cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25345/c5ns0m94r
title: MassIVE MSV000097152 - GNPS_diverse_latin_american_plants
title: Spectral dataset for submitted manuscript: Adding value to botanical resources: Metabolic network analyses and high-resolution-bioassay/HPLC-high-resolution-MS screening detail the pharmacological potential of underexplored Latin-American plants.
DOI: 10.21227/7mtj-v817
title: DSE DATASET

description: In this study, two datasets are employed. The old dataset, stored in the "olddata" folder, draws on the datasets from previous research by Luo et al. and Wan et al. The new dataset, located in the "newdata" folder, focuses on 680 antineoplastic drugs retrieved from a database. Besides, three other bioentities - Protein, Disease, and ADR - are recompiled from multiple public databases such as the mentioned database, another database, Comparative Toxicogenomics Database, and SIDER database.Both datasets represent the relationships among drugs, adverse drug reactions (ADR), diseases, and targets as binary matrices (0 for no interaction, 1 for interaction). They both consist of four types of nodes and six types of edges. The new dataset, with its latest data and different sources from the old one, has fewer drugs, ADR nodes, and drug - ADR and drug - protein edges, but more protein - protein and protein - disease edges. This makes it valuable for verifying the prediction of ADR using other biological process information when there are insufficient drug - ADR facts. For IEEE DataPort users, grasping these details will enable them to effectively utilize the datasets for research related to antineoplastic drugs and bioentity interactions.
DOI: 10.5281/zenodo.14891819
title: A dataset of traget cement plants between 2012 and 2022 using improved YOLOv5-IEG model in China

description: As the world’s largest cement producer, China urgently requires accurate and comprehensive datasets to support environmental policy development. However, existing datasets are outdated, limited in scope, and lack detailed information. In this study, t-cement plant dataset in China was constructed using an improved Yolov5-IEG model and integrating multi-source data to addresses these gaps. First, an improved Yolov5-IEG t-cement plants detection model using high-resolution remote sensing images was constructed to determine the areas and locations of t-cement plants, resulting in a comprehensive dataset of 953 records. Then, 23 detailed attributes including 11 production status information of each t-cement plant were extracted based on long-term ACF products from 2012 to 2022, Point Of Interest (POI) data, and corporate enterprise information.
DOI: 10.15468/dl.6vj6yf
title: Occurrence Download

description: A dataset containing 315376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Occurrence evidence, Specimen, Fossil, Living Specimen)",
 "Country is Ethiopia",
 "DatasetKey is one of (A global database for the distributions of crop wild relatives, BirdMap Data - GPS tracking of Storks, Cranes and birds of prey, breeding in Northern and Eastern Europe, Naturalis Biodiversity Center (NL) - Botany, Royal Botanic Gardens, Kew - Herbarium Specimens, Svalbard Global Seed Vault Collection, The System-wide Information Network for Genetic Resources (SINGER), Meise Botanic Garden Herbarium (BR), Tropicos Specimens Non-MO, NMNH Extant Specimen Records (USNM, US), EURISCO, The European Genetic Resources Search Catalogue)"
 ]
}

 The dataset includes 315376 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001413-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sg7kqh
title: Occurrence Download

description: A dataset containing 513246 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cervus elaphus Linnaeus, 1758"
 ]
}

 The dataset includes 513246 records from 1331 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001405-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkr6fd
title: Occurrence Download

description: A dataset containing 1796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Japan",
 "TaxonKey is Magnolia salicifolia (Siebold & Zucc.) Maxim."
 ]
}

 The dataset includes 1796 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0098741-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32gpy6
title: Occurrence Download

description: A dataset containing 1275 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 10.9910815838613",
 "DecimalLongitude is less than 10.9941411370457",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 1275 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011055-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.loqr61
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megachasmidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013258-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzwp2u
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemigrammus boesemani Géry, 1959"
 ]
}

 The dataset includes 270 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116949-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4t2rau
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((126.42464 37.51081,126.48920 37.51081,126.48920 37.54205,126.42464 37.54205,126.42464 37.51081))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 6f2da4d9-8bd9-4f4f-852b-22cde4a43a01",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 133 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058472-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmytnv
title: Occurrence Download

description: A dataset listing the 171 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-141.00403 59.1394,-135.99426 59.1394,-135.99426 62.70996,-141.00403 62.70996,-141.00403 59.1394))",
 {
 "or" : [
 "TaxonKey is Nymphalidae",
 "TaxonKey is Pieridae",
 "TaxonKey is Papilionidae",
 "TaxonKey is Hesperiidae",
 "TaxonKey is Lycaenidae"
 ]
 }
 ]
}

 The dataset's 171 records were derived from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013246-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4cymx
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bactrocera dorsalis (Hendel, 1912)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 37 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108248-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp8kbf
title: Occurrence Download

description: A dataset containing 8211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nannoperca australis Günther, 1861"
 ]
}

 The dataset includes 8211 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041524-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9emaah
title: Occurrence Download

description: A dataset containing 2586 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 7.1574614438146",
 "DecimalLongitude is less than 7.160520996999",
 "DecimalLatitude is greater than or equal to 47.27011",
 "DecimalLatitude is less than or equal to 55.05864"
 ]
}

 The dataset includes 2586 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004799-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mt8ue4
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Stenocercus ornatissimus (Girard, 1858)"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116948-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oevofr
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stegostomatidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 270 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013252-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttemwc
title: Occurrence Download

description: A dataset containing 113888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus petraea (Matt.) Liebl.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 113888 records from 638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004785-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uwyej
title: Occurrence Download

description: A dataset containing 15727 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Molossus molossus (Pallas, 1766)"
 ]
}

 The dataset includes 15727 records from 136 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343360-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcgkrg
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Proscylliidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013264-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zs9c6h
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jupiaba maroniensis (Géry, Planquette & Le Bail, 1996)"
 ]
}

 The dataset includes 59 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0116968-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs4wd3
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biological Recording in Scotland - Scotsman Wildlife Surveys"
 ]
}

 The dataset includes 177 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004867-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkdho4
title: Occurrence Download

description: A dataset containing 32798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scyliorhinidae",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 32798 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013262-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tqg4v
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amberboa turanica Iljin"
 ]
}

 The dataset includes 117 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004848-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4n8pg
title: Occurrence Download

description: A dataset containing 4694 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera pardus (Linnaeus, 1758)"
 ]
}

 The dataset includes 4694 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123059-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvctdh
title: Occurrence Download

description: A dataset containing 1154 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aureobasidium pullulans (de Bary & Löwenthal) G.Arnaud"
 ]
}

 The dataset includes 1154 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013266-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq7fts
title: Occurrence Download

description: A dataset containing 283986 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryopteris carthusiana (Vill.) H.P.Fuchs"
 ]
}

 The dataset includes 283986 records from 572 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123067-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gp9vt7
title: Occurrence Download

description: A dataset containing 604 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "TaxonKey is Veronica persica"
 ]
}

 The dataset includes 604 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068411-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25430/researchdata.cab.unipd.it.00001718
title: Peer feedback in early childhood education: educational role and implications for teaching practices

description: Feedback is a construct extensively investigated in pedagogical and assessing literature, particularly within the context of higher education, where it is recognised as an effective tool for supporting and enhancing learning. From a socio-constructivist perspective, feedback assumes a relational and social significance, functioning as a crucial learning resource and the development of reflective and self-regulatory processes. Despite its importance, a recent literature review highlighted that feedback, especially peer feedback, remains underexplored in early childhood educational contexts.
Building on this gap, the present study aims to examine the presence and characteristics of peer feedback in interactions among preschool children (aged 3–6 years), adopting Hattie and Timperley’s (2007) feedback level model as a theoretical reference. The study further aims to design and pilot an observational tool specifically tailored to the preschool context, capable of supporting the observation and analysis of peer feedback dynamics while fostering awareness and professional competencies among educators.
The research employs a qualitative approach within a socio-constructivist paradigm, using an ethnographic case study methodology. Data were collected through participant observations, video recordings, and semi-structured interviews across five selected preschools, four in Veneto and one in the United Kingdom. Questionnaires were administered to a broader sample of early childhood educators in the provinces of Padua, Venice, and Vicenza.
Expected outputs include the development of a codebook for peer feedback forms, the formulation of an appropriate definition for the preschool age, the preparation of a report identifying educators’ knowledge, practices, and professional development needs regarding peer feedback, and the production of key principles to support teaching practices.

This dataset contains:
The long abstract of the project;
A table systematising data on the number of sessions, timing, and modifications made during the creation of the observational protocol;
An Excel file reporting intercoder agreement for eight observational protocols representative of the coding process;
A table presenting the overall agreement among researchers for 23 observational protocols.

All data has been processed in compliance with current personal data protection regulations, in accordance with Regulation (EU) 2016/679 (GDPR). The research project received ethical approval from the Ethics Committee of the Department at the University of Padova.
DOI: 10.5281/zenodo.18084592
title: G&T_COMMENTARY_TD: Portuguese Commentary Corpus – Discourse Type Annotation (v1.0)

description: G&T_COMMENTARY_TD is a FAIR-compliant, manually annotated corpus of Portuguese commentary texts, developed by the G&T – Gramática & Texto research group (CLUNL, NOVA FCSH).

The corpus comprises 82 commentary texts published in Portuguese newspapers and magazines between 2005 and 2016, segmented into 373 Discourse Type (TD) units, following the theoretical framework of Sociodiscursive Interactionism (SDI).

This public release provides only the structural segmentation and discourse-type annotation (DI, DT, RI, N, including citation contexts), with all original textual content removed due to copyright restrictions.

The dataset is distributed as a single XML file and is intended for discourse analysis, sequential modelling, graph-based approaches (including directed and multiplex networks), and quantitative–qualitative studies of discourse organisation and genre tendencies.
DOI: 10.5281/zenodo.18084593
title: G&T_COMMENTARY_TD: Portuguese Commentary Corpus – Discourse Type Annotation (v1.0)

description: G&T_COMMENTARY_TD is a FAIR-compliant, manually annotated corpus of Portuguese commentary texts, developed by the G&T – Gramática & Texto research group (CLUNL, NOVA FCSH).

The corpus comprises 82 commentary texts published in Portuguese newspapers and magazines between 2005 and 2016, segmented into 373 Discourse Type (TD) units, following the theoretical framework of Sociodiscursive Interactionism (SDI).

This public release provides only the structural segmentation and discourse-type annotation (DI, DT, RI, N, including citation contexts), with all original textual content removed due to copyright restrictions.

The dataset is distributed as a single XML file and is intended for discourse analysis, sequential modelling, graph-based approaches (including directed and multiplex networks), and quantitative–qualitative studies of discourse organisation and genre tendencies.
DOI: 10.15468/dl.ews9by
title: Occurrence Download

description: A dataset containing 18941134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 18941134 records from 2097 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068402-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17172/nomad/2025.04.11-1
title: NOMAD dataset: ChIMES Training Data
DOI: 10.60893/figshare.jap.28669460
title: Supplementary Material

description: Supplementary material supports data presented in manuscript
DOI: 10.60893/figshare.jap.28669460.v1
title: Supplementary Material

description: Supplementary material supports data presented in manuscript
DOI: 10.15468/dl.q88atw
title: Occurrence Download

description: A dataset containing 24994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ruta angustifolia Pers.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24994 records from 254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017385-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hysryq
title: Occurrence Download

description: A dataset containing 7162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyaena hyaena (Linnaeus, 1758)"
 ]
}

 The dataset includes 7162 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017386-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jap.28637759.v1
title: Supporting Information

description: Supporting Information
DOI: 10.60893/figshare.jap.28637759
title: Supporting Information

description: Supporting Information
DOI: 10.34740/kaggle/dsv/8607715
title: Brazilian Road Animals (BRA) - Dataset