cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14967600
title: AI Serving Grid Stability

description: The dataset presented is a valuable resource designed for benchmarking anomaly detection algorithms in the context of the European electricity grid. It is derived from the operation of the PICASSO platform, which is the world's first system for cross-border control of secondary control reserves, aimed at enhancing efficiency in the European electricity market.

Dataset Overview



Data Source: PICASSO platform

Duration: 202 days of operational data

Control Areas: Two control areas connected to the PICASSO platform

Sampling Rate: Four seconds

Total Features: 13 features

Test Segments: 20 labeled two-hour test segments with known anomalies


Key Features




Feature
Description




aFRR activation
Currently activated Automatic Frequency Restoration Reserve


Corrected Demand
Demand adjusted for corrections calculated by PICASSO


aFRR request
Target aFRR activation after optimization by PICASSO


ControlBandPos/Neg
Available aFRR for the control area


LFCInput
Current imbalance of the control area


FRCE
ACE correction


Demand
Current imbalance including activated aFRR and mFRR


Correction
Correction value calculated by PICASSO


ParticipationCMO/IN
Participation status in imbalance netting / merit order


Band Limited Corrected Demand
TSO demand capped by maximum available aFRR


Control Area
Identifier of the control area




Anomaly Types

The dataset includes various anomaly types, characterized by significant deviations in the control signals. This includes discrepancies between requested and activated reserves, delays in signal responses, and other irregular behaviors identified through expert validation.

Significance

This dataset serves to advance research in anomaly detection, providing a benchmark for developing novel algorithms to enhance grid stability. It highlights the complexities of modern energy systems and the importance of automated anomaly detection for operational safety and efficiency.

The dataset is accessible for researchers aiming to improve anomaly detection methodologies within the energy sector, fostering innovation and collaboration across the industry.

 

An detailed describtion can be found here.
DOI: 10.6084/m9.figshare.24845667.v1
title: Mapillary street-view images Karonga & Blantrye

description: Mapillary street-view images of in Karonga and Blantyre used in disaster risk research by 510, an initiative of the Netherlands Red Cross. Particularly used to train Convolution Neural Network to classify buildings in the street-view images by the materials used. Studying the physical vulnerability of the built environment is a core component of disaster risk research.
DOI: 10.17632/wpc3xr3sbf
title: Communication

description: , to achieve accurate and efficient BdSL detection. In our dataset, all the images represent unique hand signs for building communication between deaf and hard of hearing people with shopkeepers. Preparing
DOI: 10.3535/6cw-7p2-ww7
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8c8-lc5-6sa
title: †Hemiphragma panderi (Dybowski, 1877)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.11299262.v1
title: Letters to the Editor on the Zika Virus: Data2

description: Microsoft Excel file containing Web of Science citation reports for 5 categories of Letters. Column T is Times Cited.<br>
DOI: 10.6084/m9.figshare.27650352.v3
title: Source_data

description: Electrocatalytic oxygen evolution reaction (OER) is key to several energy technologies but suffers from low activity. Leveraging the lattice oxygen activation mechanism (LOM) is a strategy for boosting its activity. However, this approach faces significant thermodynamic challenges, requiring high-valent oxidation of metal ions without compromising their stability. We reveal that high-entropy alloys (HEAs) can efficiently activate the LOM through synergistic multi-path electron transfer. Specifically, the oxidation of nickel is enhanced by this electron transfer, aided by the integration of weaker Co-O bonds, enabling effective LOM at the Ni-Co dual-site. These insights allow the design of a NiFeCoCrW0.2 HEA that exhibits improved activity, achieving an overpotential of 220 mV at a current density of 10 mA cm-2. It also demonstrates good stability, maintaining the potential with less than 5% variation over 90 days at 100 mA cm-2 current density. This study sheds light on the synergistic effects that confer high activity in HEAs and contribute to the advancement of high-performance OER electrocatalysts.
DOI: 10.3535/2fc-2x3-ket
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19518817.v1
title: TumorMet repository

description: Summarization of the repository content
DOI: 10.6084/m9.figshare.28600874.v1
title: Source date NC.xlsx

description: The Role of Fungi Specific Protein Npt1 in Regulating Antifungal Protein Activity in Filamentous Fungi
DOI: 10.3535/1s0-67r-ka0
title: †Hemiphragma Ulrich, 1893

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sc3-4k5-cbz
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.27038404.v1
title: High-density genetic map construction and QTL mapping to identify genes for important traits in sesame (Sesamum indicum L.)

description: Sesame (Sesamum indicum L.) is an important oilseed crop widely cultivated in subtropical and tropical areas. Low genetic yield potential and susceptibility to disease contribute to low productivity in sesame. However, the genetic basis of sesame yield- and disease-related traits remains unclear. Here, we represent the construction of a high-density bin map of sesame using whole genome sequencing of an F2 population derived from ‘Yizhi’ and ‘Mingdeng Zhima’.The plant DNA extraction Kit (Tiangen Biotech, Beijing, China) was employed to extract the genomic DNA. The quality of the isolated DNA was checked using agarose gel electrophoresis and assessed using a Qubit 2.0 Fluorometer (Thermo Fisher, CA, USA). Paired-end sequencing libraries with 150 bp insert-sizes were constructed.
DOI: 10.3535/038-pay-4se
title: Sanctum isp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/35l-80l-1t5
title: †Hemiphragma panderi (Dybowski, 1877)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vb0-m8v-y6r
title: Trypanites isp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.11608182.v2
title: SCI (2020 version) - Continent

description: The collection contains forest Structural Condition Index data for the Tropical and Subtropical Moist Broadleaf Forests Biome. The collection is updated from the data provided in Hansen, A. et al. Global humid tropics forest structural condition and forest structural integrity maps. Scientific Data 6, 232, doi:10.1038/s41597-019-0214-3 (2019). Loss year extends to 2018. The spatial extent was expanded to the full biome.
DOI: 10.6084/m9.figshare.12326441.v1
title: ActDES – a Curated Actinobacterial Database for Evolutionary Studies - Microreact input files and links

description: <i>Actinobacteria</i> are a large and diverse phylum of bacteria that contains medically and ecologically relevant organisms. Many members are valuable sources of bioactive natural products and chemical precursors that are exploited in the clinic. These are made using the enzyme pathways encoded in their complex genomes. Whilst the number of sequenced genomes has increased rapidly in the last twenty years, the large size and complexity of many Actinobacterial genomes means that the sequences remain incomplete and consist of large numbers of contigs with poor annotation, which hinders large scale comparative genomics and evolutionary studies. To enable greater understanding and exploitation of Actinobacterial genomes, specialist genomic databases must be linked to high-quality genome sequences. Here we provide a curated database of 612 high quality actinobacterial genomes from 80 genera, chosen to represent a broad phylogenetic group with equivalent genome re-annotation. Utilising this database will provide researchers with a framework for evolutionary and metabolic studies, to enable a foundation for genome and metabolic engineering, to facilitate discovery of novel bioactive therapeutics and studies on gene family evolution. <br>Interactive trees in Microreact for GlcP tree https://microreact.org/project/VBUdiQ5_k/0fc4622b and associated files are here<br>Interactive trees in Microreact for Glk tree https://microreact.org/project/w_KDfn1xA/90e6759e and associated files are here <br><br>Reference for Microreact here<b>Argimón S, Abudahab K, Goater RJE, Fedosejev A, Bhai J, <i>et al.</i></b> Microreact: visualizing and sharing data for genomic epidemiology and phylogeography. <i>Microb Genom</i>;2. Epub ahead of print 2016. DOI: 10.1099/mgen.0.000093.<br>
DOI: 10.6084/m9.figshare.1401929.v3
title: The Explorer Islamabad Issue 1

description: The Explorer first Issue .
DOI: 10.3535/cv1-842-vxq
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nrz-5v1-yqy
title: Sanctum isp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e1t-t6x-7wf
title: †Eridotrypa aedilis (Eichwald, 1855)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nsh-rga-jp3
title: †Anoptambonites williamsi Cocks, 2005

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.aahamx
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "GadmGid is USA.27.56_1",
 "IucnRedListCategory is EN",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009837-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jyt-djm-a0e
title: †Eridotrypa aedilis (Eichwald, 1855)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nrj-epl-my5
title: †Eridotrypa aedilis (Eichwald, 1855)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.14511465.v1
title: 1_DrugVSCTL_Gene_differential_expression.xlsx

description: To glean insight into the genetic variation involved in acquired cisplatin resistance, we established an in vivo model of cisplatin-resistant cancer by administering a serial dose of<br>cisplatin to mice bearing KB-3-1 human carcinoma cells. Through a whole transcriptome analysis using RNAseq, we set to identify significantly changed genes in tumors that acquired cisplatin resistance compared to treatment-naïve tumors.<br>
DOI: 10.6084/m9.figshare.6025697.v1
title: Zika tweets and topics (2015-03-01 to 2016-10-31)

description: This collection contains the identifiers and metadata of all tweets mentioning Zika ("zika", "zica", "zikv") from March 1, 2015 through October 31, 2016. The tweets can be retrieved using the Twitter API (https://developer.twitter.com/en/docs/tweets/post-and-engage/api-reference/get-statuses-lookup). <br>The tweets are provided in two files. The first file contains tweets in English, Spanish, and Portuguese. A polylingual topic model was applied to these tweets, so this file contains the topic probabilities for each tweet. The final 50 columns correspond to the topic probabilities of the 50 topics. The second file contains tweets in all other languages, which do not have columns with topic probabilities. <br>In addition to the tweet files, topic_topwords.txt shows the words associated with each of the 50 topics, output by MALLET. The first line is the topic identifier (zero-indexed), which you can link to the topic columns in the tweet files.
DOI: 10.3535/e8m-hg1-mec
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jcs-k55-egk
title: †Epitomyonia Wright, 1969

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/acl-7qf-mg5
title: †Eridotrypa aedilis (Eichwald, 1855)

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nq9-k1s-fqt
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.28577594.v1
title: Women's Water Access in Ghana

description: This data is an extract from Ghana's 2021 Population and Housing Census. The data contains variables about the distances women travel to access water (minutes).
DOI: 10.3535/ka9-mqm-6bp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sd5-ked-yyn
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/h6c-v69-5pj
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pcx-1m3-r0k
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.19947817.v3
title: Genome-wide identification and expression analysis of <i>DREB</i> genes in alfalfa (<i>Medicago sativa</i>) in response to cold stress

description: Dehydration-responsive element-binding proteins (DREBs) belong to members of the AP2/ERF transcription factor superfamily, which has been reported to involve various abiotic-stress responses and tolerance in plants. However, research on the <i>DREB</i>-family is still limited in alfalfa (<i>Medicago sativa</i> L.), a forage legume cultivated worldwide. The recent genome-sequence release of the alfalfa cultivar “XinJiangDaYe” allowed us to identify 172 <i>DREBs</i> by a multi-step homolog search. The phylogenetic analysis indicated that such <i>MsDREB</i>s could be classified into 5 groups, namely A-1 (56 members), A-2 (39), A-3 (3), A-4 (61) and 13 (A-5 (13), thus adding substantial new members to the <i>DREB</i>-family in alfalfa. Furthermore, a comprehensive survey in <i>silico</i> of conserved motif, gene structure, molecular weight, and isoelectric point (pI) as well as gene expression was conducted. The resulting data showed that, for cold-stress response, 33 differentially expressed <i>MsDREB</i>s were identified with a threshold of Log2-fold &gt; 1, and most of which were transcriptionally upregulated within 48 h during a cold treatment(s). Moreover, the expression profiling of <i>MsDREB</i>s from two ecotypes of alfalfa subspecies i.e. <i>M. sativa</i> ssp. <i>falcata</i> (F56, from a colder region of Central Asia) and <i>M. sativa</i> ssp. <i>sativa</i> (B47, from Near East) revealed that most of the cold-stress responsive <i>MsDREBs</i> exhibited a significantly lower expression in F56, leading to a proposal of the existence of a distinct mechanism(s) for cold tolerance regulated by DREB-related action, which would have been evolved in alfalfa with a genotypic specificity. Additionally, by examining the transcriptome of a freezing-tolerance species (<i>M. sativa</i> cv. Zhaodong), eight <i>DREBs</i> were found to be implicated in a long-term freezing-stress adaptation with a great potential. Taken together, the current genome-wide identification in alfalfa points to the importance of some <i>MsDREB</i>s in the cold-stress response, providing some promising molecular targets to be functionally characterized for the improvement of cold tolerance in crops including alfalfa.
DOI: 10.3535/p8r-apz-m3t
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.3829833.v1
title: CC1.xlsx

description: Hypothesis: Males tend to have the same hair and eye color among eye and hair having individuals.<br>Methods and materials: Twenty individuals were verbally asked about their hair color, eye color and gender in the ecology lab in Lumbers 118. Their responses were recorded in a Microsoft excel spreadsheet.<br>We preformed this survey in order to find the correlation between hair color, eye color and gender. According to the information gathered males tend to have the same hair and eye color compared to other gender identities.
DOI: 10.6084/m9.figshare.c.3657098_d4.v1
title: Additional file 2: Table S2. of QTLs for stomatal and photosynthetic traits related to salinity tolerance in barley

description: Skewness analysis of average data of all phenotypic traits from the DH lines used for QTL mapping in this study. (XLSX 106 kb)
DOI: 10.3535/48b-hl7-13n
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b1g-0sg-hdw
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/55e-jsl-3mv
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jjc-av4-dbp
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.5946553.v5
title: Day-#-temporal

description: Day-#-temporal
DOI: 10.3535/gt8-e3l-d7e
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/kp9-8m9-yv1
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2yx-bzv-3kj
title: †Eoplectodonta Kozlowski, 1929

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8av-n72-7gh
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lgn-x9t-ymz
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rtw-000-klf
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/k4l-188-388
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qv2-x2j-6nx
title: Osteostraci

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.16613977.v1
title: Estimated spread of Tasmanian devil facial tumour disease

description: Estimated spread of devil facial tumour disease across Tasmania derived from first incidence locations of the disease. Pixel values represent the estimated year of disease arrival, with those beyond 2021 constituting approximate projections. This raster was used to create Fig 3B of Cunningham et al (2021) Ecology Letters.
DOI: 10.3535/d5v-bxq-2tm
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tgr-qwn-ad6
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7jc-rye-0pn
title: †Cliftonia Foerste, 1909

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aw8-ven-9a5
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6yv-qlr-qqv
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/b1h-sw1-gtf
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.16441323.v1
title: Soil moisture responses to rainfall: Implications for runoff generation

description: The datasets include time series of volumetric water content for 45 probes along three adjacent hillslopes in a forested headwater catchment at the Coweeta Hydrologic Lab, Otto, NC. These dataset accompany the manuscript published in Water Resources Research. The relevant details regarding datasets can be gleaned from the Methods section of the manuscript.
DOI: 10.3535/g46-e1s-ct0
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jfw-1qd-rze
title: †Dalmanellidae Schuchert, 1913

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.6084/m9.figshare.25744212.v1
title: dtb (1).xlsx

description: The novel contributions of the work titled "Leveraging Machine Learning for the Detection of Structured Interference in Global Navigation Satellite Systems" is given as follows: (i) The proposed method doesn't rely on too many features, thus making it suitable for devices with limited computational capabilities (ii) The proposed method uses data from the delay lock loop (DLL) as intrinsic features, making it suitable for scenarios with carefully managed $C/N_0$ and (iii) It is more robust in classifying counterfeit replicas and true signals compared to traditional SQM and $C/N_0$ based detection strategies.
DOI: 10.3535/9wc-zxp-pab
title: †Dalmanellidae Schuchert, 1913

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y1v-eg9-k3a
title: †Pentameroidea McCoy, 1844

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5xv-ynk-9nz
title: †Stigmatella massalis Bassler, 1911

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/y56-z8h-03p
title: †Stigmatella massalis Bassler, 1911

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.