AndreaBozzo/ceres-open-data-index huggingface dataset:
Mechanical Ventilation and Indoor Air Quality in Recently Constructed U.S. Homes in Marine and Cold-Dry Climates Data from Building America Project

Data were collected to characterize whole-house mechanical ventilation (WHMV) and indoor air quality (IAQ) in 55 homes in the Marine climate of Oregon and Cold-Dry climate of Colorado in the U.S. Sixteen homes were monitored for two weeks, with and without WHMV operating. Ventilation airflows; airtightness; time-resolved CO2, PM2.5 and radon; and time-integrated NO2, NOX and formaldehyde were measured. Participants provided information about IAQ-impacting activities, perceptions and ventilation use. All homes had operational cooktop ventilation and bathroom exhaust. Thirty homes had equipment that could meet the ASHRAE 62.2-2010 standard with continuous or controlled runtime and 34 had some WHMV operating as found. Thirty-five of 46 participants with WHMV reported they did not know how to operate it, and only half of the systems were properly labeled. Two-week homes had lower formaldehyde, radon, CO2, and NO (NOX-NO2) when operated with WHMV; and also had faster PM2.5 decays following indoor emission events. Overall IAQ satisfaction was similar in Oregon and Colorado, but more Colorado participants (19 vs. 3%) felt their IAQ could be improved and more reported dryness as a problem (58 vs. 14%). The collected data indicate that there are benefits of operating WHMV, even when continuous use may not be needed because outdoor pollutant concentrations are low and indoor sources do not present substantial challenges.


Tags: air-quality, building-america, buildings-efficiency, carbon-dioxide, chemistry, energy-analysis, field-study, fine-particulate-matter, formaldehyde, home-performance, home-ventilation, iaq, iaq-satisfaction, indoor-air-quality, kitchen-ventilation, mechanical-ventilation, nitrogen-oxides, occupant-activity, residential, ventilation-standards, whmv, whole-house, whole-house-mechanical-ventilation
Organization: Department of Energy
Gearbox Fault Diagnosis Data

This dataset is for the fault diagnosis of a gear crack in a two-stage gearbox using vibration signal processing techniques and recorded by using SpectraQuest's Gearbox Fault Diagnostics Simulator. The online vibration data were recorded with the help of four vibration sensors placed in four different directions. It was recorded under variation of load from 0 to 90 percent for a set of normal gear (healthy condition) and cracked gear (broken tooth condition), on Drivetrain Diagnostics Simulator. Spectral analysis is carried out for a healthy gear and a cracked gear to demonstrate modulation sidebands from cracked and normal spur gear vibration measurements. The amplitude of sidebands can be used as an input parameter in various artificial intelligence techniques for fault detection. Ten different text files are available for each case.

In the linked paper (see "Publication" below) experimental study has been done to find relation between incipient gear crack at different loading conditions and amplitude of sidebands.

Tags: condition-monitoring, data, diagnosis, fault-diagnosis, gear-crack, gearbox, raw-data, renewable, sideband, smart-grid, vibration, vibration-analysis
Organization: Department of Energy
India Direct Normal & Global Horizontal Irradiance Solar Resources

GIS data for India's direct normal irradiance (DNI) and global horizontal irradiance (GHI). This dataset provides 10-kilometer (km) solar resource maps and data for India. The 10-km hourly solar resource data were developed using weather satellite (METEOSAT) measurements incorporated into a site-time specific solar modeling approach developed at the U.S. State University of New York at Albany. The data is made publicly available in geographic information system (GIS) format (shape files etc).

The new maps and data were released in June 2013. The new data expands the time period of analysis from 2002-2007 to 2002-2011 and incorporates enhanced aerosols information to improve direct normal irradiance (DNI). These products were developed by the U.S. National Renewable Energy Laboratory (NREL) in cooperation with India's Ministry of New and Renewable Energy, through funding from the U.S. Department of Energy and U.S. Department of State.

For updated solar data please see the "National Solar Radiation Database" link below. 

Tags: 10km, data, dni, ghi, gis, india, irradiance, map, meteosat, processed-data, resource, shapefile, solar
Organization: Department of Energy
Utility Outage Information

Data about power company service areas and their announcements about outages are critical for the effective coordination of resources after disasters, and also for building community and neighborhood resilience.  As part of the 2015 White House Mapathon, the Department of Energy's Office of Electricity created a national geospatial database of power company service areas with pointers to public outage information (eg, through Twitter, web sites, and toll-free telephone numbers).

Mapathon participants researched public outage information state by state, and populated a lookup table so that disaster-impacted residents, tourists, first responders and relief volunteers can easily get to the information they need on scope and estimated restore times for power outages. This project benefited from participation of private and public sector folks who need this data for their work, and of third party app developers such as Red Cross and The Weather Channel who will incorporate this data into the information services they offer their users.

Tags: data, electricity, facebook, information, mapathon, outage, power-company, processed-data, providers, red-cross, twitter, utility, weather-channel, white-house
Organization: Department of Energy
United States Renewable Energy Technical Potential

Renewable energy technical potential as defined in this report represents the achievable energy generation of a particular technology given system performance, topographic limitations, environmental, and land-use constraints. The data presented here provide renewable energy potential by state and by category, there is an option for download in CSV or Excel format. The primary benefit of assessing technical potential is that it establishes an upper-boundary estimate of development potential. It is important to understand that there are multiple types of potential: resource, technical, economic, and market - each seen in the "Key Assumptions" resource below.

For updated data on renewable energy resource potential and siting considerations please see the "Siting Lab" link below. 

Tags: biopower, csp, data, energy, geothermal, hydropower, hydrothermal, potential, potential-energy, processed-data, re, re-potential, renewable, renewable-energy, rooftop, tech-potential, technical, united-states, us-energy, us-potential, utility-scale, water, wind
Organization: Department of Energy
PVWatts Calculator

Interactive web application that allows homeowners, installers and manufacturers to easily develop estimates of the performance of potential PV installations at specific locations. The calculator estimates the electricity production and energy value of a grid-connected roof- or ground-mounted photovoltaic system based on default inputs or user-defined inputs about the system's location, basic design parameters, and system economics.

Tags: nrel, photovoltaics, renewable-energy, renewables, solar, solar-efficiency
Organization: Department of Energy
Operational Water Consumption and Withdrawal Factors for Electricity Generating Technologies

This dataset provides estimates of operational water withdrawal and water consumption factors for electricity generating technologies in the United States. Estimates of water factors were collected from published primary literature and were not modified except for unit conversions. The water factors presented may be useful in modeling and policy analyses where reliable power plant level data are not available.

This data is from the report "Operational water consumption and withdrawal factors for electricity generating technologies: a review of existing literature" (see resource below). 

Tags: coal, consumption, csp, data, factors, geothermal, literature, processed-data, pv, renewable-energy, review, technologies, water, wind, withdrawal
Organization: Department of Energy
NREL Global Offshore Wind GIS Data

GIS data for offshore wind speed (meters/second) at a 90 meter height above surface level. The data is specified to Exclusive Economic Zones (EEZ). The wind resource is based on NOAA Blended Sea Winds and monthly wind speed at 30km resolution from 1987-2005, using a 0.11 wind shear to extrapolate 10m - 90m. Annual average greater than or equal to 10 months of data, no nulls. 

The NOAA Blended Sea Winds dataset contains ocean surface vector winds and wind stresses gridded at 0.25 degrees. Multiple time resolutions are available: 6-hour, daily, and monthly. Wind speeds were generated from satellite observations; directions, from a combination of National Centers for Environmental Prediction (NCEP) Reanalysis and European Center for Medium-Range Weather Forecasts (ECMWF) data assimilation products.

Hub height is an important determinant of wind resource at a given location. Due to drag close to ground-level, wind speeds fall at lower altitudes. Over rough terrain, that drop can be precipitous, but there is substantial drag even over relatively smooth ocean surfaces. Wind speeds in the Blended Sea Winds database are at 10 m above ground level. To extrapolate them to 90m heights, a power-law wind-shear adjustment using a shear exponent of 0.11 was applied. The exponent value was chosen based on the guidance of Schwartz et al. (2010), who support its use for U.S. marine areas. The coarseness of the escalation assumption is regretful but necessary given this dataset.

There were some missing months in the dataset, especially at polar latitudes. For cells with at least 10 months of data, the 10-month average was considered as the annual average; for cells with fewer than 10 months of data, no resource was given. As those grid cells tended to be at extreme northern latitudes, and the missing months were generally in winter, it is assumed that the gaps are to be ice-caused and likely those sites are too icy for economic wind development.

For more up to date data please visit the "Wind Resource Database" link below. 

Tags: 90-m, blended-sea-winds, data, gis, global, hub-height, noaa, nrel, ocean, offshore, processed-data, wind, wind-resource, wind-speed
Organization: Department of Energy
United States Hydrogen Potential From Renewable Resources

Estimate the potential for producing hydrogen from key renewable resources (onshore wind, solar photovoltaic, and biomass) by county for the United States. This study was conducted to estimate the potential for producing hydrogen from key renewable resources (onshore wind, solar photovoltaic, and biomass) by county in the United States and to create maps that allow the reader to easily visualize the results. To accomplish this objective, the authors analyzed renewable resource data both statistically and graphically utilizing a state-of-the-art Geographic Information System (GIS), a computer-based information system used to create and visualize geographic information.

Land-use and environmental exclusions were applied to represent the most viable resources across the country. While wind, solar, and biomass are considered major renewable resources, other renewable energy resources could also be used for hydrogen production, thus contributing to hydrogen development locally and regionally. These additional resources include offshore wind, concentrating solar power, geothermal, hydropower, photoelectrochemical, and photobiological resources.

This study found that approximately 1 billion metric tons of hydrogen could be produced annually from wind, solar, and biomass resources in the United States. The greatest potential for producing hydrogen from these key renewable resources is in the Great Plains region. In addition, this research suggests that renewable hydrogen has the potential to displace gasoline consumption in most states if and when a number of technical and scientific barriers can be overcome.

For updated data see the "Hydrogen Resources" link below.

Tags: data, gis, hydrogen, map, nrel, potential, processed-data, renewable-resources, shapefile, united-states
Organization: Department of Energy
Buildings Energy Data Book

The Building Energy Data Book (2011) is a compendium of data from a variety of data sets and includes statistics on residential and commercial building energy consumption. Data tables contain statistics related to construction, building technologies, energy consumption, and building characteristics.  The Building Technologies Office (BTO) within the U.S. Department of Energy's Office of Energy Efficiency and Renewable Energy developed this resource to provide a comprehensive set of buildings- and energy-related data.

The Data Book has not been updated since 2011.

Tags: 2011, buildings, buildings-data, buildings-efficiency, codes, commercial, consumption, data, efficiency, energy, residential, standards
Organization: Department of Energy
MAR Address Standards

This Address Standards document has been developed to describe the addressing standards used for the Master Address
Repository (MAR). The MAR is DC Government’s official address database and is widely used across the City of
Washington, DC. The OCTO Data Team which is part of the Office of the Chief Technology Officer (OCTO), is
responsible for maintaining the MAR. 

Tags: addressing, block, district-of-columbia, intersection, mardata, master-address-repository, washington-dc
Organization: District of Columbia
MAR 2.0 Data Dictionary

The Master Address Repository (MAR) 2.0 is the successor to the Master Address Repository. The Master Address Repository is a complex and widely accessed database that is increasingly being accessed by many DC Government applications. It is important to have high quality documentation readily accessible for such widely used databases. This document contains the column (field) definitions for the most important views, tables and feature classes within the MAR 2.0.

Tags: addressing, block, district-of-columbia, intersection, mardata, master-address-repository, washington-dc
Organization: District of Columbia
Community Garden

<div style='text-align:Left;'><div><div><p><span>Points in this layer represent active community gardens in the District of Columbia. These generally fall into three operating categories: DC Department of Parks and Recreation (DPR), National Parks Service (NPS), and independent.</span></p></div></div></div>

Tags: community, d-c, dc, dc-gis, dcgis, district-of-columbia, environment, environmental, garden, open-data, society, washington, washington-dc
Organization: District of Columbia
National Survey of Substance Abuse Treatment Services (N-SSATS-2003)

<p>The National Survey of Substance Abuse Treatment Services (N-SSATS) is designed to collect information from all facilities in the United States, both public and private, that provide substance abuse treatment. N-SSATS provides the mechanism for quantifying the dynamic character and composition of the United States substance abuse treatment delivery system. The objectives of N-SSATS are to collect multipurpose data that can be used to assist the Substance Abuse and Mental Health Services Administration (SAMHSA) and state and local governments in assessing the nature and extent of services provided and in forecasting treatment resource requirements, update SAMHSA's Inventory of Substance Abuse Treatment Services (I-SATS), analyze general treatment services trends, and generate the National Directory of Drug and Alcohol Abuse Treatment Programs and its online equivalent, the Substance Abuse Treatment Facility Locator <a href="http://findtreatment.samhsa.gov">http://findtreatment.samhsa.gov</a>.<br />
Data are collected on topics including facility operation, services offered (assessment, substance abuse therapy and counseling, pharmacotherapies, testing, transitional, ancillary), primary focus (substance abuse, mental health, both, general health, other), hotline operation, Opioid Treatment Programs and medication dispensed, languages in which treatment is provided, type of treatment provided, number of clients (total and under age 18), number of beds, types of payment accepted, sliding fee scale, special programs offered, facility accreditation and licensure/certification, and managed care agreements.This study has 1 Data Set.</p>

Tags: alcohol-abuse, drug-abuse, drug-treatment, health-care-services, hiv, intervention, substance-abuse, substance-abuse-treatment, treatment-facilities, treatment-programs
Organization: U.S. Department of Health & Human Services
TEAMER: Weekly Reports for Environmental Monitoring and Data Analysis around a Tidal Energy Converter in Sequim Bay, WA

This dataset includes weekly reports pertaining to the Turbine Lander and Lander Adaptable Monitoring Package (LAMP) deployments in Sequim Bay, WA (2023-2024). 

Optical and sonar images and videos pertaining to all identified events of interest have been uploaded to a separate MHKDR repository, “Turbine Lander Deployment in Sequim Bay (2023-2024): Optical and Sonar Records of Animal Interactions”, linked below.

Post-processed ADCP data have been uploaded to a separate external repository (also linked below) in file "Generator_and_Velocity.mat", along with other data pertaining to turbine performance and site characteristics. 

This work was supported by the TEAMER project, "Support for environmental monitoring and data analysis around a field-deployed tidal energy converter in Sequim Bay, WA".

Tags: activity-reports, adcp, animal, behavior, energy, environmental-monitoring, hydrokinetic, lamp, machine-learning, marine, mhk, monitoring, object-detection, sequim-bay, sonar, teamer, turbine, turbine-performance, weekly-reports
Organization: Department of Energy
Police Department - Baltimore, Maryland Incident Report  2/15/2022

This document contains police department incident report citywide in the city of Baltimore.<br /> <br />To leave feedback or ask a question about this dataset, please fill out the following form: <br /><a href='https://customervoice.microsoft.us/Pages/ResponsePage.aspx?id=JrEsMa7Gwk-ADTGOZ5zmx5gLK9arrdFMgsUanIvHXAlUNzZGS1pDOTM3WUpPNFhKTlBTNjg2WVk3Ni4u&ctx={%22layerName%22:%22Police%20Department%20-%20Baltimore%2C%20Maryland%20Incident%20Report%20%202/15/2022%22, %22layerID%22:%2231e0f738769b47d78e5614a8c20c5fa9%22}' rel='nofollow ugc'>Police Department - Baltimore, Maryland Incident Report  2/15/2022 feedback form.</a>

Tags: department, incident, police, report
Organization: City of Baltimore
Geology of the Omilak - Otter Creek area, Bendeleben Quadrangle, Seward Peninsula, Alaska

Geology of the Omilak - Otter Creek area, Bendeleben Quadrangle, Seward Peninsula, Alaska, Geologic Report 11, presents the results of geologic fieldwork conducted from July 8 to July 31, 1964, across the northern part of the Darby Mountains on the Seward Peninsula, extending from the western edge of the Darby batholith to the Fish River Flats. The study area is underlain by marble and schist, which have been deformed into north-northwesterly plunging folds overturned to the northeast. Granitic rocks intrude the schist in the eastern portion of the map area, while lead-silver deposits in the western portion occur within marble and show no association with igneous intrusions. Evidence of tin mineralization appears in metamorphic rocks near the granite in the eastern part of the region. The geologic mapping highlights structural relationships and mineral occurrences across a diverse lithologic framework. The complete report, geodatabase, and ESRI fonts and style files are available from the Alaska Division of Geological & Geophysical Surveys website: http://doi.org/10.14509/340.

Tags: actinolite, amphibolite, analyses, analyses and sampling, analytical lab results, analytical results, andesite, bedrock, bedrock geology, big creek, caribou creek, clinozoisite, copper, council mining district, darby mountains, decon creek, diorite, felsic, fish river, gems db l3 compliant, gems db v2, generalized, geochemical data, geochemistry, geology, gneiss, gold, granite, graywacke, greenschist, greenstone, hornfels, igneous, intrusive, labradorite, lead, limestone, marble, metamorphic, metamorphism, mineral assessment, mineral deposit, mineral exploration, mineral localities, mineral prospect, mineral resources, minerals, mining, mosquito creek, omilak creek, omilak mountain, ore, otter creek, phyllite, placer, production data, pyrite, quartzite, reservoir, resource assessment, resource information, resources, rocks, schist, sedimentary, seward peninsula, silver, slate, soil sampling, soils, staurolite, stream sediments, tin, trail creek, tremolite, zinc, zircon
Organization: State of Alaska
White Mountains airborne magnetic and radiometric geophysical survey

White Mountains airborne magnetic and radiometric geophysical survey, Geophysical Report 2021-3 v. 2, covers parts of Livengood, Circle, and Fairbanks quadrangles 25 kilometers km north of Fairbanks, Alaska. Magnetic and radiometric data were collected with a fixed-wing aircraft from June 30 to August 22, 2021, by MPX Geophysics Ltd. A total of 36,933 line kilometers were collected covering 13,423 square km. The magnetometer was mounted to a rear-facing fixed boom called tail stinger. The radiometric crystals were located in the cabin of the aircraft. The White Mountains survey was flown with a line spacing of 400 meters m and a mean ground clearance of 270 m. We updated this dataset in 2025 to refine processing, removing artifacts and excess noise present in the final products provided by the original contractor. The raw data were reprocessed by Baigent Geosciences. The International Geomagnetic Reference Field correction was recalculated accounting for aircraft height and the data were relevelled using Baigent Geosciences software. A complete and detailed report on the reprocessing steps undertaken is included in the publication documents. The result of the reprocessing is that leveling artifacts have been removed and the data now display finer features, including well-defined lineaments and other anomalies which were not present in the original contractor grids. The data, as well as additional metadata, are available from the DGGS website: http://doi.org/10.14509/31693.

Tags: aeromagnetic, aeromagnetic data, aeromagnetic map, aeromagnetic survey, aggie creek, airborne geophysical survey, analytic signal, bear creek, bedrock, bedrock geology, big creek, birch creek, bonanza creek, brachipod gulch, cache creek, california creek, champion creek, chatanika, chatanika river, circle mining district, cleary creek, cripple creek, deadwood creek, deception pup, dggs, discontented pup, discovery creek, discovery pup, eagle creek, earth mri, economic geology, ester creek, exploration, fairbanks mining district, faults, first vertical derivative, fixed wing survey, flat creek, fossil creek, geologic, geology, geophysical map, geophysical survey, geophysics, geophysics search tag, goldstream creek, last chance creek, line data, livengood, livengood creek, livengood dome, long creek, magnetic data, magnetic survey, magnetics, magnetometer survey, mastodon creek, mineral exploration, mineral resources, money knob, mount prindle, nome creek, ophir creek, pedro creek, poker creek, poker flat, quartz creek, radiometric survey, radiometrics, rampart mining district, raster image, ready bullion creek, remote sensing, ruby creek, slate creek, snow gulch, sourdough creek, strategic minerals, table mountain, tolovana mining district, tolovana river, treasure creek, white mountains, wonder creek, yukon-tanana upland
Organization: State of Alaska