cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.r7f7ma
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asperula pulchella (Podlech) Ehrend. & Schönb.-Tem."
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017524-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.opemgm
title: Occurrence Download

description: A dataset containing 761 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elephas columbi (Falconer, 1857)",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 761 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045334-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggpwdm
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Material sample, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Atelopus hoogmoedi Lescure, 1974"
 ]
}

 The dataset includes 91 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044588-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjg9sm
title: Occurrence Download

description: A dataset containing 963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Limaria hians (Gmelin, 1791)"
 ]
}

 The dataset includes 963 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157634-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.db5avs
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Odorrana lungshengensis (Liu & Hu, 1962)"
 ]
}

 The dataset includes 17 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017482-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj4zbu
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sorex milleri Jackson, 1947"
 ]
}

 The dataset includes 80 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045334-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tufb7
title: Occurrence Download

description: A dataset containing 1755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Eristalis horticola"
 ]
}

 The dataset includes 1755 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0222771-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpe49m
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Artemisia subulata Nakai"
 ]
}

 The dataset includes 134 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017472-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dej4zf
title: Occurrence Download

description: A dataset containing 49271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-137.46094 9.37499,-49.95117 10.66406,-49.77538 58.41797,-137.46094 59.76563,-137.46094 9.37499))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Quercus rubra L.",
 "TaxonKey is Quercus phellos L.",
 "TaxonKey is Quercus palustris Münchh.",
 "TaxonKey is Quercus nigra L.",
 "TaxonKey is Quercus montana Willd.",
 "TaxonKey is Quercus bicolor Willd.",
 "TaxonKey is Quercus alba L.",
 "TaxonKey is Quercus lyrata Walter",
 "TaxonKey is Quercus macrocarpa Michx.",
 "TaxonKey is Quercus michauxii Nutt.",
 "TaxonKey is Quercus stellata Wangenh.",
 "TaxonKey is Quercus coccinea Münchh.",
 "TaxonKey is Quercus falcata Michx.",
 "TaxonKey is Quercus imbricaria Michx.",
 "TaxonKey is Quercus laurifolia Michx.",
 "TaxonKey is Quercus texana Buckley",
 "TaxonKey is Quercus shumardii Buckley"
 ]
 }
 ]
}

 The dataset includes 49271 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0113384-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r09gqh
title: Occurrence Download

description: A dataset containing 61567 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myioborus miniatus (Swainson, 1827)"
 ]
}

 The dataset includes 61567 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045336-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fpmq2
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aurinia corymbosa Griseb."
 ]
}

 The dataset includes 170 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082032-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dlpgto
title: Occurrence Download

description: A dataset containing 781 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.54557 4.98258,-76.88123 4.10559,-76.97351 3.66174,-76.97791 2.81799,-76.64392 2.78284,-76.28357 2.78723,-76.22644 2.98938,-75.86609 3.13,-75.60681 3.67053,-75.5321 4.13635,-75.27283 4.17151,-75.20691 5.03723,-75.23767 5.47668,-75.97156 5.4679,-76.16676 5.36138,-76.54557 5.36138,-76.54557 4.98258))",
 "HasCoordinate is true",
 "TaxonKey is Theristicus caudatus (Boddaert, 1783)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 781 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045337-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqvh4n
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gnathostoma spinigerum Owen, 1836)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 52 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044590-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nlq3cw
title: Occurrence Download

description: A dataset containing 681 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepisosteus platostomus Rafinesque, 1820"
 ]
}

 The dataset includes 681 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0045338-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t7pvqk
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Liolaemus alticolor Barbour, 1909"
 ]
}

 The dataset includes 136 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0095671-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y3pbu
title: Occurrence Download

description: A dataset containing 753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus physaloides Guill. & Perr.",
 "Continent is Africa"
 ]
}

 The dataset includes 753 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002868-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm655c
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Ghana",
 "Month is one of (September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Crotalaria mortonii Hepper"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002869-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15133697
title: Code for 'On the role of ocean dynamics in polar amplified climate change'

description: Matlab code to solve for zonal-mean ocean temperature via an advection-diffusion equation coupled to a forcing-feedback model for surface energy balance. The system is described in Shakespeare (2025), 'On the role of ocean dynamics in polar amplified climate change', submitted to J. Climate.

To get started, simply run the script 'run_2Dmodel_dyn_dt.m', which has the default settings described in that paper. The initial run length is set to 10 years and should take ~60 seconds; about 20,000 years and 5000 timesteps are needed to reach steady state

Additional effective optical depth data is provided to allow computations for other CO2 changes (default is a doubling from 280 to 560 ppm). 

This readme and code was written by Callum J. Shakespeare, April 2025, callum.shakespeare@anu.edu.au
DOI: 10.5281/zenodo.15133698
title: Code for 'On the role of ocean dynamics in polar amplified climate change'

description: Matlab code to solve for zonal-mean ocean temperature via an advection-diffusion equation coupled to a forcing-feedback model for surface energy balance. The system is described in Shakespeare (2025), 'On the role of ocean dynamics in polar amplified climate change', submitted to J. Climate.

To get started, simply run the script 'run_2Dmodel_dyn_dt.m', which has the default settings described in that paper. The initial run length is set to 10 years and should take ~60 seconds; about 20,000 years and 5000 timesteps are needed to reach steady state

Additional effective optical depth data is provided to allow computations for other CO2 changes (default is a doubling from 280 to 560 ppm). 

This readme and code was written by Callum J. Shakespeare, April 2025, callum.shakespeare@anu.edu.au
DOI: 10.15468/dl.7sja3v
title: Occurrence Download

description: A dataset containing 255718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Abies alba Mill."
 ]
}

 The dataset includes 255718 records from 1005 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002863-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbg44t
title: Occurrence Download

description: A dataset containing 1228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procaviidae"
 ]
}

 The dataset includes 1228 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002872-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.he495e
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus pseudohirtus Hochr.",
 "Continent is Africa"
 ]
}

 The dataset includes 18 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002873-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11268508
title: US counties COVID 19 dataset
DOI: 10.6084/m9.figshare.28728599
title: Social media, substance use, and health data set 2024

description: This data set is drawn from primarily Hispanic university students and assesses topics associated with social media use and mental health.
DOI: 10.15468/dl.ws4a68
title: Occurrence Download

description: A dataset containing 571 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus rostellatus Guill. & Perr.",
 "Continent is Africa"
 ]
}

 The dataset includes 571 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002875-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15133006
title: Streamlined Integration of GR(1) Synthesis and Reinforcement Learning for Optimizing Critical Cyber-Physical Systems
DOI: 10.5281/zenodo.15133007
title: Streamlined Integration of GR(1) Synthesis and Reinforcement Learning for Optimizing Critical Cyber-Physical Systems
DOI: 10.5281/zenodo.15133708
title: Streamlined Integration of GR(1) Synthesis and Reinforcement Learning for Optimizing Critical Cyber-Physical Systems
DOI: 10.15468/dl.9qsv9a
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Balsamorhiza incana Nutt."
 ]
}

 The dataset includes 299 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002876-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jt9cnm
title: Occurrence Download

description: A dataset containing 7374 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-62 -27,-40 -27,-40 -1,-62 -1,-62 -27))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Clitellata"
 ]
}

 The dataset includes 7374 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002878-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvefjq
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus scotellii Baker fil.",
 "Continent is Africa"
 ]
}

 The dataset includes 142 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002879-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25911/zkcm-ab43
title: Cancer Classification with Radiomics

description: Radiomics involves the extraction of high-dimensional quantitative features from medical images to aid clinical decision-making. While radiomics has shown promise in predicting disease characteristics, concerns regarding confounders, reproducibility, and interpretability limit its widespread adoption. In this study, we assessed the ability of radiomic features extracted from contoured CT images to classify two distinct tumour models, CT26 colorectal cancer (CRC) and 4T1 breast cancer (BC), in a highly controlled murine setting. In such a highly controlled environment, we hoped to provide compelling evidence for the true merit of radiomics as a cancer biomarker. We benchmarked radiomics-based classification against previously established blood-based biomarkers, including leukocyte populations and plasma proteins. Feature filtering reduced the original 1409 radiomic features to 18 non-redundant, high-importance predictors, primarily texture-based transformations. Unsupervised clustering via UMAP revealed that radiomics-based features did not segregate tumour types as effectively as blood biomarkers, suggesting potential confounding factors. Supervised machine learning using Random Forest showed that radiomic features achieved a classification accuracy of 0.87, lower than the 0.96 and 0.99 accuracies obtained with cell and plasma biomarkers, respectively. Furthermore, integrating radiomics with blood biomarkers did not enhance classification performance, and feature importance analysis using SHAP identified blood-based markers as the dominant predictors. These findings suggest that while radiomics retains some predictive value, it is less effective than blood biomarkers in this classification task and does not significantly contribute to multimodal tumour classification models. Our study underscores the need for further standardization and validation of radiomics before its broader clinical implementation.
DOI: 10.15468/dl.a293sz
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "Geometry POLYGON((-110.92509 31.46474,-110.22981 31.46474,-110.22981 32.12332,-110.92509 32.12332,-110.92509 31.46474))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus deppeana Steud."
 ]
}

 The dataset includes 387 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002880-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5a4azc
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus sidiformis Baill.",
 "Continent is Africa"
 ]
}

 The dataset includes 505 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002881-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48610/9f35984
title: Beauveria recombination genomics analyses

description: Supporting information for the paper 'Lack of recombination among sympatric isolates of Beauveria bassiana provides evidence for a diverse cryptic species complex'. 

We investigated the extent of recombination among isolates of Beauveria bassiana to assess whether sexual reproduction occurs among them in nature, and infer whether non-outcrossing population may represent cryptic species. We sequenced and assembled genomes of 14 isolates collected from soil in Queensland, Australia, and each was genotyped at their mating-type locus. We reconstructed a phylogeny from sequences of B. bassiana available on the NCBI SRA database and those generated in this study. 

Mitochondrial alignment - Mitochondrial.phy
Mitochondrial partition file - Mitochondrial.phy.splits.nex
Nuclear genome alignment - BB14_SRA42_filtered_recode_min4.phy

Thinned and LD pruned VCF file used for structure analysis - BBAS14_filtered2_thin1k_LDpruned.vcf
VCF file of 14 isolates from Queensland and 42 from NCBi - BB14_SRA42_filtered2.recode.vcf
VCF file of 14 isolates from Queensland - BBAS14_filtered2.recode.vcf
DOI: 10.15468/dl.3cfkbb
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Corvids Literature Database"
 ]
}

 The dataset includes 140 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002882-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt92wa
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Month is one of (April, May, June, July)",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracaena phrynioides Hook."
 ]
}

 The dataset includes 79 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002883-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e76m8n
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus squamosus Hochr.",
 "Continent is Africa"
 ]
}

 The dataset includes 216 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002884-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cd4j5c
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Balsamorhiza lanata (W.M.Sharp) W.A.Weber"
 ]
}

 The dataset includes 175 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002885-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jujccg
title: Occurrence Download

description: A dataset containing 233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Heterohyrax Gray, 1868"
 ]
}

 The dataset includes 233 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002886-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yh6e35
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus sterculiifolius (Guill. & Perr.) Steud.",
 "Continent is Africa"
 ]
}

 The dataset includes 384 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002887-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11268543
title: Antutu Benchmark