cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16414713
title: Hourly wind and solar generation profiles for every EIA 2020 plant in the CONUS

description: Historical hourly time series of wind and solar generation profiles for every plant within the United States (US) that is part of the Energy Information Administration (EIA) 2020 dataset for the years 1980 through 2022. The data uses regional atmospheric climate model simulations and 2020 wind and solar power plant configurations across the entire contiguous US. This data is designed to be be aggregated to the Balancing Authority (BA) scale, or to other scales such as to the nodes of a production cost model which would allow the data to be used to perform reliability assessments and evaluations of technology innovation. There are ongoing efforts to extend this dataset for future climate projections, which additionally require the projection of future infrastructure under a wide range of uncertainties. This historical dataset is a benchmark for those projections and can be used to understand sensitivity to historical inter-annual variability, seasonality, and recent extreme events.

For more information please refer to the Scientific Data paper and the code repository.

The dataset consists of two components:



Plant configuration files - The plant configuration files (eia_solar_configs.csv and eia_wind_configs.csv) contain all the plant data that is relevant to a generation model, derived from EIA 860 2020 data. Each row corresponds to a single logical plant. In some cases actual plants were split into two logical plants for modeling purposes.

Generation data files - The generation data resides in the solar/ and wind/ directories and consists of one file per year. Each year contains an 8760 (hourly) profile of generation for every plant. The first column in each csv file is the datetime in Coordinated Universal Time (UTC), and the subsequent columns correspond to the plant_code_unique column in the configuration files. Data in these generation files is expressed as a capacity factor, which is generation divided by the plant capacity. To obtain the actual Megawatts (MW) generated, multiply the capacity factor for a plant by the value in the system_capacity column from the respective configuration file.


This research was supported under the Laboratory Directed Research and Development (LDRD) Program at Pacific Northwest National Laboratory (PNNL). PNNL is a multi-program national laboratory operated for the U.S. Department of Energy (DOE) by Battelle Memorial Institute under Contract No. DE-AC05-76RL01830.

Version 1.1.0 adds bias corrected solar and extends the data through 2022

Version 1.1.1 adds missing wind years 2021 and 2022

Version 1.2.0 Extends the data through 2024

Corresponding Author:



Cameron Bracken, cameron.bracken@pnnl.gov
DOI: 10.5281/zenodo.7901614
title: Hourly wind and solar generation profiles for every EIA 2020 plant in the CONUS

description: Historical hourly time series of wind and solar generation profiles for every plant within the United States (US) that is part of the Energy Information Administration (EIA) 2020 dataset for the years 1980 through 2022. The data uses regional atmospheric climate model simulations and 2020 wind and solar power plant configurations across the entire contiguous US. This data is designed to be be aggregated to the Balancing Authority (BA) scale, or to other scales such as to the nodes of a production cost model which would allow the data to be used to perform reliability assessments and evaluations of technology innovation. There are ongoing efforts to extend this dataset for future climate projections, which additionally require the projection of future infrastructure under a wide range of uncertainties. This historical dataset is a benchmark for those projections and can be used to understand sensitivity to historical inter-annual variability, seasonality, and recent extreme events.

For more information please refer to the Scientific Data paper and the code repository.

The dataset consists of two components:



Plant configuration files - The plant configuration files (eia_solar_configs.csv and eia_wind_configs.csv) contain all the plant data that is relevant to a generation model, derived from EIA 860 2020 data. Each row corresponds to a single logical plant. In some cases actual plants were split into two logical plants for modeling purposes.

Generation data files - The generation data resides in the solar/ and wind/ directories and consists of one file per year. Each year contains an 8760 (hourly) profile of generation for every plant. The first column in each csv file is the datetime in Coordinated Universal Time (UTC), and the subsequent columns correspond to the plant_code_unique column in the configuration files. Data in these generation files is expressed as a capacity factor, which is generation divided by the plant capacity. To obtain the actual Megawatts (MW) generated, multiply the capacity factor for a plant by the value in the system_capacity column from the respective configuration file.


This research was supported under the Laboratory Directed Research and Development (LDRD) Program at Pacific Northwest National Laboratory (PNNL). PNNL is a multi-program national laboratory operated for the U.S. Department of Energy (DOE) by Battelle Memorial Institute under Contract No. DE-AC05-76RL01830.

Version 1.1.0 adds bias corrected solar and extends the data through 2022

Version 1.1.1 adds missing wind years 2021 and 2022

Version 1.2.0 Extends the data through 2024

Corresponding Author:



Cameron Bracken, cameron.bracken@pnnl.gov
DOI: 10.5517/ccdc.csd.cc2ggznl
title: CCDC 2278520: Experimental Crystal Structure Determination

description: Related Article: Maira Naz, Uzma Ashiq, Rifat Ara Jamal, Sammer Yousuf, Sana Gul, Mehreen Lateef|2025|J.Mol.Struct.|1346|143168|doi:10.1016/j.molstruc.2025.143168
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2gyyjx
title: CCDC 2292900: Experimental Crystal Structure Determination

description: Related Article: Raj Naresh Patel, Dharmik Mahendra Patel, Dinesh Gopichand Thakur, Nileshkumar B Rathod, Sachinkumar D. Patel, Mahesh A. Sonawane, Subhash Chandra Ghosh|2025|Org.Biomol.Chem.|23|6897|doi:10.1039/D5OB00825E
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2h3sbr
title: CCDC 2297544: Experimental Crystal Structure Determination

description: Related Article: Feng Guo, Xiao-Wei Zhang, Jin-Xiu Wu, Zhao-Gang Liu|2025|New J.Chem.|49|12708|doi:10.1039/D5NJ01193K
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.czm4z6
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amelanchier confusa",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 126 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040904-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4btjvj
title: Occurrence Download

description: A dataset containing 1984 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Armoracia rusticana",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1984 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040905-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcn6p4
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Calidris pusilla)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32ffsx
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Petrochromis orthognathus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 33 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040906-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73cpjr
title: Occurrence Download

description: A dataset containing 3488 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tradescantia subaspera"
 ]
}

 The dataset includes 3488 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040907-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pu7rph
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Charybdis japonica",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040908-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b23ej3
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia elatior",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 84 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040910-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.crcwn5
title: Occurrence Download

description: A dataset containing 649 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tradescantia ernestiana"
 ]
}

 The dataset includes 649 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040909-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azxc6p
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia elatior",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040911-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.973j82
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster ascendens",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 130 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040913-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3dkcp8
title: Occurrence Download

description: A dataset containing 11981 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tradescantia virginiana"
 ]
}

 The dataset includes 11981 records from 311 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040912-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id335392.1
title: StrainInfo SI-ID 335392.1

description: StrainInfo dataset 335392 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.6084/m9.figshare.26074027
title: Munida_data_Final.RData

description: .RData file containing processed data used in study leading to the manuscript: Drivers of seasonal to decadal mixed layer carbon cycle variability in subantarctic water in the Munida Time Series submitted for publication to Frontiers in Marine Science.
DOI: 10.6084/m9.figshare.26074027.v1
title: Munida_data_Final.RData

description: .RData file containing processed data used in study leading to the manuscript: Drivers of seasonal to decadal mixed layer carbon cycle variability in subantarctic water in the Munida Time Series submitted for publication to Frontiers in Marine Science.
DOI: 10.15468/dl.ntu6o4
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physarum spectabile Nann.-Bremek., Lado & G.Moreno, 1984"
 ]
}

 The dataset includes 359 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008624-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id335393.1
title: StrainInfo SI-ID 335393.1

description: StrainInfo dataset 335393 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.5156/fws.1999.m.001
title: Scientific Use File Deutscher Freiwilligensurvey (SUF FWS) 1999, Version 3.0
title: Scientific Use File German Survey on Volunteering (SUF FWS) 1999, Version 3.0

description: Der Deutsche Freiwilligensurvey (FWS) ist eine repräsentative Befragung zum freiwilligen Engagement in Deutschland, die sich an Personen ab 14 Jahren richtet. Freiwillige Tätigkeiten und die Bereitschaft zum Engagement werden in telefonischen Interviews erhoben und können nach Bevölkerungsgruppen und Landesteilen dargestellt werden. Außerdem können die Engagierten und Personen, die sich nicht bzw. nicht mehr engagieren, beschrieben werden. Der Freiwilligensurvey ist damit die wesentliche Grundlage der Sozialberichterstattung zum freiwilligen Engagement und wird aus Mitteln des Bundesministeriums für Familie, Senioren, Frauen und Jugend (BMFSFJ) gefördert. Die Daten des Freiwilligensurveys (FWS) wurden bislang in den Jahren 1999, 2004, 2009 und 2014 erhoben. Seit Ende 2011 liegt die wissenschaftliche Leitung beim DZA. Die Befragung der vierten Welle wurde von infas Institut für angewandte Sozialwissenschaft im Jahr 2014 durchgeführt.
description: The German Survey on Volunteering (FWS) is a representative survey of voluntary activities of persons aged 14 and older in Germany. Volunteering and the willingness to volunteer can be reported and described among population groups and across regions. Additionally, volunteers as well as former volunteers and other persons who do not volunteer can be studied. The FWS provides a substantial database for the description of volunteering in Germany and is funded by the Federal Ministry of Family Affairs, Senior Citizens, Women and Youth (BMFSFJ). Up to now data of the Survey on Volunteering (FWS) have been collected in 1999, 2004, 2009 and 2014. Since December 2011 it has been scientifically managed and supervised by the German Centre of Gerontology (DZA). The interviews of the fourth wave were conducted by infas - Institute for Applied Social Sciences in 2014.<br>
 <br>
 <br>
description: Telephone interview: CATI
description: Deutschland (DE)
description: Germany (DE)
description: Zufallsstichprobe deutschsprechender Personen ab 14 Jahren in Haushalten mit Festnetztelefon (Random-Digit-Dialling gemäß ADM-Standard; Arbeitsgemeinschaft Deutscher Markt- und Sozialforschungsinstitute)
DOI: 10.60712/si-id335394.1
title: StrainInfo SI-ID 335394.1

description: StrainInfo dataset 335394 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335395.1
title: StrainInfo SI-ID 335395.1

description: StrainInfo dataset 335395 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335471.1
title: StrainInfo SI-ID 335471.1

description: StrainInfo dataset 335471 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.bts3vh
title: Occurrence Download

description: A dataset containing 338010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Empetrum nigrum L."
 ]
}

 The dataset includes 338010 records from 641 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085685-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id335472.1
title: StrainInfo SI-ID 335472.1

description: StrainInfo dataset 335472 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335473.1
title: StrainInfo SI-ID 335473.1

description: StrainInfo dataset 335473 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335323.1
title: StrainInfo SI-ID 335323.1

description: StrainInfo dataset 335323 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335324.1
title: StrainInfo SI-ID 335324.1

description: StrainInfo dataset 335324 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335325.1
title: StrainInfo SI-ID 335325.1

description: StrainInfo dataset 335325 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335396.1
title: StrainInfo SI-ID 335396.1

description: StrainInfo dataset 335396 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335397.1
title: StrainInfo SI-ID 335397.1

description: StrainInfo dataset 335397 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335398.1
title: StrainInfo SI-ID 335398.1

description: StrainInfo dataset 335398 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335399.1
title: StrainInfo SI-ID 335399.1

description: StrainInfo dataset 335399 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id335474.1
title: StrainInfo SI-ID 335474.1

description: StrainInfo dataset 335474 about a strain of Neurospora crassa. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.qiunnm
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ibervillea sonorae (S.Watson) Greene"
 ]
}

 The dataset includes 161 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002851-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.