cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5047798
title: Spencer gulf marine ecosystem map layers

description: This file set includes:<br><b>Two raster datasets of marine ecosystems</b> in Spencer Gulf produced for a cumulative impact assessment. There is one raster for the benthic ecosystems and one for the pelagic ecosystem. For each of the rasters there is an associated projection file with the same name.<br><b>Two tiff files</b> of the ecosystem maps (illustrating what they look like when plotted)<br><b>A metadata text file</b> with details of the spatial data layers and their projection - as well as sources of further information.<br>
DOI: 10.6084/m9.figshare.5047798.v1
title: Spencer gulf marine ecosystem map layers

description: This file set includes:<br><b>Two raster datasets of marine ecosystems</b> in Spencer Gulf produced for a cumulative impact assessment. There is one raster for the benthic ecosystems and one for the pelagic ecosystem. For each of the rasters there is an associated projection file with the same name.<br><b>Two tiff files</b> of the ecosystem maps (illustrating what they look like when plotted)<br><b>A metadata text file</b> with details of the spatial data layers and their projection - as well as sources of further information.<br>
DOI: 10.4225/55/598943b1403d3
title: Annual Database of National Beverage Consumption Volumes and Expenditures, 1950 to 2015

description: Since the 1950s, the consumption of alcoholic beverages has changed very considerably around the world. In high-income countries, consumers tended to drink mostly what could be best produced domestically (spirits in the cold north, wine in temperate climates, and beer in countries too cold for winegrapes yet warm enough to grow malting barley). With increasing globalization and interactions between cultures, however, countries are converging in their beverage consumption patterns. In emerging economies, meanwhile, much of their alcohol was produced at home and not recorded, but that too is changing with their urbanization and income growth. This new database covers all countries of the world, introduces two new summary indicators to capture the extent of convergence in national alcohol consumption levels and in their mix of beverages, and distinguishes countries according to whether their alcoholic focus was on wine, beer or spirits in the early 1960s as well as their geographic region and their real per capita income. For recent decades expenditure data are included and we compare alcohol with soft drink retail expenditure, and show what difference it makes when WHO estimates of unrecorded alcohol volumes are included as part of total alcohol consumption. A report summarizing the data is available as Wine Economics Research Centre Working Paper 0117. The data are in three Excel files that are freely downloadable below. Please acknowledge the source as: Holmes, A.J. and K. Anderson, Annual Database of National Beverage Consumption Volumes and Expenditures, 1950 to 2015. Wine Economics Research Centre, University of Adelaide
DOI: 10.4225/55/59894f9062bd7
title: Australian Grape and Wine Industry Database, 1843 to 2013

description: Our book entitled <strong>'Growth and Cycles in Australia's Wine Industry: A Statistical Compendium, 1843 to 2013'</strong> is a compilation of annual data on the economic history of the development of the grape and wine industry in Australia. The e-book version may be downloaded free of charge from the University of Adelaide Press, where a hard copy also may be ordered. The underlying data are available to freely download. Please acknowledge the database source as: Anderson, K. and N. Aryal, <strong>Australian Grape and Wine Industry Database, 1843 to 2013</strong>, Wine Economics Research Centre, University of Adelaide, February 2015. An Executive Summary of Key Findings and the Introduction chapter ('Front pages') of the e-book, and nearly 100 summary charts, are available as three separate files, as are the four sections of tables from the e-book in PDF and Excel formats, plus a more-detailed fifth section of tables of annual regional by varietal data from 1999 to 2013.
DOI: 10.4225/55/59ae2cbd5db0b
title: Knowledgebase of Crop Transport information, Physiology and Signalling (CropTiPS) version 1.0

description: The dataset is a comprehensive knowledgebase of transport proteins in rice (<i>Oryza sativa</i>), wheat (<em>Tritium aestivum</em>), barley (<em>Hordeum vulgare</em>) and maize (<em>Zea mays</em>) derived from published experimental information and protein metadata. The data is available through a user-friendly search portal: https://croptips.org/
DOI: 10.4225/55/59ba10ee71ad7
title: CPT Data (South Parklands)

description: These data files contain cone penetration test (CPT) measurements performed in Keswick Clay, in the South Parklands in Adelaide, South Australia, by Dr. Mark Jaksa, as part of his PhD research. The files are in ASCII format, with the first column containing depth below the ground surface (mm) to the tip of the cone penetrometer; the second containing cone tip resistance values, q<sub>c</sub> (MPa); and the third, sleeve friction values, f<sub>s</sub> (kPa). The data are spaced at depth increments of approximately 5 mm and to a total depth of around 5 m. The CPTs were all performed within a 50 m x 50 m area. Details and locations of the data are given in Chapters 3 and 4 of Dr. Jaksa's PhD thesis, the reference for which is given below.
DOI: 10.4225/55/59ed25b61225d
title: Australian Gastroenterology Week posters

description: AGW 2017 posters
DOI: 10.4225/55/59ed28a5b5c21
title: Asian Pacific Digestive Week presentations

description: APDW 2017 presentations
DOI: 10.4225/55/59ed34106b761
title: Florey postgraduate conference-2014.pptx

description: Naturally occurring bioactive polyphenolic compounds had inhibited Alzheimer's disease related amyloid beta protein aggregation.
DOI: 10.4225/55/5a0138124b6c0
title: Out-of-Plane Shaketable Testing of Unreinforced Masonry Walls in Two-Way Bending: Supplementary Material

description: This data set contains supplementary material for Vaculik and Griffith (2017) [full reference below].<br><br>Included are:<br>- Supplementary Material pdf document (120 pages)<br>- zip file containing time-domain data, both processed and unprocessed<br><br>Vaculik, J., and Griffi th, M. C. (2017), Out-of-plane shaketable testing of unreinforced masonry walls in two-way bending, Bulletin of Earthquake Engineering, doi: 10.1007/s10518-017-0282-8<br>
DOI: 10.4225/55/5a164b9179a9a
title: Wigley-ParisPaperData.xls

description: Data for "The Paris warming targets: Emissions requirements and sea level consequences" to be published in <i>Climatic Change</i>. Emissions scenarios that lead to the Paris targets of 2degC and 1.5degc are derived. It is shown that reducing emissions to zero may not be necessary. Substantial sea level rise in the future is unavoidable. Scientific flaws in the Paris Agreement are exposed, and remedies are suggested.
DOI: 10.5281/zenodo.17947113
title: A Comparative Study of Machine Learning Methods for Credit Card Fraud Detection

description: Credit card fraud detection represents a critical challenge in financial security, characterized by extreme class imbalance and evolving fraudulent patterns. This paper presents a comprehensive comparative analysis of eight machine learning algorithms for credit card fraud detection using a real-world anonymized transaction dataset. We implement a complete pipeline featuring RobustScaler preprocessing for outlier resistance and strategic class balancing. Our evaluation encompasses Logistic Regression (with L1 and L2 regularization), k-Nearest Neighbors, Decision Trees (employing both Gini impurity and entropy criteria), Random Forest, XGBoost, and Support Vector Machines. Experimental results demonstrate that Support Vector Machines achieve the most consistent performance with the highest cross-validation ROC-AUC (0.9841 ± 0.0032), while XGBoost attains the best test set performance (ROC-AUC: 0.9877). We observe distinct precision-recall trade-offs: SVM maximizes precision (0.99), Logistic Regression maximizes recall (0.96), while ensemble methods provide balanced performance. The complete implementation is publicly available to ensure reproducibility and serve as a benchmark for future research.
DOI: 10.21227/ph2d-gj22
title: "Frequent Itemset Hiding using QAOA"

description: "Sharing transactional data with upstream supply-chain partners has long been recognized as beneficial to all involved. Yet many retailers remain reluctant to share for fear of divulging sensitive information. Evidence suggests that more retailers would be willing to share if retailer-sensitive information is concealed prior to sharing. In transactional data, such sensitive information often takes the form of frequent itemsets (referred to as sensitive itemsets). This is often done by removing appropriate items from selected transactions that support (contain) the sensitive itemsets. One well-studied question in this domain involves the identification of the fewest number of transactions from which items need to be deleted to consider the sensitive itemsets hidden. This can be formulated as a generalized set covering problem and is known to be NP-Hard. We propose a QAOA-based quantum algorithm to solve the sensitive itemset hiding problem. As QAOA targets quadratic unconstrained binary optimization (QUBO) problems, we first show how to convert our constrained formulation into an Ising representation that resembles a QUBO problem. We then exploit the polyhierarchical structure inherent in our problem to bias superposition and warm-start QAOA instead of relying on uniform superposition that is typically employed. We also derive closed-form expressions for the weights of the terms in the Ising formulation; these can be coded directly, thereby saving substantial computational effort. We demonstrate the effectiveness of our heuristic through a series of experiments.  We almost always obtain optimal solutions, with the biased initialization reducing the search space required to find the best answer substantially. This effect becomes more pronounced as the number of layers increases. In sum, we illustrate that quantum computers in general, and QAOA in particular, can be applied effectively to a long-studied data-privacy problem and could generalize to other applications that reduce to set covering."
DOI: 10.5281/zenodo.17947112
title: A Comparative Study of Machine Learning Methods for Credit Card Fraud Detection

description: Credit card fraud detection represents a critical challenge in financial security, characterized by extreme class imbalance and evolving fraudulent patterns. This paper presents a comprehensive comparative analysis of eight machine learning algorithms for credit card fraud detection using a real-world anonymized transaction dataset. We implement a complete pipeline featuring RobustScaler preprocessing for outlier resistance and strategic class balancing. Our evaluation encompasses Logistic Regression (with L1 and L2 regularization), k-Nearest Neighbors, Decision Trees (employing both Gini impurity and entropy criteria), Random Forest, XGBoost, and Support Vector Machines. Experimental results demonstrate that Support Vector Machines achieve the most consistent performance with the highest cross-validation ROC-AUC (0.9841 ± 0.0032), while XGBoost attains the best test set performance (ROC-AUC: 0.9877). We observe distinct precision-recall trade-offs: SVM maximizes precision (0.99), Logistic Regression maximizes recall (0.96), while ensemble methods provide balanced performance. The complete implementation is publicly available to ensure reproducibility and serve as a benchmark for future research.
DOI: 10.4225/55/5b0c9fc52ac0b
title: Laboratory analyses data set

description: Wildfire changes the nature and quantity of soil organic matter during the event and affects organic matter inputs after the event. Although extensive research has been conducted on the influence of wildfire on soil nutrient cycling in regards to plant nutrient limitation, less is known about the effects of wildfire on microbial nutrient limitation. In order to address this gap, soils were collected from adjacent woodland and pine forest sites that were unburnt or experienced low or high severity wildfire. These soils were incubated for 50 days, under optimal water content for soil respiration, after being amended with glucose, nitrogen solution, phosphorus solution, or a combination thereof. Amendment type only had a significant impact on cumulative respiration, microbial biomass phosphorus, and plant available nitrogen. The main result from this experiment is that microbial activity was primarily increased by C addition, then by either N or N and P addition, and that while burning increased N limitation when pooled by vegetation type from which the soil was collected, there was not a consistent response to nutrient addition due to fire severity. Therefore, although the response to nutrient addition was different for each soil, fire severity was not an important variable for microbial nutrient limitation in soils collected from these sites.
DOI: 10.25909/5682802.v2
title: Protein Chemical Crosslinking Reagent

description: Novel chemical crosslinking reagent for protein structure investigation, with NHS ester reactivity and an alkyne tag for purification.<br>
DOI: 10.4225/55/5a37139714b43
title: Protein Chemical Crosslinking Reagent

description: Novel chemical crosslinking reagent for protein structure investigation, with NHS ester reactivity and an alkyne tag for purification.<br>
DOI: 10.15468/dl.p4udvp
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.15.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyctereutes procyonoides"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054252-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8a445x
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.15.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Nyctereutes procyonoides"
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054253-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4225/55/5a30577149fed
title: Acoustic Analyses Using MATLAB® and ANSYS® Software

description: Download all the Matlab source code, ANSYS APDL code, and ANSYS Workbench archive project files that accompany the book in one zip file.
DOI: 10.4225/55/5a305af75f951
title: Engineering Noise Control, 5th Edition (2017)

description: Download all the Matlab source code files that accompany the book in one zip file.
DOI: 10.4225/55/5a30accf46e83
title: Annual Database of Global Wine Markets, 1835-2016

description: The motivation to assemble these historical data was to learn more about wine’s globalization. Some of the world's leading wine economists and historians have contributed to and drawn on this database to examine national wine market developments before, during and in between the 19th century and current waves of globalization. Their initial analyses cover all key wine-producing and wine-consuming countries using a common methodology to explain long-term trends and cycles in national wine production, consumption, and trade. More information about the database, the data sources and the methodology can be found on the Annual Database of Global Wine Markets web page.<br>
DOI: 10.4225/55/5a56e11a05834
title: Career sector intentions of Australian veterinary science students cross-sectional DATA and Survey

description: This data set and questionnaire underpins a study on prediction of career sector intent and the Theory of Planned Behavior - survey findings of Australian veterinary students (accepted for publication in BMC Veterinary Research Dec 2018).<br>
DOI: 10.4225/55/5a73a4155292d
title: Supporting General Practitioners to better manage Borderline Personality Disorder: focus group transcripts

description: These data were collected as part of the research project <b>Supporting General Practitioners to better manage Borderline Personality Disorder</b>. Two focus groups of general practitioners (GPs) with 12 volunteer participant GPs, were held in April 2015. The data were transcribed in de-identified form, circulated to all researchers who attended the focus groups for accuracy and then used as the basis for a qualitative analysis.<br><br>The data comprise two MS Word documents containing the full (de-identified) transcripts from the focus group sessions. <br><br><br>
DOI: 10.4225/55/5a83cce65e92e
title: Project files for FT120100463

description: Collection of data associated with publications arising from project on soil ecology. We ask that prior to making use of the data in this file that the authors be contacted (timothy.cavagnaro@adelaide.edu.au or soilecology.org) so that any details of proposed use might be discussed. We ask this to ensure that data are used appropriately and any limitations or contextually relevant information associated with the data are clearly understood and taken into account. Thank you in advance.
DOI: 10.4225/55/5a76e50a19d14
title: Xiaoyan-54 WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of Xiaoyan-54 (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.
DOI: 10.4225/55/5a76e4e7c439a
title: AC-Barrie WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of AC-Barrie (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.
DOI: 10.4225/55/5a76e47b2040a
title: Alsen WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of Alsen (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.
DOI: 10.4225/55/5a76e45c66327
title: Baxter WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of Baxter (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.
DOI: 10.4225/55/5a76e43f1924a
title: Chara,AUS WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of Chara,AUS (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.
DOI: 10.4225/55/5a76e40f41d3d
title: Drysdale WGS vs IWGSC RefSeq v1.0 Genome Assembly

description: WGS reads of Drysdale (http://dx.doi.org/10.1111/j.1467-7652.2012.00717.x) were aligned against the IWGSC <i>Triticum aestivum</i> Chinese Spring RefSeq v1.0 genome assembly using Minimap2. These BAM files (.bam) and index files (.bam.bai) are provided together with a summary of read alignment coverage bigWig files (.bam.bw). SNP variants were called from these BAM files to generate VCF files (.bam.vcf.gz) and index files (.bam.vcf.gz.tbi) and are provided together with a summary of SNP density (SNPs per 10 kbp) bigWig files (.bam.vcf.w10000_s10000.bw). VCF files contain the following filter values and corresponding meaning: PASS = high quality (Q&gt;=30) homozygous; Het = high quality (Q&gt;=30) heterozygous; LowQualHom = low quality (Q&lt;30) homozygous; LowQualHet = low quality (Q&lt;30) heterozygous. Files are provided separately for each chromosome part.