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NORTHWESTSHELF_REANALYSIS_BIO_004_011. There are two gridded products, yearly 
winter mean nitrogen concentrations, and yearly winter mean phosphate 
concentrations. The data covers the period 1990 - 2014 and is at 0.111° x 
0.067° resolution.

Winter means are also provided for a set of regions used for eutrophication 
assessments: MSFD regions, regional seas, WFD coastal areas, and 
Ecohydrodynamic regions.

Files:

ntra_winter_1990_2012.nc, ntra_winter_2013_2014.nc, phos_winter_1990_2012.nc, 
phos_winter_2013_2014.nc contain gridded winter means for the years indicated. 
2013 and 2014 are in separate files as the model grid changed slightly after 
this point.

ntra_MSFD_winter_means_1990_2014.csv and phos_MSFD_winter_means_1990_2014.csv 
contain winter nitrate and phosphate means for each of the MSFD regions: 
Greater North Sea and Celtic Seas for the years 1990 - 2014.

ntra_RegionalSeas_winter_means_1990_2014.csv and 
phos_RegionalSeas_winter_means_1990_2014.csv contain winter nitrate and 
phosphate means for each of the regional seas (1-8, also known as charting 
progress 2 regions) for the years 1990 - 2014.

ntra_WFD_coastal_winter_means_1990_2014.csv and 
phos_WFD_coastal_winter_means_1990_2014.csv contain winter nitrate and 
phosphate means for each of the WFD coastal assessment regions, for the years 
1990 - 2014.

ntra_Ecohydro_winter_means_1990_2014.csv and 
phos_Ecohydro_winter_means_1990_2014.csv contain winter means for 
Ecohydrodynamic regions (cropped to the MSFD regions).

Corresponding shapefiles for all of these regions are also available 
(MSFD_regions.zip, Regional_seas.zip, WFD_coastal.zip, 
Ecohydrodynamic_regions_cropped.zip)</gco:CharacterString>
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`https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/`_
) – Please note the applicable attribution statement is as follows: ‘includes 
Crown copyright, Cefas 2024'


.. _`https://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/`:
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                    <gmx:Anchor xlink:type="simple" xlink:href="http://data.europa.eu/eli/reg/2010/1089">Commission Regulation (EU) No 1089/2010 of 23 November 2010 implementing Directive 2007/2/EC of the European Parliament and of the Council as regards interoperability of spatial data sets and services</gmx:Anchor>
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                        <gco:Date>2010-12-08</gco:Date>
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            <gco:CharacterString>This product was generated using E.U. Copernicus Marine Service Information.

Monthly values from modelling data (CMEMS product 004_011 
METO-NWS-REAN-BIO-MONTHLY-NTR/PHOS) were used to obtain winter mean values of 
nitrate concentrations to plot time series and assessment levels for MSFD 
regions and other reporting regions (such as applied under the WFD and OSPAR 
assessments).

Winter season nutrient concentrations include data from November to February 
for each winter (including Jan and Feb from one calendar year, and Nov and Dec 
from the previous year). Winter mean values of nutrient concentrations are 
calculated at 0.111° x 0.067° resolution, using data from 1990 to 2014, 
extracting data from the upper 15m (layers at 0m, 3m, 10m, and 15m). Data 
layers are averaged over depth and time to obtain winter surface nitrate for 
each winter season.

Processing was done in python (part A):

1. Load netcdfs

2. Subset to the area of interest (15°W to 4°E, 48°N to 64°N).

3. Select top four depth layers (0.0m, 3.0m, 10.0m, 15.0m)

4. Average over depth dimension

5. Export netcdf of surface layer (for part B)

6. Average over November-February for each year (including Nov and Dec from 
the previous year)

7. Export netcdf of surface winter means (nc)

And R (part B

1. Load netcdfs (from step 5 above)

2. Reshape data arrays to long data table format

3. Spatial overlay with regions

4. Average over regions and winter months for each year

5. Export csv</gco:CharacterString>
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