cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qw9byp
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protea decurrens E.Phillips"
 ]
}

 The dataset includes 74 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018765-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kv6ytf
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium gymnocephalum Griseb. ex Pant."
 ]
}

 The dataset includes 64 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021924-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdw55w
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellaria cupaniana Nyman, 1878"
 ]
}

 The dataset includes 174 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019297-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c43esy
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia curranii Maiden"
 ]
}

 The dataset includes 263 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005265-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u22yhx
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium habitius Johanss."
 ]
}

 The dataset includes 144 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021936-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ps7ygp
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Indigofera cytisoides Thunb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 73 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019298-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s3se6v
title: Occurrence Download

description: A dataset containing 278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-108.35162 30.789,-107.7207 30.789,-107.7207 31.30808,-108.35162 31.30808,-108.35162 30.789))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 278 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065734-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwv7jt
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinophylla fischerae Carter, 1966"
 ]
}

 The dataset includes 523 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016967-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evik11
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procavia capensis (Pallas, 1766)",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Specimen"
 ]
 }
 ]
}

 The dataset includes 147 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019298-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peef3j
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhododendron bonvalotii Franch."
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016573-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bk2qkm
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium phaliotum Omang"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021948-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r9kgcp
title: Occurrence Download

description: A dataset containing 82767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 {
 "not" : {
 "Country" : [
 "is Russian Federation"
 ]
 }
 },
 "TaxonKey is Unionida"
 ]
}

 The dataset includes 82767 records from 559 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024604-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2vpk3
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracocephalum discolor Bunge"
 ]
}

 The dataset includes 101 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024608-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6xan6
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracocephalum diversifolium Rupr."
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024609-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjqctq
title: Occurrence Download

description: A dataset containing 885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracocephalum heterophyllum Benth."
 ]
}

 The dataset includes 885 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024611-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2f4qkw
title: CCDC 2238868: Experimental Crystal Structure Determination

description: Related Article: Yu-Jie Zhong, Li-Tao Tan, Ting-Xiao Shen, Shun-Long Zhang, Dan Zhou, Shun Lin Zhang, Jie Yang, Lei Shen|2024|J.Coord.Chem.|77|155|doi:10.1080/00958972.2024.2304155
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.ex9f5r
title: Occurrence Download

description: A dataset containing 3144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus stellulata Sieber ex DC."
 ]
}

 The dataset includes 3144 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024613-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkps6f
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dracocephalum imberbe Bunge"
 ]
}

 The dataset includes 269 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024614-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00010315
title: Data Challenge: Using Artificial Intelligence to predict antimicrobial resistance data disparities across Africa

description: This study investigates the landscape of antimicrobial resistance (AMR) surveillance data across Africa by integrating and analyzing datasets from both industry and public sources. AMR poses a significant global health threat, particularly in Africa, where surveillance and data collection are often fragmented and inconsistent. The industry datasets utilized are Pfizer's (ATLAS), Johnson & Johnson's (DREAM). Public datasets are sourced from The Mapping Antimicrobial Resistance and Antimicrobial Use Partnership (MAAP), which provides a comprehensive overview of AMR trends across various African countries. The study has two primary objectives: First, it aims to compare the distribution and comprehensiveness of AMR data between industry and public sources across different African countries. By doing so, it seeks to identify disparities in data coverage, quality, and accessibility. This comparative analysis will highlight gaps in current surveillance efforts and emphasize the need for more cohesive and coordinated data collection strategies. Second, the study employs advanced artificial intelligence (AI) techniques to predict the distribution of AMR across the continent. Machine learning models are trained on the integrated datasets to identify patterns and trends in AMR prevalence. These predictive models will provide insights into potential future hotspots of antimicrobial resistance, allowing for more targeted and effective interventions. The use of AI in this context not only enhances the accuracy of predictions but also facilitates the analysis of large, complex datasets that would be challenging to process using traditional methods. Ultimately, this study aims to contribute to the global effort to combat AMR by providing a clearer understanding of its distribution in Africa and demonstrating the potential of AI-driven approaches in enhancing AMR surveillance and prediction. Through a comprehensive analysis of both industry and public data sources, this research underscores the importance of collaborative efforts in addressing the growing threat of antimicrobial resistance.
DOI: 10.15468/dl.2bgrm6
title: Occurrence Download

description: A dataset containing 200 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus stricklandii Maiden"
 ]
}

 The dataset includes 200 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024615-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjf4u7
title: Occurrence Download

description: A dataset containing 275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus caesia Benth."
 ]
}

 The dataset includes 275 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024616-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5xgeaf
title: Occurrence Download

description: A dataset containing 1752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus stricta Sieber ex Spreng."
 ]
}

 The dataset includes 1752 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024618-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjts48
title: Occurrence Download

description: A dataset containing 54069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Continent is Europe",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)"
 ]
}

 The dataset includes 54069 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024617-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkvhnv
title: Occurrence Download

description: A dataset containing 2187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus tenuiramis Miq."
 ]
}

 The dataset includes 2187 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024619-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00010316
title: Data Challenge:Harnessing  Machine learning models for Enhanced Antimicrobial Resistance Surveilance and Intervention in African Countries.

description: 
We are committed to enhancing public health practices and improving health systems across African countries by leveraging antimicrobial resistance (AMR) data. Our goal is to utilize data from African nations, sourced from the ATLAS and DREAM datasets from Vivli, and GLASS from WHO, to develop continent-wide machine learning models. AI technologies will be pivotal in supporting antimicrobial stewardship by analyzing extensive AMR datasets to identify patterns, trends, and risk factors associated with antibiotic resistance. This includes detecting emerging resistance patterns and predicting future trends to develop targeted interventions and policies aimed at optimizing antibiotic prescribing practices and reducing the spread of resistant pathogens. Integrating diverse data sources, such as clinical data, surveillance data, and genotype data, will enable AI algorithms to provide real-time insights into AMR dynamics. Public health officials can use these insights to implement timely interventions, allocate resources efficiently, and design targeted awareness campaigns. Furthermore, AI contributes to strengthening health systems by optimizing resource allocation and identifying areas for improvement in antibiotic usage, infection control protocols, and healthcare infrastructure. By comprehensively analyzing AMR data, including resistance rates, treatment outcomes, and healthcare facility utilization, AI algorithms can inform evidence-based policy decisions and system-level interventions. Ultimately, integrating AI techniques with AMR data analysis has the potential to drive effective interventions and support global efforts to combat antimicrobial resistance.
DOI: 10.15468/dl.aknfr6
title: Occurrence Download

description: A dataset containing 21501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus tereticornis Sm."
 ]
}

 The dataset includes 21501 records from 152 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024620-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybk2jz
title: Occurrence Download

description: A dataset containing 1521 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus caleyi Maiden"
 ]
}

 The dataset includes 1521 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024621-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.26304082
title: Collected DATA: Effect of muscle length on the modulation of H reflex and inhibitory mechanisms of Ia afferent discharges during passive muscle lengthening

description: Here is a file containing data from the paper entitled: Effect of muscle length on modulation of the H reflex and inhibitory mechanisms of Ia afferent discharges during passive muscle lengthening in Journal of neurophysiology.
DOI: 10.6084/m9.figshare.26304082.v1
title: Collected DATA: Effect of muscle length on the modulation of H reflex and inhibitory mechanisms of Ia afferent discharges during passive muscle lengthening

description: Here is a file containing data from the paper entitled: Effect of muscle length on modulation of the H reflex and inhibitory mechanisms of Ia afferent discharges during passive muscle lengthening in Journal of neurophysiology.
DOI: 10.15468/dl.6j4mmv
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus tetraptera Turcz."
 ]
}

 The dataset includes 284 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024622-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qghbfm
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracocephalum foetidum Bunge"
 ]
}

 The dataset includes 236 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024625-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufc6wf
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dracocephalum forrestii W.W.Sm."
 ]
}

 The dataset includes 37 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024626-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d2840
title: Computational data for: "Machine learned potentials by active learning from organic crystal structure prediction landscapes'

description: Computational data related to landscapes of predicted crystal structures and neural network potentials reported in publication 'Machine Learned Potentials by Active Learning from Organic Crystal Structure Prediction Landscapes'.
in press Journal of Physical Chemistry A
DOI: 10.5258/soton/d2622
title: Computational data for journal publication: "Reducing overprediction of molecular crystal structures via threshold clustering"

description: Computational data related to landscapes of predicted crystal structures reported in: Reducing overprediction of molecular crystal structures via threshold clustering
DOI: 10.5258/soton/d3155
title: Dataset in support of the thesis 'Characterising the energy landscapes of molecular organic crystals'

description: Contains computational data described in the thesis, including:
- Threshold sampling with supercells and non-supercells, parallel trajectories, and convergence monitoring
- Transferable delta-ML potentials trained on CSP structures and re-ranked landscapes
- Geometry optimisation results using MACE potentials trained from CSP structures

For results that were published the computational data is stored with the corresponding publication record (see the linked datasets).
DOI: 10.15468/dl.2pfcys
title: Occurrence Download

description: A dataset containing 82767 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 {
 "not" : {
 "Country" : [
 "is Russian Federation"
 ]
 }
 },
 "TaxonKey is Unionida"
 ]
}

 The dataset includes 82767 records from 559 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024624-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9krga
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Year 1985-2017",
 "HasCoordinate is true",
 "TaxonKey is Tromotriche Haw.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000795-171109162308116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zntq6z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrcia peruviana L.L.Santos & E.Lucas"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179936-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.