AndreaBozzo/ceres-open-data-index huggingface dataset:
Lidar - California - Leosphere Windcube 866 (120), Humboldt - Raw Data

**Overview**

Deployment off the coast of Humboldt, California

**Data Details**

Windcube Data Files:  
 lidar.z05.00.20200929.000000.gyro.7z  
 lidar.z05.00.20200929.000000.rtd.7z  
 lidar.z05.00.20200929.000000.sta.7z  
 lidar.z05.00.20200929.000000.stdrtd.7z  
 lidar.z05.00.20200929.000000.stdsta.7z  

The Windcube data is compressed via 7-zip:  

"sta" files are 10 minute averaged data.  
"rtd" files are ~1 second data.  
"gyro" files are buoy movement data.  

7z is the new archive format, providing high compression ratio.  

The main features of 7z format:  
Open architecture  
High compression ratio  
Strong AES-256 encryption  
Ability of using any compression, conversion or encryption method  
Supporting files with sizes up to 16000000000 GB  
Unicode file names  
Solid compressing  
Archive headers compressing  

7z has open architecture, so it can support any new compression methods.  

https://www.7-zip.org/7z.html

**Data Quality**

Additional meta data to follow

Tags: 00, a2e, atmosphere-to-electrons, buoy, california, eere, leosphere-windcube-866-120-humboldt, lidar, offshore-wind-energy-buoy-lidar-project, raw-data, weto, wind, z05
Organization: Department of Energy
Data for New Aerosol Dry Deposition Model

Fig1-needleleaf forest.txt contains all the observation data with each reference given for figure 1.  The deposition velocity vd and diameter dp are shown in ordered arrays.  vd_err and dp_err define the deposition velocity and diameter error bars.

Fig 2-needleleaf.txt contains same observation data as Fig1-needleleaf forest.txt

Fig3-Broadleaf forest.txt contains all the observation data with each reference given for broadleaf forests in Fig 3.  Data format same as Fig1

Fig4-Grasst.txt contains all the observation data with each reference given for grass in Fig 4.  Data format same as Fig1

Fig5.txt contains data from Zhang et al. 2014 for three different U* values

Fig6-Watert.txt contains all the observation data with each reference given for water in Fig 6.  Data format same as Fig1

DataFig7,TXT is a tab-deliminated text file containing the data in tabular for for Figure 7

DataFig8,TXT is a tab-deliminated text file containing the data in tabular for for Figure 8

Fig14a-133_P6p3_add_newadd_PM25_TOT_126719_boxplot_hourly_data.csv is a CSV file containing data for the hourly average median and 1st and 3rd quartiles of observation and two 1.33 km model runs that are represented by boxes in figure 14a.

Fig14b-12US1_P6p3_add_PM25_TOT_211556_boxplot_hourly_data.csvis a CSV file containing data for the hourly average median and 1st and 3rd quartiles of observation and two 12 km model runs that are represented by boxes in Figure 14b.

Fig15-133_P6p3_add_newadd_PM25_TOT_728997_spatialplot_diff.csv is a CSV file containing all the data for the bias and error for NEW and BASE 1.33 km model runs and the differences in bias and error between the models at AQS sites

Fig16-12US1_P6p3_add_PM25_TOT_971641_spatialplot_diff.csv  is a CSV file containing all the data for the bias and error for NEW and BASE 12 km model runs and the differences in bias and error between the models at AQS sites

Fig17-12US1_P6p3_add_PM25_TOT_104554_spatialplot_diff.csv is a CSV file containing all the data for the bias and error for NEW and BASE 12 km model runs and the differences in bias and error between the models at IMPROVE sites. Portions of this dataset are inaccessible because: Figs 9-13 are all plots directly from CMAQ output files which are far too large. They can be accessed through the following means: Can contact primary author, Jon Pleim, to access the data. Format: CMAQ netcdf output files

Tags: aerosols, air-quality, atmospheric-deposition
Organization: U.S. Environmental Protection Agency
Fin Whale Sound Production Recorded at SanctSound Site SB01_02

This record represents fin whale sound production detected from raw passive acoustic data. The Low Frequency Detection and Classification System (LFDCS) call library for fin whale 20-Hz pulses was built for the data sampled at 120 Hz. All fin whale detections with a Mahalanobis distance of 3.0 or less were manually verified for true detections. A logistic regression was applied to these results to facilitate reducing the size of the dataset that ultimately needed to be manually verified for confident species detection. This analysis revealed that a minimum number of 29 detections per time window used (hour or day) need to be detected to ensure that a fin whale was truly detected with a confidence of 90%. All days with at least 29 detections were manually verified for daily presence of fin whale 20-Hz pulses. From days with 29 or more detections, fin whales were considered present for that day if a true detection was found within a regular inter-pulse interval pattern of at least three other 20-Hz pulses. These data were recorded at SanctSound site SB01_02 between January 28, 2019 and April 2, 2019.

Tags: acoustic sounders, ambient noise, animals/invertebrates, animals/vertebrates, aquatic ecosystems, aquatic sciences, atlantic ocean, biological classification, biosphere, cetaceans, doc/noaa/nesdis/ncei, doc/noaa/nmfs, doc/noaa/nos/nms, dod/usnavy, earth science, earth science oceans, fish, fisheries, fixed observation stations, hydrophones, mammals, marine environment monitoring, marine habitat, national centers for environmental information, national marine fisheries service, national marine sanctuaries, national ocean service, nesdis, noaa, noaa-navy sanctuary soundscapes monitoring project, north atlantic ocean, ocean, ocean acoustics, oceans, passive acoustic recorder, recorders/loggers, sanctsound, u.s. department of commerce, u.s. department of defense, u.s. navy, vertical location, water column
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Metadata of tables and figures

Metadata. 

This dataset is associated with the following publication:
Fu, C., C. Tu, H. Zhang, Y. Li, L. Li, Q. Zhou, K. Scheckel, and Y. Luo. Soil accumulation and chemical fractions of Cu in a large and long-term coastal apple orchard, North China.   Journal of Soils and Sediments. Springer-Verlag, BERLIN-HEIDELBERG,  GERMANY, 20: 3712-3721, (2020).

Tags: copper, extractable-metals, plant-uptake, soil-contamination
Organization: U.S. Environmental Protection Agency
Metadata of tables and figures

Metadata. 

This dataset is associated with the following publication:
Jesus Eulisis, C., M.d.C. Gonzalez-Chavez, R. Carrillo-Gonzalez, K. Scheckel, D. Tapia Maruri, and J. Garcia Cue. Metal(loid) bioaccessibility of atmospheric particulate matter from mine tailings at Zimapan, Mexico.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH. Ecomed Verlagsgesellschaft AG, Landsberg,  GERMANY, 28: 19458-19472, (2021).

Tags: bioavailability, metals, mining-contamination, particulate-matter
Organization: U.S. Environmental Protection Agency
Metadata of tables and figures

Metadata. 

This dataset is associated with the following publication:
Xing, W., H. Yang, J. Ippolito, Y. Zhang, K. Scheckel, and L. Li. Lead source and bioaccessibility in windowsill dusts within a Pb smelting-affected area.   ENVIRONMENTAL POLLUTION. Elsevier Science Ltd, New York, NY, USA, 266(2): 115110, (2020).

Tags: lead, mining, risk-assessment, urban-contamination
Organization: U.S. Environmental Protection Agency
Metadata of tables and figures

Metadata. 

This dataset is associated with the following publication:
Jesus Eulisis, C., M.d.C. Gonzalez-Chavez, R. Carrillo-Gonzalez, J.L. Garcia-Cue, D. Fernandez-Reynoso, M. Noerpel, and K. Scheckel. Bioaccessibility of potentially toxic elements in mine residue particles.   Environmental Science:  Processes & Impacts. RSC Publishing, Cambridge,  UK, 23(2): 367-380, (2021).

Tags: bioavailability, dust, mining-contamination, speciation
Organization: U.S. Environmental Protection Agency
Data release for tempest1d: Recursive Estimation of Vertical Groundwater/Surface-Water Exchange using Heat Tracing

This data release provides a recursive-estimation framework to infer groundwater/surface-water exchange based on temperature time series collected at different vertical depths below the sediment/water interface. 

This dataset is associated with the following publication:
McAliley, W.A., F.D. Day-Lewis, D. Rey, M.A. Briggs, A.M. Shapiro, and D. Werkema. Application of Recursive Estimation to Heat Tracing for Groundwater/Surface-Water Exchange.   WATER RESOURCES RESEARCH. American Geophysical Union, Washington, DC, USA, 58(6): e2021WR030443, (2022).

Tags: groundwater, heat, surface-water, temperature
Organization: U.S. Environmental Protection Agency
High-resolution coastal acidification monitoring data collected in seven estuaries along the US East Coast, US West Coast and Gulf of Mexico from 2015-04-23 to 2020-07-29

This dataset includes high-frequency (hourly to sub-hourly) coastal acidification time-series data collected during nine deployments in the aforementioned seven estuaries along the US East Coast, US West Coast and Gulf of Mexico from 2015-04-23 to 2020-07-29. These data include water temperature, salinity, partial pressure of carbon dioxide (pCO2) in water, dissolved oxygen (DO) in water, and pH on the total scale. The instruments used to collected these data include Sunburst SAMI-CO2, Pro-Oceanus CO2-Pro CV and a LiCOr LI-820 CO2 gas analyzers for autonomous pCO2 measurements, Sea-Bird SeapHOx and SeaFET instruments for pH measurements, Sea-Bird SeapHOx and Aanderaa Oxygen Optode instruments for DO measurements, and YSI water sensing instrument packages for measurements of conductivity (salinity), temperature and depth. Beginning in 2015, the U.S. Environmental Protection Agency’s (EPA) National Estuary Program (NEP) started a collaboration with partners in seven estuaries along the East Coast (Barnegat Bay; Casco Bay), West Coast (Santa Monica Bay; San Francisco Bay; Tillamook Bay), and the Gulf of Mexico (GOM) Coast (Tampa Bay; Mission-Aransas Estuary) of the United States to expand the use of autonomous monitoring partial pressure of carbon dioxide (pCO2) and pH sensors to evaluate carbonate chemistry in the estuarine environment. 

This dataset is associated with the following publication:
Rosenau, N., H. Galavotti, K. Yates, C. Bohlen, C. Hunt, M. Liebman, C.A. Brown, S. Pacella, J. Largier, K. Nelson, X. Hu, M. McCutcheon, J. Vasslides, M. Poach, T. Ford, K. Johnston, and A. Steele. Integrating high-resolution coastal acidification monitoring data across seven United States estuaries.   Frontiers in Marine Science. Frontiers, Lausanne,  SWITZERLAND, 19: 679913, (2021).

Tags: climate-change, coastal-acidification, monitoring, national-estuary-program, nitrogen-and-co-pollutants
Organization: U.S. Environmental Protection Agency
H12119: NOS Hydrographic Survey , Shumagin Islands and Vicinity, Alaska, 2009-08-12

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, shumagin islands and vicinity, sonar, sound navigation and ranging, southwest little koniuji island and vicinity, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12101: NOS Hydrographic Survey , Shumagin Islands, Alaska, 2009-08-24

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, bird island, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, shumagin islands, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12078: NOS Hydrographic Survey , Pavlof Islands, Alaska, 2009-08-05

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, north of wosnesenki island, ocean, oceans, passive remote sensing, pavof islands, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12079: NOS Hydrographic Survey , Pavlof Islands, Alaska, 2009-07-30

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, northeast of dolgoi island, ocean, oceans, passive remote sensing, pavlof islands, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12104: NOS Hydrographic Survey , Shumagin Islands, Alaska, 2009-08-24

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, shumagin islands, sonar, sound navigation and ranging, south of simeonof island, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12103: NOS Hydrographic Survey , Shumagin Islands, Alaska, 2009-08-24

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, north of simeonof island, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, shumagin islands, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12108: NOS Hydrographic Survey , Southwest Alaska Peninsula, Alaska, 2009-08-12

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: active remote sensing, aircraft, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), lidar/laser sounders, marine sediments, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, profilers/sounders, sandman reefs, seafloor topography, sediment composition, u.s. department of commerce, united states of america, vicinity of pinnacle rock, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12107: NOS Hydrographic Survey , Southwest Alaska Peninsula, Alaska, 2009-08-12

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: active remote sensing, aircraft, alaska, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), lidar/laser sounders, marine sediments, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, profilers/sounders, sandman reefs, seafloor topography, sediment composition, u.s. department of commerce, united states of america, vicinity of sushilonoi island, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce