AndreaBozzo/ceres-open-data-index huggingface dataset:
Channel Islands, Kelp Forest Monitoring, Survey, Band Transect, 1983-2007

This dataset from the Channel Islands National Park's Kelp Forest Monitoring Program has measurements of the abundance and distribution of rare and clumped organisms not adequately sampled by quadrats. The summary data presented here represents the mean density per square meter. Sampling is conducted annually between the months of May-October, so the Time data in this file is July 1 of each year (a nominal value). The actual measurements were taken at various depths, so the Depth data in this file is the depth of the station's temperature logger, which is a typical depth.

Tags: anamesus, aplysia, aquatic, aquatic ecosystems, atmosphere, aurantia, band, biology, biosphere, californica, channel, chilensis, cinp, coastal, coastal habitat, corrugata, crassedoma, crenulata, density, depth, earth science, ecosystems, forest, fruticosa, fulgens, giganteum, habitat, haliotis, helianthoides, identifier, interruptus, islands, kelletia, kelletii, kelp, latitude, lofotensis, longitude, lophogorgia, lytechinus, marine, marine habitat, mean, megathura, monitoring, muricea, noaa nmfs swfsc erd (https://www.pfeg.noaa.gov/), panulirus, pycnopodia, rufescens, station, statistics, stddev, stderr, stylaster, survey, tethya, time, transect, urticina
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
Side Path Analysis (March 2023)

The City of Bloomington Department of Public Works - Street Division recently contracted for a citywide assessment that analyzed the current condition of streets, sidewalks, sidepaths and Americans with Disabilities Act compliant accessible curb ramps. This project builds upon a similar effort that was last performed in 2017-2018 by the Public Works Department and updates the condition data that was collected at that time for these important transportation assets.

Organization: City of Bloomington
Pavement Management Report (March 2023)

The City of Bloomington Department of Public Works - Street Division recently contracted for a citywide assessment that analyzed the current condition of streets, sidewalks, sidepaths and Americans with Disabilities Act compliant accessible curb ramps. This project builds upon a similar effort that was last performed in 2017-2018 by the Public Works Department and updates the condition data that was collected at that time for these important transportation assets.

Organization: City of Bloomington
2023 Updated Condition Data for Transportation Infrastructure

The City of Bloomington Department of Public Works -  Street Division recently contracted for a citywide assessment that analyzed the current condition of streets, sidewalks, sidepaths and accessible curb ramps. 

This project builds upon a similar effort that was last performed in 2017-2018 by the Public Works Department, with the support of the Office of Innovation, and updates the condition data that was collected at that time for these important transportation assets.

Organization: City of Bloomington
Pavement Condition Index 2022

Pavement Condition Index is provided by the Department of Transportation for analyzing the conditions of the pavement for all 5,200 lane miles of roadways within the County. Pavement Condition Index or PCI is a numerical expression between 0-100 numerically representing the pavements condition. For example, a PCI of 30 is considered as “poor” whereas a PCI rating of 80 indicates pavement in very good condition.

The pavements’ numerical PCI score is developed through an analysis of nineteen (19) discrete pavement distresses (cracking, pot holes, environmental distress, utility cuts, etc.) and ranges from 1-100 with 1 being an absolute failure and 100 representing perfect conditions. This dataset is updated Bi-annually.

Organization: Montgomery County of Maryland
King County Metro - Northshore Senior Center

We serve the Northshore region of north King County and south Snohomish County, including the communities of Bothell, Juanita, Kenmore, Kirkland, Mill Creek and Woodinville.  We have Senior Centers in Bothell, Kenmore and Mill Creek and also provide extensive services at the Peter Kirk Community Center in Kirkland.

Tags: king-county-metro
Organization: King County, Washington
Innovative Technologies to Overcome Interface Challenges for Wall Retrofit Systems

In this project, we will develop a system of computer-assisted, automated workflows to specify, manufacture, and install panelized retrofit systems, focusing particularly on panel joints and interface detailing between the panels and facade openings. The proposed system will substantially decrease the time and expertise required for site-specific design and reduce the required expertise and labor hours from contractors and installers on-site. These reductions in labor effort will thus reduce the disruption to building occupants and the total cost of panelized retrofit projects: two key barriers to retrofit adoption. In addition, the improved dimensional accuracy of on-site measurements and quality of panel fit will increase the energy performance and durability of the retrofits.

Tags: automated-workflows, building-efficiency, building-energy, building-envelope, building-retrofit, cost-reduction, energy, energy-efficiency, exterior, insulation, labor-optimization, panelized-construction, retrofit, technology, wall-panel, wall-panels, wall-retrofit
Organization: Department of Energy
Mass Customization of Prefabricated Panel Blocks for Deep Wall Insulation Retrofits

The project this data comes from looks to make building wall retrofits less expensive and easier to install by using exterior insulating panels. This is done to make buildings more energy efficient without expensive wall retrofits or reconstruction. The "Measurement and Verification for Topic 1 Phase 1 Testing Guidance Draft" document includes the following:
Standard Test Methods for Determining Thermal Performance: Controlled field testing and THERM simulations
Standard Test Methods for Determining Air Leakage Rate: modified ASTM E779
Criteria for Moisture-Control Design Analysis in Buildings: WUFI simulations
Moisture Management Plan: Relevant enclosure system design details.
ABC Technology Scaling Framework: TRL characteristics relative to development phases
Customer Discovery: Target customers and why they would buy/adopt the innovation.

Also included in the submissions is the "Duct Blaster Test Report" from 8-25-2021 which includes a filled out test report form for a Duct Blaster which is used to directly pressure test a duct system for air leaks.

Tags: air-leakage, building, building-efficiency, building-energy, building-retrofit, duct, energy, energy-efficiency, infiltration, insulation, insulation-retrofit, leakage-test, panel-block-insulation, panel-blocks, panelized, retrofit, test, test-report, wall-retrofit
Organization: Department of Energy
PNNL Laser Disdrometer #1 pre-campaign / Raw Data

**Overview**

The Parsivel2 Laser Disdrometers provide accurate measurements of precipitation, hail and snow.  They also provide droplet size distributions.

Tags: 00, a2e, aml, atmosphere-to-electrons, awaken, eere, ld, pnnl-laser-disdrometer-1-pre-campaign-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
PNNL Parsivel2 Laser Disdrometer #2 pre-campaign / Raw Data

**Overview**

The Parsivel2 Laser Disdrometers provide accurate measurements of precipitation, hail and snow.  They also provide droplet size distributions.

Tags: 00, a2e, aml, atmosphere-to-electrons, awaken, eere, ld, pnnl-parsivel2-laser-disdrometer-2-pre-campaign-raw-data, the-american-wake-experiment-awaken, weto, wind, z02
Organization: Department of Energy
PNNL LIDAR Halo Streamline XR+ (1) pre-campaign / Raw Data

**Overview**

This is a pre-campaign instrument deployment.  With it, we aim to upload data and test/verify the ingest pipeline.

**Data Quality**

Adding signal-to-noise ratio can exclude data based on this value.

Tags: 00, a2e, aml, atmosphere-to-electrons, awaken, eere, lidar, pnnl-lidar-halo-streamline-xr-1-pre-campaign-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
LLNL LIDAR Halo Streamline XR+ pre-campaign / Proc Data

**Overview**

This is a pre-campaign instrument deployment.  With it, we aim to upload data and test/verify the ingest pipeline.

**Data Quality**

Adding signal-to-noise ratio can exclude data based on this value.

Tags: 00, a2e, aml, atmosphere-to-electrons, awaken, eere, lidar, llnl-lidar-halo-streamline-xr-pre-campaign-proc-data, the-american-wake-experiment-awaken, weto, wind, z02
Organization: Department of Energy
California - Quality-controlled Reanalysis and Observational Data for Buoy (120), Humboldt / Derived Data

**Overview**

This collection provides spatiotemporally paired reanalysis and satellite data to supplement the lidar buoy observations during the California deployments.  Point time series of observed and reanalysis data are provided, using inverse distance weighting to geolocate the reanalysis data to the buoy location.  Gridded time series of reanalysis data are provided, covering the California coast and extending into the Pacific Ocean.  Satellite data in the coastal California region are also provided.  

The reanalysis collection includes the Modern-Era Retrospective Analysis for Research and Applications version 2 (MERRA-2), the Climate Forecast System version 2 (CFSv2), the North American Regional Reanalysis (NARR), the European Centre for Medium-Range Weather Forecasts Reanalysis version 5 (ERA5), and the analysis system of the Rapid Refresh (RAP). The satellite data collection is that of Ribal and Young (2019).  All datasets are publicly available with the sources provided in the References section.

**Data Quality**

The observations provided are the processed versions buoy/buoy.z05.a0 and buoy/lidar.z05.a0.  In December 2020, the developers of MERRA-2 and ERA5 reported issues with some months covering the buoy deployment period related to warm sea surface temperature biases and assimilation of anomalous snow depth observations, respectively.  This collection includes only the reprocessed versions of MERRA-2 and ERA5 that have addressed the issues.

Tags: a2e, atmosphere-to-electrons, buoy, c0, california, eere, offshore-wind-energy-buoy-lidar-project, quality-controlled-reanalysis-and-observational-data-for-buoy-120-humboldt-derived-data, reanalysis, weto, wind, z05
Organization: Department of Energy
1D Heat Loss Models Validation Experiment

Contains data from the model validation in the 1D Heat Loss Models to Predict the Aquifer Temperature Profile during Hot/Cold Water Injection Project. The data include two COMSOL models (2D axisymmetric benchmark model and 2D Vinsome model), one python code (1D Vinsome based FEM numerical simulation), one matlab main code (1D Newton analytical solution and all results comparison visualization), and output files generated from the above models.

Tags: 1d, analytical, aquifer, benchmark, code, cold-injection, energy, energy-storage, fem, geothermal, geothermal-energy-storage, heat-loss, hot-injection, injection, matlab, model, python, simulation, validation, water
Organization: Department of Energy
PNNL MET #1 pre-campaign / Raw Data

**Overview**

This dataset tests the data transfer and processing for a surface flux station, which includes low-speed weather information and high-speed sonic anemometer data.  

Tags: 00, a2e, aml, atmosphere-to-electrons, awaken, eere, met, pnnl-met-1-pre-campaign-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
California - Quality-Controlled Reanalysis and Observational Data for Buoy (130), Morro Bay / Derived Data

**Overview**

This collection provides spatiotemporally paired reanalysis and satellite data to supplement the lidar buoy observations during the California deployments.  Point time series of observed and reanalysis data are provided, using inverse distance weighting to geolocate the reanalysis data to the buoy location.  Gridded time series of reanalysis data are provided, covering the California coast and extending into the Pacific Ocean.  Satellite data in the coastal California region are also provided.  

The reanalysis collection includes the Modern-Era Retrospective Analysis for Research and Applications version 2 (MERRA-2), the Climate Forecast System version 2 (CFSv2), the North American Regional Reanalysis (NARR), the European Centre for Medium-Range Weather Forecasts Reanalysis version 5 (ERA5), and the analysis system of the Rapid Refresh (RAP). The satellite data collection is that of Ribal and Young (2019).  All datasets are publicly available with the sources provided in the References section.

**Data Quality**

The observations provided are the processed versions buoy/buoy.z06.a0 and buoy/lidar.z06.a0.  In December 2020, the developers of MERRA-2 and ERA5 reported issues with some months covering the buoy deployment period related to warm sea surface temperature biases and assimilation of anomalous snow depth observations, respectively.  This collection includes only the reprocessed versions of MERRA-2 and ERA5 that have addressed the issues.

Tags: a2e, atmosphere-to-electrons, buoy, c0, california, eere, offshore-wind-energy-buoy-lidar-project, quality-controlled-reanalysis-and-observational-data-for-buoy-130-morro-bay-derived-data, reanalysis, weto, wind, z06
Organization: Department of Energy
NWTC WindCube Nacelle Lidar - pre-campaign / Raw Data

**Overview**

Test data from the National Wind Technology Center (NWTC) for the WindCube Nacelle Lidar.  Includes both real-time and 10-min average data.

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, lidar, nwtc, nwtc-windcube-nacelle-lidar, pre-campaign-raw-data, the-american-wake-experiment-awaken, weto, wind, z05
Organization: Department of Energy
NWTC Lidar (3) Pre-campaign /RTD Data

**Overview**

This is a pre-campaign instrument deployment.  With it, we aim to upload data and test and verify the ingest pipeline.

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, lidar, nwtc, nwtc-lidar-3-pre-campaign-rtd-data, the-american-wake-experiment-awaken, weto, wind, z03
Organization: Department of Energy
H2@Scale Hydrogen Economic Potential Supply and Demand Locations

This data release provides estimates of hydrogens economic potential for possible hydrogen applications and production technologies by geographic location for various scenarios, as described in "The Technical and Economic Potential of the H2@Scale Concept within the United States". We define the economic potential as the quantity of hydrogen at an equilibrium price at which suppliers are willing to sell and consumers are willing to buy the same quantity of hydrogen.

Tags: alternative-energy, alternative-fuel, demand, economic-potential, electrolysis, energy, energy-storage, fuel, geospatial-datasets, h2scale, hydrogen, hydrogen-application, national-renewable-energy-laboratory, nrel, supply
Organization: Department of Energy
Site A2 PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site A2

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sa2, site-a2-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site A4 PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site A4

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sa4, site-a4-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site A5 PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site A5

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sa5, site-a5-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site A7 PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site A7.

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sa7, site-a7-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site B PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site B

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sb, site-b-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site C1 PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at American WAKE experimeNt (AWAKEN) Site C1

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sc1, site-c1-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Site G PNNL Surface Met Station / Raw Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site G

Tags: 00, a2e, atmosphere-to-electrons, awaken, eere, met, sg, site-g-pnnl-surface-met-station-raw-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Bottom Shear Stress in Lake Erie for Parameterization

2008-2009 bottom currents, turbidity, wind and waves in Lake Erie. The dataset is used for calculating bottom shear stress and evaluating bottom shear stress parameterization methods. Bottom shear stress is the driving force of sediment entrainment. Understanding bottom shear stress and being able to model it allows for better understanding of erosion and deposition in Lake Erie.

Tags: bottom-currents, bottom-shear-stress, currents, data, entrainment, erosion, great-lakes, lake, lake-erie, lake-management, lake-shear, lake-shear-stress, matlab, model, parameterization, parametric-study, processed-data, raw-data, shear-stress, water, wave, wind
Organization: Department of Energy
Development of Integrated Screening, Cultivar Optimization, and Verification Research (DISCOVR)

The objective of the DISCOVR consortia is to develop an integrated algae strain screening platform for the discovery of high-productivity and resilient strains of algae that can be cultivated outdoors year-round via crop rotation. The data includes annual weather data, algae cultivation composition data, and pond water chemistry data between 2018 and 2021. This year-over-year cultivation data provides the underlying data in direct support of the annual State of Technology (SOT) analysis effort. These field experimental data and SOT reports are of interest to the U.S. Department of Energys (DOE) Energy Efficiency and Renewable Energys (EERE) Bioenergy Technologies office (BETO) in understanding current best algae agronomic practices in demonstrating progress towards future algae biomass productivity goals as outlined in the BETO Multi-Year Program Plan.

Tags: algae, algae-cultivation, algae-strain-screening, alternative-fuel, bioenergy, biofuel, chemistry, composition, crop-rotation, cultivation, data, energy, outdoor-cultivation, pond-water, power, raw-data, sot, weather
Organization: Department of Energy
Site A4 PNNL Surface Met Station / Reviewed Data

**Overview**

Low-speed weather information and high-speed sonic anemometer data at AWAKEN Site A4

Tags: a2e, atmosphere-to-electrons, awaken, b0, eere, met, sa4, site-a4-pnnl-surface-met-station-reviewed-data, the-american-wake-experiment-awaken, weto, wind, z01
Organization: Department of Energy
Closed Loop Pumped Storage Hydropower Resource Assessment of the United States

The data includes a geospatial and spreadsheet representation of a resource analysis for closed loop pumped storage systems across the Continental United States, Alaska, Hawaii, and Puerto Rico. The data includes energy storage potential, water volume, distance from source to storage, hydraulic head, dollars per kilowatt of storage, and transmission spurline cost for each pumped storage hydropower (PHS) reservoir. Each reservoir represented in this dataset is represented on potential 10 hour storage duration PSH system comprised of two reservoirs. Units of measure are laid out in the dataset.

Pumped storage hydropower (PSH) represents the bulk of the United States' current energy storage capacity: 23 gigawatts (GW) of the 24 GW national total (Denholm et al. 2021). This capacity was largely built between 1960 and 1990. PSH is a mature and proven method of energy storage with competitive round-trip efficiency and long life spans. These qualities make PSH a very attractive potential solution to energy storage needs, particularly for longer-duration storage (8 hours or more); such storage will be crucial to bridge gaps in electricity production as variable wind and solar production continue to comprise an ever-larger portion of the United States' energy portfolio. This study seeks to better understand the technical potential for PSH development in the United States by developing a national-scale resource assessment for closed-loop PSH. 

For more information, please refer to the Closed Loop Pumped Storage Hydropower Resource Assessment for the United States linked in the resources.

Tags: closed-loop, closed-loop-pumped-hydrostorage, data, energy, energy-storage, geospatial, geospatial-data, hydro, hydro-power, hydrostorage, power, processed-data, psh, pumped-storage-hydropower, storage, water-power
Organization: Department of Energy
Texas Tech Building Wake Field Experiment, Reese Technology Center / Averaged Data

**Overview**

This dataset contains sonic anemometer measurements around a building the size of a typical suburb home located at Texas Tech's Reese Technology Center. These data are intended to validate computer models.

**Data Details**

Stations 1-22 are sonic anemometers at a height of 2 m (Stations 1-12 are 3D sonics and 13-22 are 2D sonics). Stations 23-26 are on the upwind tower with heights of 2, 4, 6, and 8 m. Stations 27-34 are on the 3H and 6H towers with heights of 2, 4, 6, and 8 m.

**Uncertainty**

The 2D sonics have an uncertainty of ±2% for the wind speed and ±3% for the wind direction.
The 3D sonics range in uncertainty from ±0.01 m/s to ±0.08 m/s for the wind speed and from ±0.7 to ±1 degree for the wind direction. 

Tags: a0, a2e, atmosphere-to-electrons, eere, tap, texas-tech-building-wake-field-experiment-reese-technology-center-averaged-data, tools-assessing-performance-tap, ttu, wake, weto, wind
Organization: Department of Energy
Organoid fusion videos

Videos show the progression of fusion in 3CT organoids in round bottom 96 well plate wells over the course of approximately 24hrs. Mesenchymal cells were stained with Cell Tracker Orange, Epithelial cells were stained with Cell Tracker Green, and Endothelial Cells (not shown) were stained with Cell Tracker Blue. All treatments shown are controls; 0.1% DMSO in Co Culture Media (CnT-PRIME CC CELLnTEC) and were imaged on a confocal (Nikon A/C 2) by taking an image at a constant position (X, Y, and Z) at set intervals (15min for video 1 and 10min for Videos 2-6). After capture, a scale bar was applied, and images were compiled into a video at 10 frames per second in NIS elements (Nikon). In FIJI (ImageJ), the videos were stabilized using the image stabilizer plug-in and manually timestamped. 

Tags: cells, fusion, organoids, video
Organization: U.S. Environmental Protection Agency
Non-EPA data for GoDeep Manuscript

GCAM-USA results in support of the manuscript. This dataset is not publicly accessible because: These data were generated by the lead author (Ou) and were not generated by PNNL. It can be accessed through the following means: The journal (Energy and Climate Change) requires availability of data, either by link or upon request. Format: Model results from GCAM-USA for the scenarios used in this manuscript. The files are XML format, stored in a BaseX database. 

Tags: air-pollution, climate-change, energy, mitigation, nitrogen-and-co-pollutants, water-demand
Organization: U.S. Environmental Protection Agency