AndreaBozzo/ceres-open-data-index huggingface dataset:
2020 Lake County Aerial - SW Corner

<p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='font-family:Helvetica, sans-serif; font-size:11.5pt;'>This three inch pixel resolution color aerial photography was flown between March 8 and March 17, 2020. The files are provided in TIF format which is supported by most GIS and CAD software packages. Its intended usage for viewing is 1&quot; = 100'. The photography has been orthorectified to meet National Map Accuracy Standards for its capture scale. The images are georeferenced to the Illinois State Plane, Eastern Zone.</span></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='font-family:Helvetica, sans-serif; font-size:11.5pt;'> The data set is tiled for dissemination into separate tiles, each of which is 5280 feet (1 mile) on a side.</span></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='font-family:Helvetica, sans-serif; font-size:11.5pt;'>This imagery is provided on an as-is basis, with no guarantees of accuracy or suitability for any particular purpose. Lake County, Illinois, assumes no responsibility for conclusions or decisions reached on the basis of this data.</span></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><span style='font-family:Helvetica, sans-serif; font-size:11.5pt;'>This dataset is projected using the Transverse Mercator map projection. The grid coordinate system used is the Illinois State Plane Coordinate System, East Zone (Zone Number Zone 3776, FIPS 1201), with ground coordinates expressed in U.S. Survey Feet.</span></p>

Tags: 2020, aerial-photography, air-imagery, air-photo, color-aerial-imagery, digital-orthoimagery, digital-orthophoto, digital-orthorectified-imagery, high-resolution-orthoimagery, historic-aerial-imagery, imagery, orthoimagery, orthophoto, orthophotography, satellite-imagery
Organization: Lake County, Illinois
2020 Lake County Aerial - NW Corner

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
three inch pixel resolution color aerial photography was flown between March 8
and March 17, 2020. The files are provided in TIF format which is supported by most
GIS and CAD software packages. Its intended usage for viewing is 1&quot; =
100'. The photography has been orthorectified to meet National Map Accuracy
Standards for its capture scale. The images are georeferenced to the Illinois
State Plane, Eastern Zone.</span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>The
data set is tiled for dissemination into separate tiles, each of which is 5280
feet (1 mile) on a side.</span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
imagery is provided on an as-is basis, with no guarantees of accuracy or
suitability for any particular purpose. Lake County, Illinois, assumes no
responsibility for conclusions or decisions reached on the basis of this data.</span><span style='font-family:Helvetica, sans-serif; font-size:11.5pt;'> </span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
dataset is projected using the Transverse Mercator map projection. The grid
coordinate system used is the Illinois State Plane Coordinate System, East Zone
(Zone Number Zone 3776, FIPS 1201), with ground coordinates expressed in U.S.
Survey Feet.</span></p>

Tags: 2020, aerial-photography, air-imagery, air-photo, color-aerial-imagery, digital-orthoimagery, digital-orthophoto, digital-orthorectified-imagery, high-resolution-orthoimagery, historic-aerial-imagery, imagery, orthoimagery, orthophoto, orthophotography, satellite-imagery
Organization: Lake County, Illinois
2020 Lake County Aerial - NE Corner

<p></p><p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
three inch pixel resolution color aerial photography was flown between March 8
and March 17, 2020. The files are provided in TIF format which is supported by most
GIS and CAD software packages. Its intended usage for viewing is 1&quot; =
100'. The photography has been orthorectified to meet National Map Accuracy
Standards for its capture scale. The images are georeferenced to the Illinois
State Plane, Eastern Zone.</span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'> The
data set is tiled for dissemination into separate tiles, each of which is 5280
feet (1 mile) on a side.</span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
imagery is provided on an as-is basis, with no guarantees of accuracy or
suitability for any particular purpose. Lake County, Illinois, assumes no
responsibility for conclusions or decisions reached on the basis of this data.</span></p>

<p><span style='font-size:11.5pt; font-family:&quot;Helvetica&quot;,sans-serif;'>This
dataset is projected using the Transverse Mercator map projection. The grid
coordinate system used is the Illinois State Plane Coordinate System, East Zone
(Zone Number Zone 3776, FIPS 1201), with ground coordinates expressed in U.S.
Survey Feet.</span></p>

Tags: 2020, aerial-photography, air-imagery, air-photo, color-aerial-imagery, digital-orthoimagery, digital-orthophoto, digital-orthorectified-imagery, high-resolution-orthoimagery, historic-aerial-imagery, imagery, orthoimagery, orthophoto, orthophotography, satellite-imagery
Organization: Lake County, Illinois
Tax Parcels

<div><b><a href='https://maps.lakecountyil.gov/gisdata/tax_parcels.zip' target='_blank' rel='nofollow ugc noopener noreferrer'>Download In State Plane Projection Here</a></b></div><br />

** In addition to the Tax Parcel polygons feature class, the hyperlink download above also contains a parcel point data layer **<br /><br />

Parcel boundaries are developed from deeds, plats of subdivision and other legal
documents going back to the mid 1800's, following generally accepted practices
used in Public Land Survey System states, and following guidelines established
by the Illinois Department of Revenue and the International Association of
Assessment Officials. Lake County's parcel coverage is based on resolving the
accumulated evidence of all of the legal documents surrounding a particular
parcel or subdivision, and not the result of a countywide resurvey. These
parcel boundaries are intended to be a visual inventory of property for tax and
other administrative purposes; they are not intended to be used in place of an
on-site survey or for the precise determination of property corners or PLSS
features based on GIS coordinates. In Illinois, only a registered professional
land surveyor is authorized to determine boundary locations.<br /><br />

Included are the tax parcel boundaries,
represented as polygons and centroids, for all changes resulting from legal
records submitted to the Recorder of Deeds up to December 31st of the preceding
year, as well as any court orders, municipal annexations and other transactions
which impact the tax parcel boundaries. <b>NOTE:</b> The ONLY
attribute included is the Property Index Number, or PARCEL_NUM. Additional
assessment attribute data can be downloaded <a href='https://www.lakecountyil.gov/3942/Data-Extract' target='_blank' rel='nofollow ugc noopener noreferrer'>here</a><br /><br />

This parcel layer is used for tax assessment
purposes and for a variety of other local government functions. It changes
often, both spatially and in its attribution, based on divisions or
consolidations, the sale of property and other transactions.<br /><br />

Example: PIN 08-17-304-014 can be interpreted
as follows: Township 08, Section 17, Block 304, Parcel 014. Note that the first
digit of block, &quot;3&quot; in this example, signifies that the parcel lies
in quarter section 3. The quarter sections are labeled from 1 through 4,
representing the northwest, northeast, southwest and southeast quarter
sections, respectively.<br /><br />

<b>Update Frequency:</b><br />
This dataset is updated on a <b>weekly</b> basis.

Tags: lake-county-illinois, parcels, tax-assessment, tax-parcel-boundaries, tax-parcel-boundaries-spatial-data, tax-parcels
Organization: Lake County, Illinois
River-cyanobacteria-datasets

Sequence data are used for cyanobacterial community and toxic species analysis. 

This dataset is associated with the following publication:
Linz, D., N. Sienkiewicz, I. Struewing, E.A. Stelzer, J.L. Graham, and J. Lu. Metagenomic mapping of cyanobacteria and potential cyanotoxin producing taxa in large rivers of the United States.   Scientific Reports. Nature Publishing Group, London,  UK, 13: 2806, (2023).

Tags: cyanobacteria, microcystin, microcystis, qpcr-rt-qpcr, river
Organization: U.S. Environmental Protection Agency
LMR watershed temporal DNA metabarcoding 2016 study

LMR watershed temporal DNA metabarcoding 2016 study. 

This dataset is associated with the following publication:
Smucker, N., E. Pilgrim, H. Wu, C. Nietch, J. Darling, M. Molina, B. Johnson, and L. Yuan. Characterizing temporal variability in streams supports nutrient indicator development using diatom and bacterial DNA metabarcoding.   SCIENCE OF THE TOTAL ENVIRONMENT. Elsevier BV, AMSTERDAM,  NETHERLANDS, 831: 154960, (2022).

Tags: agriculture, bacteria, bioassessment, biomonitoring, diatoms, indicators, nitrogen, nutrients, phosphorus, water-quality, watersheds
Organization: U.S. Environmental Protection Agency
EPA 2018-2019 National Rivers and Streams Assessment Diatom Diversity and Phosphorus Study

Raw data associated with EPA 2018-2019 National Rivers and Streams Assessment Diatom Diversity and Phosphorus Study. 

This dataset is associated with the following publication:
Yuan, L., R. Mitchell, A. Pollard, C. Nietch, E. Pilgrim, and N. Smucker. Understanding the effects of phosphorus on diatom richness in rivers and streams using taxon–environment relationships.   FRESHWATER BIOLOGY. Blackwell Publishing, Malden, MA, USA, 68(3): 473-486, (2023).

Tags: bioassessment, diatoms, diversity, dna-metabarcoding, nutrients, rivers, streams
Organization: U.S. Environmental Protection Agency
Climate History Extensions

This feature class contains yearly (2000-2019) natural hazard exposure estimates (percent area) at the county-level for the entire US (including AK, HI, and PR). Secondary data sources were used to collect both tabular and spatial hazard exposure information related to hurricanes, tropical storms, tornadoes, landslides, wildfires, drought, coastal and inland flooding, and earthquakes. Data origin, as well as information regarding temporal and geographic coverage, and methods for calculating exposure estimates are discussed later in this document on a per-hazard basis. Candidate secondary data was reviewed for accessibility, temporal and spatial scale, and data formatting. Target data acceptance criteria: open access, per year basis, and vector or raster data presentation. When multiple data sources were available for the same natural hazard, data sets were compared for comparability and the source most likely to continue publishing data was selected. In cases where data did not fully meet acceptance criteria, the best available data was used for further analysis. 

This dataset is associated with the following publication:
Summers, J., A. Lamper, C. Mcmillion, and L. Harwell. Observed Changes in the Frequency, Intensity, and Spatial Patterns of Nine Natural Hazards in the United States from 2000 to 2019.   Sustainability. MDPI, Basel,  SWITZERLAND, 14(7): 4158, (2022).

Tags: climate-change, hurricanes, natural-hazards, resilience, time-series, wildfires
Organization: U.S. Environmental Protection Agency
Harmonized cross-species assessment of endocrine and metabolic disruptors by Ecotox FACTORIAL assay

This high-throughput method will be useful in rapid evaluation of chemicals for nuclear receptor activity for multiple species of interest. The modular design of the assay also permits ready development of new versions of the assay targeting any species with a nuclear receptor having a known DNA sequence. Underlying data and supplemental information available from Attagene. This dataset is not publicly accessible because: The data were not collected by EPA and are hosted external to the agency. EPA role limited to interpreting and describing outcome of data generated. It can be accessed through the following means: Contact the corresponding author Sergei S. Makarov at Attagene, Inc., PO Box 12054, Research Triangle Park, NC 27709. Email smak@attagene.com. Format: Not available. 

This dataset is associated with the following publication:
Medvedev, A., L. Medvedeva, E. Martsen, M. Moeser, K. Gorman, B. Lin, B. Blackwell, D. Villeneuve, K. Houck, K. Crofton, and S. Makarov. Harmonized Cross-Species Assessment of Endocrine and Metabolic Disruptors by Ecotox FACTORIAL Assay.   ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 54(19): 12142-12153, (2020).

Tags: endocrine-disruptor, high-throughput-toxicity-testing, multispecies-testing, nuclear-receptor
Organization: U.S. Environmental Protection Agency
WetlandConnectivity. v1.0

A CONUS-wide dataset containing this information is available. For each of 59 hydrologic sub-regions of the CONUS, the dataset consists of three components: (1) A raster that contains NHDPlusV2 streams, NLCD water pixels, and the flowpaths that connect wetlands and downstream waters. (2) A wetland raster that contains the WetId of each wetland, where each WetId corresponds to a single stand-alone wetland pixel or a group of adjoining wetland pixels. Note that WetIds are not globally unique, but are unique within each of the 59 sub-units of NHDPlusV2 Hydrologic Regions (i.e., Raster Processing Units – RPUs). Within these RPUs, each WetId contains only a single pour point. (3) A table of wetland characteristics indexed by WetId, including wetland area, and wetland hydrologic connectivity class.A CONUS-wide dataset containing this information is available. For each of 59 hydrologic sub-regions of the CONUS, the dataset consists of three components: (1) A raster that contains NHDPlusV2 streams, NLCD water pixels, and the flowpaths that connect wetlands and downstream waters. (2) A wetland raster that contains the WetId of each wetland, where each WetId corresponds to a single stand-alone wetland pixel or a group of adjoining wetland pixels. Note that WetIds are not globally unique, but are unique within each of the 59 sub-units of NHDPlusV2 Hydrologic Regions (i.e., Raster Processing Units – RPUs). Within these RPUs, each WetId contains only a single pour point. (3) A table of wetland characteristics indexed by WetId, including wetland area, and wetland hydrologic connectivity class.

Tags: conus, stream-water-quality, watershed-management, wetland-connectivity-classification
Organization: U.S. Environmental Protection Agency
Combustion of C1 and C2 PFAS: Figures 1 and 2

This dataset includes values used to generate Figure 1, 2, and 3 in the manuscript. Figure 1 is a diagram of the incinerator with residence times and associated temperatures. Figure 2 is a temperature versus residence time plot for each of the firing rates. Figure 3 is FTIR data used to generate time series plots of concentrations. 

This dataset is associated with the following publication:
Krug, J., P. Lemieux, C. Lee, J. Ryan, P. Kariher, E. Shields, L. Wickersham, M. Denison, K. Davis, D. Swensen, R. Burnette, J. Wendt, and W. Linak. Combustion of C1 and C2 PFAS: Kinetic Modeling and Experiments, February 2022.   JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION. Air & Waste Management Association, Pittsburgh, PA, USA, 72(3): 256-270, (2022).

Tags: incineration, per-and-polyfluoroalkyl-substances-pfas, surrogates
Organization: U.S. Environmental Protection Agency
Ion Exchange Column Model, Inorganic Anions Dataset (Sep 2022)

An ion exchange column model was developed and validated for inorganic ions to understand potential unintended consequences during PFAS treatment. 

This dataset is associated with the following publication:
Smith, S., D. Wahman, E. Kleiner, G. Abulikemu, E. Stebel, B. Gray, B. Datsov, B. Crone, R. Taylor, E. Womack, C. Gastaldo, G. Sorial, D. Lytle, J. Pressman, and L. Haupert. Anion Exchange Resin and Inorganic Anion Parameter Determination for Model Validation and Evaluation of Unintended Consequences during PFAS Treatment.   ACS ES&T Water. American Chemical Society, Washington, DC, USA, 3(2): 576-587, (2023).

Tags: anion-exchange, bicarbonate, corrosion-control, homogeneous-surface-diffusion-model, nitrate, pfas, selectivity, sulfate
Organization: U.S. Environmental Protection Agency
H12735: NOS Hydrographic Survey , 2015-07-28

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: 5 nm east of mississippi river-gulf outlet, acoustic sounders, 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, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, louisiana, 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, 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
H12736: NOS Hydrographic Survey , 2015-07-28

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: 12 nm northeast of pass a loutre, acoustic sounders, 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, gulf of mexico, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, louisiana, 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, 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
AMLR_krill-densities_2001-2011

Acoustic densities of Antarctic krill in Scotia Sea from 01162001 to 03032011. Data were collected from research vessels using either Simrad EK500 (years 2001-2004) or Simrad EK60 (2005-2011) echosounders operating at 3 different frequencies (38, 120, and 200 kHz). Raw acoustic data were collected from calibrated echosounders and archived on the vessel and later on shore-based servers. The datasets were ultimately returned to the SWFSC for QA/QC, archiving and review. Krill were identified from these acoustic data using the distorted-wave Born approximation. (Reiss et al., 2008; Fielding et al., 2011). Data were exported using Echoview into gridded bins 5 m deep by 100 m horizontal over a total depth range of 5 m to a maximum of 505 m below the hulls of survey vessels.

Tags: acoustic sounders, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, in situ/laboratory instruments, national centers for environmental information, national geophysical data center, nesdis, noaa, profilers/sounders, scotia sea, u.s. department of commerce, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Experimental Measurements for Pyrolysis Model Validation - Anaerobic Gasification of PMMA Under External Thermal Radiation

A set of 10 anaerobic gasification experiments was conducted on the poly(methyl methacrylate), PMMA, made available to participants in the MaCFP-2 Workshop. In each test, samples (i.e., PMMA discs of approximate dimensions: 7 cm diameter, 5.8 mm thickness) were exposed to radiant heating (nominally 50 kW m-2 across their top surface) in an anaerobic environment. Samples were insulated at their back surface and continuously heated until complete decomposition was observed. Test boundary conditions (e.g., time- and spatially-resolved measurements of incident radiant heat flux; chamber wall temperatures) were carefully characterized.Six additional tests were also conducted to measure the temperature rise of inert materials (Copper and Kaowool PM Insulation) exposed to the same conditions (i.e., Nitrogen flow rate + incident radiant heat flux) as used during tests on PMMA samples. These test results may be used to validate material thermophysical properties and boundary conditions (e.g., convection heat transfer) controlling heat transfer in this system.

Tags: fire-modeling, material-properties, model-validation, pyrolysis
Organization: National Institute of Standards and Technology
Vimeo Creative Commons Collection (V3C2)

The V3C2 dataset (drawn from a larger V3C video dataset) is composed of 9760 Vimeo videos (1.6 TB, 1300 h) with Creative Commons licenses and mean duration of 8 min. All videos will have some metadata available e.g., title, keywords, and description in json files. The dataset has been segmented into 1,425,454 short video segments according to the provided master shot boundary files. In addition, Keyframes and thumbnails per video segment have been extracted and available. For more details, please consult the TRECVID website: trecvid.nist.gov

Tags: trectrecvid-video-searchcontent-based-video-retrieval
Organization: National Institute of Standards and Technology