AndreaBozzo/ceres-open-data-index huggingface dataset:
Surface Meteorological Station - PNNL 10m Sonic, Physics site-5 - Raw Data

**Overview**

This dataset provides fast response wind and virtual sonic temperature data.

**Data Details**

Each meteorological (met) station has one sonic anemometer (Gill R3-50, omnidirectional) mounted on top of a 10-m tower. Sensor verticality (within a degree) has been verified by the analog inclinometer mounted on the base plate alongside the sonic anemometer. The sonic anemometer has been oriented to magnetic North.
 
The serial data stream is transmitted via radio link (9XTend RF modem by MaxStream) to the data acquisition computer housed in a temperature-controlled enclosure at the base of the 80-m tower. 

The original data were stored in flat ASCII files in 30-min pieces (".00." level). The current version of the data is ".a0." level. All evidently erroneous and/or broken lines were marked as bad and/or replaced with a "baddata" place holder, the housekeeping data were stripped off,  and the data were split into 5-min portions with no internal time stamp. The data have been prepared for processing with EddyPro and stored in ASCII comma delimited files formatted as follows:

u,v,w,T,qc

where:
 
*  "u, v, w" are the three wind components (m/s) 
*  "T" is the sonic virtual temperature (C)  
*  "qc" is basic quality control code: 0 - OK, 1 - sonic bad data code, 2 - broken data line, and 3 - missed line. 

Baddata place holder is 99.99

**NOTE**: No attempt has been made to fill gaps in the data.

**Data Quality**

*  Includes raw data with basic quality control (QC) applied.  
*  All housekeeping fields removed.

Tags: 00, a2e, atmosphere-to-electrons, eere, met, pnnl-10m-sonic-physics-site-5, raw-data, surface-meteorological-station, weto, wfip2, wind, wind-forecast-improvement-project-2, z11
Organization: Department of Energy
Surface Meteorological Station - PNNL 10m Sonic, Physics site-5 - Reviewed Data

**Overview**

This dataset provides fast response wind and virtual sonic temperature data.

**Data Details**

Each meteorological (met) station has one sonic anemometer (Gill R3-50, omnidirectional) mounted on top of a 10-m tower. Sensor verticality (within a degree) has been verified by the analog inclinometer mounted on the base plate alongside the sonic anemometer. The sonic anemometer has been oriented to magnetic North.
 
The serial data stream is transmitted via radio link (9XTend RF modem by MaxStream) to the data acquisition computer housed in a temperature-controlled enclosure at the base of the 80-m tower. 

The original data were stored in flat ASCII files in 30-min pieces (".00." level). The current version of the data is ".a0." level. All evidently erroneous and/or broken lines were marked as bad and/or replaced with a "baddata" place holder, the housekeeping data were stripped off,  and the data were split into 5-min portions with no internal time stamp. The data have been prepared for processing with EddyPro and stored in ASCII comma delimited files formatted as follows:

u,v,w,T,qc

where:
 
*  "u, v, w" are the three wind components (m/s) 
*  "T" is the sonic virtual temperature (C)  
*  "qc" is basic quality control code: 0 - OK, 1 - sonic bad data code, 2 - broken data line, and 3 - missed line. 

Baddata place holder is 99.99

**NOTE**: No attempt has been made to fill gaps in the data.

**Data Quality**

*  Includes raw data with basic quality control (QC) applied.  
*  All housekeeping fields removed.

Tags: a2e, atmosphere-to-electrons, b0, eere, met, pnnl-10m-sonic-physics-site-5, reviewed-data, surface-meteorological-station, weto, wfip2, wind, wind-forecast-improvement-project-2, z11
Organization: Department of Energy
wfip2.model/realtime.hrrr_esrl.graphics.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, graphics, hrrr_esrl, realtime, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/realtime.hrrr_esrl.icbc.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, hrrr_esrl, icbc, realtime, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/realtime.hrrr_wfip2.graphics.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, graphics, hrrr_wfip2, realtime, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/realtime.hrrr_wfip2.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, eere, hrrr_wfip2, icbc, realtime, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/realtime.rap_esrl.icbc.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, icbc, rap_esrl, realtime, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcst.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, refcst, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
Judson_Kleinstreuer_Development and Validation of a Computational Model for Androgen Receptor Activity.

Data on 1855 chemicals were generated during ToxCast Phases I and II and Tox21 screening using 11 AR-related in vitro assays to build a computational network model for AR pathway activity. 

This dataset is associated with the following publication:
Kleinstreuer, N.C., P. Ceger, E. Watt, M. Martin, K. Houck, P. Browne, R. Thomas, W. Casey, D. Dix, D. Allen, S. Sakamuru, M. Xia, R. Huang, and R. Judson. (Chemical Research in Toxicology) Development and Validation of a Computational Model for Androgen Receptor Activity.   CHEMICAL RESEARCH IN TOXICOLOGY. American Chemical Society, Washington, DC, USA, 30(4): 946-964, (2017).

Tags: actor, androgen-receptor-pathway, computational-model, endocrine-disruption-screening, high-throughput-screening, toxcast
Organization: U.S. Environmental Protection Agency
wfip2.model/refcst.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, refcst, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy
wfip2.model/refcst.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, refcst, weto, wfip2, wind, wind-forecast-improvement-project-2-model
Organization: Department of Energy