cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31094347.v1
title: An in-depth transcriptomic atlas deciphering traditional Chinese medicine mechanisms and diseases

description: 1.TCM_Atlas_Metadata.csv:Metadata for 408 TCM-related transcriptomic experiments2.Expression_Matrices:Harmonized gene expression matrices (count-based and normalized), with genes as rows and GSM samples as columns.3.Differential_Expression_Analysis:Differential expression results for each experiment, including log2 fold change and statistical significance.4.Functional_and_Pathway_Enrichment_Analysis:GO and KEGG enrichment results derived from differentially expressed genes.
DOI: 10.15468/dl.bdkmtk
title: Occurrence Download

description: A dataset containing 2908 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Lithuania",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2021-2021"
 ]
}

 The dataset includes 2908 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002753-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5hdby
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.448 2.214179, 103.377685 2.208611, 103.309103 2.192042, 103.243944 2.164883, 103.183813 2.127801, 103.130191 2.08171, 103.084399 2.027747, 103.047564 1.96724, 103.020592 1.901681, 103.004147 1.832683, 102.998631 1.761945, 103.00418 1.691211, 103.020656 1.62222, 103.047652 1.556673, 103.084502 1.496181, 103.130299 1.442234, 103.183916 1.39616, 103.244031 1.359093, 103.309167 1.331945, 103.377719 1.315384, 103.448 1.309819, 103.518281 1.315384, 103.586833 1.331945, 103.651969 1.359093, 103.712084 1.39616, 103.765701 1.442234, 103.811498 1.496181, 103.848348 1.556673, 103.875344 1.62222, 103.89182 1.691211, 103.897369 1.761945, 103.891853 1.832683, 103.875408 1.901681, 103.848436 1.96724, 103.811601 2.027747, 103.765809 2.08171, 103.712187 2.127801, 103.652056 2.164883, 103.586897 2.192042, 103.518315 2.208611, 103.448 2.214179))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 627 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002754-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k6bnu3
title: Occurrence Download

description: A dataset containing 1465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Viola biflora)",
 "Geometry POLYGON ((8.643 46.99, 14.1 46.92, 14.43 50.75, 8.534 50.83, 8.643 46.99))",
 "Year is greater than or equal to 2010",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 50",
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material sample)"
 ]
}

 The dataset includes 1465 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002752-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hahxhw
title: Occurrence Download

description: A dataset containing 4162978 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is China"
 ]
}

 The dataset includes 4162978 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002696-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18312748
title: Siphocampylus Pohl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.5281/zenodo.18312747
title: Siphocampylus Pohl. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:54
DOI: 10.15468/dl.tfysqn
title: Occurrence Download

description: A dataset containing 22817 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Floristische Kartierung Österreichs - Mapping the Flora of Austria"
 ]
}

 The dataset includes 22817 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002756-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbrxyb
title: Occurrence Download

description: A dataset containing 19595 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Kleinothraupis atropileus"
 ]
}

 The dataset includes 19595 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002755-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18312592
title: Optimized cartesian coordinates

description: Optimized DFT cartesian coordinates for the set of disulfide-containing structures.
DOI: 10.5281/zenodo.18312593
title: Optimized cartesian coordinates

description: Optimized DFT cartesian coordinates for the set of disulfide-containing structures.
DOI: 10.15468/dl.ftn7hm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.308 -1.199818, 102.237722 -1.205384, 102.169173 -1.221945, 102.10404 -1.249093, 102.043927 -1.286161, 101.990314 -1.332235, 101.944519 -1.386183, 101.907672 -1.446675, 101.880678 -1.512223, 101.864204 -1.581214, 101.858657 -1.651949, 101.864173 -1.722686, 101.880619 -1.791684, 101.90759 -1.857243, 101.944423 -1.91775, 101.990212 -1.971712, 102.043831 -2.017802, 102.103958 -2.054884, 102.169113 -2.082043, 102.23769 -2.098611, 102.308 -2.10418, 102.37831 -2.098611, 102.446887 -2.082043, 102.512042 -2.054884, 102.572169 -2.017802, 102.625788 -1.971712, 102.671577 -1.91775, 102.70841 -1.857243, 102.735381 -1.791684, 102.751827 -1.722686, 102.757343 -1.651949, 102.751796 -1.581214, 102.735322 -1.512223, 102.708328 -1.446675, 102.671481 -1.386183, 102.625686 -1.332235, 102.572073 -1.286161, 102.51196 -1.249093, 102.446827 -1.221945, 102.378278 -1.205384, 102.308 -1.199818))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002757-260119153935675/datasets/export for details.
DOI: 10.15468/dl.sj3mq2
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tabanus coreanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002759-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6qy5tb
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Azorella lycopodioides"
 ]
}

 The dataset includes 119 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002758-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8dbew7
title: Occurrence Download

description: A dataset containing 1821 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.702 2.224179, 103.631685 2.218611, 103.563102 2.202042, 103.497942 2.174883, 103.437811 2.137801, 103.384189 2.09171, 103.338397 2.037747, 103.301562 1.97724, 103.27459 1.91168, 103.258144 1.842682, 103.252629 1.771945, 103.258178 1.701211, 103.274654 1.63222, 103.30165 1.566672, 103.3385 1.506181, 103.384298 1.452234, 103.437915 1.40616, 103.498031 1.369093, 103.563166 1.341945, 103.631718 1.325384, 103.702 1.319819, 103.772282 1.325384, 103.840834 1.341945, 103.905969 1.369093, 103.966085 1.40616, 104.019702 1.452234, 104.0655 1.506181, 104.10235 1.566672, 104.129346 1.63222, 104.145822 1.701211, 104.151371 1.771945, 104.145856 1.842682, 104.12941 1.91168, 104.102438 1.97724, 104.065603 2.037747, 104.019811 2.09171, 103.966189 2.137801, 103.906058 2.174883, 103.840898 2.202042, 103.772315 2.218611, 103.702 2.224179))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 1821 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002760-260119153935675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60809/drum.24155151
title: Assessment of quality of suburban building stock : indicators Matrix Santa Lucija, Malta

description: Tabular data for the assessment of Suburban Building Stock in Santa Lucija, Malta
DOI: 10.60809/drum.24160878
title: MaltaPot low magnification unground sections photographs

description: These images show the edges of early Neolithic pot sherds from the Maltese Islands under low magnification, and show the appearance of the fabric before grinding was carried out to produce a flat surface for additional research. Image names starting with 'G' are of sherds from the Ghar Dalam phase; those starting with 'S' from the Skorba phase; and those starting with 'Z' are from the Zebbug phase.
DOI: 10.60809/drum.24155151.v1
title: Assessment of quality of suburban building stock : indicators Matrix Santa Lucija, Malta

description: Tabular data for the assessment of Suburban Building Stock in Santa Lucija, Malta
DOI: 10.60809/drum.24161070
title: Puzzling over spurdogs : molecular taxonomy assessment of the Squalus species in the Strait of Sicily

description: The actual occurrence of Squalus megalops in the Mediterranean Sea has recently been questioned. Several research works which sought to assess available morphological and meristic features that differentiate S. megalops from other Squalus species in the Mediterranean Sea, revealed poor discriminatory power and high variability of the assessed characters, especially when comparing S. megalops and S. blainville. The application of molecular tools does not support the presence of S. megalops. In the present study, we screened spurdog species from the Strait of Sicily using a molecular taxonomy approach based on two mitochondrial DNA markers and we report the occurrence of two Squalus lineages characterizing specimens collected from the stretch of sea between Tunisia, southern Sicily, Malta and Libya. The results support the hypothesis that a common species, S. blainville, currently inhabits the Mediterranean Sea, while a second and rare species is probably an occasional visitor with high morphological similarity to the S. megalops and S. blainville but is genetically distinct from both. Within this perspective, the occurrence of S. megalops in the Mediterranean Sea is not confirmed and our study highlights the taxonomic uncertainties in relation to the occurrence and distribution of Squalus species in this region. We encourage the establishment of a coordinated international effort to implement a comprehensive and integrated taxonomic assessment on this genus which represents an irreplaceable component of the biodiversity of the area.
DOI: 10.60809/drum.24161070.v1
title: Puzzling over spurdogs : molecular taxonomy assessment of the Squalus species in the Strait of Sicily

description: The actual occurrence of Squalus megalops in the Mediterranean Sea has recently been questioned. Several research works which sought to assess available morphological and meristic features that differentiate S. megalops from other Squalus species in the Mediterranean Sea, revealed poor discriminatory power and high variability of the assessed characters, especially when comparing S. megalops and S. blainville. The application of molecular tools does not support the presence of S. megalops. In the present study, we screened spurdog species from the Strait of Sicily using a molecular taxonomy approach based on two mitochondrial DNA markers and we report the occurrence of two Squalus lineages characterizing specimens collected from the stretch of sea between Tunisia, southern Sicily, Malta and Libya. The results support the hypothesis that a common species, S. blainville, currently inhabits the Mediterranean Sea, while a second and rare species is probably an occasional visitor with high morphological similarity to the S. megalops and S. blainville but is genetically distinct from both. Within this perspective, the occurrence of S. megalops in the Mediterranean Sea is not confirmed and our study highlights the taxonomic uncertainties in relation to the occurrence and distribution of Squalus species in this region. We encourage the establishment of a coordinated international effort to implement a comprehensive and integrated taxonomic assessment on this genus which represents an irreplaceable component of the biodiversity of the area.
DOI: 10.60809/drum.24998543
title: The VNF cybersecurity dataset for research (VNFCYBERDATA)

description: Virtualisation has received widespread adoption and deployment across a wide range of enterprises and industries throughout the years. Network Function Virtualisation (NFV) is a technical concept that presents a method for dynamically delivering virtualised network functions as virtualised or software components. Virtualised Network Function (VNF) has distinct advantages, but it also faces serious security challenges. Cyberattacks such as Denial of Service (DoS), malware/rootkit injection, port scanning, and so on can target VNF appliances just like any other network infrastructure. To create exceptional training exercises for machine or deep learning (ML/DL) models to combat cyberattacks in VNF, a suitable dataset (VNFCYBERDATA) exhibiting an actual reflection, or one that is reasonably close to an actual reflection, of the problem that the ML/DL model could address is required. This article describes a real VNF dataset that contains over seven million data points and twenty-five cyberattacks generated from five VNF appliances. To facilitate a realistic examination of VNF traffic, the dataset includes both benign and malicious traffic.<br><b>Citation</b>If you are using this dataset for your research, please reference it as"Ayodele, B.; Buttigieg, V. The VNF Cybersecurity Dataset for Research (VNFCYBERDATA). <i>Data</i> 2024, <i>9</i>, 132. https://doi.org/10.3390/data9110132"<br><b>Documentation</b>Dataset documentation is available at: https://www.mdpi.com/2306-5729/9/11/132<br><br>
DOI: 10.60809/drum.25232857.v1
title: Trends in rabbit meat consumption in selected Maltese rural areas

description: This study aimed to analyse trends in rabbit meat consumption amongst consumers in selected rural communities in Malta. Data was collected through a survey that targeted 250 interviewees which was conducted through random telephone calls. Results indicate that rabbit meat is perceived as being lean and low in cholesterol, healthier and tastier than other meats, however this is not reflected in the consumption pattern. Price does not result to be an issue, yet its consumption is moderate. Thighs are the most preferred part of the carcass and frying/braising is the most frequent method of cooking. An element of doubt in the supply chain exists, so much so that consumers prefer to source from family and friends that rear rabbits mainly for their own consumption. To the best of the authors’ knowledge, this is the first study that attempts to assess and report on Maltese consumer perceptions and behaviours related to rabbit meat.
DOI: 10.60809/drum.25232908
title: Biological constraints and on-farm limitations affecting meat rabbit productivity in Malta

description: Literature on the production characteristics and constraints of intensive commercial rabbit meat production in Malta is scarce. This paper presents the current situation of the sector as it emerged through questionnaires addressed to the various stakeholders and professionals working within the sector. Agriculture holdings in Malta are limited in size, thereby restricting farm design, which very often requires improvised adjustments and compromises based on the available footprint. Furthermore, Malta’s geographical position is a consistent constraint whenever imports are required; hence, all manufacturing and production industries, rabbit production included, have a significant disadvantage over their European counterparts as there are added expenses associated with transport costs. Other constraints are that the sector is not organised to harmonise production. Furthermore, producers are in need to upgrade their skill sets with regards to the basic principles of husbandry and stockmanship.
DOI: 10.60809/drum.25856200.v1
title: Vegetation data for upload.xlsx

description: This is a list of vegetation relevés collected from Malta in 2020-2021
DOI: 10.60809/drum.26236664.v1
title: LEXACTUM trained model weights

description: These files are the weights from the models described in our paper, "Convolutional Neural Networks for the Automated Detection of Strong Gravitational Lensing" (https://academic.oup.com/mnras/article/505/4/6155/6295319), trained for a varying number of epochs.The dataset on which these models have been trained is available on the Gravitational Lens Finding Challenge 1.0 web page:<br>http://metcalf1.difa.unibo.it/blf-portal/gg_challenge.html<br>The code written to train and load these models is available on the GitHub repository:<br>https://github.com/DanielMagro97/LEXACTUM<br>These models were also previously uploaded to, and are accessible on, Zenodo:<br>https://zenodo.org/records/4299924
DOI: 10.60809/drum.27187566
title: Scientific stage report on the samples taken from the Ghajn Tuffieha Roman baths site, Malta

description: Research data accompanying "Scientific stage report on the samples taken from the Ghajn Tuffieha Roman baths site, Malta". It builds further on the Bachelor's dissertation "Conservation of mosaics : a conservation proposal for the site of Għajn Tuffieħa Roman Baths".The paper details the characterisation of the mortars, renders, suspected marble and ceramic tesserae. Light microscopy, Scanning Electron Microscopy [SEM], X-ray Diffraction [XRD] and mercury porosimetry tests were planned for the 14 samples taken. To these, other tests were added such that the actual research also came to consist of XRD following clay fraction separation as well exposure of samples to different relative humidity levels.Light microscopy was used to get a better look at the samples components’ sizes and colours. SEM was in turn used to probe the samples’ surface and produce secondary electron images while the back-scattering mode of the SEM was used to provide information about the distribution of the different elements in the sample. XRD was used to help analyse the suspected minerals present in the samples.Clay fraction separation was found to be needed in order to better study the clay minerals detected by XRD. Exposure of the samples to different relative humidity levels was used to study the samples’ behaviour in absorption and desorption phases while mercury porosimetry was used to determine various quantifiable aspects of the samples’ porous nature such as open and closed porosity as well as average pore diameter.
DOI: 10.60809/drum.28846541
title: Magnetic Resonance Imaging (MRI) data of fruit and vegetables

description: Fruit & Vegetable MRI Dataset (Test Data)This dataset contains anatomical and diffusion MRI scans of various fruits and vegetables, collected as part of test experiments by the UMRI platform (https://www.um.edu.mt/platforms/umri/). The data is shared openly for anyone who wishes to practice or test MRI analysis pipelines.<br>PurposeThe dataset was created to:Provide easy-to-use MRI data for testing code and workflows.Facilitate learning and development in MRI research.Demonstrate BIDS-compatible dataset structure.<br>ContentsAnatomical MRI scans (T1w, T2w)Diffusion MRI scans (DWI)Derived data in BIDS derivatives folder<br>AnonymizationAll sensitive information has been removed or anonymized:<br>"InstitutionName" → Anonymous"InstitutionAddress" → Anonymous"DeviceSerialNumber" → Anonymous"StationName" → AnonymousOnly the scanner model is retained for reference.<br>LicenseThe dataset is freely available for non-commercial use. To ask for the data, please fill the form asking for it in https://www.um.edu.mt/platforms/umri/generalpublic/knowmore/gdprrights/form/<br>
DOI: 10.60809/drum.24155601
title: Glidersouth deployment (EGO glider : campe) (Mediterranean Sea - Western Basin)

description: The observations of campe glider on glidersouth deployment (Mediterranean Sea - Western basin) are distributed in 4 files: EGO NetCDF time-series (data, metadata, derived sea water current) NetCDF profiles extracted from the above time-series Raw data JSON metadata used by the decoder The following parameters are provided : Uncompensated (pressure and salinity) oxygen concentration reported by the oxygen sensor Sea temperature from oxygen sensor ITS-90 scale Uncalibrated_phase_shift_reported_by_oxygen_sensor Calibrated phase shift reported by oxygen sensor.