OCCAM DMP dataset descriptions v01

OCCAM DMP v1 Version 1 Description This Data Management Plan (DMP) outlines how data generated in the OCCAM project (Grant Agreement No. 101182044) will be documented, handled, stored, and shared in accordance with the FAIR principles (Findable, Accessible, Interoperable, Reusable). It describes strategies for ethical data management, long-term preservation, and open access, where possible. It will be continuously updated as new datasets are produced and archived. The Data Management Plan (DMP) and associated metadata will be made available under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. The underlying datasets will be made available under the Creative Commons Public Domain Dedication (CC0 1.0), unless restrictions apply due to ethical, legal, or commercial considerations. Any such restrictions will be clearly justified in the DMP. Funder Grant European Commission||EC OCCAM grant no. 101182044 call: HORIZON-CL6-2024FARM2FORK-02 Researchers X. Anton Alvarez-Salgado (0000-0002-2387-9201), Piotr Eljasik (0000-0001-7220-5484), Gunnvør á Norði (0000-0003-1550-6007), LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Keith Davidson (0000-0001-9269-3227), Isabel Fuentes-Santos (0000-0002-3298-9648), Maria Saura (0000-0002-2744-2840), Adrianus Both (0000-0001-9499-5333), Johanna Stadmark (00000002-0591-6240), Freya Robinson (0000-0001-5417-1540), LAURA CARRARESI (0000-0003-0081-6651), Heiðdís Smáradóttir (00090001-2228-9330), Jónas Baldursson (0009-0004-3343-7214), Valur N. Gunnlaugsson (0000-0002-2743-332X) Organizations Nofima AS Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1. Main Info Title of DMP: OCCAM DMP v1 Description: This Data Management Plan (DMP) outlines how data generated in the OCCAM project (Grant Agreement No. 101182044) will be documented, handled, stored, and shared in accordance with the FAIR principles (Findable, Accessible, Interoperable, Reusable). It describes strategies for ethical data management, long-term preservation, and open access, where possible. It will be continuously updated as new datasets are produced and archived. The Data Management Plan (DMP) and associated metadata will be made available under the Creative Commons Attribution 4.0 International (CC BY 4.0) license. The underlying datasets will be made available under the Creative Commons Public Domain Dedication (CC0 1.0), unless restrictions apply due to ethical, legal, or commercial considerations. Any such restrictions will be clearly justified in the DMP. Researchers: X. Anton Alvarez-Salgado (0000-0002-2387-9201) Piotr Eljasik (0000-0001-7220-5484) Gunnvør á Norði (0000-0003-1550-6007) Keith Davidson (0000-0001-9269-3227) Isabel Fuentes-Santos (0000-0002-3298-9648) Maria Saura (0000-0002-2744-2840) Adrianus Both (0000-0001-9499-5333) Johanna Stadmark (0000-0002-0591-6240) Freya Robinson (0000-0001-5417-1540) LAURA CARRARESI (0000-0003-0081-6651) Heiðdís Smáradóttir (0009-0001-2228-9330) Jónas Baldursson (0009-0004-3343-7214) Valur N. Gunnlaugsson (0000-0002-2743-332X) Organizations: Nofima AS Contact: Jensen Helene ([email protected]) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 2. Funding Funding organizations: European Commission||EC Grants: OCCAM grant no. 101182044 call: HORIZON-CL6-2024-FARM2FORK-02 Project: 3. License License: CC-BY-4.0 Access Rights: Public 4. Templates Descriptions Measurements from the pyrolysis process of salmon sludge This dataset includes process monitoring data collected during the pyrolysis of salmon sludge in OCCAM Case Study 4. Parameters include temperature, residence time, mass loss, moisture, and salt content measured at various stages of the process. The data provide insight into process control, operational efficiency, and conversion rates for sludge-to-biochar conversion. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.3 Are you generating or re-using it? Re-used Both re-used and new data 1.1.4 What is the type of the described dataset? Sample or specimen data Also, Experimental data. 1.1.5 What is its format? .xlsx 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To keep on record • To make informed decisions • To develop a product • To improve a product 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers • Education • Industry Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.1.5 Does the repository(ies) assign datasets / outputs with persistent identifiers? Yes 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Measurements from the pyrolysis process of salmon sludge 3.2.2.2 How is the dataset / output shared? Open 3.2.3 Metadata 3.2.3.1 Will you provide metadata even if the described dataset / output can not be openly shared? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.1 What internationally recognised licence will you use for your dataset / output? Creative Commons Attribution-NonCommercial 4.0 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 1000 Euro Storage 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output a. Valur N. Gunnlaugsson (0000-0002-2743-332X) b. Jónas Baldursson (0009-0004-3343-7214) c. Heiðdís Smáradóttir (0009-0001-2228-9330) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Raw material composition of salmon sludge used in pyrolysis experiments This dataset contains measurements of the composition of salmon sludge used as input to pyrolysis process trials under OCCAM Case Study 4 (Land-based salmon aquaculture). Data were generated and compiled by Matis and Samherji Fiskeldi within WP3. It includes proximate analyses (moisture, ash, protein, and salt content) and chemical characteristics of raw sludge material collected during process development. These data serve as baseline input for assessing pyrolysis efficiency and nutrient recovery potential. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used New analytical data generated by Matis; complemented with internal reference data from Samherji Fiskeldi’s production process. Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.1.5 Does the repository(ies) assign datasets / outputs with persistent identifiers? Yes 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Measurements for biochar products 3.2.2.2 How is the dataset / output shared? Open 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.1 What internationally recognised licence will you use for your dataset / output? Creative Commons Attribution-NonCommercial 4.0 Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 1000 Euro Storage 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output a. Valur N. Gunnlaugsson (0000-0002-2743-332X) b. Jónas Baldursson (0009-0004-3343-7214) c. Heiðdís Smáradóttir (0009-0001-2228-9330) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Atmosphere: NORSCOMS WRF This dataset contains daily meteorological model outputs from the NORSCOMS WRF (Weather Research and Forecasting) system produced by SAMS. The 2 × 2 km (d03) highresolution atmospheric model covers regional domains associated with the OCCAM project and provides key atmospheric variables such as wind speed, temperature, and pressure. The dataset is generated through the WRF numerical weather prediction model, driven by boundary conditions from global forecast data. Model outputs are archived and visualised through SAMS’s THREDDS data server. Both new data (from operational WRF runs) and reused input fields are included. The dataset supports OCCAM modelling and scenario analysis, providing atmospheric forcing for coupled ocean and biogeochemical models (e.g., WESTCOMS, NORSCOMSFVCOM). Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Digital 1.1.3 Are you generating or re-using it? Re-used The dataset combines newly generated WRF atmospheric simulations (SAMS operational runs) with re-used boundary conditions and re-analysis inputs from global meteorological datasets (e.g., ECMWF). 1.1.4 What is the type of the described dataset? Observational Simulation data, Observational data (model forcing) 1.1.5 What is its format? NetCDF 1.1.6 What is its expected size? Approximately 360 items per year 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To make informed decisions • To develop a product • To improve a product The dataset provides meteorological forcing and validation data for coupled atmosphere–ocean models used in OCCAM. It supports analyses of emission dispersion, air–sea interactions, and regional weather patterns affecting aquaculture and coastal ecosystem 1.1.8 What is its origin / provenance? Generated by SAMS using the WRF (Weather Research and Forecasting) model configured for the NORSCOMS 2 × 2 km domain. The model assimilates global reData Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 analysis data and forecast products to generate regional atmospheric fields. Archived outputs are served via the SAMS THREDDS catalogue. 1.1.9 To whom might it be useful ('data utility')? • Researchers • Decision makers • Education Useful to atmospheric and ocean modellers, environmental scientists, and regional management authorities concerned with marine weather, emissions, and operational oceanography. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers PURL https://thredds.sams.ac.uk/thredds/catalog/scoats-wrf/NORSCOMS_WRF/ Archive_forecast/netcdf_2025F/catalog.html 3.1.1.2 Will you provide metadata for the described dataset / output? No Metadata are embedded in the NetCDF file headers and standardised following CF conventions; no separate metadata record will be created in OCCAM. 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 SAMS THREDDS Data Server https://thredds.sams.ac.uk/thredds/catalog/scoats-wrf/NORSCOMS_WRF/ Archive_forecast/netcdf_2025F/catalog.html SAMS hosts the NORSCOMS WRF data through a THREDDS (Thematic Real-time Environmental Distributed Data Services) server, providing controlled access to forecast and archived NetCDF files. 3.2.1.2 Is the selected repository a trusted source? Yes Details terms of use 3.2.1.5 Does the repository(ies) assign datasets / outputs with persistent identifiers? No 3.2.2 Data 3.2.2.1 What is the described dataset / output title? NORSCOMS WRF atmospheric model output, d03 2×2 km domain 3.2.2.2 How is the dataset / output shared? Shared Restricted with API key, apply to SAMS for access. Why we require an API key Reliability: helps us manage automated traffic and keep downloads fast for everyone. Planning: basic usage metrics guide storage and performance improvements. Access control: protects datasets with licensing or embargo restrictions. Compliance: supports attribution and acceptable-use requirements. Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.2.5 Are there any methods or tools required to access the dataset / output? Yes 3.2.2.6 Please provide information about the method(s) needed to access the dataset / output. Browser (no code) Just click a file link. If prompted, complete the registration form once. The site sets the cookie and your download proceeds. curl curl -L \ "https://thredds.sams.ac.uk/thredds/fileServer/path/to/file.nc? api_key=YOUR_API_KEY" -o file.nc Python (requests) import requests url = "https://thredds.sams.ac.uk/thredds/fileServer/path/to/file.nc? api_key=YOUR_API_KEY" r = requests.get(url, allow_redirects=True, timeout=60) open("file.nc", "wb").write(r.content) https://thredds.sams.ac.uk/api/guide Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.2.8 Is the described dataset / output supported by a data access committee? No 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends This is not a project specific dataset and will be maintained by the organisation for the overseable future API key 3.2.2.10 Please specify how long after the project has ended the dataset / output will be made accessible for Indefinite 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No Variable naming follows WRF and CF conventions but does not use a formal controlled vocabulary beyond standard model output terms. 3.3.5 What is the methodology followed? Generated using the Weather Research and Forecasting (WRF) model, configured for high-resolution coastal domains (2 km grid spacing). Boundary conditions are derived from ECMWF global forecasts. 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 SAMS maintains access for partners but does not guarantee public reuse beyond project scope. 3.4.5 Is provenance well documented? Yes Each NetCDF file includes full provenance (simulation date, domain, version) in its global attributes 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Keith Davidson (0000-0001-9269-3227) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? Yes Uses GHRSST and Climate and Forecast (CF) standard names for variables. 3.3.5 What is the methodology followed? The MUR SST analysis applies multiscale optimal interpolation using wavelet basis functions, integrating satellite and in-situ data. Detailed methods are described in JPL’s GHRSST documentation. 3.4 Increasing data and other outputs reuse 3.4.3 Will you provide the described dataset / output in the public domain? No 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 3.4.5 Is provenance well documented? Yes Provenance and processing history recorded in NetCDF global metadata attributes (“history”, “source”). 3.4.6 What documented procedures for quality assurance do you have in place? QA/QC follows GHRSST and NASA PO.DAAC standards, including cross-sensor validation and routine consistency checks. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Keith Davidson (0000-0001-9269-3227) 5 Security 5.1 Data Security 5.1.3 How will you preserve the described dataset / output in the long term? Long-term stewardship is ensured by NASA PO.DAAC and the MEaSUREs programme. Data and metadata are preserved in NASA’s Earth Science archives. 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Sea Surface Currents This dataset provides daily averaged residual sea surface current visualizations from a subset of the North Eastern Atlantic Iberia Biscay Ireland (IBI) NEMO model at 1/36° spatial resolution. The product, IBI36QV6R1, is produced and maintained by Mercator Ocean International (mercator-ocean.fr) and delivered as part of the Copernicus Marine Environment Monitoring Service (CMEMS). The dataset supports OCCAM oceanographic analyses and visualization of circulation patterns used to drive regional hydrodynamic models (e.g., WESTCOMS and NORSCOMSFVCOM). Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used This dataset reuses existing ocean model output produced and maintained by Mercator Ocean International under the CMEMS programme. SAMS accesses and visualizes the data subset for OCCAM to support hydrodynamic modelling and marine current analysis. Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.4 What is the type of the described dataset? Observational Observational data that for the purpose in this project is being compiled 1.1.5 What is its format? NetCDF-4 1.1.6 What is its expected size? Approximately 360 items per year 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To make informed decisions • To develop a product • To improve a product To visualize, analyse, and share information on sea surface current dynamics supporting OCCAM modelling activities. The dataset enables validation and boundary forcing for regional forecast models (WESTCOMS & NORSCOMS-FVCOM) and contributes to improved understanding of surface circulation patterns. 1.1.8 What is its origin / provenance? Originates from Mercator Ocean International’s IBI36QV6R1 product, a 1/36° NEMO model configuration for the North-Eastern Atlantic (Iberia-Biscay-Ireland). Data are distributed through the Copernicus Marine Environment Monitoring Service (CMEMS). 1.1.9 To whom might it be useful ('data utility')? • Researchers Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 • Research communities • Decision makers • Industry The dataset supports oceanographers, modellers, and marine managers interested in surface current variability, drift prediction, and regional ecosystem modelling. It is relevant for research, operational oceanography, and coastal management. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers Handle CMEMS assigns persistent identifiers to published ocean products. The IBI36QV6R1 dataset is accessible and citable via the CMEMS data portal. 3.1.1.2 Will you provide metadata for the described dataset / output? No Metadata are managed and provided through CMEMS; OCCAM will not duplicate them. 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Copernicus Marine Environment Monitoring Service (CMEMS) https://data.marine.copernicus.eu/product/ OCEANCOLOUR_ATL_BGC_L4_NRT_009_116/description Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Hosted by CMEMS, operated by Mercator Ocean International, providing open and persistent access to marine observation and model data under the European Copernicus framework. 3.2.1.2 Is the selected repository a trusted source? Yes 3.2.1.5 Does the repository(ies) assign datasets / outputs with persistent identifiers? Yes 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Sea Surface Currents (IBI36QV6R1 subset) 3.2.2.2 How is the dataset / output shared? Open Freely accessible via CMEMS data portal under open-use terms. 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.2.8 Is the described dataset / output supported by a data access committee? No 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends Long-term access ensured through the Copernicus Marine Service, independent of the OCCAM project duration. 3.2.3 Metadata 3.2.3.1 Will you provide metadata even if the described dataset / output can not be openly shared? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 No Metadata already maintained by CMEMS. 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.3.5 What is the methodology followed? Derived from the NEMO ocean circulation model with 1/36° horizontal resolution, forced by CMEMS atmospheric and boundary conditions. Daily-averaged surface residual currents are extracted and visualized. 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No Continued access and reuse are guaranteed through CMEMS, not directly managed by OCCAM. 3.4.5 Is provenance well documented? Yes Provenance tracked through CMEMS product metadata and Mercator Ocean’s operational documentation. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Keith Davidson (0000-0001-9269-3227) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no Dataset contains only environmental model outputs; no ethical or legal constraints. 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Chlorophyll a This dataset provides satellite-based, daily, gap-free interpolated chlorophyll a concentrations for the Atlantic Ocean. It is produced under the Copernicus Marine Environment Monitoring Service (CMEMS) as part of the Atlantic Ocean Colour Bio-GeoChemical (L4) product (product ID: OCEANCOLOUR_ATL_BGC_L4_NRT_009_116, version 202311). The dataset represents bio-geochemical variables derived from multi-sensor satellite ocean-colour observations, including chlorophyll a and size-fractionated phytoplankton groups (micro-, nano-, pico-, diatoms, dinophytes, haptophytes, green algae, prochlorophytes). It is generated by the Copernicus-GlobColour processing chain and provides near-real-time daily coverage at 1 km spatial resolution. The data support OCCAM analyses of biological productivity, trophic dynamics, and environmental variability in relation to aquaculture and ecosystem sustainability. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Digital 1.1.3 Are you generating or re-using it? Re-used The dataset reuses existing satellite products produced and distributed by Copernicus Marine Service (CMEMS). SAMS accesses and integrates the data for OCCAM research on ocean productivity and biogeochemical variability. 1.1.4 What is the type of the described dataset? Observational Observational data that is compiled 1.1.5 What is its format? NetCDF-4 1.1.6 What is its expected size? Approximately 52 items per year 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To make informed decisions • To develop a product • To improve a product To analyse and visualise spatial and temporal variability in surface chlorophyll a concentrations across the Atlantic. The dataset supports ecosystem assessments and the validation of ocean models used within OCCAM. 1.1.8 What is its origin / provenance? Produced by Copernicus Marine Environment Monitoring Service (CMEMS) under the Copernicus-GlobColour project. The data combine multiple satellite sensors Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Provenance: Food Standards Scotland national monitoring programme → → SAMS/Seafood Shetland (OCCAM integration). 1.1.9 To whom might it be useful ('data utility')? • Researchers • Decision makers • Education • The public • Industry The dataset is useful to researchers studying harmful algal blooms (HAB), food safety, and marine ecosystem dynamics; to policymakers and regulators involved in seafood safety and environmental monitoring; and to seafood producers and processors seeking to manage HAB-related risks. The open availability of these data also benefits the general public and educational users interested in marine health and food security. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? None 3.1.1.2 Will you provide metadata for the described dataset / output? No Metadata are not provided beyond the descriptive context on the Food Standards Scotland website, which includes sampling site details, species Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 names, and dates. No structured or machine-readable metadata are associated with the dataset. 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Food Standards Scotland (FSS) website https://www.foodstandards.gov.scot/business-and-industry/industry-specificadvice/shellfish The dataset is hosted by Food Standards Scotland (FSS) as part of its national biotoxin and phytoplankton monitoring programme. The repository provides open public access to data on harmful algal bloom (HAB) species, sampling sites, and temporal variation in Scottish waters. Although the site is not a formal research data repository, it functions as the authoritative national source for seafood safety monitoring data in Scotland. 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Food Standards Scotland biotoxin producing phytoplankton monitoring data 3.2.2.2 How is the dataset / output shared? Open The dataset is openly available to the public via the Food Standards Scotland website. Users can access and download the data directly without registration or authentication. No embargo or access restrictions apply. 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.2.8 Is the described dataset / output supported by a data access committee? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends The dataset will remain accessible through the Food Standards Scotland website, which maintains the long-term archive of national seafood monitoring data. As it is managed externally by FSS, continued access is ensured independently of the OCCAM project timeline. 3.2.3 Metadata 3.2.3.1 Will you provide metadata even if the described dataset / output can not be openly shared? No The dataset is already openly shared through the Food Standards Scotland (FSS) website and does not include separate structured metadata. No additional metadata will be created or maintained within OCCAM. 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.2.3.3 Do metadata provide information about how to access the described dataset / output? No The Food Standards Scotland web pages already include direct access information and contextual details about sampling and data content. No separate metadata record exists in a structured repository format. 3.2.3.4 Will metadata remain available after the dataset / output is no longer available? No The dataset and its descriptive context are maintained by Food Standards Scotland, which ensures continued hosting. If the dataset were to be removed, no independent metadata record would remain under the OCCAM project. 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 No Not applicable 3.4 Increasing data and other outputs reuse 3.4.3 Will you provide the described dataset / output in the public domain? Yes 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No The dataset will continue to be hosted and maintained by Food Standards Scotland, independent of the OCCAM project. No additional reuse arrangements are required by the consortium, as the dataset’s availability and reuse are already ensured by the FSS’s open access framework. 3.4.5 Is provenance well documented? Yes Provenance is clearly established through Food Standards Scotland’s official monitoring programme, which provides transparent information about sampling locations, species, and responsible institutions. The dataset includes contextual metadata such as sampling date and geographic area, providing traceability of data collection. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Keith Davidson (0000-0001-9269-3227) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no The dataset contains no personal or confidential information. It consists solely of observational records of phytoplankton species and sampling data. There are no ethical or legal restrictions on reuse, and open sharing complies with FSS and OCCAM data policies. 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 River volume Eume and Mandeo (CS6) This dataset compiles daily and monthly river discharge data from the Eume and Mandeo rivers in Galicia, Spain. The data are re-used from official hydrological monitoring stations managed by Meteogalicia and Augas de Galicia, with additional curation and aggregation by CSIC under OCCAM Work Package 1 (Climate analysis for Case Study 6). The dataset includes CSV-formatted time series of river flow (m³/s), water level, and station metadata. It is used to analyse hydrological variability and freshwater input affecting coastal and estuarine systems in the Galician region. Monthly means are further processed and deposited in Zenodo for integration with OCCAM climate datasets. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used The dataset reuses hydrological data from existing public sources (Meteogalicia, Augas de Galicia, and the Spanish Open Data Portal). Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To make informed decisions • To develop a product • To improve a product To obtain and analyse hydrological information supporting OCCAM CS6 climate and ecosystem modelling; to inform process improvement and coupling with marine data products. 1.1.8 What is its origin / provenance? Data originate from public hydrological monitoring networks managed by Meteogalicia and Augas de Galicia. Official station information and time series are accessed through the agencies’ web portals and Spain’s national open-data infrastructure. 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers • The public Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 • Industry Useful for hydrologists, environmental modellers, and regional authorities evaluating freshwater fluxes to coastal environments and climate-related variability. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? a. Meteogalicia and Augas de Galicia open-data portals https://sig.miteco.gob.es/redes-seguimiento/ b. Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest Meteogalicia and Augas de Galicia maintain national hydrological data repositories ensuring open access to quality-controlled time-series data. Zenodo is used for archiving derived monthly means with persistent DOIs. 3.2.2 Data 3.2.2.1 What is the described dataset / output title? River volume Eume and Mandeo (monthly means for OCCAM CS6) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.2.2 How is the dataset / output shared? Open 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.2.8 Is the described dataset / output supported by a data access committee? No 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends Data remain publicly available from national portals and in Zenodo after the project concludes. 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes Yes – through Zenodo and national portals 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Maria Saura (0000-0002-2744-2840) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 The dataset reuses production data from existing national and industrial sources, harmonised and reformatted for OCCAM CS3 analysis. 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To keep on record • To make informed decisions • To develop a product • To improve a product To obtain and analyse salmon farming production trends and inform case-study analysis within OCCAM CS3. 1.1.8 What is its origin / provenance? Derived from publicly available and partner-provided data on salmon aquaculture production in the Faroe Islands. Data aggregation and formatting performed by Avrik. 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 • Industry The dataset supports scientific and applied analyses of production efficiency, sustainability, and innovation in Faroese salmon aquaculture. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI 3.1.1.2 Will you provide metadata for the described dataset / output? Yes DataCite Metadata Schema Metadata will include descriptive, structural and provenance metadata 3.1.1.3 What type(s) of metadata? DataCite Metadata Schema 3.1.1.4 Do the metadata use standardised vocabularies? No 3.1.1.6 Are the metadata searchable? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Zenodo Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 https://zenodo.org Repository hosted by Zenodo 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Salmon Farming Feeding Rate vs Temperature 3.2.2.2 How is the dataset / output shared? Closed Access will be limited to OCCAM partners due to sectoral data-sharing agreements. 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends Dataset retained by Avrik; archived copy stored in Zenodo with restricted access for internal project use. 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Rúni Dam (0009-0006-7329-0987) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Seawater_PROINSA_Ares_Betanzos This dataset provides measurements of seawater characteristics at the PROINSA site located in the Ares–Betanzos estuary (Galicia, Spain). It includes observational time-series of temperature, salinity, and related physical and chemical parameters recorded in connection with OCCAM Case Study 6. The dataset was compiled and quality-checked by CSIC (Isabel Fuentes Santos) within Work Package 1, using data re-used from Meteogalicia and Instituto Español de Oceanografía (IEO) sources. The data are stored in CSV format and used to characterise seawater conditions influencing aquaculture and environmental variability in the study area. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used The dataset reuses existing observational data from Meteogalicia and IEO oceanographic monitoring programmes. Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 50MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To make informed decisions • To develop a product • To improve a product To obtain and analyse seawater characteristics in the Ares–Betanzos estuary; to inform model calibration and support environmental analyses in OCCAM Case Study 6. 1.1.8 What is its origin / provenance? Data derived from regional oceanographic monitoring stations and archives managed by Meteogalicia and IEO. The dataset was curated, formatted, and harmonised by CSIC for OCCAM use. 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers • Industry Useful for environmental scientists, aquaculture stakeholders, and regional managers evaluating estuarine and coastal water dynamics. Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? None The dataset is re-used and compiled from national sources; no persistent identifier is assigned. Metadata reference included in Deliverable D1.1 (Zenodo DOI). 3.1.1.2 Will you provide metadata for the described dataset / output? Yes Metadata summary is available in Deliverable D1.1_OCCAM_CS6_Climate data.xlsx (Zenodo DOI when uploaded), which documents parameter definitions, units, and data sources. 3.1.1.4 Do the metadata use standardised vocabularies? No 3.1.1.6 Are the metadata searchable? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.2 How is the dataset / output shared? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Closed 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? Yes 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No dataset re-used internally for OCCAM; original sources remain publicly accessible through Meteogalicia and IEO. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Isabel Fuentes-Santos (0000-0002-3298-9648) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Coastal winds SIMAR_3007036 (Ares–Betanzos, Galicia, Spain) This dataset provides coastal wind data for the Ares–Betanzos estuary in Galicia (Spain), re-used from the SIMAR_3007036 hindcast series produced by Puertos del Estado (Spanish Ports Authority). It contains simulated daily and monthly wind variables, including wind speed and direction at 10 m height, generated from the SIMAR ocean–atmosphere model. The dataset was curated by CSIC (Isabel Fuentes Santos) within Work Package 1 of the OCCAM project. The data are used to describe and analyse the wind forcing conditions that influence regional hydrodynamics and aquaculture performance under Case Study 6. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers • Industry Relevant for environmental modellers and researchers assessing meteorological variability, climate forcing, and aquaculture site performance. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI DOI (Zenodo, for aggregated monthly dataset) Monthly mean dataset deposited in Zenodo with DOI; full-resolution data available from Meteogalicia’s open portal. 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 a. Meteogalicia https://www.meteogalicia.gal/web/observacion/rede-meteoroloxica Meteogalicia is the regional meteorological service of Galicia, providing open access to quality-controlled meteorological data. Zenodo ensures long-term open access to aggregated versions within the OCCAM community. b. Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Meteorological data_CS2 3.2.2.2 How is the dataset / output shared? Open 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends Remains available indefinitely through Meteogalicia and Zenodo. 3.2.3 Metadata 3.2.3.1 Will you provide metadata even if the described dataset / output can not be openly shared? Yes Yes – in D1.1_OCCAM_CS2_Climate data.xlsx (Zenodo DOI when added). 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2.3.3 Do metadata provide information about how to access the described dataset / output? Yes – includes links to original datasets and documentation. 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes Yes – data openly available through Meteogalicia and Zenodo. 3.4.5 Is provenance well documented? Yes – in D1.1_OCCAM_CS2_Climate data.xlsx and station metadata. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Maria Saura (0000-0002-2744-2840) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 River volume Castro (CS2) This dataset compiles daily and monthly river discharge data from the Castro river (Galicia, Spain), re-used from public hydrological networks managed by Meteogalicia and Augas de Galicia. It includes time-series of river flow (m³/s) and water level, together with station metadata from the official monitoring network. The dataset was curated and harmonised by CSIC (María Saura) under Work Package 1 for OCCAM Case Study 2, and monthly means are deposited in Zenodo for open access. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used Data re-used from national hydrological networks and public monitoring stations operated by Meteogalicia and Augas de Galicia. 1.1.4 What is the type of the described dataset? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To share information • To keep on record • To make informed decisions • To develop a product • To improve a product To obtain and analyse hydrological data for OCCAM Case Study 2; to support climate and environmental analyses of aquaculture-relevant watersheds. 1.1.8 What is its origin / provenance? Data originate from the official hydrological station network managed by Meteogalicia and Augas de Galicia. Detailed information on measurement methods and station metadata is available through: Meteogalicia stations portal https://servizos.meteogalicia.gal/mgafos/estacions/estacions.action# Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Spanish National Water Information System (MITECO) https://sig.miteco.gob.es/redes-seguimiento/ 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers Supports hydrological and environmental modelling, climate variability studies, and sustainability assessments in OCCAM Case Study 2. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI DOI (Zenodo) Monthly means deposited in Zenodo under the OCCAM community (DOI assigned upon upload). 3.1.1.2 Will you provide metadata for the described dataset / output? Yes Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Metadata summary available in Deliverable D1.1_OCCAM_CS2_Climate data.xlsx (Zenodo DOI), documenting stations, parameters, and data provenance. 3.1.1.4 Do the metadata use standardised vocabularies? No 3.1.1.6 Are the metadata searchable? Yes 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? a. Meteogalicia, Spanish Government Open Data Portal (MITECO) https://servizos.meteogalicia.gal/mgafos/estacions/estacions.action? request_locale=gl# https://sig.miteco.gob.es/redes-seguimiento/ Meteogalicia and Augas de Galicia ensure long-term open access and qualitycontrolled hydrological data. Zenodo provides DOI-based archiving for derived monthly datasets within OCCAM. b. Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.1 What is the described dataset / output title? River volume Castro (CS2) 3.2.2.2 How is the dataset / output shared? Open Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Data remain publicly accessible via Meteogalicia, MITECO, and Zenodo after project completion. 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.3.5 What is the methodology followed? Data collected using standard hydrological monitoring methods by Meteogalicia and Augas de Galicia; processed and monthly aggregated by CSIC for OCCAM. 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes Yes – data remain open via national repositories and Zenodo. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Maria Saura (0000-0002-2744-2840) Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Thermohaline_SIMAR_3007024_Lires This dataset provides thermohaline parameters (temperature and salinity) for the Lires coastal area (Galicia, Spain), derived from the SIMAR_3007024 hindcast model produced by Puertos del Estado (Spanish Ports Authority). The dataset contains daily and monthly simulated values of seawater temperature and salinity at different depths, extracted from the SIMAR ocean–atmosphere model. It has been processed and aggregated by CSIC (María Saura) under OCCAM Work Package 1, within Case Study 2. Monthly means are published in Zenodo for open access, while original full-resolution data remain available through the PORTUS platform. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Re-used Re-used from the SIMAR hindcast model by Puertos del Estado, processed for OCCAM CS2 by CSIC. 1.1.4 What is the type of the described dataset? Simulation 1.1.5 What is its format? csv 1.1.6 What is its expected size? 50MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To make informed decisions • To develop a product • To improve a product To obtain thermohaline information for environmental and aquaculture-related analysis in OCCAM Case Study 2, supporting oceanographic modelling and system assessment. 1.1.8 What is its origin / provenance? Data derived from Puertos del Estado’s SIMAR_3007024 model dataset, which simulates oceanic and atmospheric conditions using coupled numerical models. Model documentation: INT_8 Technical Report https://bancodatos.puertos.es/BD/informes/INT_8.pdf Data accessed via the PORTUS platform: https://portus.puertos.es/#/ 1.1.9 To whom might it be useful ('data utility')? • Researchers Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 • Research communities • Decision makers • Industry Useful for climate and environmental analysis, model calibration, and evaluation of thermohaline variability in the coastal environment. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI DOI (Zenodo) Monthly mean dataset deposited in Zenodo (OCCAM community). Original data identifiable by SIMAR model code 3007024. 3.1.1.2 Will you provide metadata for the described dataset / output? Yes Metadata described in Deliverable D1.1_OCCAM_CS2_Climate data.xlsx (Zenodo DOI), including parameters, units, and model configurations. 3.1.1.4 Do the metadata use standardised vocabularies? No 3.1.1.6 Are the metadata searchable? Yes Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? a. Puertos del Estado – PORTUS platform https://portus.puertos.es/#/ Puertos del Estado manages Spain’s national oceanographic and meteorological hindcast datasets. Zenodo ensures long-term archiving and DOI assignment for aggregated OCCAM subsets. b. Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Thermohaline_SIMAR_3007024_Lires (CS2) 3.2.2.2 How is the dataset / output shared? Open 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes Yes – open access maintained through Puertos del Estado and Zenodo. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Maria Saura (0000-0002-2744-2840) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Meteorological data CIS-FERROL This dataset includes meteorological time-series data from the CIS-Ferrol station (Galicia, Spain). It provides hourly and daily measurements of air temperature, wind speed and direction, humidity, precipitation, and atmospheric pressure. The data originate from Meteogalicia’s regional meteorological monitoring network and have been re-used and processed by CSIC (Isabel Fuentes Santos) within Work Package 1 of the OCCAM project, specifically for Case Study 6. The dataset is used to describe atmospheric conditions influencing coastal and aquaculture systems and to support climate analysis and modelling activities. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Re-used Data re-used from Meteogalicia’s meteorological network and reformatted for OCCAM use. 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To make informed decisions • To develop a product • To improve a product To obtain meteorological information relevant to environmental and aquaculture assessments; to inform modelling and process improvement within OCCAM Case Study 6. 1.1.8 What is its origin / provenance? Data originate from Meteogalicia’s meteorological station CIS-Ferrol. Technical details and calibration procedures are available at: https://www.meteogalicia.gal/web/observacion/rede-meteoroloxica Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Data collection protocol: https://www.meteogalicia.gal/datosred/infoweb/meteo/docs/meteoescolas/ documentos/recollida_de_datos_es.pdf 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers Relevant for climate, environmental, and production models assessing site-level meteorological forcing and variability. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI Monthly mean dataset deposited in Zenodo under OCCAM community (DOI assigned upon upload). 3.1.1.2 Will you provide metadata for the described dataset / output? Yes Metadata summary available in Deliverable D1.1_OCCAM_CS6_Climate data.xlsx (Zenodo DOI), including parameter definitions and station metadata. 3.1.1.4 Do the metadata use standardised vocabularies? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.1.1.6 Are the metadata searchable? Yes 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? a. Meteogalicia https://www.meteogalicia.gal/web/observacion/rede-meteoroloxica Meteogalicia maintains open-access meteorological datasets following standard QA/QC procedures. Zenodo ensures long-term preservation and DOI assignment for aggregated OCCAM subsets. b. Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Meteorological data CIS-FERROL (CS6) 3.2.2.2 How is the dataset / output shared? Open 3.2.2.9 Please specify how the dataset / output will be accessed during and after the project ends Remains permanently available through Meteogalicia and Zenodo. 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Data remain available via the Puertos del Estado PORTUS platform and Zenodo after OCCAM completion. 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Isabel Fuentes-Santos (0000-0002-3298-9648) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Business Model Data This dataset contains qualitative and quantitative data collected and compiled by Nofima under Work Package 7 (Innovation, Business Models, and Exploitation) of the OCCAM project. It includes structured information on company characteristics, innovation strategies, resource use, and sustainability-related practices across selected partners, sectors, and case studies. The dataset supports analysis of value-chain structures, innovation pathways, and business-model typologies for sustainable aquaculture and circular bioeconomy transitions. All individual identifiers have been removed; only anonymised and aggregated results are used in OCCAM deliverables and publications. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.3 Are you generating or re-using it? New 1.1.4 What is the type of the described dataset? Derived or compiled 1.1.5 What is its format? xlsx, docx 1.1.6 What is its expected size? 300kb 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To keep on record • To make informed decisions 1.1.8 What is its origin / provenance? Data compiled and analysed by Laura Carraresi (Nofima). Information originates from OCCAM project partners, industry interactions, and secondary documentation. 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers • Industry Supports evidence-based analysis of innovation dynamics and sustainable business-model development within the aquaculture sector Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? None 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Internal/Nofima encrypted research server Data stored on Nofima’s secure institutional environment (Microsoft Teams, SharePoint-based) with controlled access for authorised personnel only. 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Business Model Data (OCCAM WP7) 3.2.2.2 How is the dataset / output shared? Closed 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Storage 4.1.2 How will this cost be covered? Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output LAURA CARRARESI (0000-0003-0081-6651) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? yes 6.1.2 Does the described dataset / output contain sensitive information? Yes 6.1.3 Does the described dataset / output contain personal data? No 6.1.4 What are the methods used for processing and accessing sensitive/personal information? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Anonymising data where necessary We will apply for Sikt approval in Norway to use sensitive data 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 D1.1_OCCAM_CS8_Climate data The file contains relevant climate data for Case Study 8 of the OCCAM project. The dataset includes temperature, salinity, air temperature, nutrients (nitrite, nitrate, ammonium, phosphate, phosphorus), Secchi depth, and species information for Saccharina latissima and Ulva fenestrata. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? xlsx 1.1.6 What is its expected size? 5000kb Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To keep on record • To make informed decisions • To develop a product • To improve a product To provide climate and environmental parameters relevant to OCCAM Case Study 8. 1.1.9 To whom might it be useful ('data utility')? Researchers Scientific and research purposes within OCCAM. 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI Zenodo (when uploaded) 3.1.1.2 Will you provide metadata for the described dataset / output? No 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest 3.2.2 Data 3.2.2.1 What is the described dataset / output title? D1.1_OCCAM_CS8_Climate_Data 3.2.2.2 How is the dataset / output shared? Open 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 1.1.7 Why are you collecting/generating or re-using it? • To obtain information • To develop a product • To improve a product 1.1.9 To whom might it be useful ('data utility')? • Researchers • Decision makers 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? • Data identifiers • None 3.1.1.2 Will you provide metadata for the described dataset / output? Yes A technical meta data file with information of resolution, time period, velocities, salinity tempearture and longitude latitude. The data file contains hourly output values from the Farcoast ocean model of velocities, temperature and salinity 3.1.1.4 Do the metadata use standardised vocabularies? Yes 3.1.1.6 Are the metadata searchable? Yes Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Internal 3.2.2 Data 3.2.2.1 What is the described dataset / output title? FarCoast OCCAM CS3 3.2.2.2 How is the dataset / output shared? Closed 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Archiving 4.1.2 How will this cost be covered? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Use of institution infrastructure 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Sissal Erenbjerg (0000-0001-7619-4049) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Salmon Lice on farmed fish OCCAM CS3 This dataset contains observational data on salmon lice abundance on farmed fish, collected within Case Study 3 of the OCCAM project. It documents environmental and biological conditions relevant to aquaculture monitoring. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? Re-used 1.1.4 What is the type of the described dataset? Observational 1.1.5 What is its format? csv 1.1.6 What is its expected size? 0,5MB 1.1.7 Why are you collecting/generating or re-using it? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 To obtain information 1.1.9 To whom might it be useful ('data utility')? Researchers 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Data identifiers DOI From Zenodo when uploaded 3.1.1.2 Will you provide metadata for the described dataset / output? Yes Metadata will include descriptive, structural, and provenance metadata. 3.1.1.4 Do the metadata use standardised vocabularies? No 3.1.1.6 Are the metadata searchable? Yes 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? Zenodo https://zenodo.org/communities/horizonoccam/records? q=&l=list&p=1&s=10&sort=newest Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Zenodo is an open-access repository operated by CERN under the European OpenAIRE programme. It provides persistent identifiers and long-term storage for research data. 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Salmon Lice on farmed fish OCCAM CS3 3.2.2.2 How is the dataset / output shared? Closed 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? No 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Re-use 4.1.2 How will this cost be covered? Use of institution infrastructure Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 4.1.3 Identify the people who will be responsible and their role(s) in the management of the described output Gunnvør á Norði (0000-0003-1550-6007) 5 Security 6 Ethical Aspects 6.1 Ethical aspects 6.1.1 Are there any ethical or legal issues that can have an impact on sharing the described dataset / output? no 6.1.2 Does the described dataset / output contain sensitive information? No 6.1.3 Does the described dataset / output contain personal data? No 7 Other Issues 7.1 Other 7.1.1 Do you make use of other procedures for data management? No Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 Faroese Salmon Lice Model OCCAM CS3 This dataset contains code and configuration files for the Faroese salmon lice model developed within Case Study 3 (WP3) of the OCCAM project. The model includes Python scripts, markdown documentation, and YAML configuration files describing the simulation setup and model parameters. Template: Horizon Europe Type: Dataset 1 Summary 1.1 Brief description of the described research output 1.1.1 What kind of research output are you describing? Research Data 1.1.2 Is it physical or digital? Digital 1.1.3 Are you generating or re-using it? New 1.1.5 What is its format? Python files (.py), Markdown (.md), YAML (.yaml) 1.1.6 What is its expected size? 1MB 1.1.7 Why are you collecting/generating or re-using it? • To develop a product Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 • To improve a product 1.1.9 To whom might it be useful ('data utility')? • Researchers • Research communities • Decision makers 2 Links Between Outputs 3 FAIR Practices 3.1 Making data and other outputs findable, including provisions for metadata 3.1.1 Making data findable, including provisions for metadata 3.1.1.1 What type(s) of persistent identifier(s) are used for the described dataset / output? Other 3.1.1.2 Will you provide metadata for the described dataset / output? Yes A README.md file describing the model repository content and how to use the model will be provided. 3.1.1.4 Do the metadata use standardised vocabularies? Yes 3.1.1.6 Are the metadata searchable? Yes 3.2 Making data and other outputs openly accessible 3.2.1 Repository 3.2.1.1 In which repository will the dataset / output be deposited? GitHub https://github.com/Fiskaaling Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025 GitHub is a code repository platform that supports open sharing of software and documentation. 3.2.2 Data 3.2.2.1 What is the described dataset / output title? Faroese Salmon Lice Model OCCAM CS3 3.2.2.2 How is the dataset / output shared? Closed 3.2.2.5 Are there any methods or tools required to access the dataset / output? No 3.2.3 Metadata 3.2.3.2 Under which license will metadata be provided? Creative Commons Zero (CC0) 3.3 Making data and other outputs interoperable 3.3.1 Does your (meta)data use a controlled vocabulary? No 3.4 Increasing data and other outputs reuse 3.4.4 Do you intend to ensure (re)use by third parties after your project finishes? Yes 4 Allocation of Resources 4.1 Allocation of resources 4.1.1 What will be the cost of making the described output FAIR? 0 Euro Archiving 4.1.2 How will this cost be covered? Data Management Plan | OCCAM DMP v1 LICENSE:CC-BY-4.0 DOI: - 31/10/2025