cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.13256013
title: Raw and Preprocessed BMRA Wind Power Data

description: Dataset of metered energy generation and Bid Acceptance Volume (i.e., observational dataset) used as input for the probabilistic wind power forecasting tool developed for the paper: Seamless short- to mid-term probabilistic wind power forecasting.
description: The observational dataset comprises the metered energy output and the Bid Acceptance Volume (BAV) at 30-minute intervals provided by the Balancing Mechanism Reporting Agent (BMRA). It was downloaded through the ELEXON/BMRS API (obsolete), and its use is subject to the Elexon Terms and Conditions. The data can also be downloaded through the ELEXON Insights Solution API. Contains BMRS data © Elexon Limited copyright and database right 2024.
description: The data set is organized into two main folders. The "RAW" folder contains the original files with metered energy output and BAVs. The files are in CSV format and are named according to <variable>_<year>.csv pattern. 



Furthermore, the "RAW" folder also contains the files generator_list.csv and nat_windbmu_ids.csv. The generator_list.csv contains information about the full wind farm name, wind farm type, and GSP Group. The file nat_windbmu_ids.csv contains information about the wind farms' generation capacity, latitude, and longitude.



 

The "standardFormat" folder contains the post-processed data used to perform the wind power forecasts. The files inside the "standardFormat" folder are in Parquet format. The content of the files is listed below:

 

BMRA_data.parquet

Metered power output in MW, with NaN at the time stamps with non-zero BAVs. The timestamps are displayed on the rows, and the wind farms are on the columns.

 

BMRA_data_BLI-ERA5.parquet

100-metre wind speed magnitude time series provided by ECMWF-ERA5 reanalysis. The columns contain the spatially interpolated data for the wind farm location. This data is licenced under Creative Commons Attribution 4.0 International (CC BY 4.0) and is subject to ECMWF terms of use. The timestamps are displayed on the rows, and the wind farms are on the columns.

 





BMRA_ratedWS.parquet

Estimated rated wind speeds used to estimate the available capacity.


BMRA_power_availability.parquet

Time series of estimated available capacity used to normalize the metered power output. The timestamps are displayed on the rows, and the wind farms are on the columns.


BMRA_data_final.parquet

Metered energy output normalized by the available capacity. This dataset is used as observational data input for the forecasting tool. The timestamps are displayed on the rows, and the wind farms are on the columns.


BMRA_metadata.parquet

Observational dataset metadata. The wind farms are displayed in the rows, and the metadata are in the columns. The metadata includes BMU ID, Wind farm name, wind farm type, GSP group, latitude, longitude, start acquisition date, end acquisition date, and the time series length in years.
DOI: 10.5281/zenodo.13256014
title: Raw and Preprocessed BMRA Wind Power Data

description: Dataset of metered energy generation and Bid Acceptance Volume (i.e., observational dataset) used as input for the probabilistic wind power forecasting tool developed for the paper: Seamless short- to mid-term probabilistic wind power forecasting.
description: The observational dataset comprises the metered energy output and the Bid Acceptance Volume (BAV) at 30-minute intervals provided by the Balancing Mechanism Reporting Agent (BMRA). It was downloaded through the ELEXON/BMRS API (obsolete), and its use is subject to the Elexon Terms and Conditions. The data can also be downloaded through the ELEXON Insights Solution API. Contains BMRS data © Elexon Limited copyright and database right 2024.
description: The data set is organized into two main folders. The "RAW" folder contains the original files with metered energy output and BAVs. The files are in CSV format and are named according to <variable>_<year>.csv pattern. 



Furthermore, the "RAW" folder also contains the files generator_list.csv and nat_windbmu_ids.csv. The generator_list.csv contains information about the full wind farm name, wind farm type, and GSP Group. The file nat_windbmu_ids.csv contains information about the wind farms' generation capacity, latitude, and longitude.



 

The "standardFormat" folder contains the post-processed data used to perform the wind power forecasts. The files inside the "standardFormat" folder are in Parquet format. The content of the files is listed below:

 

BMRA_data.parquet

Metered power output in MW, with NaN at the time stamps with non-zero BAVs. The timestamps are displayed on the rows, and the wind farms are on the columns.

 

BMRA_data_BLI-ERA5.parquet

100-metre wind speed magnitude time series provided by ECMWF-ERA5 reanalysis. The columns contain the spatially interpolated data for the wind farm location. This data is licenced under Creative Commons Attribution 4.0 International (CC BY 4.0) and is subject to ECMWF terms of use. The timestamps are displayed on the rows, and the wind farms are on the columns.

 





BMRA_ratedWS.parquet

Estimated rated wind speeds used to estimate the available capacity.


BMRA_power_availability.parquet

Time series of estimated available capacity used to normalize the metered power output. The timestamps are displayed on the rows, and the wind farms are on the columns.


BMRA_data_final.parquet

Metered energy output normalized by the available capacity. This dataset is used as observational data input for the forecasting tool. The timestamps are displayed on the rows, and the wind farms are on the columns.


BMRA_metadata.parquet

Observational dataset metadata. The wind farms are displayed in the rows, and the metadata are in the columns. The metadata includes BMU ID, Wind farm name, wind farm type, GSP group, latitude, longitude, start acquisition date, end acquisition date, and the time series length in years.
DOI: 10.5281/zenodo.14161804
title: chelonoidis_denticulatus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161805
title: chelonoidis_denticulatus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161821
title: D1.2.1_AGROECOseqC overall dataset_10.5281zenodo.14161822
DOI: 10.5281/zenodo.13256015
title: Seamless short- to mid-term probabilistic wind power forecasting: Forecasting Results

description: This dataset contains the predicted time series and the forecast assessment conducted in the paper Seamless short- to mid-term probabilistic wind power forecasting.
description: This dataset contains files with the predicted time series and the forecast assessment conducted in the paper Seamless short- to mid-term probabilistic wind power forecasting. It is licensed under the Creative Commons Attribution 4.0 International (CC BY).

 



The files are organized into subfolders named according to the case study. The case studies are called according to the year used as the test period and the window length used in the estimation period. For instance, 2023-4y refers to 2023 as the test period and the four preceding years (i.e., 2019, 2020, 2021, and 2022) as the estimation period.



Each file concerns the results of a wind farm and a case study. The file name follows the pattern eval_<case study>_<farm's GUID>.pickle, and the files are in Pickle format. Every file contains a Python dictionary with the following keys.

 



The method labels used during the development process differ from those used in the paper. Please refer to the table below for the conversion of model labels.

 






Label used in the paper
Labels used in the scripts and files






ENS-GBT-None






direct_sppcm








ENS-QGBT-None






direct_probpcm








HRES-QGBT-None






AndradeBessa








HRESc-QGBT-None






AndradeBessa_cmp








ENS-GBT-EMOS






emos








ENS-QGBT-bMM






weighkd
description: stat



This key contains the final assessment metrics, organized into subkeys. Each subkey has a Pandas DataFrame, with the forecasting methods on the rows and the forecasting horizons on the columns.

 

statSeries





This key contains the time series of the Continuos Ranked Probability Score (CRPS) and its decompositions (i.e., uncertainty, reliability and resolution). The subkeys are organized as follow:









Forecasting method









Forecasting horizon (in hours ahead)









The assessment metric: Pandas DataFrame with time series. Note that the DateTime is related to the NWP base time.

 

















evalSeries





This key includes the forecasted time series. Each forecasting method has a corresponding subkey. Additionally, there is a subkey containing the observed time series shifted to align with the forecasts (referred to as 'target'), and a subkey for the average interquartile range of the weather-to-power model (referred to as pcm_iqr). The forecasting methods subkey is organized as follow:









Forecasting horizon (in hours ahead)









Output type: quantile, CDF and PDF

 















reliability





This key includes the data used to plot the reliability diagrams. Each forecasting method has a corresponding subkey, which contains two Pandas DataFrames. The 'value' DataFrame contains the observed frequencies, and the 'confBar' contains the consistency bar related to each quantile (estimated using a binomial distribution).
DOI: 10.5281/zenodo.13256016
title: Seamless short- to mid-term probabilistic wind power forecasting: Forecasting Results

description: This dataset contains the predicted time series and the forecast assessment conducted in the paper Seamless short- to mid-term probabilistic wind power forecasting.
description: This dataset contains files with the predicted time series and the forecast assessment conducted in the paper Seamless short- to mid-term probabilistic wind power forecasting. It is licensed under the Creative Commons Attribution 4.0 International (CC BY).

 



The files are organized into subfolders named according to the case study. The case studies are called according to the year used as the test period and the window length used in the estimation period. For instance, 2023-4y refers to 2023 as the test period and the four preceding years (i.e., 2019, 2020, 2021, and 2022) as the estimation period.



Each file concerns the results of a wind farm and a case study. The file name follows the pattern eval_<case study>_<farm's GUID>.pickle, and the files are in Pickle format. Every file contains a Python dictionary with the following keys.

 



The method labels used during the development process differ from those used in the paper. Please refer to the table below for the conversion of model labels.

 






Label used in the paper
Labels used in the scripts and files






ENS-GBT-None






direct_sppcm








ENS-QGBT-None






direct_probpcm








HRES-QGBT-None






AndradeBessa








HRESc-QGBT-None






AndradeBessa_cmp








ENS-GBT-EMOS






emos








ENS-QGBT-bMM






weighkd
description: stat



This key contains the final assessment metrics, organized into subkeys. Each subkey has a Pandas DataFrame, with the forecasting methods on the rows and the forecasting horizons on the columns.

 

statSeries





This key contains the time series of the Continuos Ranked Probability Score (CRPS) and its decompositions (i.e., uncertainty, reliability and resolution). The subkeys are organized as follow:









Forecasting method









Forecasting horizon (in hours ahead)









The assessment metric: Pandas DataFrame with time series. Note that the DateTime is related to the NWP base time.

 

















evalSeries





This key includes the forecasted time series. Each forecasting method has a corresponding subkey. Additionally, there is a subkey containing the observed time series shifted to align with the forecasts (referred to as 'target'), and a subkey for the average interquartile range of the weather-to-power model (referred to as pcm_iqr). The forecasting methods subkey is organized as follow:









Forecasting horizon (in hours ahead)









Output type: quantile, CDF and PDF

 















reliability





This key includes the data used to plot the reliability diagrams. Each forecasting method has a corresponding subkey, which contains two Pandas DataFrames. The 'value' DataFrame contains the observed frequencies, and the 'confBar' contains the consistency bar related to each quantile (estimated using a binomial distribution).
DOI: 10.5281/zenodo.14161841
title: D2.1.2_Plant communities' functional traits_WP210.5281zenodo.14161842
DOI: 10.5281/zenodo.14161857
title: D2.2.1.2_Mycorrhizal colonization intensity database_WP2_10.5281zenodo.14161858
DOI: 10.5281/zenodo.14161859
title: dendrelaphis_bifrenalis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161860
title: dendrelaphis_bifrenalis_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161863
title: dendrelaphis_caudolineolatus_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.14161864
title: dendrelaphis_caudolineolatus_decontaminated_FSCR.fasta.gz
DOI: 10.23637/m3slv4cz
title: Field features of the North Wyke Farm Platform: weather, topography, soil, ecosystem services provision index and management
DOI: 10.15468/dl.q3gxxy
title: Occurrence Download

description: A dataset containing 41041 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Theaceae"
 ]
}

 The dataset includes 41041 records from 396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014304-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17630/00bf7356-f57d-4353-96bd-22854fea1d65
title: Data from: Post-copulatory sexual selection in an insect with high levels of mating failure

description: Dataset for the publication: Balfour, V.L., Armand, M. and Shuker, D.M. (2024) Post-copulatory sexual selection in an insect with high levels of mating failure. Ecology & Evolution.
DOI: 10.15468/dl.94zyzc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ovis ammon (Linnaeus, 1758)"
 ]
}

 The dataset includes 21 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014306-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yeh69w
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mongolia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014307-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14161912
title: Raw data of the speed tracking of the UWC1 strain
DOI: 10.5281/zenodo.14161913
title: Raw data of the speed tracking of the UWC1 strain
DOI: 10.15468/dl.t8x8vz
title: Occurrence Download

description: A dataset containing 780288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arrhenatherum elatius (L.) P.Beauv. ex J.Presl & C.Presl)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 780288 records from 3436 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014287-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ychqm
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Monadenia fidelis flava (Hemphill, 1892)"
 ]
}

 The dataset includes 86 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007308-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqytw2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hypodematium glabrum Ching ex K.H.Shing"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052968-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfrtua
title: Occurrence Download

description: A dataset containing 168783 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Canada"
 ]
 },
 "Geometry POLYGON((-147.12891 14.67773,-86.83594 4.48242,-54.49219 7.71099,-50.27344 47.54883,-54.49219 66.51326,-139.04297 72.86133,-172.79297 70.92773,-147.12891 14.67773))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Commelina Plum. ex L.",
 "TaxonKey is Euphorbia",
 "TaxonKey is Panicum L.",
 "TaxonKey is Cyperus L.",
 "TaxonKey is Heliotropium L."
 ]
 },
 "Year 1960-2020"
 ]
}

 The dataset includes 168783 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066529-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.enkep3
title: Occurrence Download

description: A dataset containing 1038108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is Fungal Records Database of Britain and Ireland",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1038108 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012555-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ehp5g
title: Occurrence Download

description: A dataset containing 306 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Compsospiza garleppi Berlepsch, 1893"
 ]
}

 The dataset includes 306 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052292-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdrzey
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Cordulegaster bidentata Selys, 1843"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zbbmf
title: Occurrence Download

description: A dataset containing 363582 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Monarch Watch"
 ]
}

 The dataset includes 363582 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065682-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffvtik
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EventId is 2a_3_2",
 "DatasetKey is Managing open habitats for species conservation: the role of wild ungulate grazing, small-scale disturbances, and scale"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p582ue
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chlorostilbon olivaresi Stiles, 1996, Chlorostilbon olivaresi Stiles, 1996, Chlorostilbon olivaresi Stiles, 1996)",
 "DecimalLatitude is greater than or equal to -14",
 "DecimalLatitude is less than or equal to 13",
 "DecimalLongitude is greater than or equal to -83",
 "DecimalLongitude is less than or equal to -60"
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066541-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmjj83
title: Occurrence Download

description: A dataset containing 816757 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Occurrence evidence"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cirsium arvense (L.) Scop."
 ]
}

 The dataset includes 816757 records from 985 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0365993-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkvxuu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crocidura neglecta Jentink, 1888"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007803-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oizopy
title: Occurrence Download

description: A dataset containing 1333 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "TaxonKey is Bombus citrinus (Smith, 1854)"
 ]
}

 The dataset includes 1333 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.