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Range-wide occurrence records of the subarctic copepod Calanus finmarchicus and associated environmental predictor variables

This dataset contains occurrence records and associated metadata for the zooplankton species Calanus finmarchicus that were compiled from multiple open access databases. A file containing the corresponding background points is provided, along with gridded environmental variables for each season (Jan-Feb-Mar, Apr-May-Jun, Jul-Aug-Sep, Oct-Nov-Dec) and era (1955-1984, 1985-2017) that were assessed in this study. Together these data were used as input files for the MaxEnt ecological niche model within the peer reviewed article: Freer JJ, Daase, M, Tarling GA, (2021) Modelling the biogeographic boundary shift of Calanus finmarchicus reveals drivers of Arctic Atlantification by subarctic zooplankton, Global Change Biology. Finally, an R Markdown document is provided to enable data users to replicate the model optimisation and prediction steps using the input data files within this repository.





Funding was provided by:



UKRI Natural Environment Research Council (NERC): DIAPOD (NE/P006213/1),



NERC and the German Federal Ministry of Education and Research (BMBF): CHASE (NE/R012687/1),



Norwegian Research Council: Deep Impact project (300333).

Simple

Date (Creation)
2021-10-18
Date (Revision)
2021-10-18
Date (Publication)
2021-10-18
Date (released)
2021-10-18
Edition

1.0

Unique resource identifier
https://doi.org/10.5285/fc660bc3-09ab-4c1a-9d2a-4026951872c8
Codespace

doi

Unique resource identifier
GB/NERC/BAS/PDC/01575
Codespace

https://data.bas.ac.uk/

Unique resource identifier
NE/P006213/1
Codespace

award

Unique resource identifier
NE/R012687/1
Codespace

award

Other citation details

Please cite this item as: Freer, J., Daase, M., & Tarling, G. (2021). Range-wide occurrence records of the subarctic copepod Calanus finmarchicus and associated environmental predictor variables (Version 1.0) [Data set]. NERC EDS UK Polar Data Centre. https://doi.org/10.5285/fc660bc3-09ab-4c1a-9d2a-4026951872c8

Credit

No credit.

Status
Completed
Point of contact
Organisation name Individual name Electronic mail address Role
British Antarctic Survey Freer, Jennifer J Author
UiT The Arctic University of Norway Daase, Malin Author
British Antarctic Survey Tarling, Geraint A Author
NERC EDS UK Polar Data Centre

PDCServiceDesk@bas.ac.uk

Point of contact
Maintenance and update frequency
As needed
Maintenance note
Completed
Global Change Master Directory (GCMD) Science Keywords
  • EARTH SCIENCE > Oceans > Marine Biology > Marine Invertebrates
  • EARTH SCIENCE > Oceans > Marine Environment Monitoring
Theme
  • Atlantification

  • Climate Warming

  • Ecological Niche Model

  • Zooplankton

Place
  • Arctic

  • Subarctic

  • North Atlantic

GEMET - INSPIRE themes, version 1.0

  • Oceanographic geographical features
Access constraints
Other restrictions
Other constraints
no limitations to public access
Access constraints
Other restrictions
Other constraints
no limitations
Use constraints
License
Other constraints
Open Government Licence v3.0
Use constraints
Other restrictions
Other constraints

Data released under Open Government Licence V3.0:

Use constraints
Other restrictions
Other constraints

None.

Unique resource identifier
url
Codespace

url

Association Type
Cross reference
Unique resource identifier
url
Codespace

url

Association Type
dependency
Spatial representation type
Text, table
Language
English
Character set
UTF8
Topic category
  • Biota
  • Environment
  • Oceans
N
S
E
W
thumbnail




Begin date
1955-01-01
End date
1984-12-31
Supplemental Information

It is recommended that careful attention be paid to the contents of any data, and that the author be contacted with any questions regarding appropriate use. If you find any errors or omissions, please report them to polardatacentre@bas.ac.uk.

Title

European Petroleum Survey Group (EPSG) Geodetic Parameter Registry

Date (Publication)
2008-11-12
Cited responsible party
Organisation name Individual name Electronic mail address Role

European Petroleum Survey Group

EPSGadministrator@iogp.org

Publisher
Unique resource identifier
urn:ogc:def:crs:EPSG::3031
Version

6.18.3

Distributor

Distributor contact
Organisation name Individual name Electronic mail address Role
NERC EDS UK Polar Data Centre

PDCServiceDesk@bas.ac.uk

Distributor
Distributor format
Name Version
text/plain
text/csv
Units of distribution

bytes

Transfer size
222
OnLine resource
Protocol Linkage Name

WWW:LINK-1.0-http--link

https://ramadda.data.bas.ac.uk/repository/entry/show?entryid=fc660bc3-09ab-4c1a-9d2a-4026951872c8

Get Data

Units of distribution

bytes

Transfer size
222
OnLine resource
Protocol Linkage Name

WWW:LINK-1.0-http--link

https://ramadda.data.bas.ac.uk/repository/entry/show?entryid=fc660bc3-09ab-4c1a-9d2a-4026951872c8

Get Data

Hierarchy level
Dataset
Statement

Methodology:

Occurrence records and environmental data were downloaded from online and open access sources (see section Reference). After identifying overlapping datasets between repositories, remaining occurrence records were thinned to retain only one occurrence per season per grid cell (resolution: 0.25° x 0.25°) using the "spThin" R package (Aiello-Lammens et al. 2015). This removes the fewest records necessary to substantially reduce the effects of sampling bias, while simultaneously retaining the greatest amount of useful information. This left a total of 27,727 occurrence records and this cleaned dataset is version provided here.



Occurrence and background points were matched to the conditions from the season and era from which they were collected. This was done using an adapted version of the "depth_extract" R function available from: https://figshare.com/articles/Duffy_Chown_MEPS12011_model_virtualspecies/4315052. The adapted version we use is available in the R Markdown file we provide .



The steps that followed included optimising Maxent model settings, using the final model to predict habitat suitability across the study region, and running several sensitivity analyses. These processes are documented in the R Markdown file provided.





- Folder: env_dat_rasters, Volume: 193 megabytes



Contents: This folder contains the gridded environmental data. Each subfolder contains the raster files (ascii format) for a particular time period (era) and season. E.g. subfolder "era1_amj" contains the raster data during April-May-June of era 1 (1955-1984).



Data files and units:



bathy.asc = bathymetry (metres)



chla.asc = sea surface chlorophyll a concentration (mg.m-3)



par.asc = sea surface photosynthetically active radiation (einstein.m-2.day-1)



ph.asc = sea surface ph (total scale)



salinity.asc = sea surface salinity (psu)



seaicecon.asc = sea-ice concentration (%)



silicate.asc = sea surface molar concentration of silicate (µmol.kg-1)



slope.asc = bathymetric slope (degrees)



temp.asc = sea surface temperature (degrees celsius)



velocity.asc = sea surface current velocity (m.s-1)





- File: occurrence_dat_cleaned.csv, Volume: 4.9 megabytes



Contents: This file contains the cleaned and processed occurrence records of Calanus finmarchicus and the season-and-era-specific environmental conditions assigned to each presence locality.



Data columns and units:



NAME = identifier for species "Calanus_finmarchicus"



LON = longitude (decimal degrees)



LAT = latitude (decimal degrees)



MONTH_COLLECTED = month of sample collection (1=Jan, 2=Feb etc.)



SEASON = season assigned to each point (1=Jan-Feb-Mar, 2=Apr-May-Jun, 3=Jul-Aug-Sep, 4=Oct-Nov-Dec)



MINIMUM_DEPTH = minimum vertical depth of sample (metres from sea surface)



MAXIMUM_DEPTH = maximum vertical depth of sample (metres from sea surface)



MIN_MAX_DEPTH_RANGE = vertical range of sample (metres)



YEAR_COLLECTED = year of sample collection



TIME_PERIOD = era assigned to each point (1=1955-1984, 2=1985-2017)



LIFESTAGE = copepodite life stage assigned to the record at collection (CI-Adult)



DATASET = dataset/cruise from which sample was collected (see file "occurrence_dat_citations.txt" for full list)



DATABASE = database from which sample was archived (see file "occurrence_dat_citations.txt" for full list)



BATHY = bathymetry (metres)



CHLA = sea surface chlorophyll a concentration (mg.m-3)



PAR = sea surface photosynthetically active radiation (einstein.m-2.day-1)



PH = sea surface pH (total scale)



SALINITY = sea surface salinity (psu)



SEAICECON = Sea-ice concentration (%)



SILICATE = sea surface molar concentration of silicate (µmol.kg-1)



SLOPE = Bathymetric slope (degrees)



TEMP = sea surface temperature (degrees Celsius)



VELOCITY = sea surface current velocity (m.s-1)



Abbreviations:



CI - CVI = lifestage Copepodite I - VI, w...(42)

Data collection:

All analyses were carried out in R version 3.4.1.

Data quality:

Occurrence records represent those remaining after undertaking quality assurance and control processes as detailed in section 6. Further actions to limit the potential for sampling bias issues were carried out and are included in the R Markdown file we provide.



Due to limited data availability, seasonal environmental data during the older time period (1955-1984) are limited to: bathymetry, slope, temperature, salinity, sea-ice concentration and current velocity.



Sensitivity analyses were carried out to (a) account for potential misidentification of occurrences between Calanus finmarchicus and its congener, C. glacialis, (b) account for potential bias stemming from the seasonal assignment process of occurrences to environmental, and (c) test the sensitivity of model outputs to the inclusion of sea-ice concentration. Code for these analyses is within the R Markdown file we provide.

Metadata

File identifier
fc660bc3-09ab-4c1a-9d2a-4026951872c8 XML
Metadata language
English
Character set
UTF8
Hierarchy level
Dataset
Hierarchy level name

dataset

Date stamp
2021-10-18
Metadata standard name

ISO 19115 Geographic Information - Metadata

Metadata standard version

ISO 19115:2003(E)

Metadata author
Organisation name Individual name Electronic mail address Role
NERC EDS UK Polar Data Centre

polardatacentre@bas.ac.uk

Point of contact
 
 

Overviews

Spatial extent

thumbnail

Keywords

Atlantification Climate Warming Ecological Niche Model Zooplankton
GEMET - INSPIRE themes, version 1.0

Oceanographic geographical features
Global Change Master Directory (GCMD) Science Keywords

EARTH SCIENCE > Oceans > Marine Biology > Marine Invertebrates EARTH SCIENCE > Oceans > Marine Environment Monitoring


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