AndreaBozzo/ceres-open-data-index huggingface dataset:
San Francisco Land Use - 2020

<strong> Please see <u><a href="https://data.sfgov.org/Geographic-Locations-and-Boundaries/San-Francisco-Land-Use-2023/fdfd-xptc/about_data">Map of Land Use - 2023 </a></u> for most recent data </strong>

<strong>Summary</strong>
Land Use 2020: Land use categories for every parcel in San Francisco. The land use categories are derived from a range of City and commercial databases. Where building square footages were missing from these databases they were derived from a LIDAR survey flown in 2007.

Land use categories are as follows (units are square feet):
- CIE = Cultural, Institutional, Educational
- MED = Medical
- MIPS = Office (Management, Information, Professional Services)
- MIXED = Mixed Uses (Without Residential)
- MIXRES = Mixed Uses (With Residential)
- PDR = Industrial (Production, Distribution, Repair)
- RETAIL/ENT = Retail, Entertainment
- RESIDENT = Residential
- VISITOR = Hotels/Motels
- VACANT = Vacant
- ROW = Right-of-Way
- OPENSPACE = Open Space

Other attributes are:
- RESUNITS = Residential Units
- BLDGSQFT = Square footage data
- YRBUILT = year built
- TOTAL_USES = Business points from Dun & Bradstreet were spatially aggregated to the closest parcel, and this field is the sum of the square footage fields

The subsequent fields (CIE, MED, MIPS, RETAIL, PDER & VISITOR) were derived using the NAICS codes supplied in the Dun & Bradstreet dataset, and the previous TOTAL_USES column.

PREDOMINANT LAND USES:
- RESIDENTIAL: Housing--from single family to multifamily to high-rise apartment complexes.
- CIE - CULTURAL, INDUSTRIAL, EDUCATIONAL:Any cultural, institutional, medical or educational place such as a museum, zoo, hospital, medical center, college, theatre, social service, or membership organization.
- MIPS (generally for offices):Management, information, and professional activities such as finance, insurance, and real estate (FIRE), business, legal, and public administration.
- RETAIL/ENT(Retail/Entertainment)Shopping and direct consumer services, amusement, recreation and personal services, restaurants and bars -- from neighborhood-serving to region-serving.
- PDR (Production/Distribution/Repair):Wholesale trade, showrooms, manufacturing and materials processing, warehousing, repair, businesses, construction, transportation, communications, utilities.
- VISITOR:Hotels and motels.PUBLIC:Publicly owned parks, recreation, and open spaces, as well as some highway right of ways.
- VACANT:An empty or undeveloped lot.
- MIXED USES:Combined uses, such as office and retail, industrial-retail-entertainment, or industrial and office, etc. where no one use predominates.
- MIXEDRES (Residential Mixed):Mostly housing with one or more other use (office, retail, industrial)on the ground floor).

The determining factor for a parcel's LANDUSE is if the square footage of any non-residential use is 80% or more of its total uses. Otherwise it becomes MIXED.

In the case where RESIDENT use has some square footage of non-residential use, this is mainly accessory uses such as home businesses, freelancers, etc.

Organization: City of San Francisco
Campaign Finance Expenditures Explorer App

<strong>A. SUMMARY</strong>
This dataset provides the expenditure source data for the campaign finance explorer app at https://data.sfgov.org/campaign_finance. Learn more about San Francisco campaign finance at https://sfethics.org. 

<strong>B. HOW THE DATASET IS CREATED</strong>
Data comes from campaign filings with the San Francisco Ethics Commission, specifically FPPC Form 460 Schedule E filings for committees formed to support or oppose candidates and ballot measures in the November 3, 2020 election.

<strong>C. UPDATE PROCESS</strong>
The data comes from campaign filings due on a semi-annual basis, refer to <a href ="https://www.fppc.ca.gov/learn/campaign-rules/where-and-when-to-file-campaign-statements/when-to-file-campaign-statements-state-local-filing-schedules.html"> the FPPC filing schedule</a>.

<strong>D. HOW TO USE THIS DATASET</strong>
Some committees may have submitted amendments to the SFEC since the last update to this dataset. The next update is scheduled for August 1, 2021. For the most up-to-date numbers, see the <a href="https://sfethics.org/disclosures/campaign-finance-disclosure/campaign-finance-disclosure-data">Ethics Commission website</a>.

Tags: campaign-finance, ethics
Organization: City of San Francisco
Kuskokwim airborne electromagnetic survey, northern Kaiyuh Mountains, Alaska

Kuskokwim airborne electromagnetic survey, northern Kaiyuh Mountains, Alaska, Geophysical Report 2025-2, covers parts of the Nulato and Ophir quadrangles south of Galena, Alaska. Time-domain electromagnetic data were collected with the helicopter-mounted SkyTEM 306HP system from July 22 to August 19, 2024, by SkyTEM Canada Incorporated. A total of 5,823.4 line kilometers were collected over a single survey block covering 2,037 square kilometers. Two special sub-survey blocks were defined to increase data coverage of specific holdings: the North Block--funded in collaboration with Doyon, Limited--and the South Block--funded in collaboration with Western Alaska Copper & Gold. The main survey block was flown with east-west line orientation and a nominal line spacing of 400 meters. The North Block was flown with an infilled effective line spacing of 200 meters, and the South Block was flown with an infilled effective line spacing of 200 meters, including north-south oriented lines in addition to east-west oriented lines The mean ground clearance was 45.8 +/- 10.2 meters with a nominal survey speed of 89.6 +/- 14.7 km/hr. The data were inverted to create two subsurface resistivity models, agf_sci and skytem_lci, presented herein. The data, as well as additional metadata, are available from the DGGS website: http://doi.org/10.14509/31304.

Tags: aeromagnetic, aeromagnetic data, aeromagnetic map, aeromagnetic survey, airborne geophysical survey, analytic signal, bishop creek, bonanza creek, branch creek, california creek, camp creek, colorado creek, dggs, dome creek, eddy creek, electromagnetic data, electromagnetic survey, illinois creek, kaiyuh mining district, kaiyuh mountains, kala creek, kalakaket creek, khotol mountain, kinkaid creek, little mud river, mineral exploration, mineral resources, mining, minnesota creek, modeling, resistivity, resistivity model, ruby mining district, totson mountain, yuki river, yukon creek
Organization: State of Alaska
Data set associated with 1,3-butadiene/RH paper

These data set is generated from a wide range of instruments and modeling work. Please contact Dr. Mohammed Jaoui if additional information is needed about this data set. 

This dataset is associated with the following publication:
Jaoui, M., K. Nestorowicz, K. Rudzinski, M. Lewandowski, T. Kleindienst, J. Torres, E. Pulska, W. Danikiewicz, and R. Szmigielski. Atmospheric oxidation of 1,3-butadiene: influence of seed aerosol acidity and relative humidity on SOA composition and the production of air toxic compounds.   Atmospheric Chemistry and Physics. Copernicus Publications, Katlenburg-Lindau,  GERMANY,  1401–1432, (2025).

Tags: air-quality, ambient-air, hazardous-air-pollutants-haps, nitrogen-and-co-pollutants
Organization: U.S. Environmental Protection Agency
Weather conditions and Legionellosis: A nationwide case-crossover study among Medicare recipients

Data consist of CMS Medicare data files which are restricted access and cannot be released publicly. This dataset is not publicly accessible because: EPA cannot release personally identifiable information regarding living individuals, according to the Privacy Act and the Freedom of Information Act (FOIA). This dataset contains information about human research subjects. Because there is potential to identify individual participants and disclose personal information, either alone or in combination with other datasets, individual level data are not appropriate to post for public access. Restricted access may be granted to authorized persons by contacting the party listed. EPA cannot release CBI, or data protected by copyright, patent, or otherwise subject to trade secret restrictions. Request for access to CBI data may be directed to the dataset owner by an authorized person by contacting the party listed. It can be accessed through the following means: CMS Medicare data are available from:  https://www.cms.gov/data-research/files-for-order/data-disclosures-and-data-use-agreements-duas/limited-data-set-lds with the requirement of a signed Data Use Agreement.  . Weather data are available at https://prism.oregonstate.edu/. Format: The data that support the findings of this study are available from the Centers for Medicare and Medicaid Services (CMS).  Restrictions apply to the availability of these data, which were provided under a Data Use Agreement specific to this study. Data are available from:  https://www.cms.gov/data-research/files-for-order/data-disclosures-and-data-use-agreements-duas/limited-data-set-lds with the requirement of a signed Data Use Agreement. Data do not contain personally identifiable information but contain are classified as Limited Data Set files and their distribution require an agreement and between CMS and the requester and approval by CMS. Weather data are available at https://prism.oregonstate.edu/. Because the data do not contain identifiable private information and were not obtained through interaction or intervention with individuals, the Institutional Review Board for the University of North Carolina and the US Environmental Protection Agency Human Research Protocol Officer determined that use of this data does not constitute human subjects research. 

This dataset is associated with the following publication:
Wade, T., and C. Herbert. Weather conditions and legionellosis: a nationwide case-crossover study among Medicare recipients.   EPIDEMIOLOGY AND INFECTION. Cambridge University Press, Cambridge,  UK, 152: E125, (2024).

Tags: legionella, spatial-case-crossover, weather
Organization: U.S. Environmental Protection Agency
Metadata for: Serum metabolite signatures of subclinical cardiovascular disease in individuals from a population-based cohort

Data is tabular data containing metabolite concentrations, cardiovascular disease biomarkers, individual-level demographics, medication usage, and behavioral confounders (physical activity, smoking, alcohol usage). This dataset is not publicly accessible because: This data is not owned by the EPA. It can be accessed through the following means: The data can be accessed by contacting the lead study author - Susanne Rospleszcz. Format: Data is tabular data containing metabolite concentrations, cardiovascular disease biomarkers, individual-level demographics, medication usage, and behavioral confounders (physical activity, smoking, alcohol usage). 

This dataset is associated with the following publication:
Maushagen, J., N. Addine, C. Schuppert, C. Ward-Caviness, J. Nattenmueller, J. Adamski, A. Peters, F. Bamberg, C. Schlett, R. Wang-Sattler, and S. Rospleszcz. Serum metabolite signatures of cardiac function and morphology in individuals from a population-based cohort.   Biomarker Research. BioMed Central Ltd, London,  UK, 12(31): s40364-024-00578-w, (2024).

Tags: cardiovascular-disease, fatty-acids, metabolomics, mri
Organization: U.S. Environmental Protection Agency
Serum lead, mercury, manganese, and copper and DNA methylation age among adults in Detroit, Michigan

Data is tabular data containing information on 'omics (DNA methylation), residential history, serum metals, and individual-level economic and demographic information. This dataset is not publicly accessible because: The data is not owned by the EPA and contains protected information (PII) such as residential history. It can be accessed through the following means: The data can be accessed by contacting Dr. Chantel Martin. Format: Data is tabular data containing information on 'omics (DNA methylation), residential history, serum metals, and individual-level economic and demographic information. 

This dataset is associated with the following publication:
Lodge, E., R. Dhingra, C. Martin, R.C. Fry, A. White, C. Ward-Caviness, A.H. Wani, M. Uddin, D.E. Wildman, S. Galea, and A. Aiello. Serum lead, mercury, manganese, and copper and DNA methylation age among adults in Detroit, Michigan.   Environmental Epigenetics. Oxford University Press, Cary, NC, USA, 8(1): dvac018, (2022).

Tags: aging, dna-methylation, heavy-metals, mixtures
Organization: U.S. Environmental Protection Agency
Metadata: Epigenetic predictors of all-cause mortality are associated with objective measures of neighborhood disadvantage in an urban population

The dataset is tabular data on DNA methylation assessment, residential history, individual-level socioeconomic status, and neighborhood built environment for participants in the Detroit Neighborhood Health Study. This dataset is not publicly accessible because: The data was not generated by the EPA, is not owned by the EPA, and contains protected information such as residential history. It can be accessed through the following means: The data can be accessed by contacting the data manager - Dr. Chantel Martin. Format: The data is tabular data containing information on DNA methylation, residential history, disease diagnoses, built environment, and individual-level socioeconomic data. 

This dataset is associated with the following publication:
Ward-Caviness, C., S. Pu, C. Martin, S. Galea, M. Uddin, D. Wildman, K. Koenen, and A. Aiello. Epigenetic predictors of all-cause mortality are associated with objective measures of neighborhood disadvantage in an urban population.   Clinical Epigenetics. BioMed Central Ltd, London,  UK, 12(44): 1, (2020).

Tags: dna-methylation, green-space, mortality, neighborhood
Organization: U.S. Environmental Protection Agency
Benthic cyanobacterial accumulations and associated cyanotoxins in coastal urban stormwater pond networks -2021, v1

Benthic cyanobacterial accumulations and associated cyanotoxins in coastal urban stormwater pond networks-2021. 

This dataset is associated with the following publication:
Tatters, A., C. Clevenger, W. Strangman, S. Oehrle, R. Kudela, J. Aukamp, and Y. Wan. Benthic cyanobacterial accumulations and associated cyanotoxins in coastal urban stormwater pond networks.   Harmful Algae. Elsevier B.V., Amsterdam,  NETHERLANDS, 144: 102833, (2025).

Tags: cyanobacteria, cyanotoxins, nitrogen-and-co-pollutants, stormwater, urban-watersheds
Organization: U.S. Environmental Protection Agency
Drinking Water Sources, Quality, and Associated Health Outcomes in Appalachian Virginia: A Risk Characterization Study in Two Counties

data contain PII which cannot be released publicly. This dataset is not publicly accessible because: EPA cannot release personally identifiable information regarding living individuals, according to the Privacy Act and the Freedom of Information Act (FOIA). This dataset contains information about human research subjects. Because there is potential to identify individual participants and disclose personal information, either alone or in combination with other datasets, individual level data are not appropriate to post for public access. Restricted access may be granted to authorized persons by contacting the party listed. It can be accessed through the following means: contact Tim Wade (wade.tim@epa.gov). Format: Data contain sensitive personally identifiable information obtained regarding medical conditions obtained from tribal nation residents. 

This dataset is associated with the following publication:
Wade, T., J. Mistry, S. Augustine, S. Griffin, J. Kobylanski, J. Styles, E. Sams, E. Hudgens, M. Kowalcyk, W. Cochran, H. Ward, and A. Egorov. Salivary antibody responses to waterborne and environmental infections among Two Tribal Nations in the Southwest United States.   JOURNAL OF INFECTIOUS DISEASES. The Journal of Infectious Diseases,    14: 1619 -1632, (2024).

Tags: antibody-response, biomarkers, drinking-water, epidemiology, pathogens, saliva
Organization: U.S. Environmental Protection Agency
Data for Figures

Data corresponding to figures located in manuscript and appendix files. 

This dataset is associated with the following publication:
Burdsall, A., M. Magnuson, J. Szabo, and J. Heckman. Assessment of Traditional Biosolids Disposal Methods for Biosolids Contaminated with Bacillus globigii Spores.   Next Research. Elsevier B.V., Amsterdam,  NETHERLANDS, 2(2): 100212, (2025).

Tags: homeland-security, indoor-outdoor-decontamination, waste-management, waste-treatment
Organization: U.S. Environmental Protection Agency
Global_NonFloodplain_Wetlands

Here, we provide the first global geodatabase of non-floodplain wetlands. We incorporate the recent development of a high-resolution global floodplain mapping algorithm based on digital terrain models by Nardi et al. (2019). We couple these spatial floodplain data with higher-resolution modifications to the gridded global wetland and open water data layers developed by Tootchi et al. (2019) that incorporates the Pekel et al. (2016) satellite-based inundation product, modeled groundwater-driven wetland extent (Fan et al. 2013), and ancillary satellite landcover data from Herold et al. (2015). We test the applicability of our global database of non-floodplain wetlands in 21 large and spatial-data rich watersheds across the CONUS. This novel global product identifying non-floodplain wetlands provides for the quantification and estimation of the locations and extent of important aquatic systems with abundant hydrological, biogeochemical, and biological functions, filling a noted research gap while delivering useful data for informed natural resource decision-making and management (Creed et al. 2017, Lane et al. 2022). 

This dataset is associated with the following publication:
Lane, C., E. D'Amico, J. Christensen, H. Golden, Q. Wu, and A. Rajib. Mapping global non-floodplain wetlands.   Earth System Science Data. Copernicus Publications, Katlenburg-Lindau,  GERMANY, 15(7): 2927–2955, (2023).

Tags: landscape, non-floodplain-wetlands, watershed, wetland-management
Organization: U.S. Environmental Protection Agency
Ozone-Lung-Path

Data related to Dye et al pub on ozone and lung pathology. 

This dataset is associated with the following publication:
Dye, J., H. Nguyen, E. Stewart, M. Schladweiler, and C. Miller. Sex differences in impacts of early gestational and peri-adolescent ozone exposure on lung development in rats: Implications for later life disease in humans.   AMERICAN JOURNAL OF PATHOLOGY. American Association of Pathologist,    194(9): 1636-1663, (2024).

Tags: lung, ozone, pathology
Organization: U.S. Environmental Protection Agency
Cultured and molecular measures of fecal indicator microbes in Gulf of Mexico recreational waters

Concentrations of somatic and F+ coliphage, and enterococci measured by culture and qPCR. 

This dataset is associated with the following publication:
Kelleher, J., M. Cyterski, B. McMinn, S. Dean, A. Pemberton, J. Willis, A. Diedrich, S. McWhorter, R. Haugland, O. Shanks, and A. Korajkic. Cultured and molecular measures of fecal indicator microbes in Gulf of Mexico recreational waters.   SCIENCE OF THE TOTAL ENVIRONMENT. Elsevier BV, AMSTERDAM,  NETHERLANDS, 966: 178741, (2025).

Tags: beach-action-value, coliphage, correlations, fecal-indicators, gulf-of-mexico, qpcr
Organization: U.S. Environmental Protection Agency
2020 Census to Police District Crosswalk

The data set is a crosswalk file for working with 2020 Census block group boundaries and Philadelphia Police Department district and police service areas (PSAs). Census blockgroup population centroids were situated in police geographies using SAS Proc GINSIDE. The data facilitate demographic approximations of the residential population within Philadelphia police districts and police service areas (PSAs).

Tags: census, census-blockgroup, police-districts, police-service-areas, public-safety
Organization: City of Philadelphia
Affordable Housing Production

The Division of Housing and Community Development (DHCD) provides funding to developers to build and maintain affordable housing units throughout the city. This dataset includes all DHCD-funded housing projects completed since 1994 for which there is data.

Tags: department-of-planning-and-development, division-of-housing-and-community-development, economy, health, housing, human-services, land-records, office-of-homeless-services, philadelphia-redevelopment-authority, real-estate
Organization: City of Philadelphia
ARCHIVED: 2007-2015 Litter Index

The datasets below have been archived and will not receive further updates, but remain available for reference.  The up-to-date and more comprehensive [Litter Index is available here](https://www.opendataphilly.org/datasets/litter-index) and will be updated annually going forward. For those conducting analysis using Litter Index data, please be advised that the survey design between the 2007- 2015 data is vastly different from the 2017 data, so it would not make sense to compare the two. 

The Litter Index is used to compare the relative cleanliness of different areas of the city of Philadelphia.

Tags: environment, health, human-services, streets-department
Organization: City of Philadelphia
ARCHIVED: Greenworks Metrics

The following datasets are no longer maintained and will not receive further updates. They remain available as a snapshot in time for the public to use.

Greenworks is an initiative of the Office of Sustainability that aims to make Philadelphia a sustainable city. Greenworks Philadelphia envisions a city where all Philadelphians:

*Have access to healthy, affordable, and sustainable food and drinking water.
*Breath healthy air inside and outside.
*Use clean, efficient, affordable energy.
*Prepare for climate change and reduce carbon pollution.
*Benefit from parks, trees, stormwater management, and healthy waterways.
*Have access to safe, affordable, and low-carbon transportation.
*Waste less and keep our neighborhoods clean.
*Benefit from sustainability education, employment, and business opportunities.

Tags: air-quality, climate-change, energy, environment, greenworks, snap, sustainabilty, trees, water
Organization: City of Philadelphia
ARCHIVED: Philadelphia Food Access

The datasets below have been archived and will not receive further updates, but remain available for reference. The up-to-date and more comprehensive [Neighborhood Food Retail data](https://www.opendataphilly.org/datasets/neighborhood-food-retail) is available and will be updated annually going forward. For those conducting analysis using this data, please be advised that the previous methodology is vastly different from the more recent data, so it would not make sense to compare the two.

This dataset is derived from the Walkable Access to Healthy Foods in Philadelphia, 2012-2014 report analyses.

Tags: economy, food, health, human-services, philadelphia-department-of-public-health
Organization: City of Philadelphia
Bike Network - Supporting Datasets

This dataset combines data from various City of Philadelphia departments in order to create a set of supporting documentation for bike network routing. Datasets include Bike Network, Connector Streets, Regional Routes, and Trails and Side paths. Each dataset has its own parameters, dates, and sources, and individuals are encouraged to view the metadata associated with this data. <i>This dataset is experimental and remains a work in progress. Please use with caution.</i>

Tags: parks, pasda, recreation, streets-department, transportation
Organization: City of Philadelphia