AndreaBozzo/ceres-open-data-index huggingface dataset:
wfip2.model/retro.rap.02.fcst.01

**Overview**

The primary purpose of WFIP2 Model Development Team is to improve existing numerical weather prediction models in a manner that leads to improved wind forecasts in regions of complex terrain. Improvements in the models will come through better understanding of the physics associated with the wind flow in and around the wind plant across a range of temporal and spatial scales, which will be gained through WFIP2’s observational field study and analysis.

**Data Details**

After the field study was completed, the set of mature model physics developed during the field study was further tested in two contexts: (1) 10-day retrospective periods, using the Rapid Refresh (RAP) and HRRR frameworks (with 750-m nest) with cycling and data assimilation, and (2) a year-long reforecast without cycling or data assimilation (i.e., cold-start simulations). These testing approaches did not capture all of the model components developed, but they nonetheless should serve as robust representations of the overall developmental achievements made during the field project. 

Tags: 01, 02, a2e, atmosphere-to-electrons, eere, fcst, rap, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
Lidar - NOAA High Resolution Doppler Lidar (HRDL) - Derived Data

**Data Details**

HRDL Water Tank:  Lat (40.041), Lon (-105),  Alt (1602m)

Tags: a2e, atmosphere-to-electrons, c0, derived-data, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-high-resolution-doppler-lidar-hrdl, weto, wind, xpia, z01
Organization: Department of Energy
Lidar - NOAA High Resolution Doppler Lidar (HRDL) - Processed Data

**Data Details**

HRDL Water Tank:  Lat (40.041), Lon (-105),  Alt (1602m)

Tags: a0, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-high-resolution-doppler-lidar-hrdl, processed-data, weto, wind, xpia, z01
Organization: Department of Energy
Lidar - NOAA High Resolution Doppler Lidar (HRDL) - Raw Data

**Data Details**

HRDL Water Tank:  Lat (40.041), Lon (-105),  Alt (1602m)

Tags: 00, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-high-resolution-doppler-lidar-hrdl, raw-data, weto, wind, xpia, z01
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek1) - Derived Data

**Data Details**

Dalek 1 (NOAA)
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150302 - 20150309
Erie High School:  lat(40.047) lon(-105), alt(1582), 20150309 - 20150426
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150426 - 20150601

Tags: a2e, atmosphere-to-electrons, c0, derived-data, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek1, weto, wind, xpia, z02
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek1) - Processed Data

**Data Details**

Dalek 1 (NOAA)
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150302 - 20150309
Erie High School:  lat(40.047) lon(-105), alt(1582), 20150309 - 20150426
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150426 - 20150601

Tags: a0, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek1, processed-data, weto, wind, xpia, z02
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek1) - Raw Data

**Data Details**

Dalek 1 (NOAA)
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150302 - 20150309
Erie High School:  lat(40.047) lon(-105), alt(1582), 20150309 - 20150426
Visitor's Center:  lat(40.045) lon(-105), alt(1587), 20150426 - 20150601

Tags: 00, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek1, raw-data, weto, wind, xpia, z02
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek2) - Derived Data

**Data Details**

Dalek 2, Visitor's Center:  lat(40.045), lon(-105), alt(1587m)

Tags: a2e, atmosphere-to-electrons, c0, derived-data, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek2, weto, wind, xpia, z03
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek2) - Processed Data

**Data Details**

Dalek 2, Visitor's Center:  lat(40.045), lon(-105), alt(1587m)

Tags: a0, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek2, processed-data, weto, wind, xpia, z03
Organization: Department of Energy
Lidar - NOAA WindCube 200S Doppler Lidar (Dalek2) - Raw Data

**Data Details**

Dalek 2, Visitor's Center:  lat(40.045), lon(-105), alt(1587m)

Tags: 00, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, noaa-windcube-200s-doppler-lidar-dalek2, raw-data, weto, wind, xpia, z03
Organization: Department of Energy
Lidar - UMBC WindCube 200S Doppler Lidar - Processed Data

**Data Details**

UMBC Lidar:
Water Tank:  lat(40.041) lon(-105) alt(1602) 20150410-20150416
NW Pad:  lat(40.051) lon(-105) alt(1578) 20150416-20150428
Visitor's Center:  lat(40.045) lon(-105) alt(1587) 20150428 - 20150502

Tags: a0, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, processed-data, umbc-windcube-200s-doppler-lidar, weto, wind, xpia, z05
Organization: Department of Energy
Lidar - UMBC WindCube 200S Doppler Lidar - Raw Data

**Data Details**

UMBC Lidar:
Water Tank:  lat(40.041) lon(-105) alt(1602) 20150410-20150416
NW Pad:  lat(40.051) lon(-105) alt(1578) 20150416-20150428
Visitor's Center:  lat(40.045) lon(-105) alt(1587) 20150428 - 20150502

Tags: 00, a2e, atmosphere-to-electrons, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, raw-data, umbc-windcube-200s-doppler-lidar, weto, wind, xpia, z05
Organization: Department of Energy
Lidar - UMBC WindCube 200S Doppler Lidar - Derived Data

**Data Details**

UMBC Lidar:
Water Tank:  lat(40.041) lon(-105) alt(1602) 20150410-20150416
NW Pad:  lat(40.051) lon(-105) alt(1578) 20150416-20150428
Visitor's Center:  lat(40.045) lon(-105) alt(1587) 20150428 - 20150502

Tags: a2e, atmosphere-to-electrons, c0, derived-data, eere, experimental-planetary-boundary-layer-instrumentation-assessment, lidar, umbc-windcube-200s-doppler-lidar, weto, wind, xpia, z05
Organization: Department of Energy
Datasets for manuscript: Valuing Economic Impact Reductions of Nutrient Pollution from Livestock Waste

https://github.com/zavalab/JuliaBox/tree/master/HiddenImpacts 
This folder provides supporting codes for the paper "Valuing Economic Impact Reductions of Nutrient Pollution from Livestock Waste".
* The folder "sensitivity_analysis" contains the code and data files for different values of the economic impact/value of service (vos).
* The folder "GIS_data" contains the code and data files used to generate the maps of the Upper Yahara watershed region presented in the paper. 
* In each case, we have three Julia scripts: "market_model.jl", "market_Run.jl", and "market_print.jl". One should run "market_Run.jl" first, this script will automatically read the "market_model.jl" script, establish the model, and solve the model. Then, the "market_print.jl" should be run in order to print out all the result files.
* If a sensitivity analysis on the VOS needs to be conducted (similar to the paper), one can change the lambda value in line 26 in "market_model.jl".
* We recommend use Julia 0.6.4 and Gurobi 8.1 to run all code files for sensitivity analysis. 

This dataset is associated with the following publication:
Sampat, A.M., A. Hicks, G. Ruiz-Mercado, and V.M. Zavala. Valuing economic impact reductions of nutrient pollution from livestock waste.   Resources, Conservation and Recycling. Elsevier Science BV, Amsterdam,  NETHERLANDS, 164: 105199, (2021).

Tags: economic-valuation, energy-recovery, harmful-algal-bloom-hab, modeling-and-optimization, multi-criterion-decision-making-analysis, nutrient-pollution, organic-waste, quantitative-indicators, supply-chain, sustainability-analysis
Organization: U.S. Environmental Protection Agency
Atmospheric Nitrogen Deposition in the Chesapeake Bay Watershed: A History of Change

USGS generated Estimates of atmospheric inorganic nitrogen deposition to the Chesapeake Bay watershed, 1950-2050. 

This dataset is associated with the following publication:
Burns, D., G. Bhatt, L. Linker, J. Bash, P. Capel, and G. Shenk. Atmospheric Nitrogen Deposition in the Chesapeake Bay Watershed: A History of Change.   ATMOSPHERIC ENVIRONMENT. Elsevier Science Ltd, New York, NY, USA, 251(15): 118277, (2021).

Tags: chesapeake-bay, cmaq, nitrogen-deposition, nitrogen-deposition-trends
Organization: U.S. Environmental Protection Agency
OPERA models for predicting physicochemical properties and environmental fate endpoints

For the purpose of this modeling study, extensive curation work was conducted on 13 publicly available PHYSPROP physicochemical property and environmental fate datasets.The dataset supporting the conclusions of this article are available within the article and its additional file as well as OPERA’s Github repository (https://github.com/kmansouri/OPERA) and the EPA’s ftp site: https://figshare.com/s/6fa1babbc9a0e9560317. 

This dataset is associated with the following publication:
Mansouri, K., C. Grulke, R. Judson, and A. Williams. OPERA models for predicting physicochemical properties and environmental fate endpoints.   Journal of Cheminformatics. Springer, New York, NY, USA, 10: 10, (2018).

Tags: actor
Organization: U.S. Environmental Protection Agency
Strengthening of Calcite Assemblages through Chemical Complexation Reaction - Experimental Data

Experimental data for manuscript "Strengthening of Calcite Assemblages through Chemical Complexation Reaction" by R. C. Choens, J. Wilson, and A. G. Ilgen; Sandia National Laboratories. The data includes scanning electron microscope images of various calcite assemblages along with experimental data . 

Tags: calcite, calcite-assemblages, chemistry, effective-pressure, energy, geochemistry, geothermal, hydrothermal, imaging, mineral-assemlage, porosity-loss, power, raw-data, scanning-electron-microscope, sem, volume-loss
Organization: Department of Energy
Data associated with manuscript "Evaluating long-term emission impacts of large-scale electric vehicle deployment in the US using a human-earth systems model"

The GCAM-USA model was used to evaluate the incremental national and regional emission impacts of widespread electric vehicle adoption in the US through 2050. This dataset includes the model outputs that were used to develop figures and tables for the related manuscript. 

This dataset is associated with the following publication:
Ou, Y., N. Kittner, S. Babaee, S.J. Smith, C. Nolte, and D. Loughlin. Evaluating long-term emission impacts of large-scale electric vehicle deployment in the US using a human-Earth systems model.   Applied Energy. Elsevier B.V., Amsterdam,  NETHERLANDS, 300: 117364, (2021).

Tags: air-quality, electrification, emissions, gcam-usa, integrated-assessment-modeling, long-term-planning, regional, state
Organization: U.S. Environmental Protection Agency
H12158: NOS Hydrographic Survey , New York Harbor and Approaches, New York and New Jersey, 2009-11-09

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 14 nautical miles east of sandy hook point, acoustic sounders, approach to ambrose channel, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, new york, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12309: NOS Hydrographic Survey , Approaches to Chesapeake Bay, Virginia, 2011-05-10

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 29 nautical miles east of cape henry, acoustic sounders, approaches to chesapeake bay, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth, wisconsin
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12012: NOS Hydrographic Survey , Eastern Long Island Sound, Connecticut, 2009-04-30

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 3 nautical miles south of the entrance to t he connecticut river, acoustic sounders, bathymetry, bathymetry/seafloor topography, connecticut, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, eastern long island sound, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12298: NOS Hydrographic Survey , Block Island Sound, New York, 2011-11-16

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 3 nautical miles southeast of fisher island, acoustic sounders, bathymetry, bathymetry/seafloor topography, block island sound, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, new york, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12306: NOS Hydrographic Survey , Approaches to Chesapeake Bay, Virginia, 2011-04-07

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 22 nautical miles southeast of rudee inlet, acoustic sounders, approaches to cheesapeake bay, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, u.s. department of commerce, united states of america, water depth, wisconsin
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12187: NOS Hydrographic Survey , Cameron, Louisiana to Sabine, Texas, 2010-05-05

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: 35 nautical miles southeast of sabine, acoustic sounders, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, louisiana, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, northern gulf of mexico, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, texas, u.s. department of commerce, united states of america, water depth
Organization: National Oceanic and Atmospheric Administration, Department of Commerce
H12040: NOS Hydrographic Survey , Southern Chesapeake Bay, Virginia, 2009-12-07

The National Oceanic and Atmospheric Administration (NOAA) has the statutory mandate to collect hydrographic data in support of nautical chart compilation for safe navigation and to provide background data for engineers, scientific, and other commercial and industrial activities. Hydrographic survey data primarily consist of water depths, but may also include features (e.g. rocks, wrecks), navigation aids, shoreline identification, and bottom type information.
							NOAA is responsible for archiving and distributing the source data as described in this metadata record.

Tags: acoustic sounders, bathymetry, bathymetry/seafloor topography, continent, doc/noaa/nesdis/ncei, doc/noaa/nesdis/ngdc, earth remote sensing instruments, earth science, global positioning system/inertial measurement unit, gps, gps receivers, gps/imu, hydrographic surveys for selected locations within the united states (hydro_bathy_2006), in situ ocean-based platforms, in situ/laboratory instruments, marine sediments, mbes, msbs, multibeam mapping system, multibeam swath bathymetry system, national centers for environmental information, national geophysical data center, nesdis, noaa, north america, ocean, oceans, passive remote sensing, positioning/navigation, profilers/sounders, seafloor topography, sediment composition, ships, sonar, sound navigation and ranging, south of smith point, southern chesapeake bay, u.s. department of commerce, united states of america, water depth, wisconsin
Organization: National Oceanic and Atmospheric Administration, Department of Commerce