cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48610/5ccfb47
title: Raw data for "Cortical activity emerges in region-specific patterns during early brain development. Suárez et al., PNAS 2023"

description: Includes video and image files, along with analysis software and read-me data sheets.
Metadata included, files from multiphoton live microscopy experiments, and immunofluorescence against VGluT2 and Satb2. Additional software is also provided, as well as explanatory files and summary spreadsheets. 
Data included corresponds to raw files used in the upcoming publication: "Cortical activity emerges in region-specific patterns during early brain development. by Suárez, Bluett and McCullough et al., PNAS 2023"
DOI: 10.48610/5d0832d
title: NF-UNSW-NB15

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: 10.15468/dl.bqb5rq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((113.59 4.189163, 113.519551 4.183593, 113.450839 4.167021, 113.385558 4.139856, 113.32532 4.102767, 113.271607 4.056669, 113.225743 4.002698, 113.188856 3.942185, 113.161853 3.876621, 113.145397 3.807621, 113.139892 3.736884, 113.145469 3.666153, 113.161988 3.59717, 113.189042 3.531631, 113.225962 3.471149, 113.271837 3.417213, 113.325539 3.37115, 113.385745 3.334093, 113.450974 3.306952, 113.519622 3.290397, 113.59 3.284832, 113.660378 3.290397, 113.729026 3.306952, 113.794255 3.334093, 113.854461 3.37115, 113.908163 3.417213, 113.954038 3.471149, 113.990958 3.531631, 114.018012 3.59717, 114.034531 3.666153, 114.040108 3.736884, 114.034603 3.807621, 114.018147 3.876621, 113.991144 3.942185, 113.954257 4.002698, 113.908393 4.056669, 113.85468 4.102767, 113.794442 4.139856, 113.729161 4.167021, 113.660449 4.183593, 113.59 4.189163))"},{"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/0001323-260120142942310/datasets/export for details.
DOI: 10.48610/5d9371d
title: Dynamin1 long- and short-tail isoforms exploit distinct recruitment and spatial patterns to form endocytic nanoclusters

description: This dataset is the source data of the paper “Dynamin1 long- and short-tail isoforms exploit distinct recruitment and spatial patterns to form endocytic nanoclusters” which is published in Nature communications.  The source data includes the raw movies of the TIRF low resolution imaging of GPF tagged Dyn1aa, Dyn1ab, and Dyn1bb to assess the recruitment of Dyn1 via intensity changes in response to stimulation. The raw movies of sptPALM super-resolution imaging are also included in this dataset to study the nanoscale mobility changes and the spatiotemporal nanoclustering of Dyn1 isoforms in response to stimulation.
DOI: 10.5281/zenodo.18320912
title: Urticaceae Juss. 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 16:56
DOI: 10.5281/zenodo.18320913
title: Urticaceae Juss. 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 16:56
DOI: 10.15468/dl.3gedg3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((110.696 0.522185, 110.625734 0.516617, 110.557199 0.5000520000000001, 110.492081 0.472898, 110.431986 0.435823, 110.378392 0.38974, 110.332619 0.335784, 110.295794 0.275284, 110.268823 0.209729, 110.252371 0.140734, 110.246842 0.069998, 110.252372 -0.000739, 110.268826 -0.069733, 110.295797 -0.135288, 110.332623 -0.195787, 110.378396 -0.249742, 110.43199 -0.295825, 110.492085 -0.332899, 110.557201 -0.360053, 110.625735 -0.376617, 110.696 -0.382185, 110.766265 -0.376617, 110.834799 -0.360053, 110.899915 -0.332899, 110.96001 -0.295825, 111.013604 -0.249742, 111.059377 -0.195787, 111.096203 -0.135288, 111.123174 -0.069733, 111.139628 -0.000739, 111.145158 0.069998, 111.139629 0.140734, 111.123177 0.209729, 111.096206 0.275284, 111.059381 0.335784, 111.013608 0.38974, 110.960014 0.435823, 110.899919 0.472898, 110.834801 0.5000520000000001, 110.766266 0.516617, 110.696 0.522185))"},{"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/0001324-260120142942310/datasets/export for details.
DOI: 10.48610/5ecd1e8
title: Spectral Data for Plasmodium

description: Spectra data of Plasmodium falciparum infected and uninfected  blood grown in lab using invitro cultures
Spectra data of Plasmodium Berghei infected  and infected blood drawn from experimental mice
Spectra data of Plasmodium berghei infected and uninfected mice collected non-invasively through the skin of experimental mice
The datasets were used to develop machine learning algorithms for differentiating infected from uninfected samples in blood or non-invasively through the skin of mice and to predict parasitaemia of samples.
DOI: 10.48610/5f24ed4
title: BrainDevo

description: An interactive database containing transcription factors/micro RNAs and target genes involved in the human brain development.
DOI: 10.48610/603a0d3
title: Leaf photosynthetic response curves

description: Measured sorghum and maize leaf photosynthetic CO2, light response curves at multiple leaf temperatures.

Plant materials: commercial hybrids of Sorghum bicolor (Scorpio, Advanta) and Zea mays (P1197, Corteva Agriscience)

Growing conditions: Plants were grown during the summer of 2020–21 in a naturally-lit glasshouse (Brisbane, Australia) with temperatures set at 30°C between 8 am and 5 pm and 22°C at night. Three plants per hybrid were grown in 18 L pots filled with a potting medium consisting of 70% composted pine bark (0-5 mm) and 70% coco peat, which minimised the risk of waterlogging. The mix was supplemented with dolomite, gypsum, hydrated lime and Micromax to minimise symptoms of Ca-deficiency and ensure adequate nutrients.

Leaf sample measured: second fully expanded leaf from the top (or sometimes the first) under direct sunlight was used for measurement.
DOI: 10.48610/60bf14a
title: Statistical foot shape and deformation model animations

description: Animations of the first six principal components from statistical shape and deformation models. The models were constructed from registered 3D foot scans captured while bearing minimal weight (mBW) and full bodyweight (fBW).
DOI: 10.48610/60f1bf8
title: Quantile regression for comparative physiologists

description: This dataset contains material relevant to a project which highlights quantile regression as a statistical tool for comparative physiologists to consider adding to their statistical toolbox. The dataset contains: - an R script (Analysis.pdf) for analyses of simulated and real physiological data. - an excel spreadsheet (Master.xlsx) containing physiological data for analysis. The excel spreadsheet contains data for the following columns: - Exp_temp: temperature (in degC) that amphibian larvae were acutely exposed to during acute ultraviolet radiation exposure. - CPD_corrected: the concentration of cyclobutene pyrimidine dimers (UV-induced DNA damage) in 0.4 ng/ul whole body larval DNA extractions relative to UVC-irradiated DNA standards These data were used to support the publication of works related to the project.
DOI: 10.5281/zenodo.18320919
title: Verbena isabellei Briq. 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 16:56
DOI: 10.5281/zenodo.18320918
title: Verbena isabellei Briq. 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 16:56
DOI: 10.48610/612e126
title: COVID, Empathy and Pandemic Fatigue combined dataset

description: This is the dataset for the study that was conducted, which combined Study 1 and 2 from the original study designs. It includes empathy condition, a 3-item scale on empathy felt for people vulnerable to COVID-19, 6 items on support for public health measures to combat COVID-19, vaccination status (yes/no), 6 items of the Pandemic Fatigue scale, additional demographics including gender, age and Australian state of residence, as well as the sum totals for each of the empathy, public health measure and pandemic fatigue scales. Raw scores for each scale item is provided numerically for data replication purposes. Empathy and public health scales are from 1-5, while the Pandemic Fatigue Scale is 1-7.
DOI: 10.48610/61b97b1
title: Development and validity evaluation of an electronic device use questionnaire in Australian and United Kingdom adults

description: Dataset contains demographic and daily hours of electronic device use data of healthy Australian and United Kingdom adults. Demographic data includes participant age, gender, physical activity levels, height, weight, and country of residence. Electronic device use data was collected via 24-hour electronic device use diaries and the Electronic Device Use Questionnaire (EDUQ). Participants completed up to eight 24-hour electronic device use diaries, three EDUQs via online survey platforms. To determine the validity of the EDUQ, daily hours of electronic device use from the EDUQ was compared against intake from the 24-hour electronic device use diaries using a Bland-Altman plot analysis.
DOI: 10.48610/626ba74
title: Experiments conducted with a joystick.

description: This dataset encompasses 3 experiments (A,B,C), conducted with a joystick.
Participants were healthy adults, recruited by advertisement or word of mouth. They were required to do a visual task on a computer monitor, while completing a concurrent manual task (with the joystick).
They did 2 experiments, with 2 different visual stimuli (a Necker cube and a Lissajous sinusoidal pattern).
They were randomly assigned to one of 2 condition groups, according to the training received (Compatible/Incompatible).
Each participant went therefore through 4 different experimental sessions: 2 controls (for the 2 stimuli) and 2 testing phases (for the 2 stimuli, consisting of test blocks interleaved with training blocks).
The underlying variable was the 2 key pressed responses (CIR1/CIR2) given by the participants at the end of each trial.
The main data of interest of this dataset consists of the rate of "matching" responses, with each participant, for each session.
DOI: 10.48610/62bc9a5
title: Shallow Agaricia genomic data

description: Genomic sequences of tissue samples from the scleractinian coral genus, Agaricia, collected in Curaçao in 2019 as a part of CoralScape project. gDNA was extracted using a salt extraction and reduced representation genomic libraries were created using PstI and MspI restriction enzymes. Three plates (of 96 samples per plate) per lane were sequenced using the Illumina NovaSeq 6000 (paired-end) for a total of three lanes. Data supports PhD work involving cryptic species, dispersal and ecological niches of Agaricia spp.
DOI: 10.48610/62d1f81
title: Australasian Computational and Simulation Commons (ACSC)

description: The ACSC contains high-value Quantum Mechanical (QM) data on individual molecules together with atomic level computer
simulations of the dynamic behaviour of complex molecular systems used in areas ranging from drug and materials design to understanding the function of cellular components.
DOI: 10.5281/zenodo.18320923
title: Spigelia scabra Cham. & Schltdl. 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.18320922
title: Spigelia scabra Cham. & Schltdl. 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: 10.48610/62e6d80
title: NF-BoT-IoT

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: 10.48610/62fc842
title: Mungbean UAV imagery

description: This study examined diverse mungbean accessions and varieties, and a mapping population across multiple filed trials conducted in 2021, 2022 and 2023 under rainfed conditions in Queensland, Australia. All trials were developed in a model-based row-column design using genetic relatedness (Cullis et al., 2020), which was implemented using the R statistical package ‘od’ (https://mmade.org/optimaldesign/). 
Regular UAV flights were conducted at the trial locations using a Matrice 300 RTK-DJI UAV fitted with a ‘MicaSense Altum-PT’ multispectral sensor. UAV flight altitudes were set at 20m and carried out on clear and still days between 10:00 to 11:00 AM local time to obtain high resolution raw images which were processed and stitched using Agisoft Metashape software. A single geo-referenced orthomosaic TIF image was generated per flight consisting of six channels (Blue, Green, Red, RedEdge, Near Infared and thermal).
GRDC – Mungbean UAV Imagery – Orthomosaics folder has stitched multispectral images across the four sites (Warwick2021, Allora2022, Gatton2022, Gatton2023). In the 'Warwick2021' file there are 5 orthomosiacs,  'Allora2022' there are 9 orthomosiacs, 'Gatton2022' there are 8 orthomosaics and 'Gatton2023' there are 14 orthomosaics. Additional notes are also provided, including a timeline outlining when flights were undertaken at each trial (recorded in days after sowing; DAS), with S indicating Sowing, D indicating Desiccation and H indicating Harvest (if applicable). Naming convention for the files are as follows: Organisation_Trial_Crop_Date_Time_Sensor_Bands_Height_transparent_reflectance_packed.tif
Additionally, each folder contains the relevant shapefiles (.shp) for each trial which segments out each individual plot in the trial. This shapefile includes data such as column, row and plot_id information. To find corresponding genotype for each plot_ID, you can refer to the excel document within each site folder.
DOI: 10.15468/dl.pp6zk2
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mixotoxodon larensis"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001325-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/631a24a
title: NF-UQ-NIDS-v2

description: NetFlow Version 2 of the datasets is made up of 43 extended NetFlow features.  The details of the datasets are published in:

Mohanad Sarhan, Siamak Layeghy, and Marius Portmann, Towards a Standard Feature Set for Network Intrusion Detection System Datasets, Mobile Networks and Applications, 103, 108379, 2022 

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: 10.48610/6413ffe
title: Saddle height variation: cycling muscle activation & energy data

description: MATLAB dataset featuring lower extremity muscle activations (EMG) and energy expenditure data across varied cadences and saddle heights in submaximal cycling.
DOI: 10.48610/64163b4
title: Timber wall frame span table datasets

description: Data includes generated CSV files for member capacity data, design load data, span data, and verification reports, for five element types (stud walls) within a lightweight timber wall frame. Wall frames in single or upper-storey construction: 1) common studs for external walls and 2) studs supporting concentrated loads. Wall frames in lower-storey construction: 3) common studs for external walls, 4) studs supporting concentrated loads, and 5) common studs supporting floor loads only.
DOI: 10.48610/64d2b87
title: Zelda Smart Home: animated Auslan avatar videos

description: This repository contains videos that demonstrate the signing of the animated avatar Zelda from the Auslan Communication Technologies Pipeline project. The signing in these videos was motion captured recorded from Julie Lyons and Adele Vogel in 2021-2023, with animation work done by Maria Zelenskaya. The avatar pictured is an Epic Metahuman avatar, being rendered through the Unreal Engine. The videos included here were collected as components of responses that an Auslan-capable smart home device could provide. This repository also includes a number of videos that were produced for promotional purposes.
DOI: 10.5281/zenodo.18320927
title: Vitex 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 16:56
DOI: 10.5281/zenodo.18320926
title: Vitex 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 16:56
DOI: 10.5281/zenodo.18315834
title: Stachytarpheta Vahl. 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: 10.48610/65b722d
title: Measuring blood volume in preterm piglets

description: Data collected from project investigating the measuring of blood volume in preterm piglets.
DOI: 10.5281/zenodo.18315833
title: Stachytarpheta Vahl. 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: 10.15468/dl.8d6swp
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((102.441 4.192163, 102.37055 4.186593, 102.301838 4.170021, 102.236558 4.142856, 102.176319 4.105767, 102.122606 4.059668, 102.076741 4.005698, 102.039854 3.945185, 102.012852 3.87962, 101.996396 3.81062, 101.99089 3.739884, 101.996467 3.669153, 102.012987 3.60017, 102.040041 3.53463, 102.076961 3.474149, 102.122836 3.420213, 102.176538 3.37415, 102.236744 3.337093, 102.301974 3.309952, 102.370622 3.293397, 102.441 3.287832, 102.511378 3.293397, 102.580026 3.309952, 102.645256 3.337093, 102.705462 3.37415, 102.759164 3.420213, 102.805039 3.474149, 102.841959 3.53463, 102.869013 3.60017, 102.885533 3.669153, 102.89111 3.739884, 102.885604 3.81062, 102.869148 3.87962, 102.842146 3.945185, 102.805259 4.005698, 102.759394 4.059668, 102.705681 4.105767, 102.645442 4.142856, 102.580162 4.170021, 102.51145 4.186593, 102.441 4.192163))"},{"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 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001326-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/6735890
title: Dugong Microsatellite and SNP Genotypes

description: Excel spreadsheets of SNP loci (including surrounding sequence and variants), SNP genotypes and microsatellite genotypes for dugongs along the Queensland coast. SNP loci were generated by ddRADseq and genotyped in 47 dugongs. Microsatellites genotyped in 293 dugongs. Location of dugong sample provided.
DOI: 10.48610/6769356
title: Late Maturity alpha-Amylase winter wheat data from field trials conducted at six locations in Australia

description: A spreadsheet dataset collection from LMA field trials conducted at six locations across Australia - three sites in Western Australia and one site each in South Australia, Victoria and New South Wales. The collection includes observed and measured data from the 2021 winter wheat field season.  Observed data include weather records from automated stations very near to the trial site or on-site, temperature records from Tinytag TGP-4500, TGU-4017 and TGP- 4014 loggers, Z65 flowering dates and grain sampling harvest dates. Field trial data include laboratory measured grain quality using an enzyme-linked immunosorbent assay (ELISA) optical density for LMA testing (South Australian Research and Development Institute, PIRSA) and Falling Numbers (Australian Grain Technologies) with BLUP analysis results (Centre for Biometrics and Data Science for Sustainable Primary Industries, University of Wollongong) at plot level, with processed data aggregated to time-of-sowing level. Spreadsheet column name definitions are included in each file. The 2021 dataset had challenges due to the cool and wet conditions during the season and at sample harvest time.