Annotate with species identifications (often using image recognition) - Limited data exchange between platforms - Limited data publication from platforms Data are well-managed, not shared Agouti Wildlife Insights TRAP PER eMam mal
Camera setup - Blank, vehicle, unknown sequences of images - Star schema too limited to capture all relationships - Camera trap researchers do not recognize data model Darwin Core (Archive)? Agouti Wildlife Insights TRAP PER eMam mal Darwin Core (Archive)?
(JSON schemas) that can be combined - Data Package for datasets - Data Resource for data files - Table Schema for table fields - Simple, machine-usable & extensible Using Frictionless Standards specs.frictionlessdata.io
Camtrap DP profile and Table Schemas - Includes example dataset for automated testing - Collaborative - Community interacts through issues - Any change requires Pull Request review Camtrap DP development github.com/tdwg/camtrap-dp
data for fish: github.com/inbo/etn-occurrences - Biological signals in weather radar data: enram.github.io/vpts-dp Frictionless Standards for other biodiversity data zenodo.org/search?q=keywords:%22frictionless data%22
Lossy Darwin Core transformation - Technically possible - Requires community review - Requires (R) software to do it Transformation to Darwin Core doi.org/10.15468/5tb6ze bit.ly/dwc-for-biologging-camtrap-dp
- Better documentation on how to extend Data Package - Support referencing a single endpoint for community format - Support linking to external vocab (in enum) Suggestions to better support community formats github.com/frictionlessdata/project/ discussions/636
study - Data exchange model and format - Uses Frictionless Standards - Data Package (extended) - Data Resource - Table Schema (extended) - Open, versioned and collaborative - Suggestions for Frictionless Standards Camtrap DP summary