AndreaBozzo/ceres-open-data-index huggingface dataset:
Martin et al Sleep x Eucalyptus Meta Data_Science Hub

Meta data for all figures and tables that appear in manuscript including Supplementary section. 

This dataset is associated with the following publication:
Martin, W.K., M. Schladweiler, W. Oshiro, J. Smoot, A. Fisher, W. Williams, M. Valdez, C. Miller, T. Jackson, D. Freeborn, Y.H. Kim, D. Davies, M. Gilmour, U. Kodavanti, P. Kodavanti, M. Hazari, and A. Farraj. Wildfire-related smoke inhalation worsens cardiovascular risk in sleep disrupted rats.   Frontiers in Environmental Health. Frontiers, Lausanne,  SWITZERLAND, 2: 1166918, (2023).

Tags: air-pollution, blood-pressure, cardiovascular, eucalyptus-smoke, modifiable-risk-factor, sleep-disruption, wildland-fires
Organization: U.S. Environmental Protection Agency
NOAA/WDS Paleoclimatology - Heyerdahl fire data from Lytle Creek, central Oregon - IMPD USLYT001

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 Fire. The data include parameters of fire history with a geographic location of Oregon, United States Of America. The time period coverage is from 556 to -59 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: abgr, abies grandis (dougl. ex d. don) lindl., climate indicators, continent, doc/noaa/nesdis/ncei, douglas-fir, earth science, establishment dates, fire history, fire history|tree ring, fire scar dates, giant fir, grand fir, juniperus occidentalis hook., juoc, land records, laoc, larix occidentalis nutt., latitude 44.278528, longitude -120.290806, lytle creek, material: null, material: wood, national centers for environmental information, nesdis, noaa, north america, oregon, paleoclimate, paleoclimate indicators, pinus ponderosa douglas ex c. lawson, pipo, ponderosa pine, pseudotsuga menziesii (mirb.) franco, psme, u.s. department of commerce, united states of america, western juniper, western larch, western yellow pine, what: age, what: sample identification, what: tree demographic and injury and fire event code
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Sentinel-1 and Sentinel-2 based frequency of open and vegetated water across the United States (2017-2021)

High-frequency observations of surface water at fine spatial scales are critical to effectively manage aquatic habitat, flood risk and water quality. We developed inundation algorithms for Sentinel-1 and Sentinel-2 across 12 sites within the conterminous United States (CONUS) covering >536,000 km2 and representing diverse hydrologic and vegetation landscapes. These algorithms were trained on data from 13,412 points spread throughout the 12 sites. Each scene in the 5-year (2017-2021) time series was classified into open water, vegetated water, and non-water at 20 m resolution using variables not only from Sentinel-1 and Sentinel-2, but also variables derived from topographic and weather datasets. The Sentinel-1 model was developed distinct from the Sentinel-2 model to enable the two time series to be integrated into a single high-frequency time series, while open water and vegetated water were both mapped to retain mixed pixel inundation. Results were validated against 7,200 visually inspected points derived from WorldView and PlanetScope imagery. Classification accuracy for open water was high across the 5-year period, with an omission and commission error of only 3.1% and 0.9% for Sentinel-1 and 3.1% and 0.5% for Sentinel-2, respectively. Vegetated water accuracy was lower, as expected given that the class represents mixed pixels. Sentinel-2 showed higher accuracy (10.7% omission and 7.9% commission error) relative to Sentinel-1 (28.4% omission and 16.0% commission error). Our results demonstrated that Sentinel-1 and Sentinel-2 time series can be integrated to improve the temporal resolution when mapping open and vegetated waters, although sensor-specific differences, such as sensitivity to vegetation structure versus pixel color, complicate the data integration for subpixel, vegetated water compared with open water. 

This dataset is associated with the following publication:
Vanderhoof, M., L. Alexander, J. Christensen, K. Solvik, P. Nieuwlandt, and M. Sagehorn. High-frequency time series comparison of Sentinel-1 and Sentinel-2 satellites for mapping open and vegetated water across the United States (2017–2021).   REMOTE SENSING OF ENVIRONMENT. Elsevier Science Ltd, New York, NY, USA, 288: 113498, (2023).

Tags: climate, google-earth-engine, inundation-frequency
Organization: U.S. Environmental Protection Agency
Davidof volcano samples and analyses

Davidof volcano samples and analyses, Raw Data File 2023-22, provides calculations and analytical results from samples collected in the western Aleutian Islands in 2021 by Alaska Volcano Observatory (AVO) geologists Hannah Dietterich and Matt Loewen. The primary target of this sampling was Davidof volcano, a partially submerged 5 km-diameter caldera located in the Rat Islands. Subaerial exposures include Davidof, Khvostof, Lopy, and Pyramid islands. The only prior published work on Davidof volcano was part of the U.S. Geological Survey's post World War II geologic reconnaissance of the Aleutian Islands (Nelson and others, 1959). Nelson and others (1959) only indicate two samples from Davidof volcano that were analyzed petrographically, but prior to this data release no quantitative data for Davidof volcano have been available. This report also includes samples collected during 2021 from the western shore of Little Sitkin Volcano, as well as new electron microprobe analyses from samples previously collected in 2005 and 2015 from Little Sitkin Volcano and 2015 from Segula Volcano. Data associated with this report are archived in the Geologic Database of Information on Volcanoes in Alaska (GeoDIVA; Cameron and others, 2022, doi.org/10.14509/geodiva. This report is released as a Raw Data File with an open end-user license. The data are available from the DGGS website: http://doi.org/10.14509/31084.

Tags: active volcanoes, age dates, aleutian islands, analyses, analyses and sampling, analytical lab results, analytical results, crater bay, davidof island, dggs, geochemical data, geochemistry, geochronology, geologic, geologic hazards, geology, hazards, igneous, igneous rocks, khvostof island, lab methods, laser ablation, little sitkin island, lopy island, major oxides, microprobe analysis, petrogenesis, pyramid island, pyroclastics, radiocarbon ages, radiocarbon dating, rat islands, rocks, segula, volcanic, volcanic ash, volcanic eruption, volcanic rocks, volcaniclastic deposits, volcaniclastics, volcanoes, volcanology
Organization: State of Alaska
INLA_CONUS_forecast

OLCI satellite data with CI_cyano algorithm quantify cyanobacteria. Air temperature, precipitation data from PRISM Climate group. 

This dataset is associated with the following publication:
Schaeffer, B., N. Reynolds, H. Ferriby, W. Salls, D. Smith, J. Johnston, and M. Myer. Forecasting freshwater cyanobacterial harmful algal blooms for Sentinel-3 satellite resolved U.S. lakes and reservoirs.   JOURNAL OF ENVIRONMENTAL MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 349: 119518, (2024).

Tags: cyanobacteria, harmful-algal-bloom, satellite, water-quality
Organization: U.S. Environmental Protection Agency
License Revocations, Suspensions, Surrenders, and Reinstatements

<b>NOTE:</b> This dataset reflects data as of 7/21/2023. The Department of Consumer and Worker Protection (DCWP) is working on an updated version of this dataset.

This dataset features DCWP licenses that have been revoked, suspended, or surrendered as well as licenses that have been reinstated, if applicable.</br></p>

Licenses can be suspended or revoked for several reasons including, an order by the Office of Administrative Trials and Hearings; non-payment of fines and/or fees; or not maintaining a license requirement such as a current driver’s license or insurance coverage.

Licenses are typically surrendered when a business closes, changes ownership, changes location, changes business name, or discontinues the activity that required the license.</br>

Licenses can be reinstated based on appeal of a revocation, expiration of a suspension, or new application after surrendering it.</br>

Each record in the dataset represents a time that a license was revoked, suspended, surrendered, or reinstated so a license can appear more than once.

This dataset can be linked to other DCA datasets using the DCA License Number column. This dataset cannot be linked to an administrative hearing decision or provide a specific reason for the change in status.

Tags: adjudication, business, category, individual, license, reinstated, revoked, surrendered, suspended
Organization: City of New York
Trust Fund Invasions

<b>NOTE:</b> This dataset reflects data as of 7/21/2023. The Department of Consumer and Worker Protection (DCWP) is working on an updated version of this dataset.

A list of all home improvement business and tow truck industry trust fund invasions, which are used to cover certain unpaid consumer restitution awards  or fines.

Tags: consumer-restitution, fines, hic, home-improvement-contractor, home-improvement-salesperson, invasion, reimbursement, tow-truck-company, trust-fund
Organization: City of New York
Measure Guideline: Deep Energy Enclosure Retrofit for Interior Insulation of Masonry Walls and Flat Roofs

Measure Guideline: Deep Energy Enclosure Retrofit for Zero Energy Ready House Flat Roofs
BSC TO5 Task 7.4 Deep Energy Enclosure Retrofit (DEER) for Interior Insulation of Masonry Walls
 Lawrence, MA 01840

This Measure Guideline describes a deep energy enclosure retrofit solution for insulating mass masonry buildings from the interior. It describes the retrofit assembly, technical details, and installation sequence for retrofitting masonry walls. Interior insulation of masonry retrofits might adversely affect the durability of the wall. This guideline includes a review of decision criteria pertinent to retrofitting masonry walls from the interior and the possible risk of freeze-thaw damage. 
This Measure Guideline is intended to support contractors who are implementing an interior insulation-based high-performance enclosure retrofit for masonry buildings and designers who are looking to design such retrofits. It may also be helpful to building owners who wish to learn more about strategies that are available for deep energy enclosure retrofit of masonry residential buildings on the interior. 
This Measure Guideline is important to the high-performance retrofit industry because the solution described here provides an opportunity to retrofit masonry buildings with ambitious energy performance goals by insulating them from the interior without disturbing their exterior appearance.


BSC TO5 Task 7.4 Deep Energy Enclosure Retrofit (DEER) for Zero Energy Ready House (ZERH) Flat Roofs
House Jamaica Plain, MA 02130

This Measure Guideline provides design and construction information for a deep energy enclosure retrofit solution of a flat roof assembly. It describes the strategies and procedures for an exterior retrofit of a flat wood-framed roof with brick masonry exterior walls using exterior and interior (framing cavity) insulation. The approach supported in this guide could also be adapted for use with flat wood-framed roofs with wood-framed exterior walls. 
Designers, contractors, and building code officials will benefit from the information contained in this Measure Guideline. The guide may also be helpful to building owners who wish to learn more about strategies for deep energy enclosure retrofit of flat roofs. 
This Measure Guideline is important to the high-performance retrofit industry because it demonstrates techniques for retrofitting flat roofs from the exterior, which is less disruptive to the living space and allows the structure to remain occupied during the project. It also illustrates a solution for preparing homes to become zero energy ready.

Tags: building-america, building-envelope, buildingamerica, cold, decision-criteria, deep-energy-enclosure-retrofit, interior-insulation, large-multifamily, masonry-wall, residential
Organization: Department of Energy
NOAA/WDS Paleoclimatology - Schweingruber - Wakuach Lake - PCGL - ITRDB CANA063

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 Quebec, Canada. The time period coverage is from 255 to -38 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, canada, climate indicators, continent, density, doc/noaa/nesdis/ncei, earth science, land records, latitude 55.28, longitude -67.12, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, pcgl, picea glauca (moench) voss, quebec, tree ring, tree rings, tree-ring, u.s. department of commerce, wakuach lake, what: age, what: earlywood density, what: earlywood width, what: latewood density, what: latewood width, what: maximum density, what: minimum density, what: number of samples, what: total ring width, what: tree ring standardized growth index, white spruce, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
NOAA/WDS Paleoclimatology - Schweingruber - Eastmain River feucht - PCMA - ITRDB CANA065

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 Quebec, Canada. The time period coverage is from 155 to -38 in calendar years before present (BP). See metadata information for parameter and study location details. Please cite this study when using the data.

Tags: & poggenb., biological records, black spruce, canada, climate indicators, continent, density, doc/noaa/nesdis/ncei, earth science, eastmain river feucht, land records, latitude 52.03, longitude -77.85, material: null, national centers for environmental information, nesdis, noaa, north america, paleoclimate, paleoclimate indicators, pcma, picea mariana (mill.) britton, quebec, sterns, tree ring, tree rings, tree-ring, u.s. department of commerce, what: age, what: earlywood density, what: earlywood width, what: latewood density, what: latewood width, what: maximum density, what: minimum density, what: number of samples, what: total ring width, what: tree ring standardized growth index, width
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
PacIOOS Beach Camera 004: Waimea Bay (Offshore), Oahu, Hawaii

A digital camera mounted inside the bell tower of the Mission of Sts. Peter and Paul church was used to photograph Waimea Bay on the North Shore of the island of Oahu in the State of Hawaii. The oblique camera view presented here captures the entire breadth of the bay at a distance offshore of the beach park (not visible) looking outwards over Kamehameha Highway towards Kaena Point in the southwest. It operated for over 4.5 years between February 5, 2009 and October 14, 2013. Capturing hourly snapshots at a set vantage point during the local daytime hours of 6:00 AM or 7:00 AM to 5:00 PM, these images are useful for tracking ocean wave and water dynamics over time. The camera was mounted in the bell tower windows for a total height of 20 meters above ground level or 31 meters above mean sea level. See also beachcam_003 for an alternate camera view from the same location pointing further inshore of Waimea Bay along the shoreline of the beach park.

Tags: altitude, cameras, central pacific ocean, continent, earth remote sensing instruments, earth science, hawaii, hawaiian islands, height, in situ land-based platforms, latitude, longitude, north america, north shore, oahu, ocean, pacific islands ocean observing system, pacific ocean, pacioos, passive remote sensing, photon/optical detectors, spectral/engineering, time, united states of america, visible imagery, visible wavelengths, waimea bay
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Evaluation of Crawlspace Retrofits in Multifamily Buildings

In 2011 and early 2012, Building Science Corporation (BSC) collaborated with Innova Services Corporation on a multifamily community un-vented crawlspace retrofit project at Oakwood Gardens in Lansdale, Pennsylvania. BSC provided design consulting services and pre- and post-retrofit evaluation, testing, and data monitoring.The existing condition was a vented crawlspace with an un-insulated floor between the crawlspace and the dwelling units above. The crawlspace was therefore a critically weak link in the building enclosure and was ripe for improvement. Saving energy was the primary interest and goal, but the greatest challenge in this un-vented crawlspace retrofit project was working through a crawlspace bulk water intrusion problem caused by inadequate site drainage, window well drainage, foundation wall drainage, and a rising water table during rainy periods.While the un-vented crawlspace retrofit was effective in reducing heat loss, and the majority of the bulk water drainage problems had been resolved, the important finding was that some of the wood joists embedded in masonry pockets behind the brick veneer were showing signs of moisture damage.

Tags: affordable-housing, boiler, building-america, buildingamerica, bulk-water, embedded-wood-joists, existing-home, life-cycle-cost, mixed-humid, moisture-risk, multifamily, relative-humidity, residential, temperature, unvented-crawlspace
Organization: Department of Energy
Air Leakage and Air Transfer Between Garage and Living Space

This research project focused on evaluation of air transfer between the garage and living space in a single-family detached home constructed by a production homebuilder in compliance with the 2009 International Residential Code and the 2009 International Energy Conservation Code. The project gathered important information about the performance of whole-building ventilation systems and garage ventilation systems as they relate to minimizing flow of contaminated air from garage to living space. Important gaps and barriers addressed by this research were: 
(1) Developing recommendations for effective methods for precluding the flow of contaminated air from garages to living space. 
(2) Creating a resource for guiding home builders and retrofitters to achieve garage isolation by use of mechanical ventilation equipment. 
(3) Providing field measurement support for revision of the EPA Indoor airPLUS program requirements, which are part of the DOE Challenge Home program.

Field test data provided in the form of technical report showing blower door test results for air leakage measurements and tracer gas testing results. Waldorf, MD 20602

Tags: blower-door-testing, building-america, buildingamerica, epa-indoor-airplus, garage-air-leakage, garage-insulation, garage-ventilation, house-air-leakage, hvac, indoor-air-quality, mixed-humid, new-construction, residential, single-family-detached, whole-home
Organization: Department of Energy
2020-2021 School Meals Served (NSLP, SBP, SSO, SFSP)

Total school meals and snacks served through School Nutrition Program (NSLP, SBP, ASCP) for the entire SNP program year and summer meal programs (SSO, SFSP) from September 1, 2020 through May 31, 2021 as part of the COVID flexibility offered by USDA.

Organization: City of Austin
Distance to Nearest Coastline: 0.01-Degree Grid: Ocean

A global data set of ocean distances from the nearest coastline. NASA's Ocean Biology Processing Group (OBPG) generated this data set using the Generic Mapping Tools (GMT) software package. Distances were computed with GMT using its intermediate-resolution coastline and then gridded globally at a spatial resolution of 0.04 degrees. Bilinear interpolation was then applied to increase the spatial resolution to 0.01 degrees. There is an uncertainty of up to 1 km in the computed distance at any given point.

Tags: coastal process, data analysis, earth science, geographic region, global, latitude, longitude, models/analyses, not applicable, oceans, pacific islands ocean observing system, pacioos, shorelines
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Spray Foam Exterior Insulation with Stand-Off Furring - New York

IBACOS and Green Homes America 1 (GHA) collaborated with the New York State Energy Research and Development Authority (NYSERDA) Advanced Buildings Program to research a variation of a commercial curtain wall assembly for residential construction as part of a comprehensive whole-house deep energy retrofit (DER) package. The advantages of this strategy include minimizing the physical connections to each individual existing wall stud, using closedcell spray foam to encapsulate existing siding materials including lead paint, and creating a vented rain screen assembly to promote drying. As Moore (2011) states, "Closed-cell foam acts as air-sealing, insulation, and secondary drainage plane..." Field installations on a limited number of houses indicate that the incremental cost when installed as part of a typical siding and window replacement job adds approximately $10/ft2 of wall area. 

2 x 4 framing members were attached to the wall at band joists and top plates using "L" clips, and spray foam was used to insulate the wall after the framing was installed. Windows were installed as the framing was put up, including extension jambs. 

Key lessons learned include the following: 
(1) The installed cost of the spray foam system was comparable to the installed cost of the rigid foam and furring strips. 
(2) Spray foam should be applied in such a way that it locks the framing members in place before the remaining foam is installed in the field of the wall. The spray foam has a tendency to move the new wall framing as it expands. Best practice is to "picture frame" the wall framing with spray foam and then apply the spray foam in the field of each bay. 
(3) Variations in the existing siding conditions must be accounted for when attaching the ledger boards and wall framing. A best practice is to uniformly shim the ledger boards off the walls so the new framing is a uniform distance from the ledger boards and the inside surface of the interior framing. This is important primarily for window and door installation and the associated extension jambs and trim. 
(4) From a sequencing perspective, it is advantageous to replace the windows at the same time as the exterior walls are being built. This requires a crew that can perform a number of different tasks (e.g., framing, flashing, window install, trim carpentry) and does not lend itself to subcontracting this approach piecemeal (e.g., framing subcontractor, window installer, drainage plane installer, trim carpenter). 
(5) Application of the brackets and associated fastener screws was more time consuming than anticipated. 
(6) It is important for the spray foam contractor to perform all preparatory work, which in this case included placing plastic over the windows and exposed foundation to minimize or eliminate the possibility of damage due to overspray.

Tags: building-america, buildingamerica, cold, cost-effectiveness, deep-energy-retrofit, existing-home, exterior-wall-insulation, hvac, residential, spray-foam-insulation, stand-off-furring, wall-stud, whole-home, window-installation
Organization: Department of Energy