The Pilot
The pilot of the time-series synthesis product includes data from 12 Eulerian ship-based time-series stations including a total of 108’331 water samples. The stations are representative of unique marine environments within the Atlantic, Pacific, Mediterranean Sea, Nordic Seas, and the Caribbean Sea. The time-series temporal resolutions (monthly, seasonal, or irregular), time ranges (10 – 36 years) and bottom depths (80 – 6000m) differ, with the oldest samples dating back to 1983. The focus of the pilot has been set on biogeochemical essential ocean variables: Oxygen, nutrients, inorganic carbon, particulate matter, and dissolved organic carbon. Besides being harmonized, the data has been subject to a qualitative assessment in which the applied methods have been evaluated against Best-Practices and categorized. Additional data-quality descriptors include precision and accuracy estimates, indicators for data variability, and offsets to GLODAP.
The pilot provides Findable, Accessible, Interoperable, Reusable (FAIR) BGC time-series data, enhancing the readiness of the 12 biogeochemical time-series stations. With the pilot, we made the first steps towards:
- Positioning BGC time series for expansion/attention via UN Decade of Ocean Science
- Including BGC time series into OceanOPS
- Enabling easier data ingestion for high impact end-user directed services (e.g., Global Carbon Budget)
- Increasing usage and more streamlined data integration into BGC-ocean models
- Being a recognized reference for autonomous and other observing networks, e.g. BGC-Argo
Fair data statement
While the time-series dataset product pilot is made available without any restrictions, users of the data should adhere to fair data use principles: For investigations that rely on data from a particular time-series station, principal investigators should be contacted to explore opportunities for collaboration and co-authorship. The original dataset DOI and any articles where the data are described, should be cited. Contacting principal investigators comes with the additional benefit of expert insight into the specific site under investigation. This paper should be cited in any scientific publications that result from the usage of the pilot product.
Data product files
Data Product (coming soon!)
BCODMO product (coming soon)
Download the Variable Table (Suppl. 8) or view below
Improved Usability of Time-Series Data
The key achievements of this pilot project are the highly granular documentation of methods of all participating sites, and the related “Best-Practice” assessment. These enable proper usage and interpretation of time-series within the context of easy recognition of method changes. More precisely, these granular metadata can be used to analyze correlations between detected tipping points and method changes. The figure below illustrates the assigned Best-Practice flags and changes for the EOV nitrate for each time-series. These timelines demonstrate the power of metadata and why it is important to collect metadata at a granular level.
Variable Table (Suppl. 8)
Description | TS Product | NERC BODC P01-Identifier | NERC BODC P01-Name | Jiang et al. (2022) |
---|---|---|---|---|
Time-Series Station unique identifier | TimeSeriesSite | N/A | N/A | N/A |
Cruise Identifier | CRUISE | N/A | N/A | Cruise_ID |
Date in yyyymmdd | DATE | ADATAA01 | Date (UT as yyyymmdd) | N/A |
Time in hhmm (utc) | TIME_UTC | N/A | N/A | Time_UTC |
Station Number | STNNBR | N/A | N/A | Station_ID |
Cast number | CASTNO | N/A | N/A | Cast_number |
Bottle number | BTLNBR | ROSPOSID | RosPos | Niskin_ID |
Latitude | LATITUDE | ALATZZ01 | Latitude north | Latitude |
Latitude: Unit | degN | |||
Longitude | LONGITUDE | ALONZZ01 | Longitude east | Longitude |
Longitude: Unit | degE | |||
Depth of sample in dbar | CTDPRS | PRESPR01 | Pres_Z | CTDPRES |
Depth: Unit | dbar | N/A | ||
Potential density (referred to 0 dbar) | SIGMA0 | POTDENS0 | PotDens_surface | |
Potential density: Unit | kg/m3 | kg/m3 | ||
Temperature of sample | CTDTMP | TEMPP901 | WC_temp90 | CTDTEMP_ITS90 |
Temperature: Unit | degC (ITS-90) | N/A | ||
Sensor salinity | CTDSAL | PSALCC01 | P_sal_CTD_calib | CTDSAL_PSS78 |
Sensor salinity: Unit | PSS-78 | |||
Sensor salinity: WOCE Bottle Quality Flag | CTDSAL_FLAG_W | |||
Sensor oxygen | CTDOXY | DOXYSC01 | WC_dissO2_calib | CTDOXY |
Sensor oxygen: Unit | umol/kg | |||
Sensor oxygen: WOCE Bottle Quality Flag | CTDOXY_FLAG_W | |||
Bottle salinity | SALNTY | PSALZZXX | P_sal | Salinity_PSS78 |
Bottle salinity: Unit | PSS-78 | |||
Bottle salinity: WOCE Bottle Quality Flag | SALNTY_FLAG_W | Salinity_flag | ||
Bottle salinity: Method Flag | SALNTY_SOPf | |||
Bottle salinity: Precision | SALNTY_P | |||
Bottle salinity: Accuracy | SALNTY_A | |||
Bottle oxygen | OXYGEN | DOXYZZXX | WC_dissO2 | Oxygen |
Bottle oxygen: Unit | umol/kg | |||
Bottle oxygen: WOCE Bottle Quality Flag | OXYGEN_FLAG_W | Oxygen_flag | ||
Bottle oxygen: Method Flag | OXYGEN_SOPf | |||
Bottle oxygen: Precision | OXYGEN_P | |||
Bottle oxygen: Accuracy | OXYGEN_A | |||
Dissolved inorganic carbon | TCARBN | TCO2MSXX | TCO2/kg | DIC |
Dissolved inorganic carbon: Unit | umol/kg | |||
Dissolved inorganic carbon: WOCE Bottle Quality Flag | TCARBN_FLAG_W | DIC_flag | ||
Dissolved inorganic carbon: Method Flag | TCARBN_SOPf | |||
Dissolved inorganic carbon: Precision | TCARBN_P | |||
Dissolved inorganic carbon: Accuracy | TCARBN_A | |||
Alkalinity | ALKALI | MDMAP014 | TotAlk/kg | TA |
Alkalinity: Unit | umol/kg | |||
Alkalinity: WOCE Bottle Quality Flag | ALKALI_FLAG_W | TA_flag | ||
Alkalinity: Method Flag | ALKALI_SOPf | |||
Alkalinity: Precision | ALKALI_P | |||
Alkalinity: Accuracy | ALKALI_A | |||
pH | PH_TOT | PHTLSX25 | pH(Total)_25deg | pH_T_measured |
pH: Unit | total_scale at 25°C and 0 dbar | |||
pH: WOCE Bottle Quality Flag | PH_TOT_FLAG_W | pH_flag | ||
pH: Temperature | PH_TMP | TEMP_pH | ||
pH: Method Flag | PH_TOT_SOPf | |||
pH: Precision | PH_TOT_P | |||
pH: Accuracy | PH_TOT_A | |||
Partial pressure of CO2 | pCO2 | PCO2XXXX | pCO2 | N/A |
Partial pressure of CO2: Unit | uatm | |||
Partial pressure of CO2: WOCE Bottle Quality Flag | pCO2_FLAG_W | N/A | ||
Partial pressure of CO2: Temperature | pCO2TMP | |||
Partial pressure of CO2: Method Flag | pCO2_SOPf | |||
Partial pressure of CO2: Precision | pCO2_P | |||
Partial pressure of CO2: Accuracy | pCO2_A | |||
Nitrate (or nitrate + nitrite) | NITRAT | MDMAP005 | NO3/kg | Nitrate |
Nitrate: Unit | umol/kg | |||
Nitrate: WOCE Bottle Quality Flag | NITRAT_FLAG_W | Nitrate_flag | ||
Nitrate: Method Flag | NITRAT_SOPf | |||
Nitrate: Precision | NITRAT_P | |||
Nitrate: Accuracy | NITRAT_A | |||
Nitrite | NITRIT | MDMAP007 | NO2/kg | Nitrite |
Nitrite: Unit | umol/kg | |||
Nitrite: WOCE Bottle Quality Flag | NITRIT_FLAG_W | Nitrite_flag | ||
Nitrite: Method Flag | NITRIT_SOPf | |||
Nitrite: Precision | NITRIT_P | |||
Nitrite: Accuracy | NITRIT_A | |||
Phosphate | PHSPHT | MDMAP906 | PO4/kg | Phosphate |
Phosphate: Unit | umol/kg | |||
Phosphate: WOCE Bottle Quality Flag | PHSPHT_FLAG_W | Phsophate_flag | ||
Phosphate: Method Flag | PHSPHT_SOPf | |||
Phosphate: Precision | PHSPHT_P | |||
Phosphate: Accuracy | PHSPHT_A | |||
Silicate | SILCAT | MDMAP012 | SiOx/kg | Silicate |
Silicate: Unit | umol/kg | |||
Silicate: WOCE Bottle Quality Flag | SILCAT_FLAG_W | Silicate_flag | ||
Silicate: Method Flag | SILCAT_SOPf | |||
Silicate: Precision | SILCAT_P | |||
Silicate: Accuracy | SILCAT_A | |||
Ammonium | NH4 | MDMAP004 | NH4/kg | Ammonium |
Ammonium: Unit | umol/kg | |||
Ammonium: WOCE Bottle Quality Flag | NH4_FLAG_W | Ammonium_flag | ||
Ammonium: Method Flag | NH4_SOPf | |||
Ammonium: Precision | NH4_P | |||
Ammonium: Accuracy | NH4_A | |||
Particulate (organic or total) carbon | TPC | MDMAP011 | PTC | N/A |
Particulate carbon: Unit | umol/kg | |||
Particulate carbon: WOCE Bottle Quality Flag | TPC_FLAG_W | N/A | ||
Particulate carbon: Method Flag | TPC_SOPf | |||
Particulate carbon: Precision | TPC_P | |||
Particulate carbon: Accuracy | TPC_A | |||
Particulate (organic or total) phosphorus | TPP | TPHSMSPT | PTP | N/A |
Particulate phosphorus: Unit | umol/kg | |||
Particulate phosphorus: WOCE Bottle Quality Flag | TPP_FLAG_W | N/A | ||
Particulate phosphorus: Method Flag | TPP_SOPf | |||
Particulate phosphorus: Precision | TPP_P | |||
Particulate phosphorus: Accuracy | TPP_A | |||
Particulate (organic or total) nitrogen | TPN | MDMAP013 | PON | N/A |
Particulate nitrogen: Unit | umol/kg | |||
Particulate nitrogen: WOCE Bottle Quality Flag | TPN_FLAG_W | N/A | ||
Particulate nitrogen: Method Flag | TPN_SOPf | |||
Particulate nitrogen: Precision | TPN_P | |||
Particulate nitrogen: Accuracy | TPN_A | |||
Dissolved organic carbon | DOC | CORGZZKG | DOC/kg | DOC |
Dissolved organic carbon: Unit | umol/kg | |||
Dissolved organic carbon: WOCE Bottle Quality Flag | DOC_FLAG_W | DOC_flag | ||
Dissolved organic carbon: Method Flag | DOC_SOPf | |||
Dissolved organic carbon: Precision | DOC_P | |||
Dissolved organic carbon: Accuracy | DOC_A |