cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5cm3au
title: Occurrence Download

description: A dataset containing 62999 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eleocharis acicularis"
 ]
}

 The dataset includes 62999 records from 958 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053916-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7pejas
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Lessingianthus lacunosus (Mart. ex DC.) H.Rob.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 29 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032292-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b6z8d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is APIS - Antarctic Pack Ice Seals 1994-1999, plus historical data from the 1980's"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006441-210819072339941/datasets/export for details.
DOI: 10.15468/dl.kbop0q
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Jubaea chilensis (Molina) Baill."
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032293-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nch4qq
title: Occurrence Download

description: A dataset containing 20 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 Crocidura mutesae Heller, 1910"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072610-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5fa9em
title: Occurrence Download

description: A dataset containing 129171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa L."
 ]
}

 The dataset includes 129171 records from 614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032293-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.845e3s
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.65039 -55.37911,-68.11523 -55.37911,-68.11523 -18.47961,-81.65039 -18.47961,-81.65039 -55.37911))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Triatoma infestans (Klug, 1834)"
 ]
}

 The dataset's 1 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0154775-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rbgwr
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis cornuta Royle"
 ]
}

 The dataset includes 172 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013044-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fjebr
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brongniartia zirandarensis Dorado Bonilla & A.Burgos"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146174-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uypvax
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryopteris futura A.R.Sm."
 ]
}

 The dataset includes 38 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032294-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq2zr6
title: Occurrence Download

description: A dataset containing 17718 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syrphus ribesii (Linnaeus, 1758)"
 ]
}

 The dataset includes 17718 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0190889-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2w3qc2
title: Occurrence Download

description: A dataset containing 1516 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Forsythia viridissima Lindl."
 ]
}

 The dataset includes 1516 records from 204 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069273-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4j6be
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cantinoa pinetorum (Epling) Harley & J.F.B.Pastore"
 ]
}

 The dataset includes 16 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146175-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djy7ud
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Manilkara dardanoi Ducke"
 ]
}

 The dataset includes 44 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179512-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lscizj
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryopteris karwinskyana (Mett.) Kuntze"
 ]
}

 The dataset includes 177 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032295-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9sgeg
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassaiopsis stellata K.M.Feng"
 ]
}

 The dataset includes 29 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072636-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84q24x
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Blepharodon tillettii Morillo"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0146176-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbyqwj
title: Occurrence Download

description: A dataset containing 10583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllocladus alpinus Hook.f."
 ]
}

 The dataset includes 10583 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003671-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gigh0
title: Occurrence Download

description: A dataset containing 905 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Epipedobates tricolor (Boulenger, 1899)"
 ]
}

 The dataset includes 905 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032295-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zz98gs
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lespedeza potaninii V.N.Vassil."
 ]
}

 The dataset includes 181 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072658-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6i17zd
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Podotricha telesiphe (Hewitson, 1867)"
 ]
}

 The dataset includes 57 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032296-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7r75pu
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is New Zealand",
 "Geometry POLYGON((166.36179808396037 -47.94341111285056,168.81310159207374 -47.94341111285056,168.81310159207374 -45.49210760473719,166.36179808396037 -45.49210760473719,166.36179808396037 -47.94341111285056))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Strigops habroptila G.R.Gray, 1845",
 "Year 2000-2021"
 ]
}

 The dataset includes 51 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0188370-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6snjzc
title: Occurrence Download

description: A dataset containing 174 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 Gazella arabica (Lichtenstein, 1827)"
 ]
}

 The dataset includes 174 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064491-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3n3wnm
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryopteris knoblochii A.R.Sm."
 ]
}

 The dataset includes 35 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032296-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7tkhr
title: Occurrence Download

description: A dataset containing 1915166 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Circus aeruginosus (Linnaeus, 1758)",
 "HasCoordinate is True",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 2021",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False"
 ]
}

 The dataset includes 1915166 records from 593 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005795-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93dn4h
title: Occurrence Download

description: A dataset containing 205820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 29.085278",
 "DecimalLatitude is less than or equal to 34.085278",
 "DecimalLongitude is greater than or equal to 110.0",
 "DecimalLongitude is less than or equal to 115.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 205820 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046196-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17861931
title: Oscillatory-Neuron-Enhanced YOLO for Robust Object Detection and Its Application to Fine-Grained Classroom Behavior Recognition

description: Classroom behavior recognition, as a key component of intelligent monitoring in educational informatization, demands high levels of real-time performance, accuracy, and robustness. However, traditional YOLO-based object detection algorithms tend to suffer from performance degradation in complex classroom environments due to variations in illumination, occlusion, dense target distributions, and fine-grained action ambiguities. To address these challenges, this study proposes an enhanced YOLOv9e framework by embedding five types of oscillatory neuron modules—CosineFocus, AdaptiveThreshold, SineEnhance, DampedResonance, and BurstPulse. By integrating the dynamic modulation mechanisms of oscillatory neurons into the feature flows of both the Backbone and Neck, the proposed approach strengthens feature selectivity, noise suppression capabilities, and local sensitivity.

File Description:Classroom-Behavior-Detector(source code).rar is the source code. Student Classroom Behavior1.rar and Student Classroom Behavior2.rar are datasets of Student Classroom Behavior; Detecting Student Classroom Behavior with Oscillatory.rar contains a dataset of student classroom behaviors used to demonstrate the effectiveness of the oscillatory neuron network.

Guoming Chen and Shijin Lin contributed equally to this work and are co–first authors.
DOI: 10.5281/zenodo.17861932
title: Oscillatory-Neuron-Enhanced YOLO for Robust Object Detection and Its Application to Fine-Grained Classroom Behavior Recognition

description: Classroom behavior recognition, as a key component of intelligent monitoring in educational informatization, demands high levels of real-time performance, accuracy, and robustness. However, traditional YOLO-based object detection algorithms tend to suffer from performance degradation in complex classroom environments due to variations in illumination, occlusion, dense target distributions, and fine-grained action ambiguities. To address these challenges, this study proposes an enhanced YOLOv9e framework by embedding five types of oscillatory neuron modules—CosineFocus, AdaptiveThreshold, SineEnhance, DampedResonance, and BurstPulse. By integrating the dynamic modulation mechanisms of oscillatory neurons into the feature flows of both the Backbone and Neck, the proposed approach strengthens feature selectivity, noise suppression capabilities, and local sensitivity.

File Description:Classroom-Behavior-Detector(source code).rar is the source code. Student Classroom Behavior1.rar and Student Classroom Behavior2.rar are datasets of Student Classroom Behavior; Detecting Student Classroom Behavior with Oscillatory.rar contains a dataset of student classroom behaviors used to demonstrate the effectiveness of the oscillatory neuron network.

Guoming Chen and Shijin Lin contributed equally to this work and are co–first authors.
DOI: 10.5281/zenodo.17870595
title: Artifacts for article "mdx II: A High-Performance Cloud Infrastructure for Data-Intensive and Cross-Disciplinary Science"

description: This repository contains the TSV files and gnuplot scripts to reproduce all plots in our SN Computer Science article "mdx II: A high-performance cloud infrastructure for data-intensive and cross-disciplinary science."
DOI: 10.5281/zenodo.17870596
title: Artifacts for article "mdx II: A High-Performance Cloud Infrastructure for Data-Intensive and Cross-Disciplinary Science"

description: This repository contains the TSV files and gnuplot scripts to reproduce all plots in our SN Computer Science article "mdx II: A high-performance cloud infrastructure for data-intensive and cross-disciplinary science."
DOI: 10.15468/dl.mudj9d
title: Occurrence Download

description: A dataset containing 286610 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.67334 29.79115,120.69576 29.79115,120.69576 30.57674,119.67334 30.57674,119.67334 29.79115))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 286610 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046184-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v8jdne
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siboglinum polystichum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046211-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2shg2r
title: Occurrence Download

description: A dataset containing 410 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.3443 29.23879,121.14052 29.23879,121.14052 31.0568,119.3443 31.0568,119.3443 29.23879))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rutaceae"
 ]
}

 The dataset includes 410 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046210-251120083545085/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.30582035
title: Comprehensive 3D Optical Coherence Tomography Dataset for AMD and DME: Facilitating Deep-Learning-Based 3D Segmentation

description: 3D optical coherence tomography (OCT) dataset for 3D AMD and DME segmentation.
DOI: 10.6084/m9.figshare.30582035.v1
title: Comprehensive 3D Optical Coherence Tomography Dataset for AMD and DME: Facilitating Deep-Learning-Based 3D Segmentation

description: 3D optical coherence tomography (OCT) dataset for 3D AMD and DME segmentation.
DOI: 10.15468/dl.ymptm5
title: Occurrence Download

description: A dataset containing 47110193 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)"
 ]
 }
 }
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is United States of America",
 "Year is greater than or equal to 1984",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 47110193 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046195-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17889867
title: DAO Analyzer dataset

description: DAO-Analyzer's dataset.


Explore data from Decentralized Autonomous Organizations deployed on the DAOstack, DAOhaus and Aragon platforms.
description: DAO-Analyzer is created under the umbrella of multiple research projects:



Chain Community, funded by the Spanish Ministry of Science and Innovation (RTI2018‐096820‐A‐I00) and led by Javier Arroyo and Samer Hassan

P2P Models, funded by the European Research Council (ERC-2017-STG 625 grant no.: 75920), led by Samer Hassan.

DAOapplications, funded by the Spanish Ministry of Science and Innovation (PID2021-127956OB-I00) and led by Javier Arroyo, Samer Hassan and maria Cruz Valiente
DOI: 10.15468/dl.hprghg
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Conraua goliath",
 "Year 2023-2025"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046213-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fepbp3
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siboglinum pusillum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046214-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/bfv5p1
title: Dissemination of Genetically Improved Seed (Bangladesh, 2025)

description: This dataset contains records of the 2025 sales of WorldFish G3 Rohu seeds by hatcheries across Bangladesh. It was developed from information provided directly by hatcheries involved in the large-scale dissemination of G3 Rohu and offers a solid basis for understanding its distribution and adoption. In addition, the dataset includes basic data on the genetic management of G19 GIFT by the EON Group, which received the improved GIFT germplasm from WorldFish Penang in 2025. This component documents the application of cohort-based mating schemes used by EON for broodstock multiplication, with the ultimate aim of large-scale seed production and dissemination.
description: Type: Dataset; Sub-type(s): Observation data