AndreaBozzo/ceres-open-data-index huggingface dataset:
wfip2.model/refcst.02.fcst.02

**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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 02, a2e, atmosphere-to-electrons, eere, fcst, refcst, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcst.coldstart.icbc.02

**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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 02, a2e, atmosphere-to-electrons, coldstart, eere, icbc, refcst, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
Dataset_Cyanobacterial_Microbiome

1. Accession numbers of raw RNA sequences, generated using Illumina sequencer,  
2. water parameters, and 3. derived data worksheet from the raw RNA sequences. 

This dataset is associated with the following publication:
Wang, K., X. Mou, H. Cao, I. Struewing, H. Allen, and J. Lu. Co-occurring microorganisms regulate the succession of cyanobacterial harmful algal blooms.   ENVIRONMENTAL POLLUTION. Elsevier Science Ltd, New York, NY, USA, 288: 117682, (2021).

Tags: cyanobium, cyanohabs, dominance-succession, metatranscriptomics
Organization: U.S. Environmental Protection Agency
wfip2.model/refcstext.01.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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 01, a2e, atmosphere-to-electrons, eere, fcst, refcstext, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcstext.01.fcst.02

**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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 01, 02, a2e, atmosphere-to-electrons, eere, fcst, refcstext, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcstext.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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 01, 02, a2e, atmosphere-to-electrons, eere, fcst, refcstext, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcstext.02.fcst.02

**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**

Initial conditions, lateral-boundary conditions, WRF namelists, and output graphics were archived from three real-time modeling frameworks:
1)  RAP-ESRL: the experimental RAP (run hourly)
2)  HRRR-ESRL:  the experimental HRRR (run hourly)
3)  HRRR-WFIP2:  the experimental, WFIP2-provisional version of the HRRR, run twice daily at 0600 and 1800 UTC.  The real-time HRRR-WFIP2 also ran with a concurrent 750-m nest (i.e., the HRRR-WFIP2 nest) that was initialized at 1 h into the HRRR forecast (i.e., 0700 and 1900 UTC).

Each of these frameworks should be considered experimental, subject to intermittent production outages (sometimes persistent), data-assimilation outages, and changes to data-assimilation procedures and physical parameterizations.

The archive of real-time data from these modeling frameworks consists of the following two zip-file aggregations:
1)  files containing initial conditions, lateral boundary conditions, and WRF namelists:
For RAP-ESRL and HRRR-ESRL runs, three files are compressed in a single zip file:
i) wrfinput_d01:  initial conditions (netCDF)
ii) wrfbdy_d01:  lateral-boundary conditions (netCDF)
iii) namelist.input:  the WRF-ARW namelist (plain text)
The HRRR-WFIP2 archive also includes these files, but with the addition of "wrfinput_d02", the nested-domain initial conditions (netCDF).  Note that while the archived HRRR-WFIP2 namelist specifies a 15-h forecast, lateral-boundary conditions for most runs are available for a 24-h forecast.
2)  files containing output graphics (png).  Given the large number of graphics files that are produced, a detailed description of the zip-file contents is not given here.

Tags: 02, a2e, atmosphere-to-electrons, eere, fcst, refcstext, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
OC43ManuscriptData_112520

Data describes percent recoveries of human coronavirus surrogate from wastewater. 

This dataset is associated with the following publication:
McMinn, B., A. Korajkic, J. Kelleher, M. Herrmann, A. Pemberton, W. Ahmed, E. Villegas, and K. Oshima. Development of a Large Volume Concentration Method for Recovery of Coronavirus from Wastewater.   SCIENCE OF THE TOTAL ENVIRONMENT. Elsevier BV, AMSTERDAM,  NETHERLANDS, 774: 145727, (2021).

Tags: coronavirus, cp-select, dead-end-hollowfiber, wastewater
Organization: U.S. Environmental Protection Agency
wfip2.model/retro.hrrr.01.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, a2e, atmosphere-to-electrons, eere, fcst, hrrr, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/retro.hrrr.01.fcst.02

**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, hrrr, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/retro.hrrr.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, hrrr, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/retro.hrrr.02.fcst.02

**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: 02, a2e, atmosphere-to-electrons, eere, fcst, hrrr, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/retro.rap.01.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, a2e, atmosphere-to-electrons, eere, fcst, rap, retro, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
H12041: NOS Hydrographic Survey , Southern Chesapeake Bay, Virginia, 2009-12-15

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, east of smith point, 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, southern chesapeake bay, u.s. department of commerce, united states of america, water depth, wisconsin
Organization: National Oceanic and Atmospheric Administration, Department of Commerce