| f | { | f | { |
| "agreement": "true", | | "agreement": "true", |
| "alternative_identifier": "https://doi.org/10.25413/sun.29958053", | | "alternative_identifier": "https://doi.org/10.25413/sun.29958053", |
| "author": null, | | "author": null, |
| "author_email": null, | | "author_email": null, |
| "authors": [ | | "authors": [ |
| { | | { |
| "author_department": "Water Science Unit", | | "author_department": "Water Science Unit", |
| "author_email": "RebeloA@arc.agric.za", | | "author_email": "RebeloA@arc.agric.za", |
| "author_name": "Liam", | | "author_name": "Liam", |
| "author_organization": "Agricultural Research Council - Natural | | "author_organization": "Agricultural Research Council - Natural |
| Resources and Engineering", | | Resources and Engineering", |
| "author_surname": "Cogill", | | "author_surname": "Cogill", |
| n | "contact_same_as_author": "false" | n | "contact_same_as_author": "true" |
| }, | | }, |
| { | | { |
| "author_department": "Conservation Ecology and Entomology", | | "author_department": "Conservation Ecology and Entomology", |
| "author_email": "RebeloA@arc.agric.za", | | "author_email": "RebeloA@arc.agric.za", |
| "author_name": "Thandeka", | | "author_name": "Thandeka", |
| "author_organization": "Stellenbosch University", | | "author_organization": "Stellenbosch University", |
| "author_surname": "Skosana", | | "author_surname": "Skosana", |
| "contact_same_as_author": "false" | | "contact_same_as_author": "false" |
| }, | | }, |
| { | | { |
| "author_department": "Water Science Unit", | | "author_department": "Water Science Unit", |
| "author_email": "RebeloA@arc.agric.za", | | "author_email": "RebeloA@arc.agric.za", |
| "author_name": "Alanna", | | "author_name": "Alanna", |
| "author_organization": "Agricultural Research Council - Natural | | "author_organization": "Agricultural Research Council - Natural |
| Resources and Engineering", | | Resources and Engineering", |
| "author_surname": "Rebelo", | | "author_surname": "Rebelo", |
| "contact_same_as_author": "true" | | "contact_same_as_author": "true" |
| } | | } |
| ], | | ], |
| "citation_title": "COGILL LS, SKOSANA TE and REBELO AJ (2025) | | "citation_title": "COGILL LS, SKOSANA TE and REBELO AJ (2025) |
| MapWAPS Invasive Alien Plant map for the Olifants-Doring Catchments. | | MapWAPS Invasive Alien Plant map for the Olifants-Doring Catchments. |
| Stellenbosch University. Dataset. | | Stellenbosch University. Dataset. |
| https://doi.org/10.25413/sun.29958053", | | https://doi.org/10.25413/sun.29958053", |
| "contact_person": [ | | "contact_person": [ |
| { | | { |
| "contact_department": "Water Science Unit", | | "contact_department": "Water Science Unit", |
| "contact_email": "RebeloA@arc.agric.za", | | "contact_email": "RebeloA@arc.agric.za", |
| "contact_name": "Liam", | | "contact_name": "Liam", |
| "contact_orgnization": "Agricultural Research Council - Natural | | "contact_orgnization": "Agricultural Research Council - Natural |
| Resources and Engineering" | | Resources and Engineering" |
| } | | } |
| ], | | ], |
| "creator_user_id": "bc28a33f-dc21-4795-a57f-da7cd1aa23ea", | | "creator_user_id": "bc28a33f-dc21-4795-a57f-da7cd1aa23ea", |
| "data_classification": "static", | | "data_classification": "static", |
| "data_collection_organization": "Agricultural Research Council - | | "data_collection_organization": "Agricultural Research Council - |
| Natural Resources and Engineering; Stellenbosch University", | | Natural Resources and Engineering; Stellenbosch University", |
| "data_reference_date": [ | | "data_reference_date": [ |
| { | | { |
| "data_reference_date_from": "2022-04-01", | | "data_reference_date_from": "2022-04-01", |
| "data_reference_date_to": "2025-03-31" | | "data_reference_date_to": "2025-03-31" |
| } | | } |
| ], | | ], |
| "data_structure_category": "structured", | | "data_structure_category": "structured", |
| "dataset_language": "English", | | "dataset_language": "English", |
| "dataset_license_url": | | "dataset_license_url": |
| "https://creativecommons.org/licenses/by/4.0/", | | "https://creativecommons.org/licenses/by/4.0/", |
| "did_author_or_contact_organization_collect_the_data": "true", | | "did_author_or_contact_organization_collect_the_data": "true", |
| "email": "RebeloA@arc.agric.za", | | "email": "RebeloA@arc.agric.za", |
| "groups": [], | | "groups": [], |
| "id": "6cd6de87-1038-452c-8921-fcabfcd51f1c", | | "id": "6cd6de87-1038-452c-8921-fcabfcd51f1c", |
| "isopen": false, | | "isopen": false, |
| "keywords": "invasive alien plants, woody invasive species, | | "keywords": "invasive alien plants, woody invasive species, |
| Olifants-Doring catchment, remote sensing, Random Forest | | Olifants-Doring catchment, remote sensing, Random Forest |
| classification, Sentinel-2, land cover mapping, biological invasions, | | classification, Sentinel-2, land cover mapping, biological invasions, |
| water source areas, South Africa, Western Cape", | | water source areas, South Africa, Western Cape", |
| "license": "Open (Creative Commons)", | | "license": "Open (Creative Commons)", |
| "license_id": null, | | "license_id": null, |
| "license_title": null, | | "license_title": null, |
| "maintainer": null, | | "maintainer": null, |
| "maintainer_email": null, | | "maintainer_email": null, |
| "metadata_created": "2026-05-20T07:48:01.372737", | | "metadata_created": "2026-05-20T07:48:01.372737", |
| n | "metadata_modified": "2026-05-20T07:48:01.372748", | n | "metadata_modified": "2026-05-20T07:49:43.478908", |
| "minimum_maximum_extent": [ | | "minimum_maximum_extent": [ |
| { | | { |
| "maximum_vertical_extent": "2100", | | "maximum_vertical_extent": "2100", |
| "minimum_vertical_extent": "0" | | "minimum_vertical_extent": "0" |
| } | | } |
| ], | | ], |
| "name": | | "name": |
| "mapwaps-invasive-alien-plant-map-for-the-olifants-doring-catchments", | | "mapwaps-invasive-alien-plant-map-for-the-olifants-doring-catchments", |
| "notes": "This dataset was generated as part of the MapWAPS project | | "notes": "This dataset was generated as part of the MapWAPS project |
| (Mapping Woody invasive Alien Plant Species), funded by the Water | | (Mapping Woody invasive Alien Plant Species), funded by the Water |
| Research Commission (WRC) and launched on 1 April 2022. The project | | Research Commission (WRC) and launched on 1 April 2022. The project |
| aimed to map woody invasive alien plants and their impacts in key | | aimed to map woody invasive alien plants and their impacts in key |
| strategic water source areas across South Africa using freely | | strategic water source areas across South Africa using freely |
| n | available satellite imagery and cloud computing.\n\nThis archive | n | available satellite imagery and cloud computing.\r\n\r\nThis archive |
| contained the following data for the Olifants-Doring Catchments | | contained the following data for the Olifants-Doring Catchments |
| (Western Cape, South Africa): (1) a map of the occurrence of key | | (Western Cape, South Africa): (1) a map of the occurrence of key |
| invasive alien plants, derived using a Random Forest classification of | | invasive alien plants, derived using a Random Forest classification of |
| Sentinel-2 satellite imagery at 10 m spatial resolution (.tif file); | | Sentinel-2 satellite imagery at 10 m spatial resolution (.tif file); |
| (2) a metadata file for the map; (3) field training data (.shp); and | | (2) a metadata file for the map; (3) field training data (.shp); and |
| n | (4) a metadata file for the training data.\n\nSentinel-2 imagery was | n | (4) a metadata file for the training data.\r\n\r\nSentinel-2 imagery |
| sourced from the European Space Agency (ESA) Copernicus programme. The | | was sourced from the European Space Agency (ESA) Copernicus programme. |
| satellite constellation captured multispectral data in 13 spectral | | The satellite constellation captured multispectral data in 13 spectral |
| bands at a 5-day revisit frequency. Classification was performed using | | bands at a 5-day revisit frequency. Classification was performed using |
| the Google Earth Engine cloud computing platform. Targeted taxa | | the Google Earth Engine cloud computing platform. Targeted taxa |
| typically included woody invasive species such as pines (Pinus spp.), | | typically included woody invasive species such as pines (Pinus spp.), |
| wattles (Acacia spp.), gums (Eucalyptus spp.), poplars (Populus spp.), | | wattles (Acacia spp.), gums (Eucalyptus spp.), poplars (Populus spp.), |
| and shrubby taxa such as Bugweed (Solanum mauritianum), with the exact | | and shrubby taxa such as Bugweed (Solanum mauritianum), with the exact |
| n | taxa mapped per catchment guided by key stakeholders.\n\nThe | n | taxa mapped per catchment guided by key stakeholders.\r\n\r\nThe |
| Olifants-Doring river system is located in the northwestern Western | | Olifants-Doring river system is located in the northwestern Western |
| Cape Province and encompasses a combined catchment of approximately | | Cape Province and encompasses a combined catchment of approximately |
| 46,220 km2. The system flows north-westward from the Winterhoek and | | 46,220 km2. The system flows north-westward from the Winterhoek and |
| Cederberg mountains before draining into the Atlantic Ocean near | | Cederberg mountains before draining into the Atlantic Ocean near |
| Papendorp. The catchment was recognised as a strategic water source | | Papendorp. The catchment was recognised as a strategic water source |
| area, supplying a disproportionately large volume of water relative to | | area, supplying a disproportionately large volume of water relative to |
| its geographic extent. Invasive alien trees were known to consume | | its geographic extent. Invasive alien trees were known to consume |
| excess water compared to indigenous vegetation, representing a | | excess water compared to indigenous vegetation, representing a |
| significant threat to already scarce water resources in this semi-arid | | significant threat to already scarce water resources in this semi-arid |
| n | region.\n\nField data collection was carried out through extensive | n | region.\r\n\r\nField data collection was carried out through extensive |
| stakeholder engagement and community collaboration. Training data were | | stakeholder engagement and community collaboration. Training data were |
| made publicly available via iNaturalist.org. Maps were archived on the | | made publicly available via iNaturalist.org. Maps were archived on the |
| SUNScholar Data Repository and the associated classification code was | | SUNScholar Data Repository and the associated classification code was |
| made available via GitHub. All academics using this dataset in any | | made available via GitHub. All academics using this dataset in any |
| scientific publication were required to offer the authors first right | | scientific publication were required to offer the authors first right |
| of refusal for co-authorship on any manuscripts. Practitioners were | | of refusal for co-authorship on any manuscripts. Practitioners were |
| free to use the dataset without restriction.", | | free to use the dataset without restriction.", |
| "num_resources": 0, | | "num_resources": 0, |
| "num_tags": 0, | | "num_tags": 0, |
| "organization": { | | "organization": { |
| "approval_status": "approved", | | "approval_status": "approved", |
| "created": "2025-11-12T19:07:25.734791", | | "created": "2025-11-12T19:07:25.734791", |
| "description": "The Agricultural Research Council is a premier | | "description": "The Agricultural Research Council is a premier |
| science institution that conducts research with partners, develops | | science institution that conducts research with partners, develops |
| human capital and fosters innovation to support and develop the | | human capital and fosters innovation to support and develop the |
| agricultural sector. ", | | agricultural sector. ", |
| "id": "83b40f98-af75-4fd2-9a27-9ef7295092b2", | | "id": "83b40f98-af75-4fd2-9a27-9ef7295092b2", |
| "image_url": "2025-11-12-190725.707868ARC-logo.jpg", | | "image_url": "2025-11-12-190725.707868ARC-logo.jpg", |
| "is_organization": true, | | "is_organization": true, |
| "name": "agricultural-research-council", | | "name": "agricultural-research-council", |
| "state": "active", | | "state": "active", |
| "title": "Agricultural Research Council", | | "title": "Agricultural Research Council", |
| "type": "organization" | | "type": "organization" |
| }, | | }, |
| "owner_org": "83b40f98-af75-4fd2-9a27-9ef7295092b2", | | "owner_org": "83b40f98-af75-4fd2-9a27-9ef7295092b2", |
| "private": false, | | "private": false, |
| "publication_date": "2025-01-01", | | "publication_date": "2025-01-01", |
| "publisher": "Stellenbosch University (SUNScholar Data Repository)", | | "publisher": "Stellenbosch University (SUNScholar Data Repository)", |
| "relationships_as_object": [], | | "relationships_as_object": [], |
| "relationships_as_subject": [], | | "relationships_as_subject": [], |
| "resources": [], | | "resources": [], |
| "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[18.0, | | "spatial": "{\"type\": \"Polygon\", \"coordinates\": [[[18.0, |
| n | -33.5], [20.8, -33.5], [20.8, -31.0], [18.0, -31.0], [18.0, | n | -31.0], [20.8, -31.0], [20.8, -33.5], [18.0, -33.5], [18.0, |
| -33.5]]]}", | | -31.0]]]}", |
| "state": "active", | | "state": "active", |
| "tags": [], | | "tags": [], |
| "title": "MapWAPS Invasive Alien Plant map for the Olifants-Doring | | "title": "MapWAPS Invasive Alien Plant map for the Olifants-Doring |
| Catchments", | | Catchments", |
| "type": "dataset", | | "type": "dataset", |
| "uploader_estimation_of_extent_of_processing": "refined", | | "uploader_estimation_of_extent_of_processing": "refined", |
| "url": null, | | "url": null, |
| "version": null, | | "version": null, |
| "vertical_extent_datum": "masl", | | "vertical_extent_datum": "masl", |
| "wrc_project_number": "K5/2748", | | "wrc_project_number": "K5/2748", |
| t | "wro_theme": "inlandWaters" | t | "wro_theme": "streamflow" |
| } | | } |