6d8e2798-5f51-48de-ab03-f1e13beb5c46 1.0 Seagrass carbon stock model 2025-11-14 This is a NaaVRE workflow component / building block that uses stored data from the EURO-CARBON database and Copernicus covariates. It opens and combines a dataset of sediment data and environmental covariates, removes unneeded variables, sets any negative values for Sentinel-3 products to 0, creates a unique core ID factor variables, saves the dataset to use for modeling, visualises the dataset, checks for correlations across the environmental predictors and applies a random forest and generalised additive model. 1 random forest seagrass carbon stock EURO-CARBON database Copernicus sediment data environmental covariates data management taxonomy modelling Marco-Bolo Apache License, Version 2.0 Natalya Gallo NORCE ngal@norceresearch.no https://github.com/QCDIS/Seagrass_carbon_stock_model/blob/main/codebase/v1/Seagrass_carbon_stock_model_Param.ipynb WWW:LINK-1.0-http--link Source code on Github https://beta.naavre.net/jupyter/user/quan.pan@lifewatch.eu/lab/workspaces/blue-carbon/tree/Virtual%20Labs/Seagrass%20carbon%20stock%20model/Git%20public/workflows/v1/run_model_from_Param_input.naavrewf WWW:LINK-1.0-http--link Workflow containing the workflow component (requires LifeWatch login) Temperate SG_modeling_dataframe.rds file https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/cb91e431-194d-4b49-a864-cb99b7b77356 Input Template output csv file for Seagrass carbon stock model https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/b4e48cba-07de-4d52-9349-e693e5eec806 Output Template output txt file for Seagrass carbon stock model https://metadatacatalogue.lifewatch.eu/srv/eng/catalog.search#/metadata/de9b0f2c-82e2-41a7-b758-3677bb572357 Output data processing data classification https://helpdesk.lifewatch.eu