CCS Species Distribution Models for coastal pelagic species

coastwatch.pfeg.noaa.gov:FRD_CPS_SDMs Project: NOAA/SWFSC/FRD,NOAA/SWFSC/ERD,UCSC,NOAA/NWFSC,PSMFC Email: Barbara.Muhling@noaa.gov Institution: NOAA/SWFSC/FRD,NOAA/SWFSC/ERD,UCSC,NOAA/NWFSC,PSMFC InfoURL: https://repository.library.noaa.gov/view/noaa/37600 Source URL: (local files) NOAA/SWFSC/FRD,NOAA/SWFSC/ERD,UCSC,NOAA/NWFSC,PSMFC Unknown Barbara.Muhling@noaa.gov CCS Species Distribution Models for coastal pelagic species Unknown raster digital data Santa Cruz, CA, USA ERDDAP, version 2.30.0, at NOAA NMFS SWFSC Environmental Research Division NOAA NMFS SWFSC Environmental Research Division Roy Mendelssohn ERDDAP administrator Mailing and Physical Address

110 McAllister Road

Santa Cruz CA 95060 USA +1 831-420-3666 erd.data@noaa.gov https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html Download data: CCS Species Distribution Models for coastal pelagic species A web page for specifying a subset of the dataset and downloading data in any of several file formats. download data https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph Make a graph or map: CCS Species Distribution Models for coastal pelagic species A web page for creating a graph or map of the data. download graph or map https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs OPeNDAP service: CCS Species Distribution Models for coastal pelagic species The base URL for the OPeNDAP service. Add .html to get a web page with a form to download data. Add .dds to get the dataset's structure. Add .das to get the dataset's metadata. Add .dods to download data via the OPeNDAP protocol. OPeNDAP https://repository.library.noaa.gov/view/noaa/37600 Background information: CCS Species Distribution Models for coastal pelagic species Background information for the dataset. background information NOAA/SWFSC/FRD,NOAA/SWFSC/ERD,UCSC,NOAA/NWFSC,PSMFC Forage species such as Pacific sardine, northern anchovy, and market squid are critical ecological links between the planktonic food web and higher trophic levels in the California Current System, as well as supporting valuable fisheries. Environmental variability drives large fluctuations in their abundance and distribution. This dataset includes the outputs of Species Distribution Models (SDMs) for 6 key forage species, combining multiple survey datasets with environmental fields from a high-resolution Regional Ocean Modeling System (ROMS) developed at the University of California - Santa Cruz, and the Copernicus-Globcolour level 4 interpolated surface chlorophyll product (https://doi.org/10.48670/moi-00281). The sardine and anchovy SDMs also included predictors indexing stock biomass (MacCall et al. 2016; Kuriyama et al. 2022; Kuriyama et al. 2024). As temporally continuous salinity fields are not available from the UCSC ROMS, we included a measure of the distance to the nearest major river (mean > 50,000 CFS discharge) in the herring SDM, to capture the association of this species with estuaries. The species represented are Pacific sardine (Sardinops sagax), northern anchovy (Engraulis mordax), market squid (Doryteuthis opalescens), Pacific herring (Clupea pallasii), jack mackerel (Trachurus symmetricus), and Pacific mackerel (Scomber japonicus). Results from two different SDMs are shown: Generalized Additive Models and Boosted Regression Trees, and both models predict the probability of occurrence of each species. The model outputs are generally similar, but the BRTs can be more prone to producing offshore artefacts, especially for market squid and jack mackerel. We used data from the NOAA Southwest Fisheries Science Center Coastal Pelagic Species and Columbia River Predator (Emmett et al. 2006) trawl surveys to train all SDMs, with the exception of market squid, where juvenile salmon survey data were used instead (see Chasco et al. 2022 for description of these data). More details on SDMs are available in Muhling et al. (2019); Fennie et al. (2022), and Quezada et al. (2023). Important caveat for the sardine SDMs: these models use spawning stock biomass from the stock assessment as an indicator. Since 2022, Japanese sardine (S. melanostictus) have been detected in the California Current System in increasing numbers. These animals are excluded from the stock assessment using genetic identification, so there are likely to be more total sardine in the region than predicted by the sardine SDM. These outputs are free to use, but we strongly recommend contacting Barbara Muhling (Barbara.Muhling@noaa.gov) before working with them, to ensure complete understanding of the details and caveats. Fields are updated on ERDDAP about once per year, but additional updates can be pushed upon request. Funding for this work was provided by NOAA Office of Sustainable Fisheries, and the NOAA Climate and Fisheries Adaptation program. References Chasco, B. E., Hunsicker, M. E., Jacobson, K. C., Welch, O. T., Morgan, C. A., Muhling, B. A., & Harding, J. A. (2022). Evidence of Temperature-Driven Shifts in Market Squid Doryteuthis opalescens Densities and Distribution in the California Current Ecosystem. Marine and Coastal Fisheries, 14(1), e10190. Emmett, R. L., Krutzikowsky, G. K., & Bentley, P. (2006). Abundance and distribution of pelagic piscivorous fishes in the Columbia River plume during spring/early summer 1998-2003: relationship to oceanographic conditions, forage fishes, and juvenile salmonids. Progress in Oceanography, 68(1), 1-26. Fennie, H. W., Seary, R., Muhling, B. A., Bograd, S. J., Brodie, S., Cimino, M. A., ... & Tommasi, D. (2023). An anchovy ecosystem indicator of marine predator foraging and reproduction. Proceedings of the RoyalSociety B, 290(1992), 20222326. Kuriyama, P. T., Zwolinski, J. P., Teo, S. L. H. & Hill, K. T. (2022). Assessment of the Northern anchovy (Engraulis mordax) resource in 2021 for US management. NOAA Technical Memorandum NOAA-TM-NMFS-SWFSC-665 Kuriyama, P. T., Allen Akselrud, C., Zwolinski, J. P., Hill, K. T. (2024). Assessment of the Pacific sardine resource in 2024 for US management in 2024-2025. NOAA Technical Memorandum NOAA-TM-NMFS-SWFSC-698 MacCall, A. D., Sydeman, W. J., Davison, P. C., & Thayer, J. A. (2016). Recent collapse of northern anchovy biomass off California. Fisheries Research, 175, 87-94. Muhling, B., Brodie, S., Snodgrass, O., Tommasi, D., Dewar, H., Childers, J., Jacox, M. Edwards, C. A., Xu, Y. & Snyder, S. (2019). Dynamic habitat use of albacore and their primary prey species in the California Current System. CalCOFI Reports 60: 1-15. Quezada, F. J., Tommasi, D., Frawley, T. H., Muhling, B., Kaplan, I., & Stohs, S. (2023). Catch as catch can: Markets, availability, and fishery closures drive distinct responses among the US West Coast Coastal Pelagic Species fleet segments. Canadian Journal of Fisheries and Aquatic Sciences. https://doi.org/10.1139/cjfas-2023-009 Unknown https://repository.library.noaa.gov/view/noaa/37600 19971001 20240630 ground condition Complete As needed -133.9 -115.5 48.0 30.1 Uncontrolled earth science atmosphere ocean biosphere biology environment CF Standard Name Table v70 time latitude longitude None. The data may be used and redistributed for free but is not intended for legal use, since it may contain inaccuracies. Neither the data Contributor, ERD, NOAA, nor the United States Government, nor any of their employees or contractors, makes any warranty, express or implied, including warranties of merchantability and fitness for a particular purpose, or assumes any legal liability for the accuracy, completeness, or usefulness, of this information. NOAA/SWFSC/FRD,NOAA/SWFSC/ERD,UCSC,NOAA/NWFSC,PSMFC Unknown Unknown Mailing and Physical Address

Unknown

Unknown Unknown Unknown Unknown Unknown Barbara.Muhling@noaa.gov https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph Web page to make a customized map or graph of the data HTML Unknown Unknown Unknown Unknown Unknown Unknown Raster float Grid Cell 180 185 1 0.1 0.1 Decimal degrees D_WGS_1984 WGS_1984 6378137.000000 298.257224 NOAA NMFS SWFSC Environmental Research Division Roy Mendelssohn ERDDAP administrator Mailing and Physical Address

110 McAllister Road

Santa Cruz CA 95060 USA +1 831-420-3666 erd.data@noaa.gov ERDDAP, version 2.30.0: get metadata; download data; make graphs and maps. The data may be used and redistributed for free but is not intended for legal use, since it may contain inaccuracies. Neither the data Contributor, ERD, NOAA, nor the United States Government, nor any of their employees or contractors, makes any warranty, express or implied, including warranties of merchantability and fitness for a particular purpose, or assumes any legal liability for the accuracy, completeness, or usefulness, of this information. .asc 1 View OPeNDAP-style ISO-8859-1 comma-separated text. https://docs.opendap.org/index.php/UserGuideOPeNDAPMessages#ASCII_Service https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .croissant 1 Download the dataset croissant schema. https://docs.mlcommons.org/croissant/docs/croissant-spec.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .csv 1 Download a ISO-8859-1 comma-separated text table (line 1: names; line 2: units; ISO 8601 times). https://en.wikipedia.org/wiki/Comma-separated_values https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .csv0 1 Download a ISO-8859-1 .csv file without column names or units. Times are ISO 8601 strings. https://en.wikipedia.org/wiki/Comma-separated_values https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .csvp 1 Download a ISO-8859-1 .csv file with line 1: name (units). Times are ISO 8601 strings. https://en.wikipedia.org/wiki/Comma-separated_values https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .das 1 View the dataset's metadata via an ISO-8859-1 OPeNDAP Dataset Attribute Structure (DAS). https://docs.opendap.org/index.php/UserGuideOPeNDAPMessages#Dataset_Attribute_Structure https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .dds 1 View the dataset's structure via an ISO-8859-1 OPeNDAP Dataset Descriptor Structure (DDS). https://docs.opendap.org/index.php/UserGuideOPeNDAPMessages#Dataset_Descriptor_Structure https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .dods 1 OPeNDAP clients use this to download the data in the DODS binary format. https://docs.opendap.org/index.php/UserGuideOPeNDAPMessages#Data_Transmission https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .esriAscii 1 Download an ISO-8859-1 ESRI ASCII file (latitude longitude data only; longitude must be all below or all above 180). https://en.wikipedia.org/wiki/Esri_grid https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .fgdc 1 View the dataset's UTF-8 FGDC .xml metadata. https://www.fgdc.gov/standards/projects/FGDC-standards-projects/metadata/base-metadata/index_html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .htmlTable 1 View a UTF-8 .html web page with the data in a table. Times are ISO 8601 strings. https://www.w3schools.com/html/html_tables.asp https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .iso19115 1 View the dataset's ISO 19115/19139 UTF-8 .xml metadata using the version default for this server. https://en.wikipedia.org/wiki/Geospatial_metadata https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .iso19115_2 1 View the dataset's ISO 19115-2/19139 UTF-8 .xml metadata. https://en.wikipedia.org/wiki/Geospatial_metadata https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .iso19115_3_2016 1 View the dataset's ISO 19115-3:2016 UTF-8 .xml metadata. https://en.wikipedia.org/wiki/Geospatial_metadata https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .iso19139_2007 1 View the dataset's ISO 19139:2007 UTF-8 .xml metadata. https://en.wikipedia.org/wiki/Geospatial_metadata https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .itx 1 Download an ISO-8859-1 Igor Text File. Each axis variable and each data variable becomes a wave. https://www.wavemetrics.net/doc/igorman/II-09%20Data%20Import%20Export.pdf https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .json 1 View a table-like UTF-8 JSON file (missing value = 'null'; times are ISO 8601 strings). https://www.json.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .jsonlCSV 1 View a UTF-8 JSON Lines CSV file without column names (mv = 'null'; times are ISO 8601 strings). https://jsonlines.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .jsonlCSV1 1 View a UTF-8 JSON Lines CSV file with column names on line 1 (mv = 'null'; times are ISO 8601 strings). https://jsonlines.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .jsonlKVP 1 View a UTF-8 JSON Lines file with Key:Value pairs (missing value = 'null'; times are ISO 8601 strings). https://jsonlines.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .mat 1 Download a MATLAB binary file. https://www.mathworks.com/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .nc 1 Download a NetCDF-3 binary file with COARDS/CF/ACDD metadata. https://www.unidata.ucar.edu/software/netcdf/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .ncHeader 1 View the UTF-8 header (the metadata) for the NetCDF-3 .nc file. https://linux.die.net/man/1/ncdump https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .nccsv 1 Download a NetCDF-3-like 7-bit ASCII NCCSV .csv file with COARDS/CF/ACDD metadata. https://erddap.github.io/docs/user/nccsv-1.20 https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .nccsvMetadata 1 View the dataset's metadata as the top half of a 7-bit ASCII NCCSV .csv file. https://erddap.github.io/docs/user/nccsv-1.20 https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .ncml 1 View the dataset's structure and metadata as a UTF-8 NCML .xml file. https://docs.unidata.ucar.edu/netcdf-java/current/userguide/ncml_overview.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .ncoJson 1 Download a UTF-8 NCO lvl=2 JSON file with COARDS/CF/ACDD metadata. https://nco.sourceforge.net/nco.html#json https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .odvTxt 1 Download time,latitude,longitude,otherVariables as an ODV Generic Spreadsheet File (.txt). https://odv.awi.de/en/documentation/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .parquet 1 Download as a parquet file. Metadata contains column names ("column_names") and units ("column_units"). https://parquet.apache.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .parquetWMeta 1 Download as a parquet file with detailed metadata. https://parquet.apache.org/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .timeGaps 1 View a UTF-8 list of gaps in the time values which are larger than the median gap. https://coastwatch.pfeg.noaa.gov/erddap/griddap/documentation.html#timeGaps https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .tsv 1 Download a ISO-8859-1 tab-separated text table (line 1: names; line 2: units; ISO 8601 times). https://jkorpela.fi/TSV.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .tsv0 1 Download a ISO-8859-1 .tsv file without column names or units. Times are ISO 8601 strings. https://jkorpela.fi/TSV.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .tsvp 1 Download a ISO-8859-1 .tsv file with line 1: name (units). Times are ISO 8601 strings. https://jkorpela.fi/TSV.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .wav 1 Download a .wav audio file. All columns must be numeric and of the same type. https://en.wikipedia.org/wiki/WAV https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .xhtml 1 View a UTF-8 XHTML (XML) file with the data in a table. Times are ISO 8601 strings. https://www.w3schools.com/html/html_tables.asp https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. download https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.html CCS Species Distribution Models for coastal pelagic species Web page for accessing metadata and downloading data. information .geotif 1 View a grayscale GeoTIFF .tif file (for latitude longitude data; longitude must be all below or all above 180). https://trac.osgeo.org/geotiff/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .kml 1 View a Google Earth .kml file (for latitude, longitude data only). https://developers.google.com/kml/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .largePdf 1 View a large .pdf image file with a graph or map. https://www.adobe.com/acrobat/about-adobe-pdf.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .largePng 1 View a large .png image file with a graph or map. http://www.libpng.org/pub/png/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .pdf 1 View a standard, medium-sized .pdf image file with a graph or map. https://www.adobe.com/acrobat/about-adobe-pdf.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .png 1 View a standard, medium-sized .png image file with a graph or map. http://www.libpng.org/pub/png/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .smallPdf 1 View a small .pdf image file with a graph or map. https://www.adobe.com/acrobat/about-adobe-pdf.html https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .smallPng 1 View a small .png image file with a graph or map. http://www.libpng.org/pub/png/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing .transparentPng 1 View a .png image file (just the data, without axes, landmask, or legend). http://www.libpng.org/pub/png/ https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph https://coastwatch.pfeg.noaa.gov/erddap/griddap/FRD_CPS_SDMs.graph CCS Species Distribution Models for coastal pelagic species Web page for making a graph or map. graphing None 20260418 NOAA NMFS SWFSC Environmental Research Division Roy Mendelssohn ERDDAP administrator Mailing and Physical Address

110 McAllister Road

Santa Cruz CA 95060 USA +1 831-420-3666 erd.data@noaa.gov Content Standard for Digital Geospatial Metadata: Extensions for Remote Sensing Metadata FGDC-STD-012-2002 universal time None. The data may be used and redistributed for free but is not intended for legal use, since it may contain inaccuracies. Neither the data Contributor, ERD, NOAA, nor the United States Government, nor any of their employees or contractors, makes any warranty, express or implied, including warranties of merchantability and fitness for a particular purpose, or assumes any legal liability for the accuracy, completeness, or usefulness, of this information.