cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16807551
title: Kelmarsh wind farm data

description: This dataset contains:



A kmz file for Kelmarsh wind farm in the UK (for opening in e.g. Google Earth)

Static data including turbine coordinates and turbine details (rated power, rotor diameter, hub height, etc.)

10-minute SCADA and events data from the 6 Senvion MM92's at Kelmarsh wind farm, grouped by year from 2016 to end 2024, which was extracted from Cubico's secondary SCADA system (Greenbyte). Note not all signals are available for the entire period

Data mappings from primary SCADA to csv signal names

Site substation/PMU meter data where available for the same period

Site fiscal/grid meter data where available for the same period


The dataset has been released by Cubico Sustainable Investments Ltd under a CC-BY-4.0 open data license and is provided as is. However, please provide any feedback you might have on the dataset and format of the data.

Feel free to use the data according to the license, however, it would be helpful to me if you could let me know where, how and why you are using the data, so that I can highlight this to the business (and renewables industry) and hopefully promote similar data sharing initiatives. I am particularly interested in performance analysis/improvement opportunities, how the dataset can be augmented with other (open) datasets, and sharing more generally within the renewables industry.

If you have any questions or want to discuss open data and this or other initiatives, please either:



Contact me on LinkedIn, and I will endeavour to help

Or in the WeDoWind platform in the ODE space


I would like to thank Cubico's Senior Legal Advisor & Compliance Officer, IT Director, UK Asset Management Team, Executive Committee and my manager and team for supporting this initiative, as well as our partners GLIL for agreeing to release this data under an open license. I would also like to thank those I have talked to during the process of releasing this data under an open license and the encouragement and advice I have had on the way.

You can also access data from Penmanshiel wind farm here.
DOI: 10.5281/zenodo.5841833
title: Kelmarsh wind farm data

description: This dataset contains:



A kmz file for Kelmarsh wind farm in the UK (for opening in e.g. Google Earth)

Static data including turbine coordinates and turbine details (rated power, rotor diameter, hub height, etc.)

10-minute SCADA and events data from the 6 Senvion MM92's at Kelmarsh wind farm, grouped by year from 2016 to end 2024, which was extracted from Cubico's secondary SCADA system (Greenbyte). Note not all signals are available for the entire period

Data mappings from primary SCADA to csv signal names

Site substation/PMU meter data where available for the same period

Site fiscal/grid meter data where available for the same period


The dataset has been released by Cubico Sustainable Investments Ltd under a CC-BY-4.0 open data license and is provided as is. However, please provide any feedback you might have on the dataset and format of the data.

Feel free to use the data according to the license, however, it would be helpful to me if you could let me know where, how and why you are using the data, so that I can highlight this to the business (and renewables industry) and hopefully promote similar data sharing initiatives. I am particularly interested in performance analysis/improvement opportunities, how the dataset can be augmented with other (open) datasets, and sharing more generally within the renewables industry.

If you have any questions or want to discuss open data and this or other initiatives, please either:



Contact me on LinkedIn, and I will endeavour to help

Or in the WeDoWind platform in the ODE space


I would like to thank Cubico's Senior Legal Advisor & Compliance Officer, IT Director, UK Asset Management Team, Executive Committee and my manager and team for supporting this initiative, as well as our partners GLIL for agreeing to release this data under an open license. I would also like to thank those I have talked to during the process of releasing this data under an open license and the encouragement and advice I have had on the way.

You can also access data from Penmanshiel wind farm here.
DOI: 10.3535/0gw-7q3-1nf
title: Backeljaia gigaxii (L. Pfeiffer, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/90l-9t8-lvp
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l4v-me7-lfg
title: Alinda biplicata biplicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.dt7vyd
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thuidium brasiliense",
 "Year 1970-2025"
 ]
}

 The dataset includes 78 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003363-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/094-rxv-866
title: Episcomitra cornicula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzj-yc5-yp1
title: Schwartziella bryerea (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aeg-jdh-7jw
title: Volegalea cochlidium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d5s-ylv-xx6
title: Architectonica laevigata (Lamarck, 1816)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x19-057-pej
title: Leptochiton algesirensis (Capellini, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2fa-ggs-kz6
title: Scrobicularia plana (da Costa, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4v-wqc-p3r
title: Littoraria undulata (J. E. Gray, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mer-ld9-c9s
title: Emarginula sicula J. E. Gray, 1825

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tmb-d0y-jcp
title: Columbella adansoni Menke, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/amh-50m-xtx
title: Condylocardiidae F. Bernard, 1896

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cj9-jcp-ygk
title: Clausilia rugosa parvula (A. Férussac, 1807)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x2f-mpa-c4l
title: Architectonica nobilis Röding, 1798

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3va-le6-jpy
title: Aequipecten opercularis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/48c-wmt-wq5
title: Clanculus scabrosus (R. A. Philippi, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pfk-pxg-kx8
title: Cellana radians (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w77-wl1-4kc
title: Tonicella marmorea (O. Fabricius, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2e-0ew-5jq
title: Vertigo pygmaea (Draparnaud, 1801)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rz0-fqt-rhf
title: Ischnochiton bouryi Dupuis, 1917

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15182432
title: Mono- to holocentromere evolution

description: Description of the data and file structure

Genome assembly:

Chamaelirium_luteum_scaffolds_v3.fa

Chionographis_japonica_scaffolds.fasta

Gene annotation and protein sequences:

Cha_luteum_gene annotation.gff3

Cha_luteum_protein.fasta

Chi_japonica_gene annotation.gff3

Chi_japonica_protein.fasta

Oligo-FISH painting probes

Oligo_FISH_painting_probes_Chi_japonica_Chr2.bed

Oligo_FISH_painting_probes_Chi_japonica_Chr2.fasta

Single-copy homologs in synteny analysis

Chamae2Chio_single_copy_homolog.tab
description: Centromeres are essential for kinetochore assembly and spindle attachment. While chromosomes of most species are monocentric with a single centromere, a minority exhibit holocentricity, with a centromere along the chromatid length. Sporadic emergence of holocentricity suggests multiple independent transitions. To explore this, we compared the centromere and (epi)genome organization of two sister genera with contrasting centromere types: Chamaelirium luteum with large "macro-monocentromeres" and Chionographis japonica with holocentromeres. Both exhibit chromosome-wide histone phosphorylation patterns distinct from typical monocentric species. Kinetochore analysis revealed similar chimeric Borealin in both species, with additional KNL2 loss and NSL1 chimerism in Cha. luteum. The broad-scale synteny between both genomes supports de novo holocentromere formation in Chi. japonica. Despite sharing features with both centromere types, macro-monocentromeres do not represent a direct link between mono- and holocentromeres. We propose a model for the divergent evolution involving kinetochore gene mutations, altered histone phosphorylation patterns, and centromeric satellite DNA amplification.
DOI: 10.5281/zenodo.15182433
title: Mono- to holocentromere evolution

description: Description of the data and file structure

Genome assembly:

Chamaelirium_luteum_scaffolds_v3.fa

Chionographis_japonica_scaffolds.fasta

Gene annotation and protein sequences:

Cha_luteum_gene annotation.gff3

Cha_luteum_protein.fasta

Chi_japonica_gene annotation.gff3

Chi_japonica_protein.fasta

Oligo-FISH painting probes

Oligo_FISH_painting_probes_Chi_japonica_Chr2.bed

Oligo_FISH_painting_probes_Chi_japonica_Chr2.fasta

Single-copy homologs in synteny analysis

Chamae2Chio_single_copy_homolog.tab
description: Centromeres are essential for kinetochore assembly and spindle attachment. While chromosomes of most species are monocentric with a single centromere, a minority exhibit holocentricity, with a centromere along the chromatid length. Sporadic emergence of holocentricity suggests multiple independent transitions. To explore this, we compared the centromere and (epi)genome organization of two sister genera with contrasting centromere types: Chamaelirium luteum with large "macro-monocentromeres" and Chionographis japonica with holocentromeres. Both exhibit chromosome-wide histone phosphorylation patterns distinct from typical monocentric species. Kinetochore analysis revealed similar chimeric Borealin in both species, with additional KNL2 loss and NSL1 chimerism in Cha. luteum. The broad-scale synteny between both genomes supports de novo holocentromere formation in Chi. japonica. Despite sharing features with both centromere types, macro-monocentromeres do not represent a direct link between mono- and holocentromeres. We propose a model for the divergent evolution involving kinetochore gene mutations, altered histone phosphorylation patterns, and centromeric satellite DNA amplification.
DOI: 10.15468/dl.rvd5vf
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cotula coronopifolia L.)",
 "Country is one of (Spain)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 137 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010888-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qrjcr
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-11.20508 35.51951,-6.08584 35.46932,-6.06075 39.35894,-11.17999 39.38404,-11.20508 35.51951))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudo-nitzschia H.Peragallo, 1900"
 ]
}

 The dataset includes 231 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010886-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.07642
title: intercultural sensitivity and foreign language learning motivation
title: intercultural sensitivity and foreign language learning motivation

description: Through a four-week experimental intervention based on the intergroup contact theory, this study sought to (a) explore its effects on U.S. foreign language learners’ Intercultural Sensitivity; and (b) investigate the interactions between Intercultural Sensitivity, Foreign Language Motivation, and Language and Cultural Backgrounds. Three findings were noted: (a) Intercultural Sensitivity significantly related to Foreign Language Motivation, after controlling for learners’ Language and Cultural Background factors; (b) the four-week intervention failed to produce statistically significant impact as intended; and (c) Parental Encouragement, Exposure to the Target Language Culture, and Chinese Learning History significantly related to learners’ responsiveness towards innovative culture learning.
description: Through a four-week experimental intervention based on the intergroup contact theory, this study sought to (a) explore its effects on U.S. foreign language learners’ Intercultural Sensitivity; and (b) investigate the interactions between Intercultural Sensitivity, Foreign Language Motivation, and Language and Cultural Backgrounds. Three findings were noted: (a) Intercultural Sensitivity significantly related to Foreign Language Motivation, after controlling for learners’ Language and Cultural Background factors; (b) the four-week intervention failed to produce statistically significant impact as intended; and (c) Parental Encouragement, Exposure to the Target Language Culture, and Chinese Learning History significantly related to learners’ responsiveness towards innovative culture learning.
DOI: 10.15468/dl.q8c525
title: Occurrence Download

description: A dataset containing 7440957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "DatasetKey is one of (EOD – eBird Observation Dataset, 2023 Contributions of Plant Specimen Data inside China, 500,000 plant Specimens from PE Herbarium in China from 1950 to 1999, Some Plant Specimens from KUN, IBSC, NAS Herbarium in China from 1900 to 1950, MGYS00005313, INSDC Sequences, INSDC Host Organism Sequences, Some Plant Specimens from PE Herbarium in China from 1900 to 1950, Plant Specimen in Yunnan, China from Herbarium (PE),Institute of Botany, Chinese Academy of Sciences)"
 ]
}

 The dataset includes 7440957 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000619-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.space.00510
title: Study of the STT-MRAM Single-Event Effect in Pulsed Laser Irradiation Experiments
title: Study of the STT-MRAM Single-Event Effect in Pulsed Laser Irradiation Experiments

description: Spin-Transfer Torque Magnetic-resistive Random Access Memory (STT-MRAM) is regarded as a promising random memory device because of its non-volatility, data stability and fast addressability. However, the STT-MRAM device is susceptible to single-event effect (SEE) due to collisions with high-energy particles in the space radiation environment. In particular, the SEE of single event upset (SEU) and single event latch-up (SEL) have the ability to cause read and write data errors, functional anomalies and burn-in of the STT-MRAM device. Therefore, it is extremely valuable to study the experimental laws of SEU and SEL of the STT-MRAM device. It will provide a major contribution to further research into the radiation mechanisms and hardness assurance designs. This paper verifies that SEU and SEL can occur in the STT-MRAM device through pulsed laser simulated space radiation environment experiments. According to the experimental results, the threshold for the device to undergo SEU is 450 pJ. And the number of error bits increases with laser energy. When the laser energy is 900 pJ, the error bits have reached saturation. In addition, the device has a SEL threshold of 3.0 nJ. Its latch-up current is 72.0 mA, which is 40 times the normal operating current of the device. Finally, it is evident from the microscopic microscope images that the sensitive region of the device where SEL occurs is the peripheral CMOS circuitry.
description: Spin-Transfer Torque Magnetic-resistive Random Access Memory (STT-MRAM) is regarded as a promising random memory device because of its non-volatility, data stability and fast addressability. However, the STT-MRAM device is susceptible to single-event effect (SEE) due to collisions with high-energy particles in the space radiation environment. In particular, the SEE of single event upset (SEU) and single event latch-up (SEL) have the ability to cause read and write data errors, functional anomalies and burn-in of the STT-MRAM device. Therefore, it is extremely valuable to study the experimental laws of SEU and SEL of the STT-MRAM device. It will provide a major contribution to further research into the radiation mechanisms and hardness assurance designs. This paper verifies that SEU and SEL can occur in the STT-MRAM device through pulsed laser simulated space radiation environment experiments. According to the experimental results, the threshold for the device to undergo SEU is 450 pJ. And the number of error bits increases with laser energy. When the laser energy is 900 pJ, the error bits have reached saturation. In addition, the device has a SEL threshold of 3.0 nJ. Its latch-up current is 72.0 mA, which is 40 times the normal operating current of the device. Finally, it is evident from the microscopic microscope images that the sensitive region of the device where SEL occurs is the peripheral CMOS circuitry.
DOI: 10.57760/sciencedb.07643
title: 1km surface ozone data set in China, 2018-2020
title: 2018-2020年中国1km天尺度近地面臭氧数据集

description: 1. Time coverage: 2018-2020; Space coverage: China (excluding the South China Sea); Time resolution: days; Spatial resolution: 1 km; 2. The first step is to predict the 1-kilometer full-coverage MDA 8 concentration data based on the RF model, the second step is to carry out Kriging interpolation based on the residuals of the real site data and the predicted data, and the third step is to overlay the first two steps to obtain the high-precision spatial-temporal resolution MDA 8 dataset in China (CHROD: China High-Resolution O3 Dataset); 3. The kriging interpolation is not used in 0181222-20181226 and 20190824 (due to the lack of station MDA 8 concentration data in the sample data), and the results of RF model simulation are used to replace the final MDA 8 concentration.；4. The data format of CHROD is TIFF, and the NC format will be uploaded later, and the relevant NC to TIFF scripts will also be uploaded (including MATLAB and Python) 
description: 1. Time coverage: 2018-2020; Space coverage: China (excluding the South China Sea); Time resolution: days; Spatial resolution: 1 km; 2. The first step is to predict the 1-kilometer full-coverage MDA 8 concentration data based on the RF model, the second step is to carry out Kriging interpolation based on the residuals of the real site data and the predicted data, and the third step is to overlay the first two steps to obtain the high-precision spatial-temporal resolution MDA 8 dataset in China (CHROD: China High-Resolution O3 Dataset); 3. The kriging interpolation is not used in 0181222-20181226 and 20190824 (due to the lack of station MDA 8 concentration data in the sample data), and the results of RF model simulation are used to replace the final MDA 8 concentration.；4. The data format of CHROD is TIFF, and the NC format will be uploaded later, and the relevant NC to TIFF scripts will also be uploaded (including MATLAB and Python)
DOI: 10.57760/sciencedb.07644
title: FLow table lookup pre-processing performance of POF switch before and after SIMD optimization
title: SIMD优化前后POF交换机的查表预处理性能

description: The extraction process was implemented using the basic CPU instruction set and SSE instruction set respectively, and the extraction and the forwarding performance was tested for matching keywords of 64-bit, 128-bit and 192-bit lengths.
description: The extraction process was implemented using the basic CPU instruction set and SSE instruction set respectively, and the extraction and the forwarding performance was tested for matching keywords of 64-bit, 128-bit and 192-bit lengths.
DOI: 10.57760/sciencedb.07645
title: Experimental data set of POF cache acceleration improvement scheme
title: POF缓存加速改进方案的实验数据集

description: Experimental data set of POF cache acceleration improvement scheme, including fast forwarding path test data and backbone network test data
description: Experimental data set of POF cache acceleration improvement scheme, including fast forwarding path test data and backbone network test data
DOI: 10.57760/sciencedb.space.00513
title: Honghu special sphere-loaded atmospheric electric field data in 2020
title: 2020年鸿鹄专项球载大气电场数据

description: The electric field distribution results obtained by the Hongwan Special Project in 2020 in Dachaidan area of Qinghai using atmospheric electric field instrument with sounding balloon.
description: The electric field distribution results obtained by the Hongwan Special Project in 2020 in Dachaidan area of Qinghai using atmospheric electric field instrument with sounding balloon.
DOI: 10.57760/sciencedb.space.00514
title: Honghu special atmospheric conductivity height distribution detection data in 2019-2020
title: 2019-2020年鸿鹄专项大气电导率高度分布探测数据

description: Atmospheric conductivity distribution data with height obtained by atmospheric conductivity meter in Dachaidan area of Qinghai for 2 times in 2019 and 2020
description: Atmospheric conductivity distribution data with height obtained by atmospheric conductivity meter in Dachaidan area of Qinghai for 2 times in 2019 and 2020
DOI: 10.57760/sciencedb.07648
title: wave plate imitating database
title: 波片模拟数据集

description: The data set contains the code for the paper to simulate various situations
description: The data set contains the code for the paper to simulate various situations
DOI: 10.57760/sciencedb.07649
title: Lumei Xiao-Multifunctionality
title: Lumei Xiao-Multifunctionality

description: The data including moss properties, soil miccrobial community and nematode community.
description: The data including moss properties, soil miccrobial community and nematode community.
DOI: 10.57760/sciencedb.07650
title: Literature List and Collection of Textual Sentiment Research in Financial Markets
title: 金融市场文本情绪研究综述文献列表及文献集

description: Literature list and collection of literature review papers on text sentiment in financial markets 
description: Literature list and collection of literature review papers on text sentiment in financial markets