AndreaBozzo/ceres-open-data-index huggingface dataset:
OSU Chlorophyll Climatology V2, MODIS Aqua, West US, 2002-2003

This suite of CHLA and SST climatology and anomaly data products are derived from daily, 0.0125 degree x 0.0125 degree, MODIS Aqua CHLA and SST fields that cover the California Current System (22N - 51N, 155W - 105W) for the 11-year period July 2002 through June 2013. These daily fields, obtained from the NOAA CoastWatch West Coast Regional Node website, were processed using a successive 3x3, 5x5 and 7x7 grid cell hybrid median filtering technique. This technique was found to effectively reduce noise in the daily fields while maintaining features and detail in important regions such as capes and headlands. The resulting median filtered daily fields were then linearly interpolated to a 0.025 degree x 0.025 degree grid and averaged to create 132 monthly mean fields. The seasonal cycles at each 0.025 degree x 0.025 degree grid cell were obtained by fitting each multiyear time series of monthly means to a nine-parameter regression model consisting of a constant plus four harmonics (frequencies of N/(1-year), N-1,4; Risien and Chelton 2008, JPO).  Even with the median filtering and the temporal averaging of the daily fields, the highly inhomogeneous nature of the MODIS fields still resulted in regression coefficients that were excessively noisy. We therefore applied the same successive 3x3, 5x5 and 7x7 hybrid median filtering technique, described above, to the regression coefficients before finally spatially smoothing the coefficients using a loess smoother (Schlax et al. 2001, JTECH) with filter cutoff wavelengths of 0.25 degree latitude by 0.25 degree longitude. The seasonal cycles were then calculated from the filtered regression coefficients for each 0.025 degree x 0.025 degree grid cell using the mean and all four harmonics. It is important to note that THIS SUITE OF DATA PRODUCTS IS HIGHLY EXPERIMENTAL and is strictly intended for scientific evaluation by experienced marine scientists.

Tags: altitude, aqua, atmospheric, chemistry, chlorophyll, climatology, coast, college, color, concentration, concentration_of_chlorophyll_in_sea_water, earth, earth science, fields, high, latitude, longitude, modis, ocean, ocean chemistry, ocean color, oceans, oregon, oregon state university, resolution, sciences, sea, seawater, state, time, u.s., university, water, west, west coast
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
VIIRSN, Suomi-NPP, Level-3 SMI, NASA, Global, 4km, K490, R2018, 2012-present, 8-Day

R2018 version of Level-3 Standard Mapped Image (SMI), Global, 4km, Diffuse Attenuation Coefficient K490, 8-Day composite data from the Visible and Infrared Imager/Radiometer Suite (VIIRS), as processed by NASA GSFC Ocean Biology Processing Group (OBPG). VIIRS is a multi-disciplinary instrument that flies on the Suomi-NPP (National Polar-orbiting Partnership) satellite.  Suomi-NPP is the initial spacecraft in the JPSS (Joint Polar Satellite Systems) series of spacecraft. JPSS is our Nation's next generation polar-orbiting operational environmental satellite system. JPSS is a collaborative program between NOAA and its acquisition agent NASA. VIIRS is the successor to MODIS for Earth science data product generation. (This version of the VH data was first released on 2017-12-12.)

Tags: 4km, 8-day, attentuation, coefficient, composite, diffuse, diffuse attenuation coefficient, gsfc, image, joint, jpss, k490, latitude, level, level-3, longitude, mapped, mean, nasa, noaa, npoess, npp, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean color, oceans, optical, orbiting, polar, properties, satellite, sea, seawater, smi, standard, suomi, time, viirs, viirsn, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
TAO/TRITON, RAMA, and PIRATA Buoys, Quarterly, 2000-present, Total Heat Flux

This dataset has quarterly Total Heat Flux data from the
TAO/TRITON (Pacific Ocean, https://www.pmel.noaa.gov/gtmba/ ),
RAMA (Indian Ocean, https://www.pmel.noaa.gov/gtmba/pmel-theme/indian-ocean-rama ), and
PIRATA (Atlantic Ocean, https://www.pmel.noaa.gov/gtmba/pirata/ )
arrays of moored buoys which transmit oceanographic and meteorological data to shore in real-time via the Argos satellite system.  These buoys are major components of the CLIVAR climate analysis project and the GOOS, GCOS, and GEOSS observing systems.  Quarterly data is an average of monthly values collected during a 3 month period.  A minimum of 2 monthly values are required to compute a quarterly average.  This dataset contains realtime and delayed mode data (see the 'source' variable).  For more information, see
https://www.pmel.noaa.gov/gtmba/mission .

Tags: atmosphere, atmospheric radiation, buoys, centered, depth, earth science, flux, heat, heat flux, identifier, latitude, longitude, noaa, ocean heat budget, oceans, pirata, pmel, quality, quarterly, rama, station, surface_downward_heat_flux_in_sea_water, tao, tao/triton, time, total, triton
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Remote Sensing Reflectance at 667 nm, Aqua MODIS, NPP, East US, 2002-2012 (Monthly Composite)

MODIS measures the remote sensing reflectance (Rrs) at 667nm.  This can be used to view very high concentrations of phytoplankton in the very surface of the water.

Tags: altitude, aqua, coastwatch, coastwatch (https://coastwatch.noaa.gov/), composite, degrees, earth science, east, latitude, longitude, modis, monthly, noaa, npp, ocean, ocean optics, oceans, optical, optical properties, optics, properties, radiance, reflectance, remote, sensing, time, wcn
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA Ship Nancy Foster Underway Meteorological Data, Quality Controlled

NOAA Ship Nancy Foster Underway Meteorological Data (delayed ~10 days for quality control) are from the Shipboard Automated Meteorological and Oceanographic System (SAMOS) program.

IMPORTANT: ALWAYS USE THE QUALITY FLAG DATA! Each data variable's metadata includes a qcindex attribute which indicates a character number in the flag data.  ALWAYS check the flag data for each row of data to see which data is good (flag='Z') and which data isn't.  For example, to extract just data where time (qcindex=1), latitude (qcindex=2), longitude (qcindex=3), and airTemperature (qcindex=12) are 'good' data, include this constraint in your ERDDAP query:
  flag=~"ZZZ........Z.*"
in your query.  
"=~" indicates this is a regular expression constraint.
The 'Z's are literal characters.  In this dataset, 'Z' indicates 'good' data. 
The '.'s say to match any character.  
The '*' says to match the previous character 0 or more times.  
See the tutorial for regular expressions at
https://www.vogella.com/tutorials/JavaRegularExpressions/article.html

Tags: air, air temperature, air_pressure, air_temperature, atmosphere, atmospheric, atmospheric pressure, atmospheric pressure measurements, atmospheric temperature, atmospheric water vapor, atmospheric winds, calender, conductivity, control, course, data, date, day, density, direction, earth, earth science, electrical, file, flags, foster, from, fsu, ground, heading, history, humidity, information, latitude, level, longitude, measurements, meteorological, meteorology, nancy, oceans, over, platform, pressure, quality, relative, relative_humidity, salinity, salinity/density, sea, sea level pressure, sea_water_electrical_conductivity, sea_water_practical_salinity, sea_water_temperature, seawater, speed, static, static pressure, surface, surface air temperature, surface winds, temperature, time, vapor, water, wind, wind_from_direction, wind_speed, winds
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOS CO-OPS Water Level Data, Verified, High Low

This dataset has verified (quality-controlled), daily, high low water level
(tide) data from NOAA NOS Center for Operational Oceanographic Products and
Services (CO-OPS). This is a delayed dataset, not a near-real-time dataset.

WARNING:
* Queries for data MUST include stationID=, datum=, time>=, and time<=.
* Queries MUST be for less than 30 days worth of data.
* Different stations support different datums.
  Use ERDDAP's Subset web page to find out which datums a given station supports.
* The data source isn't completely reliable. If your request returns no data
  when you think it should:
  * Make sure the station you specified supports the datum you specified.
  * Try revising the request (e.g., a different datum or a different time range).
  * The list of stations offering this data (or the list of datums) may be incorrect.
  * Sometimes a station or the entire data service is unavailable.
    Wait a while and try again.

Tags: amplitude, co-ops, coastal, coastal processes, data, date, datum, deployment, designation, due, earth science, established, flag, geocentric, high, identifier, inferred, latitude, level, limit, longitude, low, name, noaa, noaa nos co-ops, nos, ocean, oceans, ops, processes, sea, sea level, sea surface height, sea surface topography, sea_surface_height_amplitude_due_to_geocentric_ocean_tide, seawater, shefid, state, station, surface, tidal, tidal height, tide, tides, time, topography, verified, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
VIIRSN, Suomi-NPP, Level-3 SMI, NASA, Global, 4km, PIC, v2016, 2012-2017, Daily, DEPRECATED, Lon0360

THIS VERSION WAS DISCONTINUED on 2017-12-01. SEE THE NEW erdVH2018 DATASETS. Level-3 Standard Mapped Image (SMI), Global, 4km, Particulate Inorganic Carbon (PIC), Daily composite data from the Visible and Infrared Imager/Radiometer Suite (VIIRS), as processed by NASA GSFC Ocean Biology Processing Group (OBPG). VIIRS is a multi-disciplinary instrument that flies on the Suomi-NPP (National Polar-orbiting Partnership) satellite.  Suomi-NPP is the initial spacecraft in the JPSS (Joint Polar Satellite Systems) series of spacecraft. JPSS is our Nation's next generation polar-orbiting operational environmental satellite system. JPSS is a collaborative program between NOAA and its acquisition agent NASA. VIIRS is the successor to MODIS for Earth science data product generation. (This version of the VH data was first released on 2016-04-01.)

Tags: 4km, carbon, chemistry, color, concentration, daily, gsfc, image, inorganic, joint, jpss, latitude, level, level-3, longitude, mapped, mass, mean, mole_concentration_of_particulate_inorganic_carbon_in_sea_water, nasa, noaa, npoess, npp, obpg, ocean, ocean biology processing group (nasa/gsfc/obpg), ocean color, oceans, orbiting, particulate, pic, polar, satellite, sea, seawater, smi, standard, suomi, time, viirs, viirsn, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
GLOBEC NEP Rosette Bottle Data (2002)

GLOBEC (GLOBal Ocean ECosystems Dynamics) NEP (Northeast Pacific)
Rosette Bottle Data from New Horizon Cruise (NH0207: 1-19 August 2002).
Notes:
Physical data processed by Jane Fleischbein (OSU).
Chlorophyll readings done by Leah Feinberg (OSU).
Nutrient analysis done by Burke Hales (OSU).
Sal00 - salinity calculated from primary sensors (C0,T0).
Sal11 - salinity calculated from secondary sensors (C1,T1).
secondary sensor pair was used in final processing of CTD data for
most stations because the primary had more noise and spikes. The
primary pair were used for cast #9, 24, 48, 111 and 150 due to
multiple spikes or offsets in the secondary pair.
Nutrient samples were collected from most bottles; all nutrient data
developed from samples frozen during the cruise and analyzed ashore;
data developed by Burke Hales (OSU).
Operation Detection Limits for Nutrient Concentrations
Nutrient  Range         Mean    Variable         Units
PO4       0.003-0.004   0.004   Phosphate        micromoles per liter
N+N       0.04-0.08     0.06    Nitrate+Nitrite  micromoles per liter
Si        0.13-0.24     0.16    Silicate         micromoles per liter
NO2       0.003-0.004   0.003   Nitrite          micromoles per liter
Dates and Times are UTC.

For more information, see https://www.bco-dmo.org/dataset/2452

Inquiries about how to access this data should be directed to
Dr. Hal Batchelder (hbatchelder@coas.oregonstate.edu).

Tags: 10um, active, after, ammonia, ammonium, attenuation, attenuation/transmission, biosphere, bottle, cast, chemistry, chlorophyll, chlorophyll-a, color, concentration, concentration_of_chlorophyll_in_sea_water, cruise, data, density, dissolved, dissolved nutrients, dissolved o2, earth science, fluorescence, fraction, from, globec, identifier, latitude, longitude, mass, mole, mole_concentration_of_ammonium_in_sea_water, mole_concentration_of_nitrate_in_sea_water, mole_concentration_of_nitrite_in_sea_water, mole_concentration_of_phosphate_in_sea_water, mole_concentration_of_silicate_in_sea_water, moles, moles_of_nitrate_and_nitrite_per_unit_mass_in_sea_water, n02, nep, nh4, nitrate, nitrite, nitrogen, no3, number, nutrients, o2, ocean, ocean chemistry, ocean color, ocean optics, ocean temperature, oceans, optical, optical properties, optics, oxygen, passing, per, phaeopigments, phosphate, photosynthetically, photosynthetically active radiation, pigments, plus, po4, properties, radiation, rosette, salinity, salinity/density, screen, sea, sea_water_practical_salinity, sea_water_temperature, seawater, sensor, sensors, ship, silicate, temperature, time, total, transmission, transmissivity, unit, vegetation, voltage, volume, volume_fraction_of_oxygen_in_sea_water, water, water temperature
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOS CO-OPS Water Level Data, Tide Prediction, 60-Minute

This dataset has High Low Tide Predictions from NOAA NOS Center for Operational
Oceanographic Products and Services (CO-OPS).

The official Tide and Tidal Current prediction tables are published annually on
October 1, for the following calendar year. Tide and Tidal Current predictions
generated prior to the publishing date of the official tables are subject to
change. The enclosed data are based upon the latest information available as of
the date of your request. Tide and Tidal Current predictions generated may
differ from the official predictions if information for the station requested
has been updated since the publishing date of the official tables.

WARNING:
* Queries for data MUST include stationID=, time>= and time<=.
  Queries MUST be for less than 30 days worth of data.
* This dataset only returns data for the MLLW (Mean Lower-Low Water) datum.
* The data source isn't completely reliable. If your request returns no data
  when you think it should:
  * Try revising the request (e.g., a different time range).
  * The list of stations offering this data may be incorrect.
  * Sometimes a station or the entire data service is unavailable.
    Wait a while and try again.

Tags: 60-minute, amplitude, co-ops, coastal, coastal processes, data, datum, deployment, designation, due, earth science, geocentric, identifier, latitude, level, longitude, minute, name, noaa, noaa nos co-ops, nos, ocean, oceans, ops, predicted, prediction, processes, sea, sea level, sea surface height, sea surface topography, sea_surface_height_amplitude_due_to_geocentric_ocean_tide, seawater, shefid, station, surface, tidal, tidal height, tide, tides, time, topography, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
SODA - POP 2.2.4 Monthly Means, 1871-2010 (At Surface)

Simple Ocean Data Assimilation (SODA) version 2.2.4 - A reanalysis of ocean 
climate. SODA uses the GFDL modular ocean model version 2.2. The model is 
forced by observed surface wind stresses from the COADS data set (from 1958 
to 1992) and from NCEP (after 1992). Note that the wind stresses were 
detrended before use due to inconsistencies with observed sea level pressure 
trends. The model is also constrained by constant assimilation of observed 
temperatures, salinities, and altimetry using an optimal data assimilation 
technique. The observed data comes from: 1) The World Ocean Atlas 1994 which 
contains ocean temperatures and salinities from mechanical 
bathythermographs, expendable bathythermographs and conductivity-temperature-
depth probes. 2) The expendable bathythermograph archive 3) The TOGA-TAO 
thermistor array 4) The Soviet SECTIONS tropical program 5) Satellite 
altimetry from Geosat, ERS/1 and TOPEX/Poseidon. 
We are now exploring an eddy-permitting reanalysis based on the Parallel 
Ocean Program POP-1.4 model with 40 levels in the vertical and a 0.4x0.25 
degree displaced pole grid (25 km resolution in the western North 
Atlantic).  The first version of this we will release is SODA1.2, a 
reanalysis driven by ERA-40 winds covering the period 1958-2001 (extended to 
the current year using available altimetry).

Tags: atmosphere, atmospheric, atmospheric winds, downward, earth science, eastward, latitude, level, longitude, means, meridional, monthly, northward, oceans, pop, sea, sea level, sea surface height, sea surface topography, soda, stress, surface, surface_downward_eastward_stress, surface_downward_northward_stress, tamu, tamu/umd, time, topography, umd, wind, wind stress, winds, zonal
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Chlorophyll-a, Orbview-2 SeaWiFS, Alaska, 1997-2006, Science Quality (Monthly Composite) DEPRECATED

NOAA CoastWatch distributes chlorophyll-a concentration data from the Sea-viewing Wide Field-of-view Sensor (SeaWiFS) on the Orbview-2 satellite.  Because the data was purchased under a NOAA contract with GeoEye, the data can be used but not redistributed.  Images made from the data, however, can be used for any purpose.  Questions regarding data access should be directed to NOAA CoastWatch.

Tags: alaska, altitude, andrew, chemistry, chlorophyll, chlorophyll-a, coastwatch (https://coastwatch.noaa.gov/), color, concentration, concentration_of_chlorophyll_in_sea_water, daac, degrees, earth science, geoeye, gsfc, latitude, longitude, maine, monthly, nasa, ocean, ocean chemistry, ocean color, oceans, orbview, orbview-2, quality, science, science quality, sea, seawater, seawifs, thomas, time, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
AMSRE Model Output, obs4MIPs NASA-JPL, Global, 1 Degree, 2002-2010, Monthly, Lon+/-180

This data set contains sea surface temperature (SST) data on a monthly 1 degree grid from the Advanced Microwave Scanning Radiometer (AMSR-E) aboard NASA's Aqua spacecraft. The data were produced by Remote Sensing Systems in support of the CMIP5 (Coupled Model Intercomparison Project Phase 5) under the World Climate Research Program (WCRP). Along with this dataset, two additional ancillary data files are included in the same directory which contain the number of observations and standard error co-located on the same 1 degree grids. AMSR-E, a passive-microwave radiometer launched on the Aqua platform on 4 May 2002, was provided by the National Space Development Agency (NASDA) of Japan to NASA as an indispensable part of Aqua's global hydrology mission. Over the oceans, AMSR-E is measuring a number of important geophysical parameters, including SST, wind speed, atmospheric water vapor, cloud water, and rain rate. A key feature of AMSR-E is its capability to see through clouds, thereby providing an uninterrupted view of global SST and surface wind fields. For more information, see
ftp://podaac.jpl.nasa.gov/OceanTemperature/amsre/L3/sst_1deg_1mo/docs/tosTechNote_AMSRE_L3_v7_200206-201012.pdf

Tags: amsre, earth science, jpl, latitude, longitude, model, nasa, nasa-jpl, obs-amsre, obs4mips, observation, observations, ocean, ocean temperature, oceans, output, prepared, remote, remote sensing systems, sea, sea surface temperature, sea_surface_temperature, sea_surface_temperature_number_of_observations, sea_surface_temperature_standard_error, sensing, surface, systems, temperature, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Remote Sensing Reflectance at 667 nm, Aqua MODIS, NPP, Gulf of Mexico, 2002-2012 (3 Day Composite)

MODIS measures the remote sensing reflectance (Rrs) at 667nm.  This can be used to view very high concentrations of phytoplankton in the very surface of the water.

Tags: 3-day, altitude, aqua, coastwatch, coastwatch (https://coastwatch.noaa.gov/), composite, degrees, earth science, gulf, latitude, longitude, mexico, modis, noaa, npp, ocean, ocean optics, oceans, optical, optical properties, optics, properties, radiance, reflectance, remote, sensing, time, wcn
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
VIIRSN, Suomi-NPP, Level-3 SMI, Global, 4km, POC, 2012-2014, DEPRECATED OLDER VERSION, Daily, Lon0360

THIS VERSION IS DEPRECATED. (Dec 2014) SEE THE NEW erdVH2018 VERSION.
VIIRSN Level-3 Standard Mapped Image (SMI), Global, 4km, Particulate Organic Carbon (POC), Daily composite data from the Visible and Infrared Imager/Radiometer Suite (VIIRS). VIIRS is a multi-disciplinary instrument that flies on the Suomi-NPP (National Polar-orbiting Partnership) satellite.  Suomi-NPP is the initial spacecraft in the JPSS (Joint Polar Satellite Systems) series of spacecraft. JPSS is our Nation's next generation polar-orbiting operational environmental satellite system. JPSS is a collaborative program between NOAA and its acquisition agent NASA. VIIRS is the successor to MODIS for Earth science data product generation. THIS IS AN EXPERIMENTAL PRODUCT: intended strictly for scientific evaluation by professional marine scientists.

Tags: 4km, carbon, chemistry, color, composite, concentration, daily, gsfc, image, joint, jpss, latitude, level, level-3, longitude, mapped, mass, mean, nasa, nasa/gsfc obpg, noaa, npoess, npp, obpg, ocean, ocean color, oceans, orbiting, organic, particulate, poc, polar, satellite, sea, seawater, smi, standard, suomi, time, viirs, viirsn, water
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
SST, Aqua MODIS, NPP, Gulf of Mexico, Daytime and Nighttime (11 microns), 2002-2012 (Monthly Composite), Lon0360

NOAA CoastWatch provides SST data from NASA's Aqua Spacecraft.  Measurements are gathered by the Moderate Resolution Imaging Spectroradiometer (MODIS) carried aboard the spacecraft.

Tags: 14-day, altitude, aqua, coastwatch (https://coastwatch.noaa.gov/), composite, day, daytime, degrees, earth science, gsfc, gulf, latitude, longitude, mexico, microns, modis, monthly, nasa, nighttime, npp, ocean, ocean temperature, oceans, sea, sea surface temperature, sea_surface_temperature, sst, surface, temperature, time
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Wind, Metop-A ASCAT, 0.25Â°, Global, Near Real Time, 2009-present, Divergence and Modulus (3 Day), Lon+/-180

NOAA CoastWatch distributes near real time divergence and modulus wind data originating with wind velocity measurements from the ASCAT instrument onboard EUMETSAT's Metop-A satellite.  ASCAT is a microwave scatterometer designed to measure surface winds over the global ocean.  Wind velocity is processed to wind divergence by NOAA CoastWatch. (This is a 3 day composite.)

Tags: advanced, altitude, ascat, coast, coastwatch, coastwatch (https://coastwatch.noaa.gov/), data, degrees, divergence, earth science, eumetsat, european, exploitation, global, latitude, longitude, meteorological, metop, near, near real time, noaa, node, nrt, ocean, ocean winds, oceans, organisation, qadivw, real, satellites, scatterometer, surface, surface winds, time, wcn, west, wind, winds
Organization: National Oceanic and Atmospheric Administration, Department of Commerce