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Dataset Title: | Northwest Atlantic per-pixel spring bloom metrics derived from OC-CCI POLY4 satellite Chlorophyll-a, 1998-present ![]() ![]() |
Institution: | dfo_bio (Dataset ID: bio_remote_sensing_occci_nwa_poly4_spring_bloom) |
Information: | Summary ![]() ![]() ![]() |
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Attributes { time { String _CoordinateAxisType "Time"; Float64 actual_range 8.836128e+8, 1.7040672e+9; String axis "T"; String calendar "standard"; String ioos_category "Time"; String long_name "Time"; String standard_name "time"; String time_origin "01-JAN-1970 00:00:00"; String units "seconds since 1970-01-01T00:00:00Z"; } latitude { String _CoordinateAxisType "Lat"; Float64 actual_range 39.020833333333336, 65.97916666666667; String axis "Y"; String ioos_category "Location"; String long_name "Latitude"; String standard_name "latitude"; String units "degrees_north"; } longitude { String _CoordinateAxisType "Lon"; Float64 actual_range -75.97916666666667, -42.020833333333336; String axis "X"; String ioos_category "Location"; String long_name "Longitude"; String standard_name "longitude"; String units "degrees_east"; } t_start { Float32 _FillValue NaN; Float64 colorBarMaximum 200.0; Float64 colorBarMinimum 0.0; String ioos_category "Ocean Color"; String long_name "Day of year of the start of the spring phytoplankton bloom"; Float32 valid_max 176.0; Float32 valid_min 1.0; } t_duration { Float32 _FillValue NaN; Float64 colorBarMaximum 250.0; Float64 colorBarMinimum 0.0; String ioos_category "Ocean Color"; String long_name "Duration of the spring phytoplankton bloom"; String units "days"; Float32 valid_max 220.0; Float32 valid_min 1.0; } amplitude_real { Float32 _FillValue NaN; Float64 colorBarMaximum 150.0; Float64 colorBarMinimum 0.0; String ioos_category "Ocean Color"; String long_name "Maximum concentration during the spring phytoplankton bloom period"; String units "mg/m3"; Float32 valid_max 100.0; Float32 valid_min 0.0; } magnitude_real { Float32 _FillValue NaN; Float64 colorBarMaximum 30.0; Float64 colorBarMinimum 0.03; String colorBarScale "Log"; String ioos_category "Ocean Color"; String long_name "Total chlorophyll-a produced during the spring phytoplankton bloom period"; String units "days*mg/m3"; Float32 valid_max 22000.0; Float32 valid_min 0.0; } annual_mean { Float32 _FillValue NaN; Float64 colorBarMaximum 30.0; Float64 colorBarMinimum 0.03; String colorBarScale "Log"; String ioos_category "Ocean Color"; String long_name "Average chlorophyll-a over the year"; String standard_name "mass_concentration_of_chlorophyll_a_in_sea_water"; String units "mg/m3"; Float32 valid_max 100.0; Float32 valid_min 0.0; } NRMSE_bloom { Float32 _FillValue NaN; Float64 colorBarMaximum 0.1; Float64 colorBarMinimum 0.0; String ioos_category "Ocean Color"; String long_name "Root mean square error between the fitted Gaussian and real chl-a values during the bloom period, normalized to amplitude_real"; String units "mg/m3"; Float32 valid_max 1.0; Float32 valid_min 0.0; } percent_dineof { Float32 _FillValue NaN; Float64 colorBarMaximum 100.0; Float64 colorBarMinimum 0.0; String ioos_category "Ocean Color"; String long_name "Percentage of days with pixel values estimated using DINEOF"; Float32 valid_max 100.0; Float32 valid_min 0.0; } NC_GLOBAL { String cdm_data_type "Grid"; String Conventions "CF-1.10, COARDS, ACDD-1.3"; String creator_email "Stephanie.Clay@dfo-mpo.gc.ca"; String creator_group "SOPhyE (Satellite Ocean colour and Phytoplankton Ecology group), Ocean Monitoring and Modelling Section"; String creator_name "Stephanie Clay"; String creator_type "person"; String creator_url "https://bio-rsg.github.io/"; String date_created "2025-08-31T11:52:23Z"; Float64 Easternmost_Easting -42.020833333333336; String geographic_crs_epsg_code "EPSG:4326"; Float64 geospatial_lat_max 65.97916666666667; Float64 geospatial_lat_min 39.020833333333336; Float64 geospatial_lat_resolution 0.04166666666666667; String geospatial_lat_units "degrees_north"; Float64 geospatial_lon_max -42.020833333333336; Float64 geospatial_lon_min -75.97916666666667; Float64 geospatial_lon_resolution 0.04166666666666667; String geospatial_lon_units "degrees_east"; String history "Created with map_and_write_to_netcdf.R. Input data were 4km-resolution spring bloom metrics and annual average chlorophyll-a (chl-a) concentration per bin. Bloom metrics for each bin and year were derived from a shifted gaussian curve fitted to the time series of daily logged chl-a data within that bin. Chl-a data were taken from the POLY4 chl-a dataset which was generated using remote sensing reflectances (Rrs) from the OC-CCI multisensor product (www.oceancolour.org) and regionally-tuned coefficients, and subsequently gap-filled using DINEOF (https://github.com/aida-alvera/DINEOF). 2025-09-03T16:04:58Z (local files) 2025-09-03T16:04:58Z https://cioosatlantic.ca/griddap/bio_remote_sensing_occci_nwa_poly4_spring_bloom.das"; String infoUrl "https://bio-rsg.github.io/"; String institution "dfo_bio"; String keywords "agencies, agencies-non-us, amplitude, amplitude_real, annual_mean, average, based, between, bio, bloom, ca/dfo/bio, canada, chemistry, chl, chl-a, chlorophyll, chlorophyll-a, color, concentration, data, day, days, department, dfo, dineof, duration, during, earth, Earth Science > Oceans > Ocean Chemistry > Chlorophyll, Earth Science > Oceans > Ocean Chemistry > Pigments > Chlorophyll, Earth Science > Oceans > Ocean Optics > Chlorophyll > Chlorophyll Concentration, error, estimated, fisheries, fitted, gaussian, government, latitude, longitude, magnitude_real, mass, mass_concentration_of_chlorophyll_a_in_sea_water, maximum, mean, metrics, non, normalized, NRMSE_bloom, nwa, observation, occci, ocean, ocean color, oceans, optics, over, percent_dineof, percentage, period, phytoplankton, pigments, pixel, platforms, Platforms > Space-based Platforms > Earth Observation Satellites >, produced, providers, Providers > GOVERNMENT AGENCIES-NON-US > CANADA > CA/DFO/BIO, real, root, satellites, science, sea, seawater, space, space-based, spring, square, start, t_duration, t_start, time, total, using, values, water, with, year"; String keywords_vocabulary "GCMD Science Keywords"; String license "https://creativecommons.org/licenses/by/4.0/"; String map_projection "Equidistant Cylindrical (Plate Carrée)"; String mission "Multiple missions"; Float64 Northernmost_Northing 65.97916666666667; String platform "Multiple platforms"; String POLY4_coefficients "0.59779,-3.15824,-0.80348,0.93129,0.78322"; String processing_level "L4 Mapped"; String product_name "gaussian_fit_metrics_2010.nc"; String projected_crs_epsg_code "EPSG:4087"; String references "doi:10.3390/s19194285; https://catalogue.ceda.ac.uk/uuid/690fdf8f229c4d04a2aa68de67beb733; doi:10.3390/rs11222609; Layton, C., Devred, E., DeTracey B.. 2022. A comparison of phytoplankton spring bloom fitting methods using MODIS satellite-derived chlorophyll-a concentration for the Maritimes region. Can. Tech. Rep. Hydrogr. Ocean Sci. 340: vii + 22 p.; Stephanie Clay, Chantelle Layton, & Emmanuel Devred. (2021). BIO-RSG/PhytoFit: First release (v1.0.0). Zenodo. https://doi.org/10.5281/zenodo.4770754; doi:10.1016/j.ocemod.2004.08.001"; String region "Northwest Atlantic"; String reprocessing "v6.0"; String sensor "Multiple sensors"; String source "Spring bloom metrics and annual average chlorophyll-a (chl-a) derived from DINEOF-filled POLY4 chl-a. POLY4 chl-a were created using remote sensing reflectance (Rrs) data from the OC-CCI multisensor product, which were generated by the Plymouth Marine Laboratory (PML) as part of the European Space Agency (ESA) climate change initiative (www.oceancolour.org)."; String sourceUrl "(local files)"; Float64 Southernmost_Northing 39.020833333333336; String spatial_resolution "4.64km at equator"; String standard_name_vocabulary "CF Standard Name Table v79"; String summary "NWA OCCCI spring bloom metrics 2024"; String temporal_range "year"; Int32 time 2010; String time_coverage_end "2024-01-01T00:00:00Z"; String time_coverage_start "1998-01-01T00:00:00Z"; String title "Northwest Atlantic per-pixel spring bloom metrics derived from OC-CCI POLY4 satellite Chlorophyll-a, 1998-present"; String tools "https://github.com/BIO-RSG/oceancolouR"; Float64 Westernmost_Easting -75.97916666666667; } }
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