cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26186/147315
title: Thermo-chemical inversion of the Australian lithospheric mantle (KY22)

description: Lithospheric structure and composition have direct relevance for our understanding of mineral prospectivity. Aspects of the lithosphere can be imaged using geophysical inversion or analysed from exhumed samples at the surface of the Earth, but it is a challenge to ensure consistency between competing models and datasets. The LitMod platform provides a probabilistic inversion framework that uses geology as the fabric to unify multiple geophysical techniques and incorporates a priori geochemical information. Here, we present results from the application of LitMod to the Australian continent. The rasters summarise the results and performance of a Markov-chain Monte Carlo sampling from the posterior model space. Release KY22 is developed using the primary-mode Rayleigh phase velocity grids of Yoshizawa (2014).<br>Geoscience Australia's Exploring for the Future program provides precompetitive information to inform decision-making by government, community and industry on the sustainable development of Australia's mineral, energy and groundwater resources. By gathering, analysing and interpreting new and existing precompetitive geoscience data and knowledge, we are building a national picture of Australia's geology and resource potential. This leads to a strong economy, resilient society and sustainable environment for the benefit of all Australians. This includes supporting Australia's transition to a low emissions economy, strong resources and agriculture sectors, and economic opportunities and social benefits for Australia's regional and remote communities. The Exploring for the Future program, which commenced in 2016, is an eight year, $225m investment by the Australian Government.
DOI: 10.17608/k6.auckland.24405925
title: figshare_data.xlsx

description: Data used for analysis in manuscript
DOI: 10.17608/k6.auckland.24405925.v1
title: figshare_data.xlsx

description: Data used for analysis in manuscript
DOI: 10.18739/a2z892g9g
title: White spruce (Picea glauca) seedling heights and ages from treelines across Alaska's Brooks Range, 2021

description: We destructively sampled up to 15 white spruce (Picea glauca) seedlings (&lt;140 centimeters tall) from 2 study treelines (1 upper elevation, Alpine, and 1 lower elevation, Arctic) at 16 sites across Alaska's Brooks Range in August-September 2021. We harvested 3 seedlings each in 5 height classes (0-10, 10-30, 30-60, 60-100, 100-140cm). Height (cm) was measured in the field before harvest as vertical distance from ground to tallest living tissue. The target of harvest was the root-shoot boundary, where above ground stem interfaces with roots. The earliest years of a seedling should be located in the wood of this section. For very small seedlings we harvested whole seedlings. In the laboratory we cut ~1cm thick "cookies" of the harvest root-shoot section, progressively sanded until cells were visible under the microscope and then counted rings back to the pith. For small seedlings, we counted bud scars along the stem. We used the earliest date obtained from these counts as the germination date (the innermost year, or In.year in the data csv). The general purpose of the sampling was to examine west-east variation in white spruce growth and reproduction responses to changes in climatic gradients and ongoing climate change.
DOI: 10.26186/147926
title: Thermo-chemical inversion of the Australian lithospheric mantle (FR23)

description: Lithospheric structure and composition have direct relevance for our understanding of mineral prospectivity. Aspects of the lithosphere can be imaged using geophysical inversion or analysed from exhumed samples at the surface of the Earth, but it is a challenge to ensure consistency between competing models and datasets. The LitMod platform provides a probabilistic inversion framework that uses geology as the fabric to unify multiple geophysical techniques and incorporates a priori geochemical information. Here, we present results from the application of LitMod to the Australian continent. The rasters summarise the results and performance of a Markov-chain Monte Carlo sampling from the posterior model space. Release FR23 is developed using primary-mode Rayleigh phase velocity grids adapted from Fishwick & Rawlinson (2012).<br>Geoscience Australia's Exploring for the Future program provides precompetitive information to inform decision-making by government, community and industry on the sustainable development of Australia's mineral, energy and groundwater resources. By gathering, analysing and interpreting new and existing precompetitive geoscience data and knowledge, we are building a national picture of Australia's geology and resource potential. This leads to a strong economy, resilient society and sustainable environment for the benefit of all Australians. This includes supporting Australia's transition to a low emissions economy, strong resources and agriculture sectors, and economic opportunities and social benefits for Australia's regional and remote communities. The Exploring for the Future program, which commenced in 2016, is an eight year, $225m investment by the Australian Government.
DOI: 10.21227/mhdg-f074
title: Financial dataset

description: The process of dataset generation comprises three integral components: "Account Profiles," responsible for creating detailed account representations; "Transaction Generation," which simulates a diverse range of financial transactions; and the "Generation of Fraud Scenarios," which introduces predefined templates for identifying potential fraudulent transactions based on various criteria. Together, these components collaboratively construct a dynamic and realistic dataset, mirroring real-world financial systems.The account profile generation process involves using randomization techniques to create a pandas DataFrame representing individual customer account profiles. Each profile includes attributes such as ID, mean transaction amount, standard deviation of transaction amounts, and mean daily transaction frequency. The generation function accepts parameters for the number of profiles and a "random_state" for reproducibility.The transaction generation process systematically simulates the creation of a comprehensive dataset with 5000 unique account IDs over 183 days. Each transaction record includes a timestamp, account ID, transaction type (ATM Withdrawal, Teller Withdrawal, or Online transaction), and amount. Daily transaction frequency is determined probabilistically, with transaction timing and amount generated through random processes based on account profiles. Realism is maintained, ensuring all amounts are positive.The generation of fraud scenarios comprises five distinct scenarios targeting specific types of fraudulent behavior. These scenarios consider transaction type, amount, timing, and historical account behavior to detect anomalies indicating fraud. Examples include identifying unusual transaction types, comparing transaction amounts to historical behavior, examining temporal aspects of transactions, and analyzing transaction velocity within specific time windows. These scenarios collectively form a robust framework for identifying potential fraudulent transactions within the generated dataset, enhancing authenticity through the use of probabilistic distributions and specific rules mirroring real-world financial patterns.
DOI: 10.25919/8j2d-8y70
title: IN2016_V02 Southern Ocean bathymetry 10m - 210m Multi-resolution AusSeabed products

description: This layer group describes multibeam echosounder data collected on RV Investigator voyage IN2016_V02, titled "SOTS: Southern Ocean Time Series automated moorings for climate and carbon cycle studies southwest of Tasmania. CAPRICORN: Clouds, Aerosols, Precipitation, Radiation, and Atmospheric Composition over the Southern Ocean. Eddy: Linking eddy physics and biogeochemistry in the Antarctic Circumpolar Current south of Tasmania". The voyage took place between March 14 and April 16, 2016 departing from Hobart (TAS) and arriving in Hobart (TAS). This voyage had several primary objectives, to (1) deploy a reduced set (SAZ and FluxPulse) and then recover a full set of SOTS moorings (SOFS, Pulse, and SAZ), (2) collect cloud, aerosol, precipitation, radiation and atmospheric composition measurements over the Southern Ocean over 30 days, and to capture the latitudinal variability of these properties from the latitude of Hobart down to 55-60S if time allows and to (3) deploy a suite of floats, two different models per eddy, to obtain profiles of temperature, salinity, velocity, oxygen, nitrate, pH and bio-optics near the eddy centre while we perform spatial surveys. This dataset is published with the permission of CSIRO. Not to be used for navigational purposes. The dataset contains bathymetry grids of 10m to 210m resolution of the Southern Ocean, produced from the processed EM122 and EM710 bathymetry data.
DOI: 10.5281/zenodo.10023505
title: Data for paper: Genomic data reveals new species and the limits of mtDNA barcode diagnostics to contain a global pest species complex (Diptera: Tephritidae: Dacinae)

description: Files in this repository:
"COI_alignment.fas.zip" Zipped file of the FASTA alignment of the COI sequences.
"COI_IQtree.treefile" Newick treefile resulting from the IQ-tree analysis of the COI alignment.
"RAD-loci_alignment.nex.zip" Zipped file of the NEXUS alignment of RAD loci of 2295 samples.
"RAD-loci_IQtree.tre" Newick treefile resulting from the IQ-tree analysis of the RAD-loci alignment.
"RAD-SNP_alignment.usnps.nex" NEXUS alignment of the RAD-SNP data of 50 samples.
"RAD-SNP_SNAPP.trees" Set of Newick trees resulting from the BEAST SNAPP analysis.
DOI: 10.5281/zenodo.10023506
title: Data for paper: Genomic data reveals new species and the limits of mtDNA barcode diagnostics to contain a global pest species complex (Diptera: Tephritidae: Dacinae)

description: Files in this repository:
"COI_alignment.fas.zip" Zipped file of the FASTA alignment of the COI sequences.
"COI_IQtree.treefile" Newick treefile resulting from the IQ-tree analysis of the COI alignment.
"RAD-loci_alignment.nex.zip" Zipped file of the NEXUS alignment of RAD loci of 2295 samples.
"RAD-loci_IQtree.tre" Newick treefile resulting from the IQ-tree analysis of the RAD-loci alignment.
"RAD-SNP_alignment.usnps.nex" NEXUS alignment of the RAD-SNP data of 50 samples.
"RAD-SNP_SNAPP.trees" Set of Newick trees resulting from the BEAST SNAPP analysis.
DOI: 10.5281/zenodo.8286588
title: Internal Variability Increased Arctic Amplification during 1980-2022

description: This data holds the historical and spliced data required to run the convolutional neural network document in Sweeney et al., 2023 submitted to GRL. Data is stored in two folders (historical and spliced), and individual models are put into each category and separated by ensemble number, time period of trend, variable type (surface air temp or sea level pressure), latitude and longitude.
DOI: 10.18112/openneuro.ds004809.v1.0.0
title: Categorized Free Recall: Delayed Free Recall of Word Lists Organized by Semantic Categories
DOI: 10.25451/flinders.24406021
title: <i>List of General English Phrases</i>

description: Such a list would be particularly beneficial for learners with limited time to study but who wish to concentrate only on items likely to cause errors.
DOI: 10.25451/flinders.24406021.v1
title: <i>List of General English Phrases</i>

description: Such a list would be particularly beneficial for learners with limited time to study but who wish to concentrate only on items likely to cause errors.
DOI: 10.22032/dbt.41075
title: External Appendix to Publication: "Thermodynamic properties, crystal structure and phase relations of pushcharovskite, geminite and liroconite"

description: Diese Dateien enthalten die zugrundeliegenden Forschungsdaten für die Publikation von Plumhoff et al. (2020) “Thermodynamic properties, crystal structure and phase relations of pushcharovskite [Cu(AsO3OH)(H2O)·0.5H2O], geminite [Cu(AsO3OH)(H2O)] and liroconite [Cu2Al(AsO4)(OH)4·4H2O]” im European Journal of Mineralogy. Im Detail enthalten sind die - Daten der Lösungskalorimetrie - Daten der Dynamischen Differenzkalorimetrie und “relaxation” Kalorimetrie - thermodynamischen Berechnungen - Messwerte der Thermogravimetrischen Analyse und - Messwerte der Fourier-transformierten Infrarot Spektrometrie.
DOI: 10.34740/kaggle/dsv/6743775
title: Youtube Trending Video - Taiwan & Hong Kong
DOI: 10.34740/kaggle/dsv/6743786
title: BBC News
DOI: 10.57841/casdc.0002917
title: 二氧化碳常温电还原制合成气中试验证银、铜中空纤维电极电还原CO2研究原始数据集
DOI: 10.22032/dbt.45637
title: Hypnotic deafness study

description: Raw data of structural MRI, EEG recordings, and subjective parameters about hypnosis and control conditions of 48 individuals. Meta information about data structure are included. Information about methods for data analysis are presented in: Franz M, Schmidt B, Hecht H, Naumann E, Miltner WHR (2020). Suggested deafness during hypnosis and simulation of hypnosis compared to a distraction and control condition: A study on subjective experience and cortical brain responses. PLOS ONE. https://doi.org/10.1371/journal.pone.0240832
DOI: 10.6084/m9.figshare.19955362
title: Eco-evolutionary priority and the assembly of the New Zealand flora

description: Eco-evolutionary priority effects, in which early arriving taxa pre-empt environmental niches and evolve to exclude or marginalise later arriving taxa, have been claimed to have influenced current vegetation communities in New Zealand. We here critically assess this claim. An examination of the entire New Zealand conifer and angiosperm flora shows that early arriving lineages do not have more species than later arriving lineages, and do not dominate regional species pools. A nationwide forest plot data set shows no influence of lineage age on tree dominance. Woody species with wide latitudinal ranges tend to be older, but plant height and biotically dispersed fruit exert a stronger influence. Range extent is not influenced by lineage age in the alpine zone. The New Zealand studies on which the original claim for eco-evolutionary priority effects is based are flawed as they sample only a small fraction of the flora and plant communities and base their conclusions on a few selected lineages. The large climatic and landscape alterations of the last 50 million years, changes in the type and number of immigrant taxa establishing, and extinction are likely to have been much more influential than arrival times in shaping the extant New Zealand flora.
DOI: 10.6084/m9.figshare.22670970
title: Exceptional endemicity of Aotearoa New Zealand biota shows how taxa dispersal traits, but not phylogeny, correlate with global species richness

description: Species’ with more limited dispersal and consequently less gene flow are more likely to form new spatially segregated species and thus contribute disproportionally to endemic biota and global species richness. Aotearoa New Zealand has exceptional endemicity, with 52% of its 54,000 named species endemic, including 32%, 39% and 68% for freshwater, marine and terrestrial environments respectively. The lower endemicity of freshwater biota (excluding insects) is attributed to their need to disperse between habitats that are temporary on evolutionary timescales. The percent endemicity of higher taxa (Order to Kingdom), a measure of phylogenetic relationships, was not correlated with regional and global species richness. However, there was a positive correlation between endemicity and species richness across dispersal trait groups based on their environment, typical body size, mobility (including flight), and if marine, whether pelagic or benthic. Typically flighted taxa had high endemicity contrary to the dispersal-endemicity hypothesis, but reflecting exceptional isolation by distance and time, and reduced flight ability as occurs on islands. It is proposed that the high richness and endemicity of mobile macrofauna is caused by a combination of niche specialisation opportunities and predation limiting dispersal respectively. Thus, dispersal traits better predicted endemicity and global species richness than phylogeny.
DOI: 10.6084/m9.figshare.22670970.v1
title: Exceptional endemicity of Aotearoa New Zealand biota shows how taxa dispersal traits, but not phylogeny, correlate with global species richness

description: Species’ with more limited dispersal and consequently less gene flow are more likely to form new spatially segregated species and thus contribute disproportionally to endemic biota and global species richness. Aotearoa New Zealand has exceptional endemicity, with 52% of its 54,000 named species endemic, including 32%, 39% and 68% for freshwater, marine and terrestrial environments respectively. The lower endemicity of freshwater biota (excluding insects) is attributed to their need to disperse between habitats that are temporary on evolutionary timescales. The percent endemicity of higher taxa (Order to Kingdom), a measure of phylogenetic relationships, was not correlated with regional and global species richness. However, there was a positive correlation between endemicity and species richness across dispersal trait groups based on their environment, typical body size, mobility (including flight), and if marine, whether pelagic or benthic. Typically flighted taxa had high endemicity contrary to the dispersal-endemicity hypothesis, but reflecting exceptional isolation by distance and time, and reduced flight ability as occurs on islands. It is proposed that the high richness and endemicity of mobile macrofauna is caused by a combination of niche specialisation opportunities and predation limiting dispersal respectively. Thus, dispersal traits better predicted endemicity and global species richness than phylogeny.
DOI: 10.6084/m9.figshare.19955362.v1
title: Eco-evolutionary priority and the assembly of the New Zealand flora

description: Eco-evolutionary priority effects, in which early arriving taxa pre-empt environmental niches and evolve to exclude or marginalise later arriving taxa, have been claimed to have influenced current vegetation communities in New Zealand. We here critically assess this claim. An examination of the entire New Zealand conifer and angiosperm flora shows that early arriving lineages do not have more species than later arriving lineages, and do not dominate regional species pools. A nationwide forest plot data set shows no influence of lineage age on tree dominance. Woody species with wide latitudinal ranges tend to be older, but plant height and biotically dispersed fruit exert a stronger influence. Range extent is not influenced by lineage age in the alpine zone. The New Zealand studies on which the original claim for eco-evolutionary priority effects is based are flawed as they sample only a small fraction of the flora and plant communities and base their conclusions on a few selected lineages. The large climatic and landscape alterations of the last 50 million years, changes in the type and number of immigrant taxa establishing, and extinction are likely to have been much more influential than arrival times in shaping the extant New Zealand flora.
DOI: 10.25952/ccdk-vc91
title: Fostering peer feedback in a large online creative non-fiction class at a regional university, Part 2

description: This project investigates best practices for facilitating peer feedback of creative works in a large online writing classroom, using the unit WRIT309/509 Writing Creative Non-fiction. It builds on findings from the 2019 study of this unit, “Fostering peer feedback in a large online creative non-fiction class at a regional university.” Research shows that giving formative feedback on peer’s drafts provokes revision and reflection. However, managing peer feedback processes is complicated in online learning environments with large student cohorts. Further complications arise when students must provide feedback on student’s life narratives and personal writing. This project seeks to use a short anonymous survey to ascertain online students’ experiences when engaging with peer feedback in the unit.
description: This project investigates best practices for facilitating peer feedback of creative works in a large online writing classroom, using the unit WRIT309/509 Writing Creative Non-fiction. It builds on findings from the 2019 study of this unit, “Fostering peer feedback in a large online creative non-fiction class at a regional university.” Research shows that giving formative feedback on peer’s drafts provokes revision and reflection. However, managing peer feedback processes is complicated in online learning environments with large student cohorts. Further complications arise when students must provide feedback on student’s life narratives and personal writing. This project seeks to use a short anonymous survey to ascertain online students’ experiences when engaging with peer feedback in the unit.
DOI: 10.5281/zenodo.10023497
title: PyFLEXTRKR Global MCS Tracking Dataset using GPM MergedIR Tb and IMERG precipitation data

description: This is the global mesoscale convective system (MCS) tracking dataset developed by Feng et al. (2021) JGR. It contains the MCS track data (location, time, lifecycle evolution of MCS cloud and precipitation characteristics), monthly mean and 20-year climatological MCS statistics on 0.1 degree x 0.1 degree (lat x lon) grid. All data files are in netCDF format.
The periods are from June 2000 to December 2020. The geographic coverage is 180°W-180°E, 60°S-60°N. For more detailed documentations, please refer to the README  "PyFLEXTRKR_MCS_Tracking_Data_Readme.pdf".
Due to the large file size of the native 1-hourly resolution pixel-level data on the 0.1 degree x 0.1 degree grid, they are not included in this dataset. Please contact Zhe Feng (zhe.feng@pnnl.gov) if you are interested in obtaining the pixel-level data.
DOI: 10.5281/zenodo.10005796
title: Listening test data for "Investigating Range-Equalizing Bias in Mean Opinion Score Ratings of Synthesized Speech"

description: This is the listening test data for the paper published at Interspeech 2023:"Investigating Range-Equalizing Bias in Mean Opinion Score Ratings of Synthesized Speech"Erica Cooper and Junichi Yamagishidoi: 10.21437/Interspeech.2023-1076
Please cite this paper if you use this data in your work.
The audio data used in this study comes from past editions of the Blizzard Challenge, Voice Conversion Challenge, and published samples from ESPnet-TTS.  Audio samples are not included in this dataset but instructions for obtaining them are included.
DOI: 10.5281/zenodo.10005795
title: Listening test data for "Investigating Range-Equalizing Bias in Mean Opinion Score Ratings of Synthesized Speech"

description: This is the listening test data for the paper published at Interspeech 2023:"Investigating Range-Equalizing Bias in Mean Opinion Score Ratings of Synthesized Speech"Erica Cooper and Junichi Yamagishidoi: 10.21437/Interspeech.2023-1076
Please cite this paper if you use this data in your work.
The audio data used in this study comes from past editions of the Blizzard Challenge, Voice Conversion Challenge, and published samples from ESPnet-TTS.  Audio samples are not included in this dataset but instructions for obtaining them are included.