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Quality Control Standards for SeaDataNet. Review status at 1 st Annual Meeting (March 2007) Review developments over last year Current status Future work. Quality Control Standards for SeaDataNet. OUTLINE OF QUALITY CONTROL DOCUMENT Introduction Why is quality control is needed?
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Quality Control Standards for SeaDataNet • Review status at 1st Annual Meeting (March 2007) • Review developments over last year • Current status • Future work
Quality Control Standards for SeaDataNet • OUTLINE OF QUALITY CONTROL DOCUMENT • Introduction • Why is quality control is needed? • Information to accompany data • Automatic checks • “Scientific” quality control • CTD (temperature and salinity) • Current meter data (including ADCP) • Wave data • Sea level • Biological data, etc., • Quality flags • Documentation
Quality Control Standards for SeaDataNet Data quality control has the following objective: “To ensure the data consistency within a single data set and within a collection of data sets and to ensure that the quality and errors of the data are apparent to the user who has sufficient information to assess its suitability for a task.” (IOC/CEC Manuals and Guides 26, 1993) Quality control, if done well, brings about a number of key advantages: • Maintaining standards • Consistency • Reliability
Quality Control Standards for SeaDataNet For all types of data information is required about: • Wherethe data were collected: location (preferably as latitude and longitude) and depth/height • Whenthe data were collected (date and time in UTC or clearly specified local time zone) • Howthe data were collected (e.g. sampling methods, instrument types, analytical techniques) • How the data are referenced (e.g. station numbers, cast numbers) • Whocollected the data, including name and institution of the data originator(s) and the principal investigator • Whathas been done to the data (e.g. details of processing and calibrations applied, algorithms used to compute derived parameters) • Comments for other users of the data (e.g. problems encountered and comments on data quality)
Quality Control Standards for SeaDataNet IODE/JCOMM Forum on Oceanographic Data Management and Exchange Standards • Date and time: recommended to adopt the ISO-8601 standard (using extended format) where appropriate while recognising some limitations • Latitude, longitude, altitude: recommended to adopt the ISO-6709 standard • Countries: recommended to adopt the ISO-3166 (3166-1 and 3166-3) standard Reference: Intergovernmental Oceanographic Commission 2008 IODE/JCOMM Forum on Oceanographic Data Management and Exchange Standards, IOC Project Office for IODE, Oostende, Blegium 21-25 January 2008. Oostende, Belgium: IOC/IODE Project Office, 45pp. (IOC Workshop Report No. 206) (English)
Quality Control Standards for SeaDataNet Basic automatic checks for all data types: • Date and time } • Latitude and longitude } ? QC flags ? • Position must not be on land } Other automatic checks: • Impossible speed • Spike • Gradient • Density inversion • Pressure increasing • Global range • Regional range • Deepest pressure • Check for duplicates
Quality Control Standards for SeaDataNet Visual inspection of data • Pressure/depth series (e.g. CTD) • Property-property plot • Time series (e.g. current meter, sea level) • Scatter plot (e.g. current meter) • Map covering the locations of series • Ensure that data are free from instrument-generated spikes, gaps, spurious data at the start and end of the record and other irregularities • Apply quality flags • Quality flags do not change the data • Visual inspection can be subjective, dependent on experience
Quality Control Standards for SeaDataNet Outcomes of Standards Forum relevant to QC No recommended standards identified, but: • Temperature and salinity profiles: GTSPP to revise IOC Manuals and Guides No. 22 • Surface T&S: GOSUD to revise their QC document • Sea level: revise ESEAS QC document in close collaboration with the GE-GLOSS • Currents: consolidate input from US IOOS with IOC Manuals and Guides No. 26; add info on HF radar • Surface waves: update IOC Manuals and Guides No. 26; US IOOS will provide the US national waves plan • SeaDataNet QC flags are a sensible extension to handle situations appropriate for a greater range of variables • Develop “Guidelines for a Manual on Quality Control” document
Quality Control Standards for SeaDataNet SeaDataNet quality control flags (L201) Flag Short description 0 No quality control 1 The value appears to be correct 2 The value appears to be probably good 3 The value appears probably bad 4 The value appears erroneous 5 The value has been changed 6 Below detection limit 7 In excess of quoted value 8 Interpolated value 9 Missing value A Incomplete information Based on IGOSS/UOT/GTSPP & Argo quality flags
Quality Control Standards for SeaDataNet Data Documentation • Comprehensive documentation to accompany the data • All data sets need to be fully documented to ensure they can be used in the future without ambiguity or uncertainty • Compiled using: • information supplied by the data originator (e.g. data reports, comments on data quality) • any further information gained during QC • Includes:instrument details, mooring details, data quality, calibration and processing carried out by the data originator and data centre processing and quality control
Quality Control Standards for SeaDataNet Other data types: Discrete Water Sample Data • How trace values (values below the detection limit) identified • What is the precision of the methods (e.g. number of significant figures) • What analyses performed (use parameters descriptions as described in the ICES green book) • What units are used • Duplicate samples taken? • Comments describing each station • Supply calibration document • Station number, site details, sample identifier (or bottle number), type of station, continuous flow etc., • Check profiles vs. regional climatology • Check calibration information available • Compare parameters for predictable relationships (e.g. parameter ratios)
Quality Control Standards for SeaDataNet Other data types: Example – nutrients (Baltic) • Plot nutrients against salinity • Compare how nutrients behave – look for outliers in homogeneous water mass • Check sum NO2 + NO3 +NH4 (or phosphate) less than or equal to total nitrogen (or phosphorus) • Check for stable relationship between phosphorus and nitrogen • If NO2 > NO3 check carefully to see if OK • During productive season nutrients should decrease • If hydrogen sulphide present then NO2 and NO3should go to zero and NH4 increase • Look at (plot) dissolved oxygen and chlorophyll (this checks for productivity) • Regional and seasonal behaviour important
Quality Control Standards for SeaDataNet Next steps/future work • Version 1 of the QC manual to be completed and available on the project web site by end April 2008 • Extend range of parameters to include, for example: • Surface underway data (e.g. thermosalinograph, shipboard ADCP) • Nutrients, dissolved oxygen (and other chemistry) • Marine geophysics • Extend and improve information on biological data quality control • Follow Standards Forum progress and update QC manual as appropriate • Version 2 of the manual to be available April 2009