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[{'author': None, 'author_email': None, 'creator_user_id': '64e47517-dce0-4a13-9ab7-ef1cfcd1d892', 'doi': '10.15493/BEA.DATA.10000099', 'featured': 'false', 'id': '008cf5d6-83c0-4cfa-b833-7b04808d84c4', 'isopen': False, 'license_id': None, 'license_title': None, 'lineage_statement': 'Landcover data entries were obtained from Landsat satellite images used to generate landcover information into 72 landcover types; vegetation type is collected by SANBI; Aboveground woody biomass (carbon values) collected from high resolution data in the Savannah (CSIR- DMt/ha at 100m resolution) or from lower resolution data for the rest of the country (1km).', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-10-16T11:53:36.431154', 'metadata_date': '2023-06-23T00:00', 'metadata_modified': '2025-10-16T11:56:14.253772', 'metadata_thumbnail': '', 'name': 'bush_encroachment_and_land_cover_change', 'notes': 'The dataset shows landcover change between 1990 (lcov_1990) and 2013 (lcov_2013). Attribute information includes ; pagenumber, mapcode12 (vegetation type), dn_new (aboveground carbon values-DMt/ha), lcov_1990, lcov_2013, parent1990 (general landcover name), parent2013, old_new (landcover change), parent_old_new (landcover change by name), dn_ave_1990 (average for each landcover in 1990), dn_ave_2013, dn_ave_change (average carbon change between 1990 and 2013); and boolean information for the following: bush encroachment, grass encroachment, perturbation, degradation, restoration, habitat loss. Landcover data entries were obtained from Landsat satellite images used to generate landcover information into 72 landcover types; vegetation type is collected by SANBI; Aboveground woody biomass (carbon values) collected from high resolution data in the Savannah (CSIR- DMt/ha at 100m resolution) or from lower resolution data for the rest of the country (1km).', 'num_resources': 1, 'num_tags': 10, 'organization': {'id': 'c4a18544-cded-4488-9f43-c02a1094ad39', 'name': 'saeon', 'title': 'NRF-SAEON', 'type': 'organization', 'description': 'The South African Environmental Observation Network (SAEON) is a long-term environmental observation and research facility of the National Research Foundation (NRF). SAEON’s three focus areas are environmental observation, data management and education outreach. The Department of Science, Technology and Innovation (DSTI) provides core funding for these activities. ', 'image_url': '2025-08-01-083136.289314LogoSAEON.png', 'created': '2025-05-26T07:57:06.135422', 'is_organization': True, 'approval_status': 'approved', 'state': 'active'}, 'owner_org': 'c4a18544-cded-4488-9f43-c02a1094ad39', 'private': False, 'reference_system_additional_info': '', 'spatial': '{"type": "Polygon", "coordinates": [[[16.48, -34.8], [32.9, -34.8], [32.9, -22.1], [16.48, -22.1], [16.48, -34.8]]]}', 'state': 'active', 'title': 'Bush Encroachment and Land Cover Change', 'type': 'dataset', 'url': None, 'version': None, 'contact': [{'electronic_mail_address': 'curation@saeon.nrf.ac.za', 'individual_name': 'Data Curation', 'position_name': '', 'role': 'point_of_contact'}], 'contact_information': [{'facsimile': '', 'voice': ''}], 'dataset_reference_date': [{'reference': '2018-01-01T00:00', 'reference_date_type': 2}], 'distribution_format': [{'name': 'Electronic metadata record', 'version': '1.1'}], 'metadata_language_and_character_set': [{'dataset_character_set': 'utf-8', 'dataset_language': 'English', 'metadata_character_set': 'utf-8', 'metadata_language': 'English'}], 'metadata_standard': [{'name': 'SANS 1878-1:2011', 'version': '1.1'}], 'online_resource': [{'application_profile': '', 'description': '', 'linkage': 'https://catalogue.saeon.ac.za/records/10.15493/BEA.DATA.10000099', 'name': 'Bush Encroachment and Land Cover Change'}], 'resources': [{'cache_last_updated': None, 'cache_url': None, 'created': '2025-10-16T11:56:03.044528', 'description': '', 'format': 'GEOMAP', 'format_version': '', 'hash': '', 'id': 'ae0b8354-0344-4a6c-a6ec-2281da96ef1b', 'last_modified': None, 'metadata_modified': '2025-10-16T11:56:03.012500', 'mimetype': None, 'mimetype_inner': None, 'name': 'Bush Encroachment and Land Cover Change', 'package_id': '008cf5d6-83c0-4cfa-b833-7b04808d84c4', 'position': 0, 'resource_type': 'other', 'size': None, 'state': 'active', 'upload_mode': 'single', 'url': 'https://catalogue.saeon.ac.za/records/10.15493/BEA.DATA.10000099', 'url_type': None}], 'responsible_party': [{'electronic_mail_address': '', 'individual_name': 'South African Environmental Observation Network', 'position_name': 'Organisation', 'role': 'resource_provider', 'website': 'catalogue.saeon.ac.za'}], 'responsible_party_contact_address': [{'administrative_area': '', 'city': '', 'delivery_point': '', 'postal_code': ''}], 'responsible_party_contact_info': [{'facsimile': '', 'voice': ''}], 'spatial_parameters': [{'equivalent_scale': 'N/A', 'spatial_reference_system': 'EPSG: 4326', 'spatial_representation_type': '001'}], 'tags': [{'display_name': 'Imagery-Basemaps-Earth Cover', 'id': '8895be3b-53e6-43b4-b77b-571ea5ff5252', 'name': 'Imagery-Basemaps-Earth Cover', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'aboveground woody biomass', 'id': 'd70e9ece-6f66-425c-b968-27d8ca0e9b6f', 'name': 'aboveground woody biomass', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'bush encroachment', 'id': '28f6b44a-fc87-4a0f-99a9-0fe35f0778f7', 'name': 'bush encroachment', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'degradation', 'id': 'e36648ca-0354-47e6-82bc-4f6ca1e9a481', 'name': 'degradation', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'grass encroachment', 'id': '64d2ab52-5e98-4ee4-b682-f5ed25153868', 'name': 'grass encroachment', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'habitat loss', 'id': '4f029253-c65b-4fcd-a869-8275ae9723d6', 'name': 'habitat loss', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'landcover', 'id': '54b45451-0abb-47f6-81c5-47d06954721b', 'name': 'landcover', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'perturbation', 'id': '4993162e-83c9-4d6c-9ed2-4264eb57550c', 'name': 'perturbation', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'restoration', 'id': 'eba4a3e7-e03c-45d7-b834-6d5f5b1b503a', 'name': 'restoration', 'state': 'active', 'vocabulary_id': None}, {'display_name': 'vegetation type', 'id': 'ff1a6433-60ae-47f9-be2c-4fe1b6a51655', 'name': 'vegetation type', 'state': 'active', 'vocabulary_id': None}], 'topic_and_saeoss_themes': [{'iso_topic_category': 'imageryBaseMapsEarthCover'}], 'groups': [], 'relationships_as_subject': [], 'relationships_as_object': []}, {'author': None, 'author_email': None, 'creator_user_id': '0b92035a-fbbd-4659-ac02-1454f5ea394d', 'doi': '', 'featured': 'true', 'id': 'b33b8297-1adc-47b2-9a15-667da9f622da', 'isopen': False, 'license_id': None, 'license_title': None, 'lineage_statement': 'This quarter 3 Sentinel-2 Mosaic was downloaded from Sentinel https://browser.dataspace.copernicus.eu/. The mosaic was generated from using Sentinel-2 data from July -September 2024. The cloudless mosaic of South Africa consist of 4 spectral Sentinel-2 bands (Blue, Green, Red, and NIR) composite.. The entire country of South Africa and is presented in a georeferenced raster Geo-TIFF format and the spatial resolution is 10 meters. The Mosaic was downloaded by the South African National Agency(SANSA). SANSA combined separated 4 spectral bands into a single image. These data was packaged and organised into the country’s 4 UTMS zones. The Mosaic covers South Africa and presented in a map-corrected raster format, based on 10 x 10 m cells equivalent to the images resolution of the source sentinel multispectral imagery. 4 and pixel size is Pixel Size is 10,-10. 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The Mosaic covers South Africa and presented in a map-corrected raster format, based on 10 x 10 m cells equivalent to the images resolution of the source sentinel multispectral imagery. 4 and pixel size is Pixel Size is 10,-10. \r\n\r\nThe packaged datasets processed by SANSA are subject to strict distribution controls. Only SANSA is authorized to distribute these datasets directly to government departments or other approved requesters. \r\n', 'num_resources': 1, 'num_tags': 0, 'organization': {'id': 'a959e782-51ce-4adc-b84d-f89961445cdb', 'name': 'sansa', 'title': 'SANSA', 'type': 'organization', 'description': 'SANSA was created to promote the use of space and strengthen cooperation in space-related activities while fostering research in space science, advancing scientific engineering through developing human capital, and supporting industrial development in space technologies. 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The imagery includes multispectral bands at a spatial resolution of 30 m and a panchromatic band at 15 m covering South Africa. The images are processed to Level1 TP and provided the GeoTiff format. ', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-25T09:04:01.886407', 'metadata_date': '2025-08-25T00:00', 'metadata_modified': '2025-08-25T11:07:14.125686', 'metadata_thumbnail': '', 'name': '1999--2012-spot-4-satellite-imagery', 'notes': 'Landsat 09 acquired directly at the South African National Space Agency ground station (JSA) at and processed by the South African National Space Agency in, South Africa. The imagery includes multispectral bands at a spatial resolution of 30 m and a panchromatic band at 15 m covering South Africa. The images are processed to Level1 TP and provided the GeoTiff format. ', 'num_resources': 1, 'num_tags': 1, 'organization': {'id': 'a959e782-51ce-4adc-b84d-f89961445cdb', 'name': 'sansa', 'title': 'SANSA', 'type': 'organization', 'description': 'SANSA was created to promote the use of space and strengthen cooperation in space-related activities while fostering research in space science, advancing scientific engineering through developing human capital, and supporting industrial development in space technologies. The research and work carried out at SANSA focuses on Earth observation, space science, space engineering and space operations. Much of this work involves monitoring the Earth for policy and decision making, resource and disaster management, food security and national security. 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SPOT 4 images with a spatial resolution of 20m (4 band multispectral(I)) and 10m panchromatic (M), processed to level 1A. The images were acquired between 22 September and 28 December 2010 covering some parts of South Africa and delivered in GeoTiff format', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-25T10:37:59.621810', 'metadata_date': '2025-08-25T10:00', 'metadata_modified': '2025-08-25T10:39:31.888193', 'metadata_thumbnail': '', 'name': '2010-spot4-satellite-imagery', 'notes': 'SPOT 4 acquired and processed by the South African National Space Agency (then Satellite Application Centre) in South Africa. SPOT 4 images with a spatial resolution of 20m (4 band multispectral(I)) and 10m panchromatic (M), processed to level 1A. 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