-habitat-suitability",
			"title": "Cheetah Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p></div></div></div>",
			"keyword": [
				"cheetah",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T12:56:04.000Z",
			"modified": "2021-11-10T14:10:24.931Z",
			"publisher": {
				"name": "Conservation International"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "23.3981,-11.8032,41.9162,12.3050",
			"license": "This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::cheetah-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Cheetah_natcap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/c6ec31827a8a4c97a8767411020043a6/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/c6ec31827a8a4c97a8767411020043a6/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/c6ec31827a8a4c97a8767411020043a6/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/c6ec31827a8a4c97a8767411020043a6/kml?layers=0"
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			],
			"theme": [
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		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=eaeb06e2e58047a397259e00ea1c30e6&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::rivers-simple",
			"title": "Rivers (Simple)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Simple and generalised shapefile showing main rivers of East Africa Community area.</span>",
			"keyword": [
				"rivers",
				"hydrology",
				"east africa"
			],
			"issued": "2021-12-02T12:10:31.000Z",
			"modified": "2022-03-08T06:59:46.207Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
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				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
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			"accessLevel": "public",
			"spatial": "29.3456,-5.4211,40.5150,3.7767",
			"license": "This layer comprises very simplified and generalised polylines of rivers, downloaded from landscapeportal.org/. No responsibility is taken for the accuracy of the data and attributes.",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::rivers-simple"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Rivers_(Simple)/FeatureServer/0"
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				{
					"@type": "dcat:Distribution",
					"title": "CSV",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eaeb06e2e58047a397259e00ea1c30e6/csv?layers=0"
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				{
					"@type": "dcat:Distribution",
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					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eaeb06e2e58047a397259e00ea1c30e6/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eaeb06e2e58047a397259e00ea1c30e6/geojson?layers=0"
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				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eaeb06e2e58047a397259e00ea1c30e6/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
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		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=e44254b054d24ff697d52d813065ce0b&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::baseflow",
			"title": "Baseflow",
			"description": "<div style='text-align:Left;'><div><div><p>Total annual baseflow contribution (Megalitres/y) per sub-basin in each wildlife landscape.</p><p><span>Values are sumarised at sub-basin level using HydroBASINS. All HydroBASINS layers were derived from World Wildlife Fund’s HydroSHEDS data based on a grid resolution of 15 arc-seconds (approximately 500 m at the equator). Watersheds were delineated in a consistent manner at different scales, and a hierarchical sub-basin breakdown was created following the topological concept of the Pfafstetter coding system. The resulting polygon layers are termed HydroBASINS and represent a subset of the HydroSHEDS database. This shapefile contains (sub-)basin polygons for Africa at Pfafstetter level 6.</span></p></div></div></div>",
			"keyword": [
				"hydrological services",
				"ecosystem services",
				"east africa",
				"natural capital"
			],
			"issued": "2021-10-29T13:52:59.000Z",
			"modified": "2021-12-02T12:26:16.217Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<div style='text-align:Left;'><div><div><p><span><span>HydroBASINS is covered by the same License Agreement as the HydroSHEDS database, which is available at </span></span>hydrosheds.org<span>. For all regulations regarding license grants, copyright, redistribution restrictions, required attributions, disclaimer of warranty, indemnification, liability, waiver of damages, and a precise definition of licensed materials, please refer to the License Agreement. By downloading and using the data the user agrees to the terms and conditions of the License Agreement.</span></p><p><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span><br /></p></div></div></div>",
			"distribution": [
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					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::baseflow"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Baseflow/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e44254b054d24ff697d52d813065ce0b/csv?layers=0"
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				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e44254b054d24ff697d52d813065ce0b/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e44254b054d24ff697d52d813065ce0b/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/e44254b054d24ff697d52d813065ce0b/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=eb6be25e79d44b9d976de881f20a1a05&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::nature-based-tourism",
			"title": "Nature-based Tourism",
			"description": "Current and BAU scenario annual direct financial contribution of tourism derived from East Africa's unique species and landscapes in each country intersecting the wildlife landscapes, in US dollars per annum.",
			"keyword": [
				"tourism",
				"natcap",
				"east africa",
				"cultural",
				"ecosystem services",
				"natural capital",
				"cultural ecosystem services"
			],
			"issued": "2021-11-11T11:42:55.000Z",
			"modified": "2021-11-11T11:43:05.543Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::nature-based-tourism"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Nature_based_Tourism/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb6be25e79d44b9d976de881f20a1a05/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb6be25e79d44b9d976de881f20a1a05/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb6be25e79d44b9d976de881f20a1a05/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/eb6be25e79d44b9d976de881f20a1a05/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=f2f84200b0b1476a828b8282896f6120&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::blue-wildebeest-habitat-suitability",
			"title": "Blue Wildebeest Habitat Suitability",
			"description": "Blue wildebeest h<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:12pt;'>abitat suitability under near-historic climate and under future climate in ca. 2050 based on three different CMIP5 climate models. Data sourced from Conservation International (2018).</span><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'><br /></span></font></div><div><font face='Avenir Next W01, Avenir Next W00, Avenir Next, Avenir, Helvetica Neue, sans-serif'><span style='font-size:16px;'>The habitat suitability maps show the current habitat suitability based on current climate and the potential future habitat suitability as a result of changing climate. It does not account for current or future land use, hydrological changes, or inherent potential for adaptation to climate change. This approach maps where species are likely to migrate to as they attempt to stay within their specific climatic niche (Hijmans &amp; Graham, 2006). These species distribution models (SDMs) are based on the climate niches of their historical distributions, prior to major anthropogenic impacts.</span><br /></font><div><div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font style='font-family:inherit;'><br /></font><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit; font-size:12pt;'>The layer was derived as part of the work conducted for the report: '</span><span style='font-family:inherit;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit;'>Four Selected Landscapes and </span><span style='font-family:inherit;'>Assessment of the Current Trajectory'.</span></p><p style='margin-top:0px; margin-bottom:1.5rem;'><span style='font-family:inherit;'><br /></span></p></div></div></div>",
			"keyword": [
				"wildebeest",
				"natural capital",
				"east africa",
				"habitat suitability",
				"wildlife"
			],
			"issued": "2021-09-20T13:31:46.000Z",
			"modified": "2021-11-10T14:09:21.211Z",
			"publisher": {
				"name": "Conservation International"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "28.8334,-11.7988,41.5829,2.2985",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::blue-wildebeest-habitat-suitability"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Wildebeest_natcap/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f2f84200b0b1476a828b8282896f6120/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f2f84200b0b1476a828b8282896f6120/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f2f84200b0b1476a828b8282896f6120/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/f2f84200b0b1476a828b8282896f6120/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=13a1c4547c524631a85e5ed32a8fff20&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-plant-food-medicines-physical-value",
			"title": "Wild Plant Food & Medicines (Physical Value)",
			"description": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Approximate physical wild plant food &amp; medicines </span><span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>harvested (in kilogramss) per sub-national administrative area within the wildlife landscapes.</span>",
			"keyword": [
				"natural capital",
				"east africa",
				"harvested resources",
				"ecosystem services",
				"wild plant food",
				"wild medicines"
			],
			"issued": "2021-11-03T09:36:56.000Z",
			"modified": "2021-11-05T07:31:48.057Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9835,39.7904,4.6611",
			"license": "<div style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><div style='margin-bottom:3rem;'><div><div style='max-width:100%; display:inherit;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</div></div></div></div>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::wild-plant-food-medicines-physical-value"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Wild_plant_foods_and_medicines_physical/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13a1c4547c524631a85e5ed32a8fff20/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13a1c4547c524631a85e5ed32a8fff20/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13a1c4547c524631a85e5ed32a8fff20/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/13a1c4547c524631a85e5ed32a8fff20/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=8844d5ddcdf94a6f8c78a075f2c16688&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::sediment-retention",
			"title": "Sediment Retention",
			"description": "<div style='text-align:Left;'><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>Total annual sediment retained (Megatonnes/y) per sub-basin in each wildlife landscape.</p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='font-family:inherit;'>Values are sumarised at sub-basin level using HydroBASINS. All HydroBASINS layers were derived from World Wildlife Fund’s HydroSHEDS data based on a grid resolution of 15 arc-seconds (approximately 500 m at the equator). Watersheds were delineated in a consistent manner at different scales, and a hierarchical sub-basin breakdown was created following the topological concept of the Pfafstetter coding system. The resulting polygon layers are termed HydroBASINS and represent a subset of the HydroSHEDS database. This shapefile contains (sub-)basin polygons for Africa at Pfafstetter level 6.</span></p></div>",
			"keyword": [
				"hydrological services",
				"ecosystem services",
				"east africa",
				"natural capital"
			],
			"issued": "2021-10-29T14:03:12.000Z",
			"modified": "2021-11-30T08:32:28.588Z",
			"publisher": {
				"name": "Anchor Environmental Consultants"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "29.0512,-4.9858,39.7904,4.6611",
			"license": "<div style='text-align:Left;'><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>HydroBASINS is covered by the same License Agreement as the HydroSHEDS database, which is available at hydrosheds.org. For all regulations regarding license grants, copyright, redistribution restrictions, required attributions, disclaimer of warranty, indemnification, liability, waiver of damages, and a precise definition of licensed materials, please refer to the License Agreement. By downloading and using the data the user agrees to the terms and conditions of the License Agreement.</p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This layer may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</p></div>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/datasets/rcmrd::sediment-retention"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Sediment_retention/FeatureServer/0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "CSV",
					"format": "CSV",
					"mediaType": "text/csv",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8844d5ddcdf94a6f8c78a075f2c16688/csv?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "Shapefile",
					"format": "ZIP",
					"mediaType": "application/zip",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8844d5ddcdf94a6f8c78a075f2c16688/shapefile?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "GeoJSON",
					"format": "GeoJSON",
					"mediaType": "application/vnd.geo+json",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8844d5ddcdf94a6f8c78a075f2c16688/geojson?layers=0"
				},
				{
					"@type": "dcat:Distribution",
					"title": "KML",
					"format": "KML",
					"mediaType": "application/vnd.google-earth.kml+xml",
					"accessURL": "https://rcmrd.africageoportal.com/api/download/v1/items/8844d5ddcdf94a6f8c78a075f2c16688/kml?layers=0"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=2d2d43c4eff7413f9757fe68173f6093",
			"landingPage": "https://rcmrd.africageoportal.com/maps/rcmrd::transboundary-wildlife-landscapes-web-map-v1",
			"title": "Transboundary Wildlife Landscapes Web Map (v1)",
			"description": "Web Map exported from ArcGIS Pro for the prpoject '<span style='font-family:inherit; font-size:16px;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit; font-size:16px;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit; font-size:16px;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit; font-size:16px;'>Four Selected Landscapes and </span><span style='font-family:inherit; font-size:16px;'>Assessment of the Current Trajectory'.</span><div><span style='font-family:inherit; font-size:16px;'><br /></span></div><div>Version 1, subject to edits.</div>",
			"keyword": [
				"natural capital",
				"east africa",
				"web map",
				"ecosystem services",
				"wildlife landscapes",
				"economic value"
			],
			"issued": "2021-09-20T17:33:12.000Z",
			"modified": "2023-05-30T11:41:59.000Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
				"@type": "vcard:Contact",
				"fn": "PKabatha",
				"hasEmail": "mailto:rcmrd@rcmrd.org"
			},
			"accessLevel": "public",
			"spatial": "22.9266,-13.3072,41.9068,12.2364",
			"license": "<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This dataset may not be downloaded, altered or edited without the permission of Anchor Environmental Consultants, Environmental Incentives or USAID.</span>",
			"distribution": [
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS Hub Dataset",
					"format": "Web Page",
					"mediaType": "text/html",
					"accessURL": "https://rcmrd.africageoportal.com/maps/rcmrd::transboundary-wildlife-landscapes-web-map-v1"
				},
				{
					"@type": "dcat:Distribution",
					"title": "ArcGIS GeoService",
					"format": "ArcGIS GeoServices REST API",
					"mediaType": "application/json",
					"accessURL": "https://services6.arcgis.com/zOnyumh63cMmLBBH/arcgis/rest/services/Web_Map_test_WFL1/FeatureServer"
				}
			],
			"theme": [
				"geospatial"
			]
		},
		{
			"@type": "dcat:Dataset",
			"identifier": "https://www.arcgis.com/home/item.html?id=2d2d43c4eff7413f9757fe68173f6093&sublayer=0",
			"landingPage": "https://rcmrd.africageoportal.com/datasets/rcmrd::internationalborders",
			"title": "InternationalBorders",
			"description": "Web Map exported from ArcGIS Pro for the prpoject '<span style='font-family:inherit; font-size:16px;'>ECONOMIC VALUE OF EAST AFRICA’S </span><span style='font-family:inherit; font-size:16px;'>TRANSBOUNDARY WILDLIFE LANDSCAPES: </span><span style='font-family:inherit; font-size:16px;'>A Preliminary Natural Capital Assessment of </span><span style='font-family:inherit; font-size:16px;'>Four Selected Landscapes and </span><span style='font-family:inherit; font-size:16px;'>Assessment of the Current Trajectory'.</span><div><span style='font-family:inherit; font-size:16px;'><br /></span></div><div>Version 1, subject to edits.</div>",
			"keyword": [
				"natural capital",
				"east africa",
				"web map",
				"ecosystem services",
				"wildlife landscapes",
				"economic value"
			],
			"issued": "2021-09-20T17:33:12.000Z",
			"modified": "2021-11-04T10:37:27.470Z",
			"publisher": {
				"name": "Regional Centre for Mapping of Resource for Development"
			},
			"contactPoint": {
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}