| packages |
[{'author': None, 'author_email': None, 'creator_user_id': '51ab5002-5dc5-4fdc-a0ab-ce13592d0d6f', 'doi': '', 'featured': 'false', 'id': 'c98c5ffa-b500-4da2-92d8-e6e634e87a0a', 'isopen': False, 'license_id': None, 'license_title': None, 'lineage_statement': 'The 2025 CBERS 4A Wide Field Imager (WPM) acquired directly and processed in-house by South Africa national Space Agency, in Pretoria, South Africa. The CBGERS4A acquired between 04 January and 29 December 2025, with a spatial resolution of 8m multispectral 4 bands (RGB, NIR) and 2m panchromatic, processed to Level2B and provided in GeoTiff format.', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2026-02-02T12:56:53.065059', 'metadata_date': '2026-02-02T00:00', 'metadata_modified': '2026-02-02T12:59:12.058630', 'metadata_thumbnail': '', 'name': '2025-cbers-4a-', 'notes': 'The 2025 CBERS 4A Wide Field Imager (WPM) acquired directly and processed in-house by South Africa national Space Agency, in Pretoria, South Africa. The CBGERS4A acquired between 04 January and 29 December 2025, with a spatial resolution of 8m multispectral 4 bands (RGB, NIR) and 2m panchromatic, processed to Level2B and provided in 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. SANSA also provides state-of-the-art facilities to monitor space weather, provide launch support and data downloads as well as supporting the growth of the local space industry.', 'image_url': '2025-07-31-061500.854757SANSALogo.jpg', 'created': '2025-04-01T13:27:03.699924', 'is_organization': True, 'approval_status': 'approved', 'state': 'active'}, 'owner_org': 'a959e782-51ce-4adc-b84d-f89961445cdb', 'private': False, 'reference_system_additional_info': '', 'spatial': '{"type": "Polygon", "coordinates": [[[16.4699, -34.8212], [32.8931, -34.8212], [32.8931, -22.1265], [16.4699, -22.1265], [16.4699, -34.8212]]]}', 'state': 'active', 'title': '2025 CBERS 4A', 'type': 'dataset', 'url': None, 'version': None, 'contact': [{'electronic_mail_address': 'customers-eo@sansa.org.za', 'individual_name': "SANSA's customer services", 'position_name': 'Customer services', 'role': 'point_of_contact'}], 'contact_information': [{'facsimile': '', 'voice': '0123345024'}], 'dataset_reference_date': [{'reference': '2026-02-02T14:52', 'reference_date_type': 1}], 'distribution_format': [{'name': 'PDF,xml', 'version': '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': 'Catalogue Service', 'description': 5, 'linkage': 'https://catalogue.sansa.org.za', 'name': "SANSA's customer services"}], 'resources': [{'cache_last_updated': None, 'cache_url': None, 'created': '2026-02-02T12:58:34.722073', 'description': '', 'format': '', 'format_version': '', 'hash': '', 'id': 'baea43dc-cbcd-4ac3-aed3-464f53763855', 'last_modified': None, 'metadata_modified': '2026-02-02T12:58:34.632601', 'mimetype': None, 'mimetype_inner': None, 'name': '', 'package_id': 'c98c5ffa-b500-4da2-92d8-e6e634e87a0a', 'position': 0, 'resource_type': 'other', 'size': None, 'state': 'active', 'upload_mode': 'single', 'url': 'http://catalogue.sansa.org.za/', 'url_type': None}], 'responsible_party': [{'electronic_mail_address': 'customers-eo@sansa.org.za', 'individual_name': 'South African National Space Agency', 'position_name': 'Earth Observation', 'role': 'owner', 'website': 'www.sansa.org.za'}], 'responsible_party_contact_address': [{'administrative_area': 'Gauteng', 'city': 'Pretoria', 'delivery_point': 'Building 10, CSIR Campus, Meiring Naude Road, Brummeria ', 'postal_code': ' 0184'}], 'responsible_party_contact_info': [{'facsimile': '', 'voice': '0123345024'}], 'spatial_parameters': [{'equivalent_scale': '1:2000', 'spatial_reference_system': 'EPSG:4326', 'spatial_representation_type': '007'}], 'tags': [{'display_name': 'Imagery-Basemaps-Earth Cover', 'id': '8895be3b-53e6-43b4-b77b-571ea5ff5252', 'name': 'Imagery-Basemaps-Earth Cover', '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': '64e47517-dce0-4a13-9ab7-ef1cfcd1d892', 'doi': '10.15493/SAEON.FYNBOS.10000001', 'featured': 'false', 'id': 'e66d4a36-8db1-4f93-9236-05523d2ad639', 'isopen': False, 'license_id': None, 'license_title': None, 'lineage_statement': 'A climate-aided Bayesian kriging approach is used to interpolate 20 years of daily meteorological observations (maximum and minimum temperature and precipitation) to a 1 arc-minute grid for the Cape Floristic Region of South Africa. Independent validation data revealed overall predictive performance of the interpolation to have R2 values of 0.90, 0.85, and 0.59 for maximum temperature, minimum temperature, and precipitation, respectively. A suite of ecologically-relevant climate metrics that include the uncertainty introduced by the interpolation were then generated. By providing the high resolution climate metric surfaces and uncertainties, this work facilitates richer and more robust predictive modeling in ecology and bio- geography. These data can be incorporated into ecological models to propagate the uncertainties through to the final predictions', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-10-16T11:32:14.831108', 'metadata_date': '2016-01-01T00:00', 'metadata_modified': '2025-10-17T09:38:59.712167', 'metadata_thumbnail': '', 'name': 'interpolated_observed_weather_data_for_the_cape_floristic_region', 'notes': 'Conservation of biodiversity demands comprehension of evolutionary and ecological patterns and processes that occur over vast spatial and temporal scales. A central goal of ecology is to understand the climatic factors that control ecological processes and this has become even more important in the face of climate change. Especially at global scales, there can be enormous uncertainty in underlying environmental data used to explain ecological processes, but that uncertainty is rarely quantified or incorporated into ecological models. In this study a climate-aided Bayesian kriging approach is used to interpolate 20 years of daily meteorological observations (maximum and minimum temperature and precipitation) to a 1 arc-minute grid for the Cape Floristic Region of South Africa. Independent validation data revealed overall predictive performance of the interpolation to have R2 values of 0.90, 0.85, and 0.59 for maximum temperature, minimum temperature, and precipitation, respectively. A suite of ecologically-relevant climate metrics that include the uncertainty introduced by the interpolation were then generated. By providing the high resolution climate metric surfaces and uncertainties, this work facilitates richer and more robust predictive modeling in ecology and bio- geography. These data can be incorporated into ecological models to propagate the uncertainties through to the final predictions.', 'num_resources': 1, 'num_tags': 6, '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. 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RADARSAT-2 is acquired over South Africa’s Exclusive Economic Zone, Prince Edward, and Marion Islands. Data is acquired in any combination of horizontal and vertical polarizations (HH, HV) since 2018 to 2021 and 2025 to the present.', 'num_resources': 2, '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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The imagery includes multispectral bands at a spatial resolution of 30 m and a panchromatic band at 15 m covering South Africa. The images were acquired between 01 January -31 December 2023 , processed to Level1 TP and provided the GeoTiff format.', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-27T14:10:00.373492', 'metadata_date': '2025-08-27T10:00', 'metadata_modified': '2025-08-27T14:10:44.541443', 'metadata_thumbnail': '', 'name': '2023-landsat-08-satellite-imagery', 'notes': 'Landsat 08 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. 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SANSA also provides state-of-the-art facilities to monitor space weather, provide launch support and data downloads as well as supporting the growth of the local space industry.', 'image_url': '2025-07-31-061500.854757SANSALogo.jpg', 'created': '2025-04-01T13:27:03.699924', 'is_organization': True, 'approval_status': 'approved', 'state': 'active'}, 'owner_org': 'a959e782-51ce-4adc-b84d-f89961445cdb', 'private': False, 'reference_system_additional_info': '', 'spatial': '{"type": "Polygon", "coordinates": [[[16.4699, -34.8212], [32.8931, -34.8212], [32.8931, -22.1265], [16.4699, -22.1265], [16.4699, -34.8212]]]}', 'state': 'active', 'title': '2023 Landsat 08 Satellite Imagery', 'type': 'dataset', 'url': None, 'version': None, 'contact': [{'electronic_mail_address': 'customers-eo@sansa.org.za', 'individual_name': "SANSA's customer services", 'position_name': 'Customer services', 'role': 'point_of_contact'}], 'contact_information': [{'facsimile': '', 'voice': '0123345024'}], 'dataset_reference_date': [{'reference': '2023-12-31T00:00', 'reference_date_type': 1}], 'distribution_format': [{'name': 'PDF,xml', 'version': '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': 'Catalogue Service', 'description': 5, 'linkage': 'https://catalogue.sansa.org.za', 'name': "SANSA's customer services"}], 'resources': [{'cache_last_updated': None, 'cache_url': None, 'created': '2025-08-27T14:10:11.071557', 'description': '', 'format': '', 'format_version': '', 'hash': '', 'id': '2ead516a-e072-4a0f-9598-06b25cb2d6cf', 'last_modified': None, 'metadata_modified': '2025-08-27T14:10:11.062142', 'mimetype': None, 'mimetype_inner': None, 'name': '', 'package_id': '09a1e549-5fb4-40ee-8e77-c071453722c7', 'position': 0, 'resource_type': 'other', 'size': None, 'state': 'active', 'upload_mode': 'single', 'url': 'http://catalogue.sansa.org.za/', 'url_type': None}], 'responsible_party': [{'electronic_mail_address': 'Building 10, CSIR Campus, Meiring Naude Road, Brummeria, Pretoria 0184', 'individual_name': 'South African National Space Agency', 'position_name': 'Earth Observation', 'role': 'distributor', 'website': 'www.sansa.org.za'}], 'responsible_party_contact_address': [{'administrative_area': 'Gauteng', 'city': 'Pretoria', 'delivery_point': 'Building 10, CSIR Campus, Meiring Naude Road, Brummeria ', 'postal_code': '0184'}], 'responsible_party_contact_info': [{'facsimile': '', 'voice': '0123345024'}], 'spatial_parameters': [{'equivalent_scale': '1:30000', 'spatial_reference_system': 'EPSG:4326', 'spatial_representation_type': '007'}], 'tags': [{'display_name': 'Imagery-Basemaps-Earth Cover', 'id': '8895be3b-53e6-43b4-b77b-571ea5ff5252', 'name': 'Imagery-Basemaps-Earth Cover', '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': '51ab5002-5dc5-4fdc-a0ab-ce13592d0d6f', 'doi': '', 'featured': 'false', 'id': '17c3bf37-ac5d-45d2-8508-0921d332684c', 'isopen': False, 'license_id': None, 'license_title': None, 'lineage_statement': ' 2013 SPOT 5 imagery was acquired and processed by the South African National Space Agency (SANSA). The dataset includes SPOT 5 images with a spatial resolution of 10\u202fm (three-band multispectral, band J) and 5\u202fm panchromatic (bands A and B). The images were processed to Level 1A and acquired between 07 February and 31 December 2013, covering selected areas of South Africa. The data are provided in GeoTIFF format', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-27T13:41:47.147201', 'metadata_date': '2025-08-27T00:00', 'metadata_modified': '2025-08-27T13:57:24.351033', 'metadata_thumbnail': '', 'name': '2013-spot-5-satellite-imagery', 'notes': ' 2013 SPOT 5 imagery was acquired and processed by the South African National Space Agency (SANSA). The dataset includes SPOT 5 images with a spatial resolution of 10\u202fm (three-band multispectral, band J) and 5\u202fm panchromatic (bands A and B). The images were processed to Level 1A and acquired between 07 February and 31 December 2013, covering selected areas of South Africa. 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The dataset includes SPOT 5 images with a spatial resolution of 10\u202fm (three-band multispectral, band J) and 5\u202fm panchromatic (bands A and B). The images were processed to Level 1A and acquired between 16 January and 10 October 2015, covering selected areas of South Africa. The data are provided in GeoTIFF format.', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-27T13:55:54.623428', 'metadata_date': '2025-08-27T10:00', 'metadata_modified': '2025-08-27T13:56:26.325710', 'metadata_thumbnail': '', 'name': '2015--spot-5-satellite-imagery', 'notes': '2015 SPOT 5 imagery was acquired and processed by the South African National Space Agency (SANSA). The dataset includes SPOT 5 images with a spatial resolution of 10\u202fm (three-band multispectral, band J) and 5\u202fm panchromatic (bands A and B). The images were processed to Level 1A and acquired between 16 January and 10 October 2015, covering selected areas of South Africa. The data are provided in 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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', 'maintainer': None, 'maintainer_email': None, 'metadata_created': '2025-08-27T12:39:12.192204', 'metadata_date': '2025-08-27T14:38', 'metadata_modified': '2025-08-27T12:41:58.829540', 'metadata_thumbnail': '', 'name': '2024-sentinel-2q3-cloudless-mosaic-', 'notes': '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. \r\n\r\nThe 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. 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