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

description: A dataset containing 35795 records in GBIF matching the query:
SELECT
 '185' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 4.045127286108716
 AND decimalLatitude &lt;= 8.098015256935714
 AND decimalLongitude &gt;= -75.29747196830144
 AND decimalLongitude &lt;= -69.95197278929533
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 35795 records were derived from 1190 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007535-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dje9dy
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xenodermichthys Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.2112 -0.773,8.9648 -2.2147,8.9648 1.4824,8.8631 1.3007,8.8278 -0.0747,8.2974 -0.3332,8.2112 -0.773))"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010742-250525065834625/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/12010495
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5vvmw3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Paguma larvata (C.E.H.Smith, 1827))",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016134-250525065834625/datasets/export for details.
DOI: 10.15468/dl.yy4w4r
title: Occurrence Download

description: A dataset containing 3931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Paguma larvata (C.E.H.Smith, 1827))",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 3931 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4enxrv
title: Occurrence Download

description: A dataset listing the 5429 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-15.42247 8.8759,-13.10933 8.8759,-13.10933 10.97788,-15.42247 10.97788,-15.42247 8.8759))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 5429 records were derived from 177 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010135-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57764/veqz-7988
title: Immune Checkpoint Blockade (ICB) Data

description: The development of immune checkpoint blockade (ICB) has changed the way we
treat various cancers and led to the development of several new compounds that
are now under clinical investigation. Despite the large number of Immune
checkpoint inhibitors (ICB) clinical trials with available molecular data
published every year, it is still complicated to assess the reproducibility of
immune-oncology (IO) predictive and prognostic biomarkers. Recently, multiple
biomarkers have been reported to be associated with immunotherapy response,
however tumor complexity and heterogeneity limit the use of research context
biomarkers in clinical practice. We have recently performed a meta-analysis of
public clinical genomic datasets of patients treated with immunotherapies to
assess the predictive value of published biomarkers and mRNA signatures. The
collection of datasets contain a broad number of ICB clinical trials, with
both molecular and clinical data available.
DOI: 10.57764/6c15-at64
title: Immune Checkpoint Blockade (ICB) Data

description: The development of immune checkpoint blockade (ICB) has changed the way we
treat various cancers and led to the development of several new compounds that
are now under clinical investigation. Despite the large number of Immune
checkpoint inhibitors (ICB) clinical trials with available molecular data
published every year, it is still complicated to assess the reproducibility of
immune-oncology (IO) predictive and prognostic biomarkers. Recently, multiple
biomarkers have been reported to be associated with immunotherapy response,
however tumor complexity and heterogeneity limit the use of research context
biomarkers in clinical practice. We have recently performed a meta-analysis of
public clinical genomic datasets of patients treated with immunotherapies to
assess the predictive value of published biomarkers and mRNA signatures. The
collection of datasets contain a broad number of ICB clinical trials, with
both molecular and clinical data available.
DOI: 10.15468/dl.jjyw9f
title: Occurrence Download

description: A dataset containing 1591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Morocco, Algeria, Tunisia)",
 "TaxonKey is Hyla meridionalis"
 ]
}

 The dataset includes 1591 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010158-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg9d77
title: Occurrence Download

description: A dataset containing 1459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Specimen)",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus rubra",
 "Year 1990-2025"
 ]
}

 The dataset includes 1459 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010159-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48cb77
title: Occurrence Download

description: A dataset containing 34588 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Georeferenced Checklist and Occurrence Dataset of Slime Moulds (Eumycetozoa) Across Central and Eastern Europe Emphasising Forest Ecosystems "
 ]
}

 The dataset includes 34588 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010157-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25345/c50c4sz59
title: MassIVE MSV000100034 - Global Analysis of Aggregation Determinants in Small Protein Domains
title: Protein aggregation is an obstacle for engineering effective recombinant proteins for biotechnology and therapeutic applications. Predicting protein aggregation propensity remains challenging due to the complex interplay of sequence, structure, environmental factors, and external stress conditions, particularly for globular proteins. To understand the determinants of aggregation and improve its prediction, we quantified insoluble aggregation following high temperature and acidic stress in custom libraries of small protein domains (40-72 amino acids) using high-throughput, in vitro, mass spectrometry-based method.
DOI: 10.15468/dl.6v5a42
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Iran (Islamic Republic of)",
 "TaxonKey is Malus orientalis"
 ]
}

 The dataset includes 23 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010160-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjuyhk
title: Occurrence Download

description: A dataset containing 150732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is one of (AMNH Bird Collection, UMZC Zoological Specimens, Natural History Museum (London) Collection Specimens, Museum of Comparative Zoology, Harvard University, Field Museum of Natural History (Zoology) Bird Collection, Royal Ontario Museum - Ornithology)",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2000-2025"
 ]
}

 The dataset includes 150732 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010148-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e3tuws
title: Occurrence Download

description: A dataset containing 22254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Procambarus clarkii"
 ]
}

 The dataset includes 22254 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010161-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkkah8
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Catalogue of Life"
 ]
}

 The dataset's 3 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010150-251120083545085/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.28202888
title: HBID24K: A New Benchmark Dataset for Vulnerable Houbara Bustard and Intruder Detection

description: Houbara Bustard and Intruders Dataset for the manuscript with the title "HBID24K: A New Benchmark Dataset for Vulnerable Houbara Bustard and Intruder Detection in Wildlife Monitoring"It contains 2 major folders HBID24K folder and Codes Folder.HBID24K Folder contains totals 24,318 .JPG files and 24,318 .json files in 4 subfolders. These 4 subfolders are train_images, validation_images, train_labels, and validation_labels.Codes folder contains the benchmarking codes for 10 state-of-the-art object detection techniques, Faster R-CNN, Cascade R-CNN, RetinaNet, FCOS, RepPoints, ATSS, Deformable DETR, Sparse R-CNN, YOLOv10, and DETR.<br>Project/├── HBID24K/│ ├── train_images/ (19,454 .JPG files)│ ├── train_labels/ (19,454 .json files)│ ├── validation_images/ (4,864 .JPG files)│ └── validation_labels/ (4,864 .json files)│├── Codes/│ ├── Faster_R-CNN/│ ├── Cascade_R-CNN/│ ├── RetinaNet/│ ├── FCOS/│ ├── RepPoints/│ ├── ATSS/│ ├── Deformable_DETR/│ ├── Sparse_R-CNN/│ ├── YOLOv10/│ └── DETR/The dataset on Figshare has now been organized into 5 smaller parts, so that it is easier for the user to download. We also added HBID24_Samples.zip which contains only 2027 images with annotations, in case the user doesn’t want to download the complete dataset.<br>
DOI: 10.6084/m9.figshare.28202888.v1
title: HBID24K: A New Benchmark Dataset for Vulnerable Houbara Bustard and Intruder Detection

description: Houbara Bustard and Intruders Dataset for the manuscript with the title "HBID24K: A New Benchmark Dataset for Vulnerable Houbara Bustard and Intruder Detection in Wildlife Monitoring"It contains 2 major folders HBID24K folder and Codes Folder.HBID24K Folder contains totals 24,318 .JPG files and 24,318 .json files in 4 subfolders. These 4 subfolders are train_images, validation_images, train_labels, and validation_labels.Codes folder contains the benchmarking codes for 10 state-of-the-art object detection techniques, Faster R-CNN, Cascade R-CNN, RetinaNet, FCOS, RepPoints, ATSS, Deformable DETR, Sparse R-CNN, YOLOv10, and DETR.<br>Project/├── HBID24K/│ ├── train_images/ (19,454 .JPG files)│ ├── train_labels/ (19,454 .json files)│ ├── validation_images/ (4,864 .JPG files)│ └── validation_labels/ (4,864 .json files)│├── Codes/│ ├── Faster_R-CNN/│ ├── Cascade_R-CNN/│ ├── RetinaNet/│ ├── FCOS/│ ├── RepPoints/│ ├── ATSS/│ ├── Deformable_DETR/│ ├── Sparse_R-CNN/│ ├── YOLOv10/│ └── DETR/The dataset on Figshare has now been organized into 5 smaller parts, so that it is easier for the user to download. We also added HBID24_Samples.zip which contains only 2027 images with annotations, in case the user doesn’t want to download the complete dataset.<br>
DOI: 10.18738/t8/bxp2wm
title: Replication Data for: Field-Driven Simulations to Probe the Impact of Ionic Correlations on Solution Transport Coefficients in Binary, Ternary, and Reciprocal Quaternary Aqueous Electrolytes

description: Ionic correlations play a critical role in governing transport properties of mixed-salt aqueous electrolyte solutions, yet their quantitative characterization remains challenging, particularly for multicomponent aqueous systems. Here, we develop a general nonequilibrium molecular dynamics framework to efficiently compute Onsager transport coefficients and ionic correlations in mixed-salt aqueous solutions. Using field-driven simulations, we obtain accurate Onsager matrices for LiCl/ KCl, KCl/KBr, and LiBr/KCl electrolyte solutions with significantly reduced computational cost relative to equilibrium Green−Kubo methods. The framework enables direct assessment of how attractive cation−anion and repulsive like-ion interactions contribute to conductivity and salt diffusivity across compositions. While static ion pairing exhibits strong composition dependence, dynamic ion correlations remain nearly invariant, leading to constant deviations from Nernst−Einstein predictions. These results highlight the disconnect between static ion association and dynamic transport correlations, and they establish a transferable approach for analyzing ion transport in complex electrolyte environments relevant to separation processes and electrochemical systems.
DOI: 10.5281/zenodo.17657671
title: Catalog and DAS Data for the figures in the paper entitled "A Hybrid Earthquake Detection Method for Distributed Acoustic Sensing Array Data and Its Application to the 2022 Menyuan Earthquake Sequence"

description: File: cata_QHNC.csv

The earthquake catalog provided by the Qinghai Earthquake Agency (QHNC) for the 2022 Menyuan earthquake sequence. This catalog spans the period from the mainshock on 2022-01-07 until 2022-02-28. This dataset serves as the official reference catalog for comparison and validation in the accompanying manuscript.

File: abd.csv

The DAS-detected events using the array beam detetion (ABD) method.

File: hat.csv

The DAS-detected events using the Hybridized ABD and Template matched filter (HAT) method.

File: fig*.npz (Example)

Description: Raw Distributed Acoustic Sensing (DAS) waveform data. The file is saved in NumPy (.npz) format and can be loaded using the numpy library. Each row in the array represents the time series for a single DAS channel.





Sampling Rate: 100 Hz
DOI: 10.5281/zenodo.13847370
title: Catalog and DAS Data for the figures in the paper entitled "A Hybrid Earthquake Detection Method for Distributed Acoustic Sensing Array Data and Its Application to the 2022 Menyuan Earthquake Sequence"

description: File: cata_QHNC.csv

The earthquake catalog provided by the Qinghai Earthquake Agency (QHNC) for the 2022 Menyuan earthquake sequence. This catalog spans the period from the mainshock on 2022-01-07 until 2022-02-28. This dataset serves as the official reference catalog for comparison and validation in the accompanying manuscript.

File: abd.csv

The DAS-detected events using the array beam detetion (ABD) method.

File: hat.csv

The DAS-detected events using the Hybridized ABD and Template matched filter (HAT) method.

File: fig*.npz (Example)

Description: Raw Distributed Acoustic Sensing (DAS) waveform data. The file is saved in NumPy (.npz) format and can be loaded using the numpy library. Each row in the array represents the time series for a single DAS channel.





Sampling Rate: 100 Hz
DOI: 10.15468/dl.jjbbef
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myriophyllum aquaticum"
 ]
}

 The dataset includes 713 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010163-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrcbsr
title: Occurrence Download

description: A dataset containing 2640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Geotargeting spatial and temporal data of Italian freshwater high-altitude macroinvertebrates",
 "Geometry POLYGON((-10.14723 39.24421,26.14723 39.24421,26.14723 53.75579,-10.14723 53.75579,-10.14723 39.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2640 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010164-251120083545085/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.30071095
title: Raw data and scripts

description: Raw data and scripts required to replicate the data described in the article "Structure-informed evolutionary analysis of the meiotic recombination machinery".
DOI: 10.6084/m9.figshare.30071095.v2
title: Raw data and scripts

description: Raw data and scripts required to replicate the data described in the article "Structure-informed evolutionary analysis of the meiotic recombination machinery".
DOI: 10.6084/m9.figshare.30071095.v1
title: Raw data and scripts

description: Raw data and scripts required to replicate the data described in the article "Structure-informed evolutionary analysis of the meiotic recombination machinery".
DOI: 10.15468/dl.tdeu4v
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dioscorea neblinensis"
 ]
}

 The dataset includes 13 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010165-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvytxf
title: Occurrence Download

description: A dataset containing 2643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Benin",
 "TaxonKey is Mansonia altissima"
 ]
}

 The dataset includes 2643 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010167-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rcqgwb
title: Occurrence Download

description: A dataset containing 12616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (United States of America, Mexico)",
 "TaxonKey is Cenchrus setaceus"
 ]
}

 The dataset includes 12616 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010168-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utndvm
title: Occurrence Download

description: A dataset containing 934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Living Specimen)",
 "Continent is North America",
 "Geometry POLYGON((-101.47652 22.74775,-59.49959 22.74775,-59.49959 52.99061,-101.47652 52.99061,-101.47652 22.74775))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quercus rubra",
 "Year 2000-2025"
 ]
}

 The dataset includes 934 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010169-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eyer3
title: Occurrence Download

description: A dataset containing 2825 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhizophora mucronata"
 ]
}

 The dataset includes 2825 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010170-251120083545085/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.30071191
title: Protein complex structure predictions

description: Alphafold3 protein complex structure predictions for the protein complexes analyzed in the article "Structure-informed evolutionary analysis of the meiotic recombination machinery".
DOI: 10.6084/m9.figshare.30071191.v1
title: Protein complex structure predictions

description: Alphafold3 protein complex structure predictions for the protein complexes analyzed in the article "Structure-informed evolutionary analysis of the meiotic recombination machinery".