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miniSASS: Citizen Science Stream Assessment for Water Quality Monitoring
Simplified stream assessment scoring system designed for community participation in water quality monitoring. The mobile app incorporates AI-assisted macroinvertebrate... -
SAEON Open Data Platform - South African Environmental Observation Network
South Africa's long-term environmental observation data repository operated by the National Research Foundation. Supports multiple metadata standards, integrates with GEOSS, and... -
GBIF Issues and Flags Documentation
Comprehensive guide to GBIF's 50+ data quality flags applied during data ingestion. Explains taxonomic, spatial, and temporal flags, their severity levels, and how to interpret... -
rgbif: Interface to the Global Biodiversity Information Facility API
Official rOpenSci R package for programmatic access to GBIF data. Enables reproducible data download, taxonomic name resolution, and occurrence data retrieval. The primary tool... -
The FAIR Guiding Principles for Scientific Data Management (Wilkinson et al. 2016)
Landmark publication in Scientific Data defining the FAIR principles: Findable, Accessible, Interoperable, Reusable. Over 10,000 citations. The foundational framework for modern... -
CoordinateCleaner: Automated Cleaning of Occurrence Records
rOpenSci R package for automated flagging of common spatial errors in biological collection data. Detects zero coordinates, coordinate-country mismatches, centroid assignments,... -
bdc: A Toolkit for Standardizing, Integrating and Cleaning Biodiversity Data
Peer-reviewed R package (Methods in Ecology and Evolution, 2022) providing five integrated modules for biodiversity data cleaning: dataset merging, pre-filtering, taxonomic... -
GBIF Data Processing Pipeline Documentation
Official documentation of GBIF's data ingestion and processing pipeline. Describes how occurrence data is interpreted, indexed, and quality-flagged through automated validation,... -
Principles and Methods of Data Cleaning (Chapman 2005)
Comprehensive GBIF publication on data cleaning methods for primary species and occurrence data. Covers taxonomic, geographic, and temporal data cleaning approaches from... -
Principles of Data Quality (Chapman 2005)
Foundational GBIF publication on data quality concepts for primary species occurrence data. Covers accuracy, precision, completeness, consistency, and timeliness dimensions.... -
Biological identifications through DNA barcodes
The foundational paper establishing DNA barcoding as a practical method for species identification. Proposes using a standardised short genetic marker (cytochrome c oxidase... -
Mozambique Environmental & Biodiversity Legislation
Compilation of Mozambique's key environmental and biodiversity laws relevant to freshwater conservation. Lei do Ambiente (Law 20/1997): framework environmental law establishing... -
Kunming-Montreal Global Biodiversity Framework (2022)
The landmark global biodiversity agreement adopted at COP15 of the Convention on Biological Diversity in Montreal, Canada, on 19 December 2022. Succeeds the Aichi Biodiversity... -
Annual Report 2016
This annual report, from October 2015 to September 2016, marks the transition in our action-research to practice where, based on findings from Phase I, activities that focus on... -
Literature Search: Biodiversity and related issues in the Olifants Catchment
Authors: Alan Gardiner A partial overview of biodiversity-related literature for the Olifants catchment including South Africa and Mozambique. -
Review of Socio-Ecological Issues in Municipal Planning Instruments –...
Authors: Deborah Vromans A full report on the inclusion of environmental and biodiversity issues municipal planning instruments for the Olifants catchment. -
Review of Socio-Ecological Issues in Municipal Planning Instruments –...
Authors: Deborah Vromans A methodology for analysing municipal planning instruments for the inclusion of environmental and biodiversity issues is presented. -
Integrating Biodiversity & Environmental Issues into Municipal Landuse...
Authors: Karen Kotschy & Derick du Toit This report provides an overview of the assessment of how well municipalities in the Olifants are integrating biodiversity and... -
Co-Management: Reconciling Land Restitution, Biodiversity Conservation &...
Authors: Karen Kotschy with Sarah Findlay & Chris Williams In this case report, we look at how land restitution, poverty and biodiversity conservation might be reconciled... -
Co-Management: Reconciling Land Restitution, Biodiversity Conservation &...
Authors: Karen Kotschy, Sarah Findlay & Chris Williams Since the dawn of democracy in 1994 the South African government has struggled to reconcile the issue of land...