AndreaBozzo/ceres-open-data-index huggingface dataset:
Resource Protection Areas

<p><font color='#000000' face='Times New Roman' size='3'>

</font><font color='#000000' face='Times New Roman' size='3'>The Chesapeake Bay Preservation Ordinance was adopted to
protect our local streams and one of the world's most productive estuaries, the
Chesapeake Bay, from pollution due to land use and development. All of Fairfax
County drains into the Potomac River and ultimately the Chesapeake Bay. In an
effort to protect and improve the quality of these waterways, sensitive areas
along streams throughout Fairfax County have been designated as Resource
Protection Areas.</font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>State regulations require that Resource Protection Areas
(RPAs) be designated around all water bodies with perennial flow. Perennial
flow means that water always flows in the stream or other water body except
during periods of drought. The Department of Public Works and Environmental
Services conducted field studies to identify all perennial streams throughout
the county and used this information to prepare a set of maps showing the
location of RPAs as defined under the revised Ordinance. The maps were adopted
by the Board on November 17, 2003. </font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'></font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>The data include the boundaries of the RPAs adopted by the
Board in 1993 and the additional RPAs adopted by the Board in 2003. These are general locations of RPA boundaries for planning purposes and the
actual limits may be further refined by detailed field studies conducted at the
time a plan is submitted to obtain a permit to develop a property.</font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'></font></p><p style='margin: 0in 0in 0pt;'><font color='#000000' face='Times New Roman' size='3'>Any areas within Fairfax County not contained within the
RPAs are Resource Management Areas (RMAs). Together, the RPAs and RMAs comprise
the Chesapeake Bay Preservation Areas.</font></p>

Tags: chesapeake-bay-preservation-areas, fairfax-county, ffx-environment, ffx_od, opendata_s2, resource-management-areas, resource-protection-areas, rma, rpa, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Dwelling Addition Data

This table contains information about additions to the structures such as patios, decks, porches, etc. for properties within Fairfax County. There is a one to many relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a4, tax-administrations-real-estate-dwelling-addition-data, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Commercial Data

This table contains information about commercial properties including number of stories, elevators, exterior wall type, floor type and roof type for commercial properties within Fairfax County. There is a one to many relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a5, tax-administrations-real-estate-commercial-data, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Sales Data

This table contains property sales information including sale date, price, and amounts for properties within Fairfax County. There is a one to many relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a5, tax-administrations-real-estate-sales-data, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate -  Parcels Data

This table contains information about the parcel including livable units, land use code, zoning, and utility description for properties in Fairfax County. There is a one to many relationships to parcels data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a6, tax-administrations-real-estate-parcels-data, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Land Data

This table contains the information about the land including land sizes (square feet &amp; acres) and land property type for properties within Fairfax County. There is a one to many relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a6, tax-administrations-real-estate-land-data, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Assessed Values

This table contains the assessed values for current tax year and prior tax year for land and building for properties in Fairfax County. There is a one to one relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a6, tax-administrations-real-estate-assessed-values, va, virginia
Organization: Fairfax County, Virginia
Tax Administration's Real Estate - Dwelling Data

<div>This table contains information about the structure on the parcel including year built, number of bedrooms and bathrooms and style for properties within Fairfax County. There is a one to many relationship to the parcel data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.</div>

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a7, tax-administrations-real-estate-dwelling-data, va, virginia
Organization: Fairfax County, Virginia
Political Jurisdictions

<p><span>Geographic boundary, portraying extent and limits of land recognized as Fairfax County, Commonwealth of Virginia. Defined in part by both physical features (Potomac and Occoquan Rivers), and monumented legal boundaries for surrounding jurisdictions (State of Maryland, Arlington, Loudoun, and Prince William Counties, cities of Alexandria and Falls Church). This includes the closest neighbors to Fairfax County jurisdictional boundaries.</span></p>

Tags: fairfax-county, ffx-boundary, ffx_od, opendata_s1, political-boundaries, political-jurisdictions, va, virginia
Organization: Fairfax County, Virginia
General Plan 2040 Data

This layer represents projected land use in the year 2040. Data were prepared and submitted as part of the City of Tempe's General Plan 2040.<div><br /></div><div><p><span style='font-size:medium;'>Contact E-Mail: </span><a href='mailto:data@tempe.gov' target='_blank' rel='nofollow ugc noopener noreferrer'>data@tempe.gov</a><br /></p><p><font size='3'>Link to department home page: </font><a href='httpS://www.tempe.gov/planning' target='_blank' rel='nofollow ugc noopener noreferrer'>https://www.tempe.gov/planning</a><br /></p><p><font size='3'>Data Source: Spatial Database<br /></font></p><p><font size='3'>Data Source Type: Geospatial<br /></font></p><p><font size='3'>Preparation Method: Created based off documentation in current and previous General Plans<br /></font></p><p><font size='3'>Publish Frequency: As Necessary<br /></font></p><p><font size='3'>Publish Method: Automatic</font></p><p><a href='https://gis.tempe.gov/landuse-dictionary/' target='_blank' rel='nofollow ugc noopener noreferrer'>Link to Data Dictionary</a><br /></p></div>

Tags: community-development, general-plan, land-use, open-data, planning
Organization: City of Tempe
EK80 Water Column Sonar Data Collected During SE2204

During the cruise, watercolumn sonar data was collected using EK80 with single frequency transcievers at 38, 70, 120, and 200 kHz frequencies (7 degree circular beam angles).  Instrument successfully calibrated on 06/09/2022 and data collected with updated settings.  Note: sound speed is not updated accoring to CTD - should be updated before use

Ancillary data: CTD casts, ADCP (continuous during survey), TSG (continuous during survey)

Tags: acoustic scattering, acoustic sounders, aquatic ecosystems, aquatic sciences, bathymetry, bathymetry/seafloor topography, benthic, biosphere, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth science, ecosystems, fisheries, in situ/laboratory instruments, marine ecosystems, national centers for environmental information, national geophysical data center, nesdis, noaa, north pacific ocean, ocean acoustics, oceans, pelagic, profilers/sounders, seafloor topography, u.s. department of commerce, vertical location, water column, water column mapping system, wcms
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Fate of arsenicals in mice carrying the human AS3MT gene exposed to environmentally relevant levels of arsenite in drinking water

Metadata for "Douillet, C., Miller, M., Cable, P.H. et al. Fate of arsenicals in mice carrying the human AS3MT gene exposed to environmentally relevant levels of arsenite in drinking water. Sci Rep 13, 3660 (2023). https://doi.org/10.1038/s41598-023-30723-8". Portions of this dataset are inaccessible because: Other data generated for this article is held at UNC Chapel Hill. They can be accessed through the following means: Dr. Miroslav Styblo (miroslav_styblo@med.unc.edu). Format: N/A. 

This dataset is associated with the following publication:
Douillet, C., M. Miller, P. Cable, Q. Shi, H. El-Masri, T. Matousek, B. Koller, D. Thomas, and M. Styblo. Fate of arsenicals in mice carrying the human AS3MT gene exposed to environmentally relevant levels of arsenite in drinking water.   Scientific Reports. Nature Publishing Group, London,  UK, 13(1): 3660, (2023).

Tags: inorganic, methylated-arsenicals, tissue, urine
Organization: U.S. Environmental Protection Agency
Supply Chain Greenhouse Gas Emission Factors v1.2 by NAICS-6

The datasets are comprised of greenhouse gas (GHG) emission factors (Factors) for 1,016 U.S. commodities as defined by the 2017 version of the North American Industry Classification System (NAICS). The Factors are based on GHG data representing 2019. Factors are given for all NAICS-defined commodities at the 6-digit level except for electricity, government, and households. Each record consists of three factor types as in the previous releases: Supply Chain Emissions without Margins (SEF), Margins of Supply Chain Emissions (MEF), and Supply Chain Emissions with Margins (SEF+MEF). One set of Factors (SupplyChainGHGEmissionFactors_v1.2_NAICS_CO2e_USD2021.csv) provides kg carbon dioxide equivalents (CO2e) per USD for all GHGs combined using 100 yr global warming potentials from the 4th IPPC Assessment report to calculate the equivalents. In this dataset there is one SEF, MEF and SEF+MEF per commodity. The other dataset of Factors (SupplyChainGHGEmissionFactors_v1.2_NAICS_byGHG_USD2021.csv) provides kg of each unique GHG emitted per dollar per commodity without the CO2e calculation. The dollar (USD) in the denominator of all factors uses purchaser prices in 2021 USD.  See the supporting file 'Aboutthe2019v1.2SupplyChainGHGEmissionFactors.pdf' for complete documentation of this dataset.

Tags: carbon-footprint, ghg-emission-factors, scope-3, useeio
Organization: U.S. Environmental Protection Agency
Dataset for optical coherence tomography for label-free cell viability measurements in 3D tissue engineering scaffolds

In the field of tissue engineering, 3D scaffolds and cells are often combined to yield constructs that are used as therapeutics to repair or restore tissue function in patients. Viable cells are often required to achieve the intended mechanism of action for the therapy, where the live cells may build new tissue or may release factors that induce tissue regeneration. Thus, there is a need to reliably measure cell viability in 3D scaffolds as a quality attribute of a tissue-engineered medical product. Here, we developed a noninvasive, label-free, 3D optical coherence tomography (OCT) method to rapidly (2.5 min) image large sample volumes (1 mm) to assess cell viability and distribution within scaffolds. OCT imaging was assessed using a model scaffold-cell system consisting of a polysaccharide-based hydrogel seeded with human Jurkat cells. Four test systems were used: hydrogel seeded with live cells, hydrogel seeded with heat-shocked or fixed dead cells and hydrogel without any cells. Time series OCT images demonstrated changes in the time-dependent speckle patterns due to refractive index (RI) variations within live cells that were not observed for pure hydrogel samples or hydrogels with dead cells. The changes in speckle patterns were used to generate live-cell contrast by image subtraction. In this way, objects with large changes in RI were binned as live cells. Using this approach, on average, OCT imaging measurements counted 326 ± 52 live cells per 0.288 mm for hydrogels that were seeded with 288 live cells (as determined by the acridine orange-propidium iodide cell counting method prior to seeding cells in gels). Considering the substantial uncertainties in fabricating the scaffold-cell constructs, such as the error from pipetting and counting cells, a 13% difference in the live-cell count is reasonable. Additionally, the 3D distribution of live cells was mapped within a hydrogel scaffold to assess the uniformity of their distribution across the volume. Our results demonstrate a real-time, noninvasive method to rapidly assess the spatial distribution of live cells within a 3D scaffold that could be useful for assessing tissue-engineered medical products.

Tags: 3d-imaging, cell-viability, label-free-imaging, non-invasive-imaging, optical-coherence-tomography, tissue-engineered-scaffolds
Organization: National Institute of Standards and Technology
Phage FIB protozoa source

Concentrations of somatic coliphage, F+ coliphage, E. coli and enterococci. 

This dataset is associated with the following publication:
Korajkic, A., B. McMinn, and V.J. Harwood. The Effect of Protozoa Indigenous to Lakewater and Wastewater on Decay of Fecal Indicator Bacteria and Coliphage.   PATHOGENS. MDPI, Basel,  SWITZERLAND, 12(3): 378, (2023).

Tags: ambient-water, bacteriophage, fecal-indicator-bacteria, predation, wastewater
Organization: U.S. Environmental Protection Agency
Mosquito and Pathogen Relationships for Network Analysis

This data contains the data file of mosquito-pathogen relationships and literature-based evidence for wild infection, lab infection, lab dissemination, lab transmission, or known vector, and the associated output from network analysis. 

This dataset is associated with the following publication:
Yee, D., and S. Yee. Robust network stability of mosquitoes and human pathogens of medical importance.   Parasites & Vectors. BioMed Central Ltd, London,  UK,  9, (2022).

Tags: medical-importance, mosquito, network, pathogen, vector
Organization: U.S. Environmental Protection Agency
Benton Harbor Drinking Water Study

Data collected during the Benton Harbor Drinking Water Study. The majority of the study data is contained in the BH_Data_V13 Excel file and background water quality data collected during the sequential sampling portion of the study is located in BH_Data_WaterQuality_V4 Excel file. 

This dataset is associated with the following publication:
Tully, J., S. Shilling, V. Bosscher, M. Schock, and D. Lytle. Benton Harbor Drinking Water Study. U.S. Environmental Protection Agency, Washington, DC, USA, 2023.

Tags: certified-filters, drinking-water, filtered-water, lead, lead-sources, nsf-ansi-53, particulate
Organization: U.S. Environmental Protection Agency
Tax Administration's Real Estate - Legal Data

This table contains the legal description information including legal address (site address), deeded land area, and tax district for properties within Fairfax County. There is a one to one relationship to the parcels data. Refer to <a href='https://www.fairfaxcounty.gov/maps/sites/maps/files/assets/documents/dta_assessment_tables.pdf' target='_blank'>this document </a>for descriptions of the data in the table.

Tags: dta-table, fairfax-county, ffx-propertyland, ffx_od, opendata_a7, tax-administrations-real-estate-legal-data, va, virginia
Organization: Fairfax County, Virginia
NESE_betasdam Final data and code

Reach-scale flow classifications (ephemeral , intermittent, and perennial) based on direct hydrologic data and field (biological and geomorphological) and geospatial (climate, geographical) indicators for northeastern and southeastern United States used to build random forest models to predict flow duration class. 

This dataset is associated with the following publication:
Gross, S., M. Eddy, K. Fritz, B. Topping, T. Nadeau, R. Edgerton, R. Mazor, and K. Nicholas. Data Supplement to Development and Evaluation of the Beta Streamflow Duration Assessment Methods for the Northeast and Southeast. U.S. Environmental Protection Agency, Washington, DC, USA, 2023.

Tags: classification, drying, ephemeral, hydrology, indicators, intermittency, intermittent, perennial, permanence, rapid-assessment, temporary
Organization: U.S. Environmental Protection Agency
Harvard Study Complete SciHUB 3-6-21

The data is described by the Excel sheet tab names.  For example, the first Sheet "Treatment designation" shows whether the sample came from a classroom that received the HEPA or Control treatment.  The second Sheet, Schools all" shows the ERMI results for  each of the classrooms.  The third Sheet, "Homes all", shows the ERMI results for each of the homes.  Each tab name describes what is found on that sheet. 

This dataset is associated with the following publication:
Vesper, S., L. Wymer, B.A. Coull, P. Koutrakis, A. Cunningham, C.R. Petty, N. Metwali, W.J. Sheehan, J.M. Gaffin, P. Permaul, P. Lai, L.M. Bartnikas, M. Hauptman, D.R. Gold, S.N. Baxi, and W. Phipatanakul. HEPA filtration intervention in classrooms may improve some students' asthma.   Journal of Asthma. Informa Healthcare, London,  UK, 60(3): 479-486, (2023).

Tags: asthma, dust, forced-expiratory-volume, mold, spirometry, student
Organization: U.S. Environmental Protection Agency
Dataset for Paper Assessment of Chemical Facility Ethylene Oxide Emissions Using Mobile and Multipoint Monitoring

This file contains the data presented in "Assessment of Chemical Facility Ethylene Oxide Emissions Using Mobile and Multipoint Monitoring".  It also contains a data dictionary. 

This dataset is associated with the following publication:
Thoma, E., A. Gitipour, I. George, P. Kariher, M. MacDonald, G. Queiroz, P. Deshmukh, J. Childers, T. Rodak, and V. Schmid. Assessment of Chemical Facility Ethylene Oxide Emissions Using Mobile and Multipoint Monitoring.   Atmospheric Environment: X. Elsevier B.V., Amsterdam,  NETHERLANDS, 18: NA, (2023).

Tags: environmental-justice, eto-ethylene-oxide, fenceline-monitoring, fugitive-emissions, gmap, ngem
Organization: U.S. Environmental Protection Agency
Use of Nitrogen and Carbon Stable Isotopes in Filter Feeding Bivalves and Surficial Sediment for Assessing Aquatic Condition in Lakes and Estuaries - DATA

Use of table isotope in surficial sediments and bivalves for assessing anthropogenic development in watersheds of lakes and estuaries. 

This dataset is associated with the following publication:
Lake, J.L., J.R. Serbst, A. Kuhn, M. Charpentier, and N.J. Smucker. Evaluation of Nitrogen and Carbon Stable Isotopes in Filter Feeding Bivalves and Surficial Sediment for Assessing Aquatic Condition in Lakes and Estuaries.   WATER. MDPI, Basel,  SWITZERLAND, 14(22): 3712, (2022).

Tags: bivalves, carbon-stable-isotopes, nitrogen-stable-isotopes, sediment, watersheds
Organization: U.S. Environmental Protection Agency
SARSCoV2 Steam Inactivation Data

This dataset provides the numerical values for the data in Figures 1-6 in the journal publication and for Figures S1 and S2 in the supplemental data. 

This dataset is associated with the following publication:
Richter, W., M. Sunderman, D. Schaeufele, Z. Willenberg, K. Ratliff, M. Calfee, and L. Oudejans. Evaluation of steam heat as a decontamination approach for SARS-CoV-2 when applied to common transit-related materials.   JOURNAL OF APPLIED MICROBIOLOGY. Blackwell Publishing, Malden, MA, USA, 134(3): lxad053, (2023).

Tags: decontamination, inactivation, sars-cov-2, steam
Organization: U.S. Environmental Protection Agency
Recoveries of bacilllus atropheus spores pre- and post-  vehicle interior decontamination with low concentration hydrogen peroxide vapor

This dataset contains information on the experimental test conditions during the low concentration hydrogen peroxide vapor decontamination tests. For each test (five tests total), it shows the number of recovered B. atropheus spores before and after the decontamination at ten interior vehicle locations. The log10 values of the recovered number of spores (before and after decontamination) are reported in the journal article. The table includes the calculated efficacy (in expressed as log reduction) as the difference in log10 values of recovered spores before and after decontamination. 

This dataset is associated with the following publication:
Oudejans, L., W. Richter, M. Sunderman, W. Calfee, L. Mickelsen, K. Hofacre, P. Keyes, and S. Lee. Passenger vehicle interior decontamination by low concentration hydrogen peroxide vapor following a wide area biological contamination incident.   JOURNAL OF APPLIED MICROBIOLOGY. Blackwell Publishing, Malden, MA, USA, 134(3): lxad039, (2023).

Tags: bacillus-anthracis, bacterial-spores, decontamination, hydrogen-peroxide, hydrogen-peroxide-vapor, inactivation, vehicle-interior
Organization: U.S. Environmental Protection Agency
Dataset for West Virginia Pneumatic Controller Study

This dataset contains the data presented in the figures of "Evaluating Natural Gas Emissions from Pneumatic Controllers from Upstream Oil and Gas Facilities in West Virginia". 

This dataset is associated with the following publication:
Footer, T., E. Thoma, D. Johnson, N. Clark, S. Herndon, and C. Murral. Evaluating Natural Gas Emissions from Pneumatic Controllers from Upstream Oil and Gas Facilities in West Virginia.   Atmospheric Environment: X. Elsevier B.V., Amsterdam,  NETHERLANDS, 17: NA, (2023).

Tags: methane, ngem, oil-and-gas, optical-gas-imaging, pneumatic-controller-emissions
Organization: U.S. Environmental Protection Agency