cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.f5cad4
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((114.104 4.227163, 114.033547 4.221593, 113.964832 4.205021, 113.899549 4.177855, 113.839307 4.140766, 113.785592 4.094668, 113.739726 4.040697, 113.702837 3.980184, 113.675834 3.914619, 113.659378 3.845619, 113.653872 3.774883, 113.65945 3.704152, 113.675971 3.635169, 113.703026 3.56963, 113.739947 3.509149, 113.785825 3.455213, 113.839529 3.40915, 113.899737 3.372093, 113.964969 3.344953, 114.033619 3.328397, 114.104 3.322833, 114.174381 3.328397, 114.243031 3.344953, 114.308263 3.372093, 114.368471 3.40915, 114.422175 3.455213, 114.468053 3.509149, 114.504974 3.56963, 114.532029 3.635169, 114.54855 3.704152, 114.554128 3.774883, 114.548622 3.845619, 114.532166 3.914619, 114.505163 3.980184, 114.468274 4.040697, 114.422408 4.094668, 114.368693 4.140766, 114.308451 4.177855, 114.243168 4.205021, 114.174453 4.221593, 114.104 4.227163))"},{"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 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001358-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/b7814cd
title: Sand temperature and sea turtle hatchling sex ratios of the Conflict Islands, Papua New Guinea

description: This dataset contains original data records of mean monthly sand temperature from temperature data loggers at nest depth for two islands in the Conflict Island Atoll. These data also include modelled sand temperature, nest temperature and hatchling sex ratios for the region during each nesting season (Nov-Mar) from 1960 - 2099. These modelled temperatures were generated using extracted historical air temperature data (with permissions) from the ICOADS Monthly Mean Release 3 (https://rda.ucar.edu/datasets/ds548.1/) and the forecasted air temperature anomalies from the KNMI Climate Data Explorer (CMIP5) (https://climexp.knmi.nl/start.cgi).
DOI: 10.48610/b83039a
title: Core Sorghum Breeding (ABC Hybrid-South East QLD in years 2002 to 2005)

description: Core Sorghum Breeding is focused on the development of sorghum breeding lines incorporating variation in traits predicted to improve productivity in the northern region combination with particular managements. Trial Codes: SABA02HRMT4,SABA04HRMT4,SABA05HRMT4,SABB05HRMT4. Trial Types: ABC Hybrid. Site Names: Hermitage. Site Year(s): 2002 to 2005. Treatments: Genotype;. Variables: Height (cm) - Height from ground to tip of the head (Decimal); Head Length (cm) - Length of the head, 6-70cm (Decimal); Flag Height (cm) - Height to the flag leaf in cm (Decimal); Days to Flower (days) - Days to flower (Integer); Pollen (Score) - Pollen rating 1=heaps 9= sterile (ie no pollen) (Integer); Row Spacing (m) - Row Spacing (Decimal); Yield (t/ha) - Yield t/ha (Decimal); Plot Weight (kg) - Weight of grain harvested from a plot kg (Decimal); Trt (Id) - Treatment number for genotype for that particular trail (not unique) (Integer); Plot Length (m) - Plot Length in metres (Decimal); Plot Area (m2) - Plot Area in metres squared (Decimal); Peduncle Length (cm) - Distance between the bottom of the head and the flag leaf in cm (Decimal); Lodging Plants (Score) - Lodging Number of plants (Integer); Anthesis SPAD (SPAD) - SPAD; Indicates chlorophyll content or ""greenness"" of plant on a scale of -9.9 to 199.9 at anthesis (Decimal); Biomass Rating (Score) - Average of 2 different visual ratings of biomass of plot, scale of 1 to 5, 1 being the least and 5 the most biomass (Integer); Bushel Weight (Text) - Bushel Weight (Decimal); Post Anthesis SPAD (SPAD) - SPAD; Indicates chlorophyll content or ""greenness"" of plant on a scale of -9.9 to 199.9 Post anthesis (Decimal); Pre Anthesis SPAD (SPAD) - Pre anthesis SPAD; Indicates chlorophyll content or ""greenness"" of plant on a scale of -9.9 to 199.9 (Decimal); Seed Weight 1000 (gm) - Seed Weight per 1000 seed (Decimal); Tiller Height (cm) - Tiller height (from ground to top of tiller head) (Integer); Head Height (cm) - Height to the bottom of the head cm (Decimal); Plants per plot (Count) - Count of Plants per Plot (Integer); LSN-2 (Score) - Rating 1=Alive, 9=Dead, LSN-2 is the leaf senescence or stay-green rating Used in MET data only aytfemale (Integer); LSN (Score) - Rating 1=Alive, 9=Dead, LSN is the leaf senescence or stay-green rating (Integer); Seed Weight 500 (gm) - Seed Weight per 500 seed (Decimal);. Other Columns: TrialAcronym; TrialNote; TrialNumber; TrialStartDate; SiteName; Series; ReplicateNumber; column; row.Spatial coverage: GRDC Subregion: South East QLD
DOI: 10.48610/b86d7f5
title: Survey - Understanding how and why students use academic file-sharing and homework-help websites: Implications for academic integrity

description: This file contains supplementary data used in the survey, including the questions asked and human ethics approval documentation.
DOI: 10.15468/dl.ec8739
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((103.549 0.5671850000000001, 103.478734 0.561617, 103.410198 0.545052, 103.34508 0.517898, 103.284984 0.480822, 103.23139 0.434739, 103.185617 0.380783, 103.148792 0.320283, 103.121822 0.254728, 103.10537 0.185733, 103.099841 0.114996, 103.105372 0.04426, 103.121826 -0.024735, 103.148798 -0.09028899999999999, 103.185624 -0.150788, 103.231397 -0.204743, 103.284991 -0.250825, 103.345086 -0.287899, 103.410202 -0.315053, 103.478736 -0.331618, 103.549 -0.337185, 103.619264 -0.331618, 103.687798 -0.315053, 103.752914 -0.287899, 103.813009 -0.250825, 103.866603 -0.204743, 103.912376 -0.150788, 103.949202 -0.09028899999999999, 103.976174 -0.024735, 103.992628 0.04426, 103.998159 0.114996, 103.99263 0.185733, 103.976178 0.254728, 103.949208 0.320283, 103.912383 0.380783, 103.86661 0.434739, 103.813016 0.480822, 103.75292 0.517898, 103.687802 0.545052, 103.619266 0.561617, 103.549 0.5671850000000001))"},{"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/0001359-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18321020
title: Raw data for 'Persistent water cycles after Martian floods'

description: This Excel file contains the raw data for Figs. S1, S12, and S13 from the manuscript "Persistent Water Cycles after Martian Floods."
DOI: 10.5281/zenodo.18321021
title: Raw data for 'Persistent water cycles after Martian floods'

description: This Excel file contains the raw data for Figs. S1, S12, and S13 from the manuscript "Persistent Water Cycles after Martian Floods."
DOI: 10.48610/b9ed88b
title: NF-CSE-CIC-IDS2018

description: NetFlow Version 1 of the datasets is made up of 8 basic NetFlow features. The details of the datasets are published in;

Sarhan M., Layeghy S., Moustafa N., Portmann M. (2021) NetFlow Datasets for Machine Learning-Based Network Intrusion Detection Systems. In: Big Data Technologies and Applications. BDTA 2020, WiCON 2020. Springer, Cham.

The use of the datasets for academic research purposes is granted in perpetuity after citing the above papers. For commercial purposes, it should be agreed upon by the authors. Please get in touch with the author Mohanad Sarhan for more details.
DOI: 10.48610/bb0f237
title: Data for: Seeing Picasso: an investigation into the visual system of the triggerfish, Rhinecanthus aculeatus

description: Data for: Seeing Picasso: an investigation into the visual system of the triggerfish, Rhinecanthus aculeatus
DOI: 10.48610/bc096fa
title: Zelda Smart Home Prototype

description: This is the avatar and animation set created for the Auslan Communication Technologies Pipeline project. It is the core of the demo presented in Zelenskaya et al., 2023, however the virtual smart home included in the demo was removed in this prototype, as it was created using third party assets. This prototype contains: 1) An Unreal Engine project with the Zelda avatar as it was used in the demo; 2) Models and scripts for recognising emblematic gestures inspired by Auslan signs, disambiguating from context, assembling a command, executing the command, and generating an appropriate response from the avatar; 3) Instructions on setting up SplitCam to use a single webcam as input in two locations; 4) Instructions on connecting MediaPipe to Unreal Engine to run the prototype; 5) The required version of Python (3.9); 6) The Unreal Engine project we used to record Auslan signs through motion capture; and 7) Several backup versions of the avatar, and tracking, and HTTP communication, from previous iterations of the prototype.
DOI: 10.48610/bc851b7
title: Genome and transcriptome data for bloom-forming dinoflagellate Prorocentrum cordatum CCMP1329

description: De novo assembled genome sequences, structural annotation of the genome, predicted protein-coding genes, predicted protein sequences, and de novo assembled transcriptome from the bloom-forming dinoflagellate Prorocentrum cordatum CCMP1329Pcordatum_genes_CDS_v1_fasta.gz     - Predicted protein-coding gene sequencesPcordatum_genes_PROT_v1_fasta.gz   - Predicted protein sequencesPcordatum_genome_ANNOT_v1_gff3.gz  - Structural annotation of assembled genomePcordatum_genome_ASSEMBLY_v1_fasta.gz  - De novo assembled genome sequencesPcordatum_transcriptome_v1_fasta.gz  - De novo assembled transcriptome sequences
DOI: 10.48610/bd7e108
title: Gatton Sky Image and PV Generation 2020

description: The data regarding PV generation and sky images were acquired from a solar farm situated at The University of Queensland's Gatton campus in Australia, possessing a peak capacity of 3.275 MW. Two MOBITIX hemispheric cameras (Q25) have been installed to take real-time images of the sky above the solar farm. The sky image is with 2408×1536 pixels and RGB channels and the time resolution of the images is 10 seconds. PV generation data is with a resolution of one minute. This dataset is used to predict the future PV generation based on the sky images.
DOI: 10.6084/m9.figshare.31101688
title: Dataset supporting: Low-Latency Jamming Mitigation in SWaP-Constrained GNSS Analog CRPAs via Hierarchical Dithered Null Steering

description: <b>Dataset Supporting: Low-Latency Jamming Mitigation in SWaP-Constrained GNSS Analog CRPAs via Hierarchical Dithered Null Steering</b>OverviewThis dataset contains the measurement-level simulation data and precomputed weight vectors supporting the research paper of the same title. The data evaluates a novel hierarchical search framework designed to mitigate high-power GNSS interference using only raw analog power measurements, specifically tailored for size, weight, and power (SWaP)-constrained platforms such as UAVs.<b>Data Contents</b><b>Precomputed Look-Up Tables (LUTs):</b> Complex beamforming weight vectors for a 4-element Uniform Circular Array (UCA). <b>Spatial Performance Data:</b> 2D spatial distributions of angular error and suppression levels across the full upper hemisphere (azimuth: 0–360°, zenith: 0–90°) averaged across 1000 Monte Carlo Trials.Methodology and Technical DetailsThe data was generated using custom MATLAB scripts (R2023b). The hierarchical algorithm employs a binary refinement strategy (k=2) combined with Dithered Multi-Pass Probing (DMP) to overcome spatial ambiguities caused by antenna null morphologies. Key simulation parameters include a Jammer-to-Noise Ratio (JNR) of 30 dB, a Minimum Discernibility Condition (MDC) threshold of 3 dB, and a target suppression of 40 dB.
DOI: 10.6084/m9.figshare.31101688.v1
title: Dataset supporting: Low-Latency Jamming Mitigation in SWaP-Constrained GNSS Analog CRPAs via Hierarchical Dithered Null Steering

description: <b>Dataset Supporting: Low-Latency Jamming Mitigation in SWaP-Constrained GNSS Analog CRPAs via Hierarchical Dithered Null Steering</b>OverviewThis dataset contains the measurement-level simulation data and precomputed weight vectors supporting the research paper of the same title. The data evaluates a novel hierarchical search framework designed to mitigate high-power GNSS interference using only raw analog power measurements, specifically tailored for size, weight, and power (SWaP)-constrained platforms such as UAVs.<b>Data Contents</b><b>Precomputed Look-Up Tables (LUTs):</b> Complex beamforming weight vectors for a 4-element Uniform Circular Array (UCA). <b>Spatial Performance Data:</b> 2D spatial distributions of angular error and suppression levels across the full upper hemisphere (azimuth: 0–360°, zenith: 0–90°) averaged across 1000 Monte Carlo Trials.Methodology and Technical DetailsThe data was generated using custom MATLAB scripts (R2023b). The hierarchical algorithm employs a binary refinement strategy (k=2) combined with Dithered Multi-Pass Probing (DMP) to overcome spatial ambiguities caused by antenna null morphologies. Key simulation parameters include a Jammer-to-Noise Ratio (JNR) of 30 dB, a Minimum Discernibility Condition (MDC) threshold of 3 dB, and a target suppression of 40 dB.
DOI: 10.48610/be3832e
title: Longfield et al_2024_Synapsin

description: Unprocessed single-particle trajectory data generated in the Meunier lab, investigating the role of Synapsin 2a tetramerization on reserve synaptic vesicle mobility in hippocampal neurons................................................................................................................................................................................................................................................................................................................................................................................
DOI: 10.48610/bf3e83f
title: LFI-based confocal imaging system characterisation

description: The datasets comprise measurements of a confocal imaging setup with a THz quantum cascade laser acting as source, detector, and pinhole via laser feedback interferometry (LFI). The optical system is fully characterised by performing beam profile measurements with a pyroelectric detector at different stages of the system. The point-spread function of the LFI-based system is measured, via a knife-edge technique, and compared to the point spread function of a conventional imaging configuration utilising a pyroelectric detector. Different focusing numerical apertures are employed for which beam profiles, axial signal distribution, and imaging of resolution targets are performed. Finally, 3D tomography imaging of a printed circuit board is conducted to test the system's performance.
DOI: 10.48610/bf657d1
title: A Repository of global datasets for characterizing resource frontiers.

description: A collection of datasets that can be used to characterize resource frontiers and spatially study the places that are under pressure from resource extraction. There are ten (10) thematic categories: “Mining”, “Energy, Transportation and Infrastructure”, “Economy and Livelihoods”, “Governance”, “Culture & Heritage”, “Demography”, “Health & Food Security”, “Land”, “Environment and Climate”, and “Biodiversity”. For each of the datasets, users can explore metadata, and access external links for further information.
DOI: 10.15468/dl.rfm93k
title: Occurrence Download

description: A dataset containing 7491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Ammotragus lervia",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 7491 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001360-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/c1e51da
title: The role of incentive mechanisms in promoting forest restoration: dataset

description: Dataset for a Review Paper on the role of incentive mechanisms in promoting forest restoration. Details of the study are included below via the abstract from the manuscript. The dataset includes data from 73 papers that evaluated the outcomes and/or factors affecting implementation success of incentives mechanisms for forest restoration. The data resulted from a thematic analysis conducted in NVivo. The data consists of descriptive data of incentives for forest restoration assessed by the reviewed studies, as well as their outcomes and factors affecting implementation success, considered as they were defined in the reviewed papers. For factors affecting implementation success the main categories were ‘Enablers’ and ‘Constraints’. Within these, we classified factors as ‘Biophysical’, ‘Social’ or ‘Economic’. Outcomes of incentive mechanisms were categorised as ‘Beneficial outcomes’, ‘Unmet objectives’ and ‘Perverse outcomes’. A copy of NVivo is needed to open the .nvp file. Manuscript abstract: Forest restoration has been proposed as a scalable nature-based solution to achieve global environmental and socio-economic outcomes and is central to many policy initiatives, such as the Bonn Challenge. Restored forests contain appreciable biodiversity, improve habitat connectivity, and sequester carbon. Incentive mechanisms (e.g., payments for ecosystem services and allocation of management rights) have been a focus of forest restoration efforts for decades. Yet, there is still little understanding of their role in promoting restoration success. We conducted a systematic literature review to investigate how incentive mechanisms are used to promote forest restoration, outcomes, and the biophysical and socio-economic factors that influence implementation and programme success. We found that socio-economic factors, such as governance, monitoring systems, and the experience and beliefs of participants, dominate whether or not an incentive mechanism is successful. We found that approximately half of the studies report both positive ecological and socio-economic outcomes. However, reported adverse outcomes were more commonly socio-economic than ecological. Our results reveal that achieving forest restoration at sufficient scale to meet international commitments will require stronger assessment and management of socio-economic factors that enable or constrain the success of incentive mechanisms.
DOI: 10.48610/c1f6deb
title: Resting state functional connectivity after Traumatic Brain Injury in a P301L tauopathy mouse model: effects of neuroinflammation and phosphorylated tau

description: Resting state functional connectivity; tau; neuroinflammation; phosphorylated tau; Alzheimer’s disease
DOI: 10.48610/c22c10c
title: Genomic resources of seven Australian weed species of national significance

description: Draft de novo genome assemblies, predicted protein-coding genes, and predicted protein sequences from seven Australian weed species: Alligator weed (AW; Alternanthera philoxeroides), African boxthorn (BT; Lycium ferocissimum), Fireweed (FW; Senecio madagascariensis), Lantana (LC; Lantana camara), Parthenium (P; Parthenium hysterophorus), Rubber vine (RV; Cryptostegia grandiflora), and Water hyacinth (WH; Eichhornia crassipes = Pontederia crassipes). All data associated with a species is available as a *tar.gz file.
DOI: 10.15468/dl.ccead6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.14723 -33.75579,35.14723 -33.75579,35.14723 -19.24421,-1.14723 -19.24421,-1.14723 -33.75579))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nuttalliella namaqua",
 "Year 1930-1937"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001361-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/c26432b
title: ClotPro reference interval data

description: Development of reference intervals for the viscoelastic testing device known as the CLotPro, in healthy dogs.
DOI: 10.48610/c517a74
title: INOVIQ manuscript

description: Extracellular vesicles were isolated using EXO-NET, and the RNA content extracted using the Norgen Exosomal RNA Isolation Kit. Afterwards, the RNA was processed to generate small RNA libraries, using the NEXTFLEX® Small RNA-seq v3 Kit with UDI's. The libraries were quantified using the KAPA Library Quantification Kit and libraries pooled in equimolar quantities. The pooled library was sequenced with the following conditions, single index 8bp read and 76bp for read 1, using High Output 75 cycle kit on NextSeq 500.
DOI: 10.15468/dl.dfqjdu
title: Occurrence Download

description: A dataset containing 3263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE",
 "TaxonKey is Alcelaphus buselaphus",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3263 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001362-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/c52987f
title: Paediatric pyeloplasty training model

description: This dataset contains the digital files to create a paediatric pyeloplasty training model which includes the kidney, renal pelvis and ureter, and the setup equipment. Attached to the dataset is the user instructions on how to create the training model using accessible and widely available equipment and material, especially highlighting the silicone dip-coating method. This is intended for surgical trainees to practice laparoscopic or open pyeloplasty surgical technique, in a simulated environment given the paucity of the procedure during surgical training and lack of realistic training models.
DOI: 10.5281/zenodo.18321058
title: Tragopogon porrifolius L. 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 16:55
DOI: 10.5281/zenodo.18321057
title: Tragopogon porrifolius L. 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 16:55
DOI: 10.48610/c59d22a
title: Hannah Musco-Honours Supplementary tables

description: The dataset comprises the Supplementary tables from Hannah Musco's Honours thesis.
DOI: 10.48610/c774dd1
title: Enhanced electrophysiological responses to explicitly predicted and pre-imagined inputs, with confirmation from online decoding with neuro-feedback

description: EEG raw trial data, analysis scripts and experimental code