cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17255304
title: Best Practice Recommendations for improving FAIR data maturity in wind energy - accompanying data

description: The RDA Wind Energy Community Standards Working Group has created these new best practice recommendations for improving FAIR data maturity in wind energy in practice. It addresses key challenges in the sector, which are to foster data exchange and re-use as well as to create more value from data by increasing the efficiency of data cleaning and analytics processes. The Working Group first reviewed and evaluated the current data sharing and publishing landscape in wind energy, finding that there is no widely recognised community ontology at the sector level, and alignment with upper-level ontologies is largely absent. A review of existing open wind energy data led us to the conclusion that the platform itself tends to dictate the FAIRness of a published dataset. It was therefore decided to analyse the potential FAIRness of a range of different platforms (divided into catalogues, repositories, knowledge hubs, organisation websites and dashboards) relevant to the wind energy sector. After shortlisting 15 relevant data sources covering these different types, we evaluated potential FAIRness assessment tools, and chose to work with the FAIR Data Maturity Model due to previous positive experience with it. However, the criteria were adapted slightly for our needs, including reducing the evaluation scale to a Boolean \enquote{1/0} choice, rather than using the suggested scale. We also added some specific criteria, including the capability to link to defined wind energy specific terms, to access a preview plot of the data and to access a preview of the file structure. The results showed that the repositories all score similarly, mostly between 74% and 83%, the knowledge hubs also score slightly lower (69-71%), with the company websites (43% and 0%) and the dashboards (34-66%) the lowest. A more detailed analysis of the different criteria allowed us to define recommendations for wind energy data publishing platform developers for wind energy data publishers and for the general wind energy community. Finally, the project allowed us to define some lessons learned, both in terms of community building and interdisciplinary collaboration, as well as in the application of the FAIR Data Maturity Model.

The file "RDA_results_20251003.csv" provided in this record contains the analysis results of the FAIR Data Maturity Model criteria for the selected data sources, referenced in Section 3 of the recommendations. The file "RDA-Source_20251003.csv" shows the raw data used for the Sankey diagram shown in Figure 2 of the recommendations.
DOI: 10.5281/zenodo.17255305
title: Best Practice Recommendations for improving FAIR data maturity in wind energy - accompanying data

description: The RDA Wind Energy Community Standards Working Group has created these new best practice recommendations for improving FAIR data maturity in wind energy in practice. It addresses key challenges in the sector, which are to foster data exchange and re-use as well as to create more value from data by increasing the efficiency of data cleaning and analytics processes. The Working Group first reviewed and evaluated the current data sharing and publishing landscape in wind energy, finding that there is no widely recognised community ontology at the sector level, and alignment with upper-level ontologies is largely absent. A review of existing open wind energy data led us to the conclusion that the platform itself tends to dictate the FAIRness of a published dataset. It was therefore decided to analyse the potential FAIRness of a range of different platforms (divided into catalogues, repositories, knowledge hubs, organisation websites and dashboards) relevant to the wind energy sector. After shortlisting 15 relevant data sources covering these different types, we evaluated potential FAIRness assessment tools, and chose to work with the FAIR Data Maturity Model due to previous positive experience with it. However, the criteria were adapted slightly for our needs, including reducing the evaluation scale to a Boolean \enquote{1/0} choice, rather than using the suggested scale. We also added some specific criteria, including the capability to link to defined wind energy specific terms, to access a preview plot of the data and to access a preview of the file structure. The results showed that the repositories all score similarly, mostly between 74% and 83%, the knowledge hubs also score slightly lower (69-71%), with the company websites (43% and 0%) and the dashboards (34-66%) the lowest. A more detailed analysis of the different criteria allowed us to define recommendations for wind energy data publishing platform developers for wind energy data publishers and for the general wind energy community. Finally, the project allowed us to define some lessons learned, both in terms of community building and interdisciplinary collaboration, as well as in the application of the FAIR Data Maturity Model.

The file "RDA_results_20251003.csv" provided in this record contains the analysis results of the FAIR Data Maturity Model criteria for the selected data sources, referenced in Section 3 of the recommendations. The file "RDA-Source_20251003.csv" shows the raw data used for the Sankey diagram shown in Figure 2 of the recommendations.
DOI: 10.26023/xhvp-tfz8-ba13
title: WRF ARW 15km Tiedtke Convective Parameterization Forecast Products for Chile. Version 1.0

description: This dataset consists of WRF ARW 15km with Tiedtke Convective Parameterization Forecast Products for Chile for the Tropical Ocean tRoposphere Exchange of Reactive halogen species and Oxygenated VOC (TORERO) project from 10 January 2012 to 01 February 2012.
DOI: 10.6084/m9.figshare.30269755.v2
title: Capacitor Solder Joint Crack Impedance Spectra Dataset

description: Impedance analyzer measurement data and augmented data according to the crack severity of SMD capacitor solder joints.
DOI: 10.25375/uct.28742465
title: Conservation in a changing world: assessing the conservation status of an agriculturally adapted species, the blue crane: Chapter 4: Trackers

description: Chapter 4 from: Craig CA. 2024. <i>Conservation in a Changing World: Assessing the Conservation Status of an Agriculturally Adapted Species, the Blue Crane</i>. PhD. University of Cape Town.Tracking data provides insights into bird movements and survival. One of the primary threats to Blue Cranes Anthropoides paradiseus is collision with powerlines, which is intrinsically linked to crane movement patterns. It is thus important to understand how and when Blue Cranes move. Between 2016 and 2021, 31 Blue Crane adults, 25 fledglings and 3 juveniles were fitted with GPS-GSM and Iridium satellite trackers in the Overberg, Swartland and Karoo. Of the fully-grown birds (juveniles and adults), fitted in the Western Cape only, 29 had sufficient data for analysis i.e., more than 5 months data (Swartland = 8, Overberg = 21). Mean daily distance travelled did not differ between regions: Swartland: 9.5 km (SD 11.7), Overberg: 7.5 km (SD 9.8); but non-breeding cranes moved significantly farther per day, 9.5 km (SD 13.3) than breeding cranes, 5.8 km (SD 5.4). Using autocorrelated kernel density home range analysis, I demonstrate that Swartland cranes have home ranges 2.7 times larger than Overberg cranes. Home ranges of non-breeding cranes averaged 13 times larger than breeding cranes. Four different movement types were displayed: 28% resident birds (semi-variance &lt; 20 km2), 28% regional residents (semi-variance 20–100 km2), 34% intra-regional migrants that remained within the general region they were captured (semi-variance 100–1500 km2) and 10% inter-regional migrants (semi-variance &gt; 4000 km2). All three inter-regional migrants were captured in the Overberg; two moved to the Eastern Cape and one to the Swartland. Non-breeding cranes intersect powerlines at a significantly higher rate, 1.3 intersections per day (SE 1.4), than breeding cranes 0.64 intersections per day (SE 1.3). Using a Known Fate Mark Recapture Model, I estimate annual survival for non-breeding birds to be 0.85 (95% CI 0.61–0.95, n = 13), and 0.95 (95% CI 0.71–0.99, n = 12) for breeding birds. Tracker failure rates were very high for fledglings; only 11 sent a limited number of fixes over a short duration (less than a year), so I just describe the movements for these individuals, rather than doing detailed analyses. From these limited data, in the year post fledgling, most fledglings stay within 30 km of their natal site in the Karoo and 15 km in the Western Cape, but one Overberg chick moved 80 km east two months after fledging.
DOI: 10.25375/uct.28742465.v1
title: Conservation in a changing world: assessing the conservation status of an agriculturally adapted species, the blue crane: Chapter 4: Trackers

description: Chapter 4 from: Craig CA. 2024. <i>Conservation in a Changing World: Assessing the Conservation Status of an Agriculturally Adapted Species, the Blue Crane</i>. PhD. University of Cape Town.Tracking data provides insights into bird movements and survival. One of the primary threats to Blue Cranes Anthropoides paradiseus is collision with powerlines, which is intrinsically linked to crane movement patterns. It is thus important to understand how and when Blue Cranes move. Between 2016 and 2021, 31 Blue Crane adults, 25 fledglings and 3 juveniles were fitted with GPS-GSM and Iridium satellite trackers in the Overberg, Swartland and Karoo. Of the fully-grown birds (juveniles and adults), fitted in the Western Cape only, 29 had sufficient data for analysis i.e., more than 5 months data (Swartland = 8, Overberg = 21). Mean daily distance travelled did not differ between regions: Swartland: 9.5 km (SD 11.7), Overberg: 7.5 km (SD 9.8); but non-breeding cranes moved significantly farther per day, 9.5 km (SD 13.3) than breeding cranes, 5.8 km (SD 5.4). Using autocorrelated kernel density home range analysis, I demonstrate that Swartland cranes have home ranges 2.7 times larger than Overberg cranes. Home ranges of non-breeding cranes averaged 13 times larger than breeding cranes. Four different movement types were displayed: 28% resident birds (semi-variance &lt; 20 km2), 28% regional residents (semi-variance 20–100 km2), 34% intra-regional migrants that remained within the general region they were captured (semi-variance 100–1500 km2) and 10% inter-regional migrants (semi-variance &gt; 4000 km2). All three inter-regional migrants were captured in the Overberg; two moved to the Eastern Cape and one to the Swartland. Non-breeding cranes intersect powerlines at a significantly higher rate, 1.3 intersections per day (SE 1.4), than breeding cranes 0.64 intersections per day (SE 1.3). Using a Known Fate Mark Recapture Model, I estimate annual survival for non-breeding birds to be 0.85 (95% CI 0.61–0.95, n = 13), and 0.95 (95% CI 0.71–0.99, n = 12) for breeding birds. Tracker failure rates were very high for fledglings; only 11 sent a limited number of fixes over a short duration (less than a year), so I just describe the movements for these individuals, rather than doing detailed analyses. From these limited data, in the year post fledgling, most fledglings stay within 30 km of their natal site in the Karoo and 15 km in the Western Cape, but one Overberg chick moved 80 km east two months after fledging.
DOI: 10.26023/bcq7-r7yb-pr0a
title: NCEP Global Forecast System 1/2 Degree Mixing Ratio Forecast Products. Version 1.0

description: This dataset consists of NCEP Global Forecast System 1/2 Degree Mixing Ratio Forecast Products for the Tropical Ocean tRoposphere Exchange of Reactive halogen species and Oxygenated VOC (TORERO) project from 18 December 2011 to 08 March 2012.
DOI: 10.15468/dl.yzsbfv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helicoverpa armigera",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042520-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n8eej
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "TaxonKey is Vespa dybowskii",
 "Year 2015-2024"
 ]
}

 The dataset includes 62 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042523-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ges3n
title: Occurrence Download

description: A dataset containing 35631 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2016",
 "Geometry POLYGON ((19.865 39.81694, 19.855 39.81832, 19.80389 39.79388, 19.79417 39.79041, 19.69458 39.79472, 19.67306 39.79305, 19.65083 39.7725, 19.64 39.75666, 19.64139 39.74443, 19.67459 39.67596, 19.74028 39.62472, 19.80639 39.59055, 19.82083 39.57874, 19.84416 39.55193, 19.84847 39.5393, 19.84694 39.51972, 19.85235 39.48965, 19.87874 39.44854, 20.07972 39.36833, 20.11166 39.36306, 20.11979 39.3718, 20.07214 39.4525, 20.06042 39.44472, 20.04806 39.43695, 20.03027 39.43208, 20.01805 39.43444, 19.92986 39.47444, 19.92496 39.62245, 19.84667 39.64917, 19.83945 39.67638, 19.8425 39.70111, 19.87556 39.71611, 19.91417 39.72208, 19.92777 39.72985, 19.94278 39.74416, 19.95055 39.76222, 19.94874 39.77902, 19.92611 39.79445, 19.865 39.81694))"
 ]
}

 The dataset includes 35631 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042521-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/ip27uf
title: Related Data for: Observation of Collective Responses in a Lumped Electronic Device

description: This dataset contains MATLAB code used to generate key simulation results for the Physics Review Letters manuscript on electronic metadevices. Specifically, the scripts calculate and plot the normalized contact resistance (Rc) as a function of (1) the number of stripes (N) for different stripe lengths, and (2) stripe length (L) for different values of N. The code performs theoretical calculations using finite element method (FEM).
DOI: 10.26023/1qnx-n7wx-ae0y
title: Skew-T Upper Air Products. Version 1.0

description: This dataset contains Skew-T Data for the following locations: Antofagasta, Chile; Bogota, Colombia; Corozal, Panama; Galapagos; Puerto Montt, Chile; San Andres Islands; and Santo Domingo, Chile for the Tropical Ocean tRoposphere Exchange of Reactive halogen species and Oxygenated VOC (TORERO) project from 19 January 2012 to 01 April 2012.
DOI: 10.15468/dl.djrwpe
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Mussaenda philippica"
 ]
}

 The dataset includes 614 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042525-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q5k7ej
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera eridania",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042526-250920141307145/datasets/export for details.
DOI: 10.15468/dl.fghmn8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera eridania",
 "Country is Dominica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042527-250920141307145/datasets/export for details.
DOI: 10.15468/dl.xuk4hd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera eridania",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042528-250920141307145/datasets/export for details.
DOI: 10.26023/7qb0-g082-4a06
title: Mandatory Level Analysis Upper Air Products. Version 1.0

description: This dataset contains Mandatory Level Analysis Data for Levels 250, 500, 700, 850 and 1000 hPa from the Tropical Ocean tRoposphere Exchange of Reactive halogen species and Oxygenated VOC (TORERO) project from 19 January to 1 April 2012.
DOI: 10.15468/dl.8akf2n
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Mussaenda philippinensis"
 ]
}

 The dataset includes 12 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042529-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13248324
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.wyz6md
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mussaenda pinatubensis"
 ]
}

 The dataset includes 17 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042530-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17251135
title: Palaeochiropteryx tupaiodon SMF-ME 10

description: Image stack of Palaeochiropteryx tupaiodon SMF-ME 10, together with basic VG Studio MAX file and scan parameter file.
DOI: 10.5281/zenodo.17251136
title: Palaeochiropteryx tupaiodon SMF-ME 10

description: Image stack of Palaeochiropteryx tupaiodon SMF-ME 10, together with basic VG Studio MAX file and scan parameter file.
DOI: 10.15468/dl.8yytge
title: Occurrence Download

description: A dataset containing 770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Varanus komodoensis",
 "Year 2000-2025"
 ]
}

 The dataset includes 770 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042534-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/7b6e-c4b9-9e00
title: Ozone Dual Beam Spectrophotometer Volume Mixing Ratio Data - netCDF format. Version 1.0

description: This dataset contains ozone dual beam spectrophotometer volume mixing ratio data taken aboard the NCAR G-V during the TORERO project. The data files are in netCDF format. Data before RF04 are not available because the data were all bad due leaks in the sample line.
DOI: 10.15468/dl.3rvfwp
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Mussaenda scandens"
 ]
}

 The dataset includes 27 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042535-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nrr6ph
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spodoptera eridania",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042536-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc67nd
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mussaenda setosa"
 ]
}

 The dataset includes 19 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042537-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wumtn6
title: Occurrence Download

description: A dataset containing 7766883 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apidae"
 ]
}

 The dataset includes 7766883 records from 3457 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042470-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.