cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.g68v98
title: Occurrence Download

description: A dataset containing 1151 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "Country is Germany",
 "DecimalLongitude is greater than or equal to 6.59450365788596",
 "DecimalLongitude is less than 6.59756321107036",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1151 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003085-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tstxmp
title: Occurrence Download

description: A dataset containing 124675 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-160.664062 22.634292,-160.664062 18.396230,-154.248046 18.396230,-154.248046 22.634292,-160.664062 22.634292))",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 124675 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009142-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jh6hy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Espeletia ramosa Mavárez & Becerra"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161752-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acec7h
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museu Paraense Emilio Goeldi Herbarium",
 "TaxonKey is Eschweilera coriacea (DC.) S.A.Mori"
 ]
}

 The dataset includes 153 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034552-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u0xrud
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Betta Bleeker, 1850",
 "Country is India"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009142-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfndgp
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum hajastanum V.E.Avet."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003097-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4zv5p
title: Occurrence Download

description: A dataset containing 115427 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Osmia Panzer, 1806",
 "Year 1960-2021"
 ]
}

 The dataset includes 115427 records from 297 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0294049-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxu1i0
title: Occurrence Download

description: A dataset containing 5798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((100.71 -44.42,100.71 -0.58,188.29 -0.58,188.29 -44.42,100.71 -44.42))",
 "HasCoordinate is true",
 "TaxonKey is Synoum glandulosum (Sm.) A.Juss.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5798 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009142-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hqyu2
title: Occurrence Download

description: A dataset containing 1867 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum lenense Adams"
 ]
}

 The dataset includes 1867 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003169-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syydry
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euploca pedicellaris (Urb. & Ekman) Feuillet"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161753-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3waw6p
title: Occurrence Download

description: A dataset containing 49484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Elodea nuttallii (Planch.) H.St.John, Heracleum mantegazzianum Sommier & Levier, Hydrocotyle ranunculoides L.fil., Ludwigia grandiflora (Michx.) Greuter & Burdet, Impatiens glandulifera Royle, Myriophyllum aquaticum (Vell.) Verdc., Orconectes limosus (Rafinesque, 1817), Pacifastacus leniusculus (Dana, 1852), Lagarosiphon major (Ridl.) Moss, Lysichiton americanus Hultén & H.St.John, Myriophyllum heterophyllum Michx., Procambarus clarkii (Girard, 1852), Cabomba caroliniana A.Gray, Heracleum persicum Desf. ex Fisch., C.A.Mey. & Avé-Lall., Heracleum sosnowskyi Manden., Ludwigia peploides (Kunth) P.H.Raven, Orconectes virilis (Hagen, 1870), Procambarus fallax f. virginalis Martin, Dorn, Kawai, van der Heiden & Scholtz, 2010)"
 ]
}

 The dataset includes 49484 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002542-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxoskr
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Coccolith counts of multinet M32/5_MSN982"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009144-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdpa7n
title: Occurrence Download

description: A dataset containing 5144 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gopherus agassizii (Cooper, 1861)"
 ]
}

 The dataset includes 5144 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0316103-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z967h2
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium fuscum Waldst. & Kit."
 ]
}

 The dataset includes 122 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003145-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhkni2
title: Occurrence Download

description: A dataset containing 1773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyanocorax caeruleus (Vieillot, 1818)"
 ]
}

 The dataset includes 1773 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009142-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dz9bjj
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eugenia pusilliflora M.L.Kawas. & B.Holst"
 ]
}

 The dataset includes 95 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0161754-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kn777y
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Biston bengaliaria (Guenée, 1858), Biston antecreta (Prout L.B., 1938))"
 ]
}

 The dataset includes 49 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0246562-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zzyfd5
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Spiraea japonica var. ovalifolia Franch."
 ]
}

 The dataset includes 145 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010667-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypewnp
title: Occurrence Download

description: A dataset containing 9433352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is United States of America"
 ]
}

 The dataset includes 9433352 records from 423 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009143-151016162008034/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.cc2jkwhh
title: CCDC 2340887: Experimental Crystal Structure Determination

description: Related Article: Rustam Tamim, Poonam Saini, Krishna Kumar M S, Yogendra Kumar, Pritam Mukhopadhyay|2025|J.Org.Chem.|90|4495|doi:10.1021/acs.joc.4c02501
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: 10.5517/ccdc.csd.cc2jkwjj
title: CCDC 2340888: Experimental Crystal Structure Determination

description: Related Article: Rustam Tamim, Poonam Saini, Krishna Kumar M S, Yogendra Kumar, Pritam Mukhopadhyay|2025|J.Org.Chem.|90|4495|doi:10.1021/acs.joc.4c02501
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.h3enay
title: Occurrence Download

description: A dataset containing 497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (Asia, Oceania)",
 "Country is one of (Indonesia, Papua New Guinea, Australia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acacia mangium"
 ]
}

 The dataset includes 497 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014339-251120083545085/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.30739916
title: Data Set on Town Hall Participation

description: This study investigates political efficacy—citizens’ beliefs in their ability to understand politics (internal political efficacy) and influence outcomes (external political efficacy)—in the context of town hall meeting (THM) participation in a German city. Using a pre-post quasi-experimental design (N = 109), we examined changes in political efficacy among active participants randomly recruited from the city’s population register and passive listeners who joined independently and served as the control group. External efficacy increased significantly for active participants but not for passive listeners, while internal efficacy remained stable regardless of participation role. Findings suggest that THMs can strengthen perceptions of institutional responsiveness among citizens directly engaged in dialogue, particularly on local issues.
DOI: 10.6084/m9.figshare.30739916.v1
title: Data Set on Town Hall Participation

description: This study investigates political efficacy—citizens’ beliefs in their ability to understand politics (internal political efficacy) and influence outcomes (external political efficacy)—in the context of town hall meeting (THM) participation in a German city. Using a pre-post quasi-experimental design (N = 109), we examined changes in political efficacy among active participants randomly recruited from the city’s population register and passive listeners who joined independently and served as the control group. External efficacy increased significantly for active participants but not for passive listeners, while internal efficacy remained stable regardless of participation role. Findings suggest that THMs can strengthen perceptions of institutional responsiveness among citizens directly engaged in dialogue, particularly on local issues.
DOI: 10.5281/zenodo.17751898
title: Data associated with "Extracting and evaluating plant trait information from digital text in the Global Biodiversity Information Facility (GBIF)"

description: The data associated with Katori and Oguro (2025) (https://doi.org/10.1101/2025.03.16.643436):

A raw table presenting the all occurrence data on vascular plants downloaded from GBIF, containing the five columns used in this study as well as latitude and longitude data (File 1); Text and values of life span (LS), growth form (GF), flower color (FC), and plant height (PH), latitude, and longitude extracted from each occurrence of GBIF (File 2-4); A species-level dataset of LS, GF, FC, PHmax for five databases (GBIF, TRY, BIEN, eFloras, and Rice database)(File 5).

For detailed descriptions of each file and how to create the data, see "README.txt" and Katori and Oguro (2025) (https://doi.org/10.1101/2025.03.16.643436).
DOI: 10.15468/dl.gr8t6m
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia stellaticeps",
 "HasCoordinate is true"
 ]
}

 The dataset includes 334 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014340-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.31256.87040
title: Brij Mohan's Scientific Source Codes (Published Articles)
DOI: 10.6084/m9.figshare.30739871
title: An Electroencephalogram Dataset of Learner Interest States in Online Education Tasks

description: Learning interest is widely recognized as a critical factor influencing learning outcomes; however, its underlying neural mechanisms remain insufficiently understood. In this study, we constructed an EEG dataset within an online learning context to explore the neural representation of learning interest. Fourteen participants were recruited to complete comprehensive online learning tasks in simulated multi-context classroom settings, during which 16-channel EEG signals were recorded synchronously. The dataset comprises EEG recordings collected during the learning process together with the corresponding video materials. To validate its effectiveness, five machine learning models were applied to classify interest states based on spectral energy and peak-frequency features extracted from five canonical EEG bands. Classification accuracy approached 100%, confirming the reliability and analytic value of the dataset. This resource provides empirical support for investigating the neurophysiological mechanisms underlying learning interest and, as an open-access dataset with ecological validity, offers valuable data for research in online educational neuroscience, cognitive learning processes, and brain–computer interface applications.
DOI: 10.6084/m9.figshare.30739871.v1
title: An Electroencephalogram Dataset of Learner Interest States in Online Education Tasks

description: Learning interest is widely recognized as a critical factor influencing learning outcomes; however, its underlying neural mechanisms remain insufficiently understood. In this study, we constructed an EEG dataset within an online learning context to explore the neural representation of learning interest. Fourteen participants were recruited to complete comprehensive online learning tasks in simulated multi-context classroom settings, during which 16-channel EEG signals were recorded synchronously. The dataset comprises EEG recordings collected during the learning process together with the corresponding video materials. To validate its effectiveness, five machine learning models were applied to classify interest states based on spectral energy and peak-frequency features extracted from five canonical EEG bands. Classification accuracy approached 100%, confirming the reliability and analytic value of the dataset. This resource provides empirical support for investigating the neurophysiological mechanisms underlying learning interest and, as an open-access dataset with ecological validity, offers valuable data for research in online educational neuroscience, cognitive learning processes, and brain–computer interface applications.
DOI: 10.15468/dl.dh2csq
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pachyphytum saltensis"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014341-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2p4nq
title: Occurrence Download

description: A dataset containing 1154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia stipuligera",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1154 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014343-251120083545085/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.30617066.v3
title: Source data for Jing et al., 2025

description: Dataset authored by Jing Yu, Han Yeong Kaw, Qi Yang, Cong Fan, Xuejing Ma, Lizhong Zhu, Wei Wang.Source data for the study entitled "Evolved extracellular polymeric substances act as a frontline shield against antibiotic tolerance and resistance in <i>Escherichia coli</i>".<br><br><br>
DOI: 10.15468/dl.abdfpd
title: Occurrence Download

description: A dataset containing 39260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus manatus"
 ]
}

 The dataset includes 39260 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014344-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3eg2q9
title: Occurrence Download

description: A dataset containing 34559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((7.2417 59.39545,7.67063 55.50074,13.56416 56.25566,12.17812 60.73657,7.2417 59.39545))",
 "TaxonKey is Phocoena phocoena"
 ]
}

 The dataset includes 34559 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014345-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/yzwb-hq77
title: "Association Rules Extracted from Pylint Static Code Analysis of Six Python Repositories"

description: "This dataset contains the complete set of mined association rules extracted from Pylint static analysis outputs across six widely used Python codebases: NumPy, Matplotlib, scikit-learn, Flask, PyMeasures, and TheAlgorithms. The repos where cloned on  July 12, 2025. Each source file is treated as a transaction and each Pylint message code as an item, enabling the discovery of high-lift co-occurrence patterns, directional relationships, and cross-project regularities in warning behavior. The dataset supports research on software quality assessment, linter interpretation, and mining recurrent design or style issues at scale. All rules include support, confidence, lift, and Jaccard similarity, allowing downstream analysis or reproduction of the full study."
DOI: 10.15468/dl.umwbr4
title: Occurrence Download

description: A dataset containing 1503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON ((-73.173752 45.53377, -73.124313 45.53377, -73.124313 45.569832, -73.173752 45.569832, -73.173752 45.53377))",
 "TaxonKey is Tracheophyta",
 "Year is greater than 2010",
 "GadmGid is CAN.11_1",
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1503 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014347-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4fq4md
title: Occurrence Download

description: A dataset containing 280 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia subcaerulea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 280 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014346-251120083545085/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/13910811
title: Antutu Benchmark