cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26905969.v1
title: Figures 2 and S3 supporting western blot images

description: figure_2_supporting material: Western blot images quantified in Figure 2B-D of "Stem cell-derived brain-like endothelial cells to study <i>Streptococcus pneumoniae</i> infection."figure_s3_supporting material: Western blot images quantified in Figure S3B of "Stem cell-derived brain-like endothelial cells to study <i>Streptococcus pneumoniae</i> infection."
DOI: 10.6084/m9.figshare.21828378.v1
title: ipeatplus20190709-1003-open-source.rar

description: various data
DOI: 10.6084/m9.figshare.26905969
title: Figures 2 and S3 supporting western blot images

description: figure_2_supporting material: Western blot images quantified in Figure 2B-D of "Stem cell-derived brain-like endothelial cells to study <i>Streptococcus pneumoniae</i> infection."figure_s3_supporting material: Western blot images quantified in Figure S3B of "Stem cell-derived brain-like endothelial cells to study <i>Streptococcus pneumoniae</i> infection."
DOI: 10.6084/m9.figshare.21828378
title: ipeatplus20190709-1003-open-source.rar

description: various data
DOI: 10.15468/dl.sc8kpx
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trimeresurus stejnegeri Schmidt, 1925",
 "Country is China",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 368 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057201-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf4pu7
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is PHL.43_1",
 "IucnRedListCategory is one of (EN, CR, VU, NT)",
 "OccurrenceStatus is Present",
 "TaxonKey is Squamata"
 ]
}

 The dataset includes 71 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057202-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2zhc6
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is PHL.43_1",
 "IucnRedListCategory is one of (NT, VU, EN, CR)",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 36 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057203-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gmyuv
title: Occurrence Download

description: A dataset containing 358 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tropicosa moesta (Holmberg, 1876)"
 ]
}

 The dataset includes 358 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057207-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.semyzh
title: Occurrence Download

description: A dataset containing 23417302 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cardinalis cardinalis (Linnaeus, 1758)",
 "Year 1837-2024"
 ]
}

 The dataset includes 23417302 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057205-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qn76wk
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alopecosa moesta (Holmberg, 1876)"
 ]
}

 The dataset includes 552 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057209-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmdw75
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus fuscescens (Houttuyn, 1782)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 390 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057210-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14602656
title: acpype test
DOI: 10.5281/zenodo.14602657
title: acpype test
DOI: 10.15468/dl.a7mnvb
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus spinus (Linnaeus, 1758)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 108 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057211-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fx4jd
title: Occurrence Download

description: A dataset containing 144272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus (Linnaeus, 1766)",
 "DatasetKey is one of (VMM - Rat control occurrences in Flanders, Belgium, Muskrat captures in Flanders, Belgium, MICA - Muskrat occurrences collected by RATO in East Flanders, Belgium, MICA - Muskrat occurrences collected by VMM in Flanders, Belgium, RATO - daily operations commissioned by the province East Flanders, Belgium)"
 ]
}

 The dataset includes 144272 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057204-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdsvah
title: Occurrence Download

description: A dataset containing 269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus argenteus (Quoy & Gaimard, 1825)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 269 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057212-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wybcz
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hexagrammos otakii Jordan & Starks, 1895",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 563 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057214-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/2wxk-8k82
title: Parkes observations for project P1338 semester 2024OCTS_30

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.25919/etxm-my07
title: Parkes observations for project P595 semester 2024OCTS_09

description: We propose to continue the PULSE@Parkes project in which high school students from Australia and around the World use the Parkes radio telescope in a remote observing model to observe and analyse pulsar data. The data from some PULSE@Parkes observations are used to support the space missions, other observations supplement the P456 Pulsar Timing Array project and the remainder were chosen in order to make a detailed analysis of pulsar timing irregularities and intermittency.
DOI: 10.25919/9syv-3s77
title: Parkes observations for project P960 semester 2024OCTS_06

description: We aim to carry out receiver pointing and characterisation tests of Parkes receivers. Typically, these tests are carried out after the receiver package is installed, but time does not always allow for proper characterisation. Receivers for consideration include UWL, MARS and 13MM packages. In addition to cross-referencing C007 for flux calibration via pointing, we aim to conduct gain-elevation and system temperature experiments using the Moon, to ensure users of the Parkes Observatory have the most accurate information available for calibration purposes.
DOI: 10.15468/dl.wtuc7t
title: Occurrence Download

description: A dataset containing 6278 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Piper arboreum Aubl."
 ]
}

 The dataset includes 6278 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057215-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/hmbj-hy64
title: Parkes observations for project P1338 semester 2024OCTS_31

description: Fast radio bursts (FRBs) are millisecond-duration radio bursts of extragalactic origin. Since the discovery of the first FRB in the archival Parkes/Murriyang multibeam data, a broad dichotomy in population has emerged. Some FRBs have been seen to be repeating, while others are not, despite a significant amount of follow-up using different radio telescopes. The repeating FRB 20240114A was recently discovered by CHIME/FRB, which has been seen to have an exceptionally high burst activity. Such extreme burst activity has not been seen in any other source. The repeating FRBs, such as FRB 20240114A, provide an unparalleled window into their circumburst environment due to their repeating nature, which can be used to constrain possible progenitor models and test underlying emission mechanisms. The previous Parkes/Murriyang source follow-up has also revealed intriguing spectro-polarimetric properties, such as frequency-dependent evolution of burst central frequency or chromaticity, a possible activity window, significantly large circular polarisation (CP), and frequency-dependent CP. These properties hold the key towards understanding the circumburst environment of the FRBs, and test possible progenitor models. A large bandwidth instrument with reliable polarimetry has been critical in uncovering these properties. The ultra-wideband low (UWL) receiver on Parkes/Murriyang is ideally suited to explore the source's wideband spectro-temporal and polarimetric behaviour. We propose a campaign to regularly follow up FRB 20240114A to ascertain its long-term evolution of spectro-temporal properties.
DOI: 10.15468/dl.w6bkdx
title: Occurrence Download

description: A dataset containing 4056 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chelonia mydas (Linnaeus, 1758)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4056 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057216-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z2e443
title: Occurrence Download

description: A dataset containing 12508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Piper arboreum Aubl."
 ]
}

 The dataset includes 12508 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057217-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hqr8k
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Testudo mydas Linnaeus, 1758",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057218-241126133413365/datasets/export for details.
DOI: 10.15468/dl.4dxt5y
title: Occurrence Download

description: A dataset containing 1157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-25.33200 19.87967,120.33200 19.87967,120.33200 78.12033,-25.33200 78.12033,-25.33200 19.87967))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ursus spelaeus Rosenmüller, 1794"
 ]
}

 The dataset includes 1157 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057220-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.map5hs
title: Occurrence Download

description: A dataset containing 3881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample)",
 "OccurrenceStatus is Present",
 "TaxonKey is Laminaria japonica J.E.Areschoug"
 ]
}

 The dataset includes 3881 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057219-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rjedd
title: Occurrence Download

description: A dataset containing 683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isurus oxyrinchus Rafinesque, 1810",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 683 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057221-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wud6gz
title: Occurrence Download

description: A dataset containing 5595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aesculus glabra Willd."
 ]
}

 The dataset includes 5595 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057222-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17477400
title: Curated Antibiofilm, Quorum Sensing, and Random Peptide Datasets (ABFP, QSP, and RP Sets)

description: This dataset compiles three curated peptide sets developed for the study “Mapping the Antibiofilm Peptide Space with Similarity Networks and Curated Negative Sets.”It includes:





ABFPs (Antibiofilm Peptides): 387 experimentally validated antibiofilm peptides collected from 11 independent studies, including those annotated with MBIC, MBEC, and MBIC–MBEC values, reflecting their quantitative biofilm inhibition or eradication activity.




QSPs (Quorum Sensing Peptides): 225 peptides involved in microbial communication and signaling pathways relevant to quorum sensing mechanisms.




RPs (Random Peptides): 1,956 peptides generated as a compositionally neutral background to enable unbiased comparative analyses.



All sequences are provided in FASTA format, with class identifiers (“ABFP”, “QSP”, and “RP”) at the beginning of each header to facilitate retrieval and automated processing.The dataset totals 2,568 peptide sequences and serves as a benchmark resource for machine learning, network analysis, and peptide activity prediction studies.
DOI: 10.5281/zenodo.17477401
title: Curated Antibiofilm, Quorum Sensing, and Random Peptide Datasets (ABFP, QSP, and RP Sets)

description: This dataset compiles three curated peptide sets developed for the study “Mapping the Antibiofilm Peptide Space with Similarity Networks and Curated Negative Sets.”It includes:





ABFPs (Antibiofilm Peptides): 387 experimentally validated antibiofilm peptides collected from 11 independent studies, including those annotated with MBIC, MBEC, and MBIC–MBEC values, reflecting their quantitative biofilm inhibition or eradication activity.




QSPs (Quorum Sensing Peptides): 225 peptides involved in microbial communication and signaling pathways relevant to quorum sensing mechanisms.




RPs (Random Peptides): 1,956 peptides generated as a compositionally neutral background to enable unbiased comparative analyses.



All sequences are provided in FASTA format, with class identifiers (“ABFP”, “QSP”, and “RP”) at the beginning of each header to facilitate retrieval and automated processing.The dataset totals 2,568 peptide sequences and serves as a benchmark resource for machine learning, network analysis, and peptide activity prediction studies.
DOI: 10.5281/zenodo.17478440
title: Dataset of 2D ECG Features (Binary Images and STFT Spectrograms) for Biometric Identification

description: This dataset provides the complete set of 2D features and preprocessed signals used in the scientific publication titled "ECG in security practice: Biometric identification of individuals based on heart signals". The data is designed to support reproducible research in ECG-based biometrics, deep learning, and signal processing.

The dataset is derived from two publicly available sources:





ECG-ID Database (PhysioNet)




Heartprint Database



The raw signals from these sources were subjected to a rigorous preprocessing pipeline, which included:





Signal Conditioning: Third-order Butterworth band-pass filtering to remove noise and baseline wander correction using a 16th-order polynomial fit.




Segmentation: R-peak detection using the Pan-Tompkins algorithm, followed by R-centered segmentation to extract individual heartbeats.




Quality Control: Manual and algorithmic removal of corrupted or noisy beats.



From these cleaned and segmented heartbeats, two distinct types of 2D features were generated for training convolutional neural networks (CNNs):





Binary Images: Morphology-preserving binary images (512x256 px) that directly represent the time-domain waveform shape.




STFT Spectrograms: Time-frequency representations (800x600 px) generated using a Short-Time Fourier Transform with a Hann window.



The repository is structured into folders containing the original signals, the segmented beats, and the final 2D feature sets for both the ECG-ID and Heartprint databases. A supplemental folder, Spectrograms_Test, contains spectrograms generated with varying parameters for robustness analysis.

A detailed metadata file, description_final_database_of_input_images.xlsx, is also included, providing per-subject statistics, including the number of available recordings and segmented beats, which is essential for replicating the experimental setup.
DOI: 10.5281/zenodo.17478439
title: Dataset of 2D ECG Features (Binary Images and STFT Spectrograms) for Biometric Identification

description: This dataset provides the complete set of 2D features and preprocessed signals used in the scientific publication titled "ECG in security practice: Biometric identification of individuals based on heart signals". The data is designed to support reproducible research in ECG-based biometrics, deep learning, and signal processing.

The dataset is derived from two publicly available sources:





ECG-ID Database (PhysioNet)




Heartprint Database



The raw signals from these sources were subjected to a rigorous preprocessing pipeline, which included:





Signal Conditioning: Third-order Butterworth band-pass filtering to remove noise and baseline wander correction using a 16th-order polynomial fit.




Segmentation: R-peak detection using the Pan-Tompkins algorithm, followed by R-centered segmentation to extract individual heartbeats.




Quality Control: Manual and algorithmic removal of corrupted or noisy beats.



From these cleaned and segmented heartbeats, two distinct types of 2D features were generated for training convolutional neural networks (CNNs):





Binary Images: Morphology-preserving binary images (512x256 px) that directly represent the time-domain waveform shape.




STFT Spectrograms: Time-frequency representations (800x600 px) generated using a Short-Time Fourier Transform with a Hann window.



The repository is structured into folders containing the original signals, the segmented beats, and the final 2D feature sets for both the ECG-ID and Heartprint databases. A supplemental folder, Spectrograms_Test, contains spectrograms generated with varying parameters for robustness analysis.

A detailed metadata file, description_final_database_of_input_images.xlsx, is also included, providing per-subject statistics, including the number of available recordings and segmented beats, which is essential for replicating the experimental setup.
DOI: 10.15468/dl.3r299e
title: Occurrence Download

description: A dataset containing 4144 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Dolichopodidae, Flanders Belgium"
 ]
}

 The dataset includes 4144 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007057-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.