AndreaBozzo/ceres-open-data-index huggingface dataset:
Accumulation of PFAS in vegetation and deep soils

This file contains data from accumulation of chloro perfluoro polyether carboxylate (Cl-PFPECA) and legacy perfluorocarboxylate PFAS in native vegetation and subsoil samples collected in New Jersey by New Jersey state government personnel. Samples were originally processed and extracted in Athens, GA EPA/ORD/NERL/EMMD laboratory by Tom Jenkins and John Washington. Samples were analyzed for PFAS on the Waters LC-MS/MS instruments in Athens, GA EPA/ORD/CEMM/EPD laboratory by Mary Davis, Marina Evich, and John Washington. Instrument output was reviewed and optimized by Mary Davis, Marina Evich, and John Washington. 

This dataset is associated with the following publication:
Davis, M., M. Evich, S. Goodrow, and J. Washington. Environmental Fate of Cl-PFPECAs: Accumulation of Novel and Legacy Perfluoroalkyl Compounds in Real-World Vegetation and Subsoils.   ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 57(24): 8994–9004, (2023).

Tags: accumulation-factors, environmental-contaminants, next-generation-chemicals, pfas, pfas-alternatives, polyfluorinated-alkyl-substances
Organization: U.S. Environmental Protection Agency
National Addiction & HIV Data Archive Program (NAHDAP)

<p>NAHDAP acquires, preserves and disseminates data relevant to drug addiction and HIV research. By preserving and making available an easily accessible library of electronic data on drug addiction and HIV infection in the United States, NAHDAP offers scholars the opportunity to conduct secondary analysis on major issues of social and behavioral sciences and public policy.</p>

Tags: national-institutes-of-health-nih
Organization: U.S. Department of Health & Human Services
Pinones VESPER SciHUB

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:
Bolanos-Rosero, B., X. Hernandez-Gonzalez, ‪.E. Cavallín-Calanche, F. Godoy-Vitorino, and S. Vesper. Impact of Hurricane Maria on mold levels in the homes of Piñones, Puerto Rico.   Air Quality, Atmosphere & Health. Springer Netherlands,   NETHERLANDS, 16: 661-668, (2023).

Tags: construction-materials, environmental-justice, housing, hurricane, mold, puerto-rico
Organization: U.S. Environmental Protection Agency
Metadata for Coughlin et al. (2023) on impacts from N and S deposition on tree species across the CONUS

This is the metadata for Coughlin et al. (2023) which estimates effects from atmospheric deposition of nitrogen (N) and sulfur (S) on tree species across the CONUS. The dataset is too large for sharing via Science Hub, so only the metadata are uploaded. Please contact Christopher Clark (clark.christopher@epa.gov) to access the underlying data files.

Tags: atmospheric-deposition, climate-change, critical-loads, naaqs, nitrogen-and-co-pollutants, sulfur
Organization: U.S. Environmental Protection Agency
2019 Nonemployer Statistics by Demographics Series (NES-D): Owner Characteristics of Nonemployer Firms

The Nonemployer Statistics by Demographics (NES-D): Characteristics of Business Owners estimates provide information on selected economic and demographic characteristics of business owners tabulated by sex, ethnicity, race, and veteran status of an owner. Included in the universe are nonemployer businesses with no paid employment or payroll, annual receipts of $1,000 or more ($1 or more in the construction industries), and filing IRS tax forms for sole proprietorships (Form 1040, Schedule C), partnerships (Form 1065), or corporations (the Form 1120 series).

Tags: census
Organization: Department of Commerce
2019 Nonemployer Statistics by Demographics Series (NES-D): Company Summary

The Nonemployer Statistics by Demographics (NES-D): Company Summary estimates provide economic data classified by sex, ethnicity, race, and veteran status of nonemployer firms. The NES-D is not a survey; rather, it leverages existing administrative records to assign demographic characteristics to the universe of nonemployer businesses. The nonemployer universe is comprised of businesses with no paid employment or payroll, annual receipts of $1,000 or more ($1 or more in the construction industries), and filing IRS tax forms for sole proprietorships (Form 1040, Schedule C), partnerships (Form 1065), or corporations (the Form 1120 series). Data for all firms are also presented. These estimates are produced by combining estimates for nonemployer firms from the Nonemployer Statistics by Demographics (NESD) and employer firms from the Annual Business Survey (ABS).

Tags: census
Organization: Department of Commerce
2021 American Community Survey: 5-Year Estimates - Public Use Microdata Sample Puerto Rico

The Public Use Microdata Sample (PUMS) for Puerto Rico (PR) contains a sample of responses to the Puerto Rico Community Survey (PRCS). The PRCS is similar to, but separate from, the American Community Survey (ACS). The PRCS collects data about the population and housing units in Puerto Rico. Puerto Rico data is not included in the national PUMS files. It is published as a state equivalent file and has a State FIPS code of "72". The file includes variables for nearly every question on the survey, as well as many new variables that were derived after the fact from multiple survey responses (such as poverty status). Each record in the file represents a single person, or, in the household-level dataset, a single housing unit. In the person-level file, individuals are organized into households, making possible the study of people within the contexts of their families and other household members. Individuals in Group Quarters, such as nursing facilities or college facilities, are also included on the person file. Data are available at the state and Public Use Microdata Area (PUMA) levels. PUMAs are special non-overlapping areas that partition Puerto Rico into contiguous geographic units containing roughly 100,000 people each. The Puerto Rico PUMS file for an individual year, such as 2021, contain data on approximately one percent of the Puerto Rico population.

Tags: census
Organization: Department of Commerce
2021 American Community Survey: 5-Year Estimates - Public Use Microdata Sample

The American Community Survey (ACS) Public Use Microdata Sample (PUMS) contains a sample of responses to the ACS. The ACS PUMS dataset includes variables for nearly every question on the survey, as well as many new variables that were derived after the fact from multiple survey responses (such as poverty status).Each record in the file represents a single person, or, in the household-level dataset, a single housing unit. In the person-level file, individuals are organized into households, making possible the study of people within the contexts of their families and other household members. Individuals living in Group Quarters, such as nursing facilities or college facilities, are also included on the person file. ACS PUMS data are available at the nation, state, and Public Use Microdata Area (PUMA) levels. PUMAs are special non-overlapping areas that partition each state into contiguous geographic units containing roughly 100,000 people each. ACS PUMS files for an individual year, such as 2021, contain data on approximately one percent of the United States population.

Tags: census
Organization: Department of Commerce
2016-2020 American Community Survey: Migration Flows

Migration flows are derived from the relationship between the location of current residence in the American Community Survey (ACS) sample and the responses given to the migration question "Where did you live 1 year ago?". There are flow statistics (moved in, moved out, and net moved) between county or minor civil division (MCD) of residence and county, MCD, or world region of residence 1 year ago. Estimates for MCDs are only available for the 12 strong-MCD states, where the MCDs have the same government functions as incorporated places. Migration flows between metropolitan statistical areas are available starting with the 2009-2013 5-year ACS dataset. Flow statistics are available by three or four variables for each dataset starting with the 2006-2010 5-year ACS datasets. The variables change for each dataset and do not repeat in overlapping datasets. In addition to the flow estimates, there are supplemental statistics files that contain migration/geographical mobility estimates (e.g. nonmovers, moved to a different state, moved from abroad) for each county, MCD, or metro area.

Tags: census
Organization: Department of Commerce
FEDEFL Inventory Methods v1.0.0

FEDEFL Inventory Methods v1.0.0 is a life cycle inventory analysis or grouping method for flows in the Federal Elementary Flow List (FEDEFL) (EPA 2019). Like the related life cycle impact assessment (LCIA) methods, this dataset includes collections of characterization factors for a given flow (e.g., NH3 to air) for a set of categories (e.g., acidification), provided in units of group equivalence per unit mass of the flowable. But the methods are simplified in that the factors are generally 1 as they only classify flows according to categories or groupings. These methods are typically used along with life cycle inventory data to provide indicators for reporting in life cycle assessment (LCA).

The groupings provided for FEDEFL flows in this method include land use, freshwater resources, water resources, mineral resources, energy, nonrenewable energy, renewable energy, hazardous air pollutants (HAPs) and pesticides. 

This dataset was created by the LCIA Formatter v1.0 (https://github.com/USEPA/LCIAformatter). The LCIA Formatter is a tool for providing standardized life cycle impact assessment and inventory methods with characterization factors transparently applied to flows from an authoritative flow list, like the FEDEFL. The LCIA Formatter used the fedelemflowlist v1.0.7 tool @ https://github.com/USEPA/Federal-LCA-Commons-Elementary-Flow-List, which subsets the flow list to create the various groupings with a combination of flow type and context matches, or by identifying matched flows in mapping files. Relevant mappings and explanatory notes are provided separately. 

The zip file is a compressed archive of JSON files following the openLCA schema @ https://greendelta.github.io/olca-schema. Usage Notes for zip file: This file was tested to correctly import into an openLCA v1.10 database already containing flows from the FEDEFL v1.0.7. It will provide matching factors for any FEDEFL v1.0 to 1.0.7 elementary flow already present in the database that are classified in the provided groupings.  This file itself does not contain the elementary flows. The complete FEDEFL v1.0.7 flow list may be retrieved from the Federal LCA Commons elementary flow list repository @ https://www.lcacommons.gov.

The .parquet file is in the LCIA Formatter's LCIAmethod format. https://github.com/USEPA/LCIAformatter/blob/v1.0.0/format%20specs/LCIAmethod.md
Usage notes for parquet file: The .parquet file can be read in by any Apache parquet reader. 

References
EPA 2019. The Federal LCA Commons Elementary Flow List: Background, Approach, Description and Recommendations for Use. https://cfpub.epa.gov/si/si_public_record_Report.cfm?dirEntryId=347251. 

This dataset is associated with the following publication:
Young, B., M. Srocka, W. Ingwersen, B. Morelli, S. Cashman, and A. Henderson. LCIA Formatter.   Journal of Open Source Software. Journal of Open Source Software,    6(66): 3392, (2021).

Tags: federal-lca-commons-data, lca-data, lcia, life-cycle-inventory-grouping-methods
Organization: U.S. Environmental Protection Agency
ReCiPe2016v1.1 for FEDEFLv1

ReCiPe2016 (Huijbregts 2017) is a life cycle impact assessment (LCIA) method. LCIA methods are collections of characterization factors, which are measures of relative potency or potential impact, for a given flow (e.g., NH3 to air) for a set of impact categories (e.g., acidification), provided in units of potency or impact equivalents per unit mass of the flowable associated with a given context (e.g., 1.88 kg SO2 eq/kg NH3 emitted to air). LCIA methods are typically used along with life cycle inventory data to estimate potential impacts in life cycle assessment (LCA). ReCiPe2016 produces 18 midpoint indicators and 3 endpoint indicators, and both midpoint and endpoint are provided using Individualist (I), Hierarchist (H), and Egalitarian (E) cultural perspectives. 

The FEDEFL or Federal LCA Commons Elementary Flow List (EPA 2019) is the standardized elementary flow list for use with data meeting the US Federal LCA Commons data guidelines.

In this dataset, ReCiPe2016 is applied to FEDEFL v1.0.7 flows. This dataset was created by the LCIA Formatter v1.0 (https://github.com/USEPA/LCIAformatter). The LCIA Formatter is a tool for providing standardized life cycle impact assessment methods with characterization factors transparently applied to flows from an authoritative flow list, like the FEDEFL. The LCIA Formatter draws from the original ReCiPe2016 source file and the ReCiPe2016 to FEDEFL flow mapping. The LCIA formatter accesses this mapping file through the fedelemflowlist tool available at https://github.com/USEPA/Federal-LCA-Commons-Elementary-Flow-List. This mapping file and a note about the mapping are provided separately. Where a flow context is less specific in the FEDEFL (e.g., air) relative to the ReCiPe2016 flow contexts (e.g., air/rural), the LCIA Formatter applies the average of the relevant characterization factors from ReCiPe2016 to the FEDEFL flow. 

The zip files are compressed archives of JSON files following the openLCA schema at https://greendelta.github.io/olca-schema. A separate .zip file is provided for each combination of indicator type (midpoint or endpoint) and perspective.
Usage Notes for zip file: These file were tested to correctly import into an openLCA v1.10 database already containing flows from the FEDEFL v1.0.7. They will provide matching characterization factors for any FEDEFL v1.0 to 1.0.7 elementary flow already present in the database. These files do not contain the elementary flows. The complete FEDEFL v1.0.7 flow list may be retrieved from the Federal LCA Commons elementary flow list repository at https://www.lcacommons.gov.

The .parquet file is in the LCIA Formatter's LCIAmethod format (https://github.com/USEPA/LCIAformatter/blob/v1.0.0/format%20specs/LCIAmethod.md). 

This dataset is associated with the following publication:
Young, B., M. Srocka, W. Ingwersen, B. Morelli, S. Cashman, and A. Henderson. LCIA Formatter.   Journal of Open Source Software. Journal of Open Source Software,    6(66): 3392, (2021).

Tags: impact-methods, indicators-for-lca, lca-data, lcia, lcia-formatter, recipe-lca
Organization: U.S. Environmental Protection Agency
National Land Occupation Totals By Industry 2012

This dataset contains 2012 national level land occupation totals by North American Industry Classification System (NAICS) 2012 6-digit codes. This dataset was created in FLOWSA, a publicly available python package that generates standardized environmental flows by industry. 

This dataset is associated with the following publication:
Ingwersen, W.W., M. Li, B. Young, J. Vendries, and C. Birney. USEEIO v2.0, The US Environmentally-Extended InputOutput Model v2.0.   Scientific Data. Springer Nature Group, New York, NY,   194, (2022).

Tags: input-output-data, land-use, life-cycle-assessment, life-cycle-inventory-data, naics, sustainability
Organization: U.S. Environmental Protection Agency
NOAA/WDS Paleoclimatology - Baker - Bent Creek Experimental Forest - QUSP - ITRDB NC022

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of North Carolina, United States Of America. The time period coverage is from 234 to -46 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: bent creek experimental forest, biological records, climate indicators, continent, doc/noaa/nesdis/ncei, drought, earth science, land records, latitude 35.5, longitude -82.625, material: null, national centers for environmental information, nesdis, noaa, north america, north carolina, oak, paleoclimate, paleoclimate indicators, quercus spp. l., qusp, tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Stahle - Black Swamp - TADI - ITRDB AR050

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of Arkansas, United States Of America. The time period coverage is from 931 to -30 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: arkansas, baldcypress, biological records, black swamp, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude 35.15, longitude -91.3, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, tadi, taxodium distichum (l.) rich., tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Woodhouse - South Fork Update - PIPO - ITRDB CO653

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of Colorado, United States Of America. The time period coverage is from 384 to -58 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: biological records, climate indicators, colorado, continent, doc/noaa/nesdis/ncei, earth science, land records, latitude 37.67, longitude -106.65, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, pinus ponderosa douglas ex c. lawson, pipo, ponderosa pine, south fork, tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, western yellow pine, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Touchan - Addeldal - PIPI - ITRDB MORC015

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of Morocco, Northern Africa. The time period coverage is from 107 to -54 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: addeldal, africa, biological records, climate indicators, cluster pine, continent, doc/noaa/nesdis/ncei, drought, earth science, land records, latitude 35.083, longitude -5.466, maritime pine, material: null, morocco, national centers for environmental information, nesdis, noaa, northern africa, paleoclimate, paleoclimate indicators, pinus pinaster aiton, pipi, tree ring, tree rings, tree-ring, u.s. department of commerce, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Stockton - Gallinas Mountains - PIED - ITRDB NM111

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of New Mexico, United States Of America. The time period coverage is from 290 to -31 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: biological records, climate indicators, colorado pinyon, continent, doc/noaa/nesdis/ncei, earth science, gallinas mountains, land records, latitude 34.23, longitude -105.78, material: null, national centers for environmental information, nesdis, new mexico, noaa, north america, paleoclimate, paleoclimate indicators, pied, pinus edulis engelm., pinyon, tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Edmondson - Keystone - JUVI - ITRDB OK045

This archived Paleoclimatology Study is available from the NOAA National Centers for Environmental Information (NCEI), under the World Data Service (WDS) for Paleoclimatology. The associated NCEI study type is Tree Ring. The data include parameters of tree ring with a geographic location of Oklahoma, United States Of America. The time period coverage is from 645 to -55 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: biological records, climate indicators, continent, doc/noaa/nesdis/ncei, earth science, eastern red-cedar, juniperus virginiana l., juvi, keystone, land records, latitude 36.185, longitude -96.247, material: null, national centers for environmental information, nesdis, noaa, north america, oklahoma, paleoclimate, paleoclimate indicators, tree ring, tree rings, tree-ring, u.s. department of commerce, united states of america, what: age, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce