cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.2qmy5n
title: Occurrence Download

description: A dataset containing 103795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crepis biennis L."
 ]
}

 The dataset includes 103795 records from 621 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011119-230224095556074/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.29581547
title: Youth Empowerment and Crime Reduction: A Descriptive Study of Youth Empowerment Programs in Ekiti State, Nigeria

description: <i>Nigeria's escalating crime rate threatens the country's future. The study specifically examined the level of youth participation in empowerment initiatives and the perceived effectiveness of these programs in reducing crime in Ekiti State, Nigeria. A descriptive survey design was utilized for this research. Data were gathered from 400 validated responses out of 417 distributed questionnaires. A three-stage sampling technique was employed to select Ado, Ikere, and Oye local governments, each representing one of the three senatorial districts in Ekiti State. Data were analyzed through Crammers’ V, Pearson Chi-square, and Linear Regression at a 5% significance level. 74.25% of respondents believed that youth involvement in empowerment programs was high. 71.5% of the respondents opined that grandaunts should be provided with micro-credits, to make the program more effective. The study revealed a relationship between participating in empowerment programs and crime reduction. Secondly, a relationship exists between youths’ financial status and crime reduction. The study confirmed the adequacy of empowerment centers as a crucial factor in reducing crime. Finally, the study demonstrated that youth empowerment significantly promotes entrepreneurship, reducing youth involvement in crime. The study concludes that empowerment promotes entrepreneurship and reduces crime in Ekiti State. A more comprehensive approach targeting youth involvement in empowerment programs, supported by increased funding, is recommended to enhance the effectiveness of these programs and reduce crime rates further.</i>
DOI: 10.6084/m9.figshare.29581547.v1
title: Youth Empowerment and Crime Reduction: A Descriptive Study of Youth Empowerment Programs in Ekiti State, Nigeria

description: <i>Nigeria's escalating crime rate threatens the country's future. The study specifically examined the level of youth participation in empowerment initiatives and the perceived effectiveness of these programs in reducing crime in Ekiti State, Nigeria. A descriptive survey design was utilized for this research. Data were gathered from 400 validated responses out of 417 distributed questionnaires. A three-stage sampling technique was employed to select Ado, Ikere, and Oye local governments, each representing one of the three senatorial districts in Ekiti State. Data were analyzed through Crammers’ V, Pearson Chi-square, and Linear Regression at a 5% significance level. 74.25% of respondents believed that youth involvement in empowerment programs was high. 71.5% of the respondents opined that grandaunts should be provided with micro-credits, to make the program more effective. The study revealed a relationship between participating in empowerment programs and crime reduction. Secondly, a relationship exists between youths’ financial status and crime reduction. The study confirmed the adequacy of empowerment centers as a crucial factor in reducing crime. Finally, the study demonstrated that youth empowerment significantly promotes entrepreneurship, reducing youth involvement in crime. The study concludes that empowerment promotes entrepreneurship and reduces crime in Ekiti State. A more comprehensive approach targeting youth involvement in empowerment programs, supported by increased funding, is recommended to enhance the effectiveness of these programs and reduce crime rates further.</i>
DOI: 10.6084/m9.figshare.29580755
title: WORKFLOW + DATA FILE - Mastering KNIME Build Data Pipelines and Dashboards Visually

description: <b>Book link: https://lnkd.in/eQRaDhiJ</b><br><br><br>This file contains all KNIME workflows, reusable components, and public datasets referenced throughout the book <i>“Mastering KNIME: Build Data Pipelines and Dashboards Visually”</i> (1st Edition, 2025).These files are organized by chapter and workflow purpose, enabling readers to follow along with real-world examples, practice hands-on data transformation techniques, and explore complete visual pipelines.<b>Contents Include</b>:KNIME workflow files (.knwf) for each chapterPublic datasets used in the examples (e.g., NYC Restaurant, Online Retail, Air Quality, etc.)Reusable KNIME components (e.g., data cleaners, samplers, splitters)All datasets used in this book are publicly available and are free to use.<br>
DOI: 10.6084/m9.figshare.29580755.v1
title: WORKFLOW + DATA FILE - Mastering KNIME Build Data Pipelines and Dashboards Visually

description: <b>Book link: https://lnkd.in/eQRaDhiJ</b><br><br><br>This file contains all KNIME workflows, reusable components, and public datasets referenced throughout the book <i>“Mastering KNIME: Build Data Pipelines and Dashboards Visually”</i> (1st Edition, 2025).These files are organized by chapter and workflow purpose, enabling readers to follow along with real-world examples, practice hands-on data transformation techniques, and explore complete visual pipelines.<b>Contents Include</b>:KNIME workflow files (.knwf) for each chapterPublic datasets used in the examples (e.g., NYC Restaurant, Online Retail, Air Quality, etc.)Reusable KNIME components (e.g., data cleaners, samplers, splitters)All datasets used in this book are publicly available and are free to use.<br>
DOI: 10.15468/dl.hgycrj
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mus musculus",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 331 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023243-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zne4wf
title: Occurrence Download

description: A dataset containing 7714 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine leucantha"
 ]
}

 The dataset includes 7714 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023244-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3zb68
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "MediaType is Image",
 "TaxonKey is Lytorhynchus diadema"
 ]
}

 The dataset includes 124 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023247-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gfvgc9
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Photogenis leuciodus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023245-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9qdfu
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta hederacea"
 ]
}

 The dataset includes 84 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023248-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ceynx
title: Occurrence Download

description: A dataset containing 641 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hormathophylla lapeyrouseana"
 ]
}

 The dataset includes 641 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023246-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwh22v
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diploknema butyracea"
 ]
}

 The dataset includes 162 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023249-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15969161
title: Data for: A dataset of permafrost distribution and vulnerable landscapes in the western Himalaya

description: This dataset provides geospatial information on permafrost distribution and related landscape features in Jammu and Kashmir. It includes MODIS-based land surface temperature data (2002–2023), active layer thickness records, a permafrost classification map, and key infrastructure layers such as roads, lakes, households, and hydropower projects. The data support research on permafrost dynamics, climate change impacts, and risk assessment in the Himalayan region.
DOI: 10.5281/zenodo.15969162
title: Data for: A dataset of permafrost distribution and vulnerable landscapes in the western Himalaya

description: This dataset provides geospatial information on permafrost distribution and related landscape features in Jammu and Kashmir. It includes MODIS-based land surface temperature data (2002–2023), active layer thickness records, a permafrost classification map, and key infrastructure layers such as roads, lakes, households, and hydropower projects. The data support research on permafrost dynamics, climate change impacts, and risk assessment in the Himalayan region.
DOI: 10.15468/dl.9avvrv
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diploknema butyracea"
 ]
}

 The dataset includes 162 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023250-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56hjxz
title: Occurrence Download

description: A dataset containing 8696 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centaurea solstitialis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8696 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023251-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tfcn6k
title: Occurrence Download

description: A dataset containing 77818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Acer negundo"
 ]
}

 The dataset includes 77818 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023219-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2rzrr
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Draba chamissonis"
 ]
}

 The dataset includes 258 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023252-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw8g3d
title: Occurrence Download

description: A dataset containing 814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta laevigata"
 ]
}

 The dataset includes 814 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023253-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vss3ua
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex hirta hirta, Carex hirta hirtiformis, Carex hirta hirtiformis, Carex hirta latifolia, Carex hirta latifolia, Carex hirta major, Carex hirta paludosa, Carex hirta paludosa, Carex hirta pseudohirta, Carex hirta spinosa)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 152 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023254-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmamsn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepidium laeteviride"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023255-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tknhp6
title: Occurrence Download

description: A dataset containing 3862 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notropis longirostris"
 ]
}

 The dataset includes 3862 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023256-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wahkwd
title: Occurrence Download

description: A dataset containing 69463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carassius auratus)",
 "HasCoordinate is true",
 "DecimalLatitude is less than 60",
 "DecimalLatitude is greater than -56",
 "DecimalLongitude is less than 180",
 "DecimalLongitude is greater than -145"
 ]
}

 The dataset includes 69463 records from 398 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023240-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15971326
title: PLANET4B_Case_Fashion_ExploratoryPhase(EP)_GreyLiterature

description: This dataset includes the grey literature documents (N=12) analysed during the exploratory phase (EP) of the Fashion case study in the Horizon Europe project PLANET4B (understanding Plural values, intersectionality, Leverage points, Attitudes, Norms, behaviour and social lEarning in Transformation for Biodiversity decision making). Additionally, the dataset includes a metada document (PLANET4B_Case_Fashion_EP_GreyLiterature_Metadata.docx) with additional information about each of the documents (e.g., year of publication, title, issuing organisation).

At the time of data collection (2023), the contributors were researchers at the University of Pisa (UNIPI). The case study focused on understanding the relation between biodiversity loss and the textile, apparel, and fashion sector (TAF), and identifying leverage points and potential interventions to foster transformative change for biodiversity in the sector.
DOI: 10.15468/dl.q5zcku
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chondrilla juncea",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023257-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yvr6a
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex hirta subhirtiformis, Carex hirta villosa, Carex hirta hirta, Carex hirta hirtiformis, Carex hirta hirtiformis, Carex hirta aquatica, Carex hirta fuscescentes, Carex hirta glabra, Carex hirta glabrata, Carex hirta glabrescens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 74 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023259-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15970401
title: PLANET4B_Case_Fashion_ExploratoryPhase(EP)__Interviews_Anonymous

description: This dataset includes the anonymised transcripts of the interviews (N=12) conducted during the exploratory phase (EP) of the Fashion case study in the Horizon Europe project PLANET4B (understanding Plural values, intersectionality, Leverage points, Attitudes, Norms, behaviour and social lEarning in Transformation for Biodiversity decision making). Additionally, the dataset includes a metada document (PLANET4B_Case_Fashion_EP_Interviews_Anonymous_Metadata) with additional information about each of the transcripts (e.g., date, location, thematic focus, sector of the interviewees).

At the time of collection, all the contributors were researchers at the University of Pisa (UNIPI). The case study focused on understanding the relation between biodiversity loss and the textile, apparel, and fashion sector (TAF), and identifying leverage points and potential interventions to foster transformative change for biodiversity in the sector.
DOI: 10.15468/dl.9cujej
title: Occurrence Download

description: A dataset containing 128491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oryctolagus cuniculus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 128491 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023232-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.53639k
title: Occurrence Download

description: A dataset containing 10262 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nepeta nepetella"
 ]
}

 The dataset includes 10262 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023258-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25500/edata.bham.00001330
title: Dataset supporting "Parameterizing the effect of human occupancy and kinetic energy on indoor air pollution"
DOI: 10.15468/dl.cjh5t2
title: Occurrence Download

description: A dataset containing 120221 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oryctolagus cuniculus",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 120221 records from 137 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023233-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1387041.10fu
title: SH1387041.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1387042.10fu
title: SH1387042.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.