AndreaBozzo/ceres-open-data-index huggingface dataset:
MHK Levelized Cost of Energy (LCOE) Guidance and Techno-Economic Analysis Materials

Useful information and tools for calculating the Levelized Cost of Energy (LCOE) and MHK Cost Breakdown Structure.  Includes a structure for calculating the capital expenditures and operating costs of a marine energy technology or device, reference resource data for both wave and tidal, and LCOE reporting guidance.  These tools are meant to be used to help calculate the Levelized Cost of Energy (LCOE) for an MHK or MRE technology or device.

Tags: analysis, breakdown, cbs, cost, cost-breakdown-structure, costs, energy, guidance, hydrokinetic, lcoe, marine, mhk, mre, power, reference, resource, structure, techno-economic, water
Organization: Department of Energy
Zircon geochronology of Torok and Nanushuk Formations sandstones at Slope Mountain and a Seabee Formation tephra deposit at Ninuluk Bluff, central North Slope, Alaska

Zircon geochronology of Torok and Nanushuk Formations sandstones at Slope Mountain and a Seabee Formation tephra deposit at Ninuluk Bluff, central North Slope, Alaska, Raw Data File 2024-33, presents LA-ICPMS and CA-ID-TIMS U-Pb data for five DZ samples collected from a well-known exposure at Slope Mountain, which is one of the few localities where the transition between mid-Cretaceous Torok and Nanushuk Formations is preserved in outcrop. We also report new U-Pb tephra zircon data from basal Seabee Formation at Ninuluk Bluff, a key-and similarly rare-site where the transition between Late Cretaceous Nanushuk strata and overlying Seabee crops out. These tandem-dated samples were collected during summer field seasons in 2018 and 2019 as part of DGGS's North Slope and Brooks Range foothills basin analysis program. The new zircon geochronology results from Slope Mountain and Ninuluk Bluff are documented and permanently archived herein. These data and report are available from the DGGS website: http://doi.org/10.14509/31152.

Tags: age dates, albian, analyses, analyses and sampling, analytical lab results, analytical results, basins, bedrock, brookian, cenomanian, colville basin, colville river, cretaceous, deltaic facies, detrital zircon, formations, geochronology, geologic, geology, hydrocarbon, igneous, isotopes, lab methods, marine, marine sedimentation, marine transgressions, mesozoic, methods, mudstone, nanushuk formation, ninuluk bluff, ninuluk creek, north slope, resources, rocks, sandstone, seabee formation, sediment, sedimentary, sedimentation, sedimentology, siksikpak ridge, slope mountain, stratigraphy, tephra, torok formation, transgression, transgressive, tuff, u-pb, zircon, zircon u-pb
Organization: State of Alaska
Metadata Entry for "Assessing Human-Source Microbial Contamination of Stormwater in the U.S."

Metadata Entry for "Assessing Human-Source Microbial Contamination of Stormwater in the U.S".  Please contact the corresponding author Jumana Alja'fari (Jumana.Aljafari@colostate.edu) to request the associated data. This dataset is not publicly accessible because: The data is non-EPA generated. It can be accessed through the following means: Please contact the corresponding author Jumana Alja'fari at Jumana.Aljafari@colostate.edu to request the data. Format: XLSX and/or CSV files. 

This dataset is associated with the following publication:
Alja'fari, J., S. Sharvelle, A. Branch, B. Pecson, M. Jahne, A. Olivieri, M. Arabi, J. Garland, and R. Gonzalez. Assessing Human-Source Microbial Contamination of Stormwater in the U.S.   WATER RESEARCH. Elsevier Science Ltd, New York, NY, USA, 268: 122640, (2024).

Tags: microbial-risk, pathogens, stormwater, wastewater
Organization: U.S. Environmental Protection Agency
Revealing the Unidentified Product of Chloramine Decomposition: Chloronitramide Anion Data Set

Data is for manuscript entitled "Revealing the Unidentified Product of Chloramine Decomposition: Chloronitramide Anion". This dataset is not publicly accessible because: The data was not generated by EPA.  It can be accessed by contacting the corresponding author. It can be accessed through the following means: Contact the manuscript corresponding author: Julian L. Fairey at julianf@uark.edu. Format: N/A. 

This dataset is associated with the following publication:
Fairey, J., J. Laszakovits, H. Pham, T. Do, S. Hodges, K. McNeill, and D. Wahman. Chloronitramide anion is a decomposition product of inorganic chloramines.   SCIENCE. American Association for the Advancement of Science (AAAS), Washington, DC, USA, 386(6724): 882-887, (2024).

Tags: chloramine-decomposition, chloronitramide-anion, disinfection-byproduct, unidentified-product
Organization: U.S. Environmental Protection Agency
In-situ measurement of dissolved organic carbon and total organic carbon in fresh surface waters: Lab validation of a portable field meter

Data represent field and laboratory measures of dissolved organic carbon. This dataset is not publicly accessible because: Data is owned by external co-authors. It can be accessed through the following means: Upon request of the first author. Format: .xls from Excel. 

This dataset is associated with the following publication:
Collins, S.E., M. Moulton, and J. Flotemersch. In-situ measurement of dissolved organic carbon and total organic carbon in fresh surface waters: Lab validation of a portable field meter.   River Research and Applications. John Wiley & Sons Incorporated, New York, NY, USA, 40(10): 1801-1807, (2024).

Tags: blackwater, condition-assessment, freshwater, management, west-virginia
Organization: U.S. Environmental Protection Agency
Model inputs for linking fire, food webs, and fish in stream ecosystems

These datasets provide inputs used in Aquatic Trophic Productivity (ATP) model runs described in the accompanying journal article. 

This dataset is associated with the following publication:
Roon, D., J. Bellmore, J. Benjamin, F. Robinne, R. Flitcroft, J. Compton, J. Ebersole, J.B. Dunham, and K. Bladon. Linking fire, food webs, and fish in stream ecosystems.   ECOSYSTEMS. Springer, New York, NY, USA, 28(1): s10021-024-00955-4, (2025).

Tags: food-web-models, streams, water-quality, wildfire
Organization: U.S. Environmental Protection Agency
Consumption-Based Emissions Inventory Summaries for Selected U.S. States, 2012-2019

Summaries of Consumption-Based Emission Inventory (CBEI) results for states outside the Northeast, in other words states not covered in EPA's report on CBEIs the Northeastern States (https://cfpub.epa.gov/si/si_public_record_Report.cfm?dirEntryId=363340&Lab=CESER). CBE results for Northeastern states are available as a dataset (https://doi.org/10.23719/1531799). Each summary is in a standalone HTML file, named by the state two-letter acronym, and is viewable in any web browser. The time period covers 2012-2019 with the results on an annual basis for each state. These summaries are based on the same methods described in the aforementioned report. They are produced with USEEIO State Models with state-level GHG extensions.  The code used to produce this reports is the StateCBE R markdown (StateCBE.Rmd) available which draws on other code in that repository and uses the useeior package. The specific tag (snapshot) of code used is https://github.com/USEPA/USEEIO-State/blob/v0.1.0/examples/StateCBE.Rmd. We cannot control for the ordering so please search thoroughly for the state of interest (it may be out of alphabetical order). 

This dataset is associated with the following publication:
Ingwersen, W.W., and B. Young. Consumption-Based Greenhouse Gas Inventories for Northeastern States. U.S. Environmental Protection Agency, Washington, DC, USA, 2024.

Tags: alabama, alaska, arizona, arkansas, california, colorado, delaware, embodied-emissions, florida, georgia, greenhouse-gas-emissions, hawaii, idaho, illinois, indiana, kansas, kentucky, louisiana, maryland, minnesota, mississippi, montana, nebraska, nevada, new-mexico, north-carolina, north-dakota, ohio, oklahoma, oregon, pennsylvania, south-carolina, south-dakota, tennessee, texas, useeio, utah, virginia, washington, west-virginia, wisconsin, wyoming
Organization: U.S. Environmental Protection Agency
AquaPV: Foundational Analysis and Industry Guidance on Floating PV Results

This dataset contains results of the technical potential analysis of floating photovoltaics (FPV) on federally owned or permitted reservoirs in the United States.

Estimates of the area of reservoirs that is technically feasible for FPV development are provided for reservoirs that are owned by the US Army Corps of Engineers or the US Bureau of Reclamation, or are associated with hydropower dams licensed by the Federal Energy Regulatory Commission. Other associated data are included, such as estimates of the potential evaporative losses of FPV development, and whether the waterbody is associated with an energy community or disadvantaged community that could qualify it for investment or production tax credits. Data is provided both as a spreadsheet and in a geospatial format including the waterbody geometries. 

Please read the included readme for more detailed field definitions.

Tags: area, data, energy, evaporative-loss, floating-pv, floating-solar, fpv, power, pv, reservoirs, united-states
Organization: Department of Energy
Sex-Linked Changes in Biotransformation of Phenol in Brook Trout (Salvelinus fontinalis) over an Annual Reproductive Cycle

Dataset for "Kolanczyk, R.C.; Solem, L.E.; Tapper, M.A.; Hoffman, A.D.; Sheedy, B.R.; Schmieder, P.K.; McKim, J.M., III. Sex-Linked Changes in Biotransformation of Phenol in Brook Trout (Salvelinus fontinalis) over an Annual Reproductive Cycle. Fishes 2024, 9, 311. https://doi.org/10.3390/fishes9080311"

Tags: biotransformation, brook-trout, fish, kinetics, km, metabolism, phenol, reproductive-cycle, vmax
Organization: U.S. Environmental Protection Agency
Data for Modeled Spatiotemporal Distributions of Airborne Allergenic Pollen CONUS

This dataset consists of a file describing the U.S. EPA data used in Ren et al. (2022), Modeling Past and Future Spatiotemporal Distributions of Airborne Allergenic Pollen across the Contiguous United States. This dataset is not publicly accessible because: The size of this meteorological input dataset (nearly 300 gigabytes) is too large for
the ScienceHub portal. It can be accessed through the following means: Data are archived on the EPA High-Performance Environmental Supercomputing Center (HESC) Archival Storage Management (ASM) system under the directory /asm/cnolte/project/xren2022. Format: Data are in the Unidata Network Common Data Form (NetCDF). The names of each NetCDF variable and its associated units are provided within the dataset itself. Further information about the NetCDF format is available from Unidata at www.unidata.ucar.edu/netcdf. 

This dataset is associated with the following publication:
Ren, X., T. Cai, Z. Mi, L. Bielory, C. Nolte, and P. Georgopoulos. Modeling Past and Future Spatiotemporal Distributions of Airborne Allergenic Pollen across the Contiguous United States.   Frontiers in Allergy. Frontiers, Lausanne,  SWITZERLAND, 3: 959594, (2022).

Tags: climate-change, cmaq, mesoscale-meteorology
Organization: U.S. Environmental Protection Agency
Low-Income Energy Affordability Data - LEAD Tool - 2018 Update

The Low-Income Energy Affordability Data (LEAD) Tool was created by the Better Building's Clean Energy for Low Income Communities Accelerator (CELICA) to help state and local partners understand housing and energy characteristics for the low- and moderate-income (LMI) communities they serve. The LEAD Tool provides estimated LMI household energy data based on income, energy expenditures, fuel type, housing type, and geography, which stakeholders can use to make data-driven decisions when planning for their energy goals. From the LEAD Tool website, users can also create and download customized heat-maps and charts for various geographies, housing, and energy characteristics.

Datasets are available for 50 states plus Puerto Rico and Washington D.C., along with their cities, counties, and census tracts. The file below, "1. Description of Files," provides a list of all files included in this dataset. A description of the abbreviations and units used in the LEAD Tool data can be found in the file below titled "2. Data Dictionary 2018". The Low-Income Energy Affordability Data comes primarily from the 2018 U.S. Census American Community Survey 5-Year Public Use Microdata Samples and is calibrated to 2018 U.S. Energy Information Administration electric utility (Survey Form-861) and natural gas utility (Survey Form-176) data. The methodology for the LEAD Tool can viewed below (3. Methodology Document).

For more information, and to access the interactive LEAD Tool platform, please visit the "4. LEAD Tool Platform" resource link below. 

For more information on the Better Building's Clean Energy for Low Income Communities Accelerator (CELICA), please visit the "5. CELICA Website" resource below. 

Tags: affordability, ami, annual-energy-burden, annual-energy-cost, annual-median-income, better-buildings, building, building-age, building-type, celica, census, clean-energy-for-low-income-communities-accelerator, cost, electricity, energy, energy-burden, federal-poverty-level, fpl, fuel-type, gas, heating-fuel, housing-costs, lead, lead-tool, lmi, low-income, low-income-energy-affordability-data, low-to-moderate-income, moderate-income, owner, renter, smi, state-medium-income
Organization: Department of Energy
Transit Ridership - Other Transit Modes

Other transit modes include demand response, demand response-taxi, vanpool, and ferryboat. The Federal Highway Administration estimates monthly transit ridership, released as part of the National Transit Database. Ridership estimates have been adjusted to account for changes in data collection over time. Starting in January 2012, data for Small System Waiver agencies that do not have a mode are reported under motor bus. Data reported under hybrid rail are reported under their classifications prior to January 2012.

Tags: monthly-transportation-statistics
Organization: Department of Transportation
Transit Ridership - Fixed Route Bus

Fixed route bus includes commuter bus, motor bus, bus rapid transit, and trolleybus. The Federal Highway Administration estimates monthly transit ridership, released as part of the National Transit Database. Ridership estimates have been adjusted to account for changes in data collection over time. Starting in January 2012, data for Small System Waiver agencies that do not have a mode are reported under motor bus. Data reported under hybrid rail are reported under their classifications prior to January 2012.

Tags: monthly-transportation-statistics
Organization: Department of Transportation
Transit Ridership - Urban Rail

Urban rail includes heavy rail, commuter rail, light rail, streetcar rail, and hybrid rail. The Federal Highway Administration estimates monthly transit ridership, released as part of the National Transit Database. Ridership estimates have been adjusted to account for changes in data collection over time. Starting in January 2012, data for Small System Waiver agencies that do not have a mode are reported under motor bus. Data reported under hybrid rail are reported under their classifications prior to January 2012.

Tags: monthly-transportation-statistics
Organization: Department of Transportation
Amtrak On-Time Performance

Customer on-time performance is the percentage of customers who arrive at their detraining stations on time. An Acela train is late when it arrives at a station more than 10 minutes after its scheduled time; a Northeast Regional or State-Supported train is late when it arrives more than 15 minutes after its scheduled time. For years before FY 2018, on-time performance is the percentage of total train arrivals on-time at each station, with every arrival weighted equally. Amtrak reports system performance in monthly Host Railroad Reports.

Tags: monthly-transportation-statistics
Organization: Department of Transportation
Developmental toxicity of disinfection byproducts in F344 rats: effects on pregnancy maintenance and eye development

Developmental toxicity of disinfection byproducts in F344 rats: effects on pregnancy maintenance and eye development.
Data files for the experiments reported in the published journal article.
Files include data for maternal body weights, gestation length, pup weights, number of implantation sites, and number of pups and litters affected with eye malformations. 

This dataset is associated with the following publication:
Narotsky, M., L. Fuentes, O. Ola, T. Willoughby, and K. Lucas. Developmental Toxicity of Disinfection Byproducts in F344 Rats: Effects on Pregnancy Maintenance and Eye Development.   Birth Defects Research. John Wiley & Sons, Inc., Hoboken, NJ, USA, 117(1): e2427, (2025).

Tags: anophthalmia, developmental-toxicity, disinfection-byproducts-dbps, eye-malformation, haloacetic-acids, halonitromethanes, pregnancy-loss, trihalomethanes
Organization: U.S. Environmental Protection Agency
Iowa Child Welfare Assessments by Disposition, County and Year

This dataset provides the number and disposition of child welfare assessments conducted by the Department of Human Services beginning January 1, 2004.

On January 1, 2014, the department began using the Differential Response System, which allows for a family assessment in additional to a traditional child abuse investigation for allegations of abuse and neglect.  Data prior to 2014 only report child abuse investigations.

The family assessment is not used in physical or sexual abuse cases, or other types of serious abuse cases seen.   It is used only in denial of critical care cases where the child is not in imminent danger. If at any time during a family assessment it appears the child isn’t safe, the case is reassigned to the child abuse assessment pathway.

The family assessment pathway results in pairing families with services and supports.  The traditional child abuse assessments result in a finding. Findings include: “founded” meaning abuse occurred and results in perpetrator placement on the child abuse registry; “confirmed” meaning abuse occurred, but it was minor, isolated and not likely to reoccur, does not go on the central abuse registry; and “unconfirmed” meaning abuse did not occur.

Tags: abuse, child-abuse, child-neglect, child-welfare, differential-response-system, maltreatment, neglect
Organization: State of Iowa
Recommended Fishing Rivers And Streams

This data displays the access  locations of rivers and streams for fishing in New York State, as determined by fisheries biologists working for the New York State Department of Environmental Conservation. Although every effort has been made to ensure the accuracy of information, errors may be reflected in the data supplied. The user must be aware of data conditions and bear responsibility for the appropriate use of the information with respect to possible errors, original map scale, collection methodology, currency of data, and other conditions.

Tags: angler, fish, river, stream
Organization: State of New York
MTA Daily Ridership Data: 2020 - 2025

This deprecated dataset provides systemwide ridership and traffic estimates for subways (including the Staten Island Railway), buses, Long Island Rail Road, Metro-North Railroad, Access-A-Ride, and Bridges and Tunnels, beginning 3/1/2020, and provides a percentage comparison against a comparable pre-pandemic date.

Next-day estimates for daily ridership, without the pre-pandemic comparison, are now provided at https://data.ny.gov/d/sayj-mze2

Tags: aar, access-a-ride, bt, bus, commuter-rail, customers, daily, lirr, long-island-rail-road, metro-north, metro-north-railroad, mnr, mta-bridges-tunnels, mta-bus, mtabc, new-york-city-transit, nyct, paratransit, passengers, ridership, sir, staten-island-railway, subway, traffic
Organization: State of New York
Tempe Public Art

<p></p><p>Tempe Public Art aspires to cultivate a unique community identity that advances Tempe as a vibrant and progressive destination. Tempe's diverse collection of permanent and temporary public art complements the natural and built environment through innovative place-making, installations, and infrastructure enhancements. Tempe Public Art promotes artistic expression, bringing people together to strengthen Tempe's sense of community and place. </p><p>Since its inception in 1988, Tempe Public Art has created permanent and temporary public artworks, overseen neighborhood public art grants, and assisted in the development of privately funded works of art through the City’s Art in Private Development program.</p>

Tags: az, public-art, tempe, tempe-public-art
Organization: City of Tempe
3.29 Transit System Satisfaction (dashboard)

This operations dashboard shows historic and current data related to this performance measure.<div><br /></div><div><p style='margin:0in 0in 0.0001pt;'>The performance measure dashboard is available at <a href='https://quality-of-life-tempegov.hub.arcgis.com/pages/transit-system-satisfaction' target='_blank' rel='nofollow ugc noopener noreferrer'>3.29 Transit System Satisfaction</a>.</p><p style='margin:0in 0in 0.0001pt;'> </p><p style='margin:0in 0in 0.0001pt;'><a href='https://gis.tempe.gov/design/data-dictionary/3.29%20Transit%20Satisfaction%20Survey%20(summary)/' target='_blank' rel='nofollow ugc noopener noreferrer'>Data Dictionary</a><br /></p></div>

Tags: energy-and-transportation, engineering-and-transportation, public-works, quality-of-life, survey, transit, transit-satisfaction-survey-pm-3-29, transportation
Organization: City of Tempe
5.14 Audit Completion Rate (dashboard)

<div>This operations dashboard shows historic and current data related to this performance measure. <br /></div><div><br /></div><div><p style='margin: 0in 0in 0.0001pt;'>The performance measure dashboard is available at <a href='https://financial-stability-and-vitality-tempegov.hub.arcgis.com/pages/audit-completion-rate' target='_blank' rel='nofollow ugc noopener noreferrer'>5.14 Audit Completion Rate</a>.</p><p style='margin: 0in 0in 0.0001pt;'> </p><p style='margin: 0in 0in 0.0001pt;'><a href='https://gis.tempe.gov/design/data-dictionary/5.14%20Audit%20Completion%20Rate%20(summary)/' target='_blank' rel='nofollow ugc noopener noreferrer'>Data Dictionary</a><br /></p></div><div><br /></div>

Tags: audit-completion-rate-pm-5-14, financial-stability-and-vitality
Organization: City of Tempe
2.16 311 Caller Wait Time (dashboard)

This operations dashboard shows historic and current data related to this performance measure.<div><br /></div><div><p style='margin: 0in 0in 0.0001pt;'>The performance measure dashboard is available at <a href='https://strong-community-connections-tempegov.hub.arcgis.com/pages/311-caller-wait-time' target='_blank' rel='nofollow ugc noopener noreferrer'>2.16 311 Caller Wait Time</a>.</p><p style='margin: 0in 0in 0.0001pt;'> </p><p style='margin: 0in 0in 0.0001pt;'><a href='https://gis.tempe.gov/design/data-dictionary/2.16%20311%20Caller%20Wait%20Time%20(summary)/' style='' target='_blank' rel='nofollow ugc noopener noreferrer'>Data Dictionary</a><br /></p></div>

Tags: 311-caller-wait-time-pm-2-16, hold-time, on-hold, phone, queue-time, strong-community-connections, wait-time
Organization: City of Tempe
2.03 311 First-Call Resolution Rate (dashboard)

This operations dashboard shows historic and current data related to this performance measure.  <div><br /></div><div><p style='margin: 0in 0in 0.0001pt;'>The performance measure dashboard is available at <a href='https://strong-community-connections-tempegov.hub.arcgis.com/pages/311-first-call-resolution-rate' target='_blank' rel='nofollow ugc noopener noreferrer'>2.03 311 First-Call Resolution Rate</a>.</p><p style='margin: 0in 0in 0.0001pt;'> </p><p style='margin: 0in 0in 0.0001pt;'><a href='https://gis.tempe.gov/design/data-dictionary/2.03%20311%20First%20Call%20Resolution%20(summary)/' style='' target='_blank' rel='nofollow ugc noopener noreferrer'>Data Dictionary</a><br /></p></div>

Tags: 311-first-call-resolution-rate-pm-2-03, strong-community-connections
Organization: City of Tempe