cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9q286t
title: Occurrence Download

description: A dataset containing 35166 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 one of (Actaea rubra)"
 ]
}

 The dataset includes 35166 records from 228 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010489-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jc3vnu
title: Occurrence Download

description: A dataset containing 75603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Arthropteridaceae, Vittariaceae, Taenitidaceae, Sinopteridaceae, Hemionitidaceae, Cheilanthaceae, Ceratopteridaceae, Acrostichaceae, Platyceriaceae, Loxogrammaceae, Grammitidaceae, Peranemataceae, Elaphoglossaceae, Bolbitidaceae, Pteridiaceae, Monachosoraceae, Hypolepidaceae, Tectariaceae, Selaginellaceae, Schizaeaceae, Salviniaceae, Saccolomataceae, Rhachidosoraceae, Pteridryaceae, Pteridaceae, Psilotaceae, Polypodiaceae, Plagiogyriaceae, Osmundaceae, Ophioglossaceae, Oleandraceae, Nephrolepidaceae, Matoniaceae, Marsileaceae, Marattiaceae, Lygodiaceae, Lycopodiaceae, Lomariopsidaceae, Lindsaeaceae, Isoetaceae, Hypodematiaceae, Hymenophyllaceae, Gleicheniaceae, Equisetaceae, Dryopteridaceae, Dipteridaceae, Diplaziopsidaceae, Dicksoniaceae, Dennstaedtiaceae, Davalliaceae, Cystopteridaceae, Cyatheaceae, Cibotiaceae, Blechnaceae, Athyriaceae, Aspleniaceae, Thelypteridaceae)"
 ]
}

 The dataset includes 75603 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010453-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2247252364
title: Structural Biology at EMBL Grenoble, IBS-CIBB, IAB and ILL

description: This proposal clusters macromolecular crystallography (MX) and biological small angle X-ray scattering (bioSAXS) projects at the EMBL Grenoble, IBS-CIBB, IAB and ILL. It combines groups working on different topics with a major focus on cell signaling proteins, ubiquitination pathways, nucleic acid-protein complexes, sarcomere development, host-pathogen interactions and drug discovery. The BAG group has been quite productive this last year/reporting period, as summarized in the report, with many results still being further analysed and follow-up experiments planned. Most notably, the BAG has produced 7 PDB depositions, 1 SASDB deposition and 10 publications in peer reviewed journals. The proposers have long-standing experience in the use, as well as the development of beam lines for MX and bioSAXS, and have participated in successive successful BAG applications over the years, mostly at the ESRF. The BAG responsible is again Andrew McCarthy (EMBL Grenoble) for this application round.
DOI: 10.15468/dl.598stx
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cucurbita moschata",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010493-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tjhude
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cucurbita moschata",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 107 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010494-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwu934
title: Occurrence Download

description: A dataset containing 5160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Balistoides viridescens"
 ]
}

 The dataset includes 5160 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010495-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xf3se
title: Occurrence Download

description: A dataset containing 2040 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 one of (Actaea rubra neglecta)"
 ]
}

 The dataset includes 2040 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010497-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p9tedn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cucurbita moschata",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010496-250920141307145/datasets/export for details.
DOI: 10.57967/hf/6576
title: ObscuraX
DOI: 10.15468/dl.wpv7ka
title: Occurrence Download

description: A dataset containing 1009879 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorbus aucuparia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1009879 records from 1506 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010466-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7y39s
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplazium hellwigii Mickel & Beitel"
 ]
}

 The dataset includes 18 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157112-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xrps6p
title: Occurrence Download

description: A dataset containing 9197719 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9197719 records from 1205 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0157068-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euahu8
title: Occurrence Download

description: A dataset containing 328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bergenia purpurascens (Hook.fil. & Thomson) Engl.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 328 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0321911-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1tytfn
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphanosperma sinaloensis (Leonard & Gentry) T.F.Daniel"
 ]
}

 The dataset includes 29 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009828-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n4vs25
title: Occurrence Download

description: A dataset containing 496794 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eupatorium cannabinum L."
 ]
}

 The dataset includes 496794 records from 1653 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067668-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jupzsp
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 -67.5,-22.5 -67.5,-22.5 -60,-30 -60,-30 -67.5))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039530-251009101135966/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/13437678
title: News UAD
DOI: 10.15468/dl.9ydb7t
title: Occurrence Download

description: A dataset containing 1722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 60,7.5 60,7.5 67.5,0 67.5,0 60))"
 ]
}

 The dataset includes 1722 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039534-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5uj8k
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-7.5 60,0 60,0 67.5,-7.5 67.5,-7.5 60))"
 ]
}

 The dataset includes 46 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039533-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57783/422d-yx68
title: LibreChat
DOI: 10.17632/6t23jb94jg
title: Changes in gene expression during spermatogenesis in P. patens

description: Physcomitrium patens differential gene expression of antheridia producing tissue at 0-, 15-, and 28- days after induction.
DOI: 10.17632/6t23jb94jg.1
title: Changes in gene expression during spermatogenesis in P. patens

description: Physcomitrium patens differential gene expression of antheridia producing tissue at 0-, 15-, and 28- days after induction.
DOI: 10.17632/cybj445fr2
title: Supplementary materials 3 - Webpages database

description: Curated output of the COST action BETTER Task 4.3 survey work‑stream.
This workbook contains records that the Working Group 4 (WG4) team manually harmonised, cleaned and enriched during and after the Ghen (Belgium) workshop (8 Feb 2024). It is ready for cataloguing, analytics or web display.

1. Workbook layout
• training_projects 89 rows × 22 fields – each row = one biosecurity or herd‑health management course.
• webpages 65 rows × 21 fields – web resources that offer stand‑alone biosecurity information or e‑learning.
• Clarifications 34 text rows – definitions and coding rules applied when populating the two tables (e.g. what counts as “training”, how to mark quality control, etc.).

2. Key fields (training_projects)
Title │ Provider │ Language │ Target animal species │ Topic (pure biosecurity vs. broader) │ Delivery mode (F2F / online / hybrid) │ Training tools (lectures, simulation, tests…) │ Duration │ Audience category (farmers, vets, students…) │ Level (basic / advanced) │ Cost (free / fee) │ Award (certificate, ECTS, micro‑badge) │ Application window │ Keywords │ Current status │ Website │ Evaluation type │ Quality‑control mechanism.

3. Key fields (webpages)
URL │ Language │ Free/paid (+cost) │ Species focus │ Content format (factsheets, videos, guidelines…) │ One‑health scope │ Downloadable material │ Offline usability │ Type of biosecurity information (farm, transport, both).

3. What the numbers mean
89 courses span 25‑plus providers in Europe and beyond; ~60 % are still active. English is the dominant training language, but 13 other languages appear. Roughly half the courses are free; fees, where given, range from €15 to €2 400....
The 65 webpages complement formal courses with self‑paced resources; almost all are free, yet only 15 % allow offline use. Species coverage is skewed towards cattle, pigs and poultry; aquaculture and small ruminants are under‑represented.

4. How to reuse the file
Join tables – the URL in training_projects lets you match with detailed metadata in webpages when a course and its site share the same link.
Filter – all categorical answers are already normalised (yes/no, basic/advanced, etc.), so no heavy cleaning is needed.
Mapping – pivot by country, language or species to visualise gaps in regional coverage.
Quality lens – the “evaluation” and “quality control” fields permit screening for evidence‑based versus ad‑hoc trainings.

5. Caveats
• Not exhaustive: entries reflect material found or provided by survey respondents.
• Dates and costs were not always verifiable; use the website links for confirmation.

6. Relation to translations
Each record may originate from one of the seven survey languages (English, Albanian, German, Italian, Portuguese, Spanish, Turkish). All data have been translated into English for consistency, but course titles remain in the original language where that is the official name.
DOI: 10.17632/cybj445fr2.1
title: Supplementary materials 3 - Webpages database

description: Curated output of the COST action BETTER Task 4.3 survey work‑stream.
This workbook contains records that the Working Group 4 (WG4) team manually harmonised, cleaned and enriched during and after the Ghen (Belgium) workshop (8 Feb 2024). It is ready for cataloguing, analytics or web display.

1. Workbook layout
• training_projects 89 rows × 22 fields – each row = one biosecurity or herd‑health management course.
• webpages 65 rows × 21 fields – web resources that offer stand‑alone biosecurity information or e‑learning.
• Clarifications 34 text rows – definitions and coding rules applied when populating the two tables (e.g. what counts as “training”, how to mark quality control, etc.).

2. Key fields (training_projects)
Title │ Provider │ Language │ Target animal species │ Topic (pure biosecurity vs. broader) │ Delivery mode (F2F / online / hybrid) │ Training tools (lectures, simulation, tests…) │ Duration │ Audience category (farmers, vets, students…) │ Level (basic / advanced) │ Cost (free / fee) │ Award (certificate, ECTS, micro‑badge) │ Application window │ Keywords │ Current status │ Website │ Evaluation type │ Quality‑control mechanism.

3. Key fields (webpages)
URL │ Language │ Free/paid (+cost) │ Species focus │ Content format (factsheets, videos, guidelines…) │ One‑health scope │ Downloadable material │ Offline usability │ Type of biosecurity information (farm, transport, both).

3. What the numbers mean
89 courses span 25‑plus providers in Europe and beyond; ~60 % are still active. English is the dominant training language, but 13 other languages appear. Roughly half the courses are free; fees, where given, range from €15 to €2 400....
The 65 webpages complement formal courses with self‑paced resources; almost all are free, yet only 15 % allow offline use. Species coverage is skewed towards cattle, pigs and poultry; aquaculture and small ruminants are under‑represented.

4. How to reuse the file
Join tables – the URL in training_projects lets you match with detailed metadata in webpages when a course and its site share the same link.
Filter – all categorical answers are already normalised (yes/no, basic/advanced, etc.), so no heavy cleaning is needed.
Mapping – pivot by country, language or species to visualise gaps in regional coverage.
Quality lens – the “evaluation” and “quality control” fields permit screening for evidence‑based versus ad‑hoc trainings.

5. Caveats
• Not exhaustive: entries reflect material found or provided by survey respondents.
• Dates and costs were not always verifiable; use the website links for confirmation.

6. Relation to translations
Each record may originate from one of the seven survey languages (English, Albanian, German, Italian, Portuguese, Spanish, Turkish). All data have been translated into English for consistency, but course titles remain in the original language where that is the official name.
DOI: 10.17632/yfpc6gpmbm
title: Online survey questions

description: This file is the full text of an on‑line questionnaire (Survey_full.docx) prepared for COST Action BETTER (CA20103) and the Federation of Veterinarians of Europe. Its aim is to collect comparable information about ongoing or past projects and training activities dealing with animal biosecurity and herd‑health management (HHM). The survey will be launched as a self‑administered web form; completion time is about ten minutes. Participation is voluntary, fully anonymous (no IP is stored) and governed by GDPR‑compliant informed‑consent text.

## Main blocks
Information (consent, study goal, contacts, deadline).
Introductory items: slider 0–100 for self‑rated knowledge and ordered years‑of‑experience question.
Profession selection (veterinarian, farmer, undergraduate student, other stakeholder).
Biosecurity projects and HHM projects: respondents review a validated list and can register up to five additional projects, giving title/acronym, optional URL and funding origin.
Role‑specific modules: large six‑point Likert batteries on perceived “training gaps,” routed by profession and, for veterinarians, by main animal species (cattle, poultry, swine, small ruminants, other).
Training inventories: repeated loop (max 5 per topic) to record biosecurity or HHM trainings with title, URL, main audience and target species.
Final open “Comments” box.

Skip logic is simple (Yes/No filters and profession branches), so each respondent sees only relevant sections.

Data interpretation
– Slider values can be analysed as quasi‑continuous self‑efficacy scores; ordered experience levels can be recoded to mid‑point years.
– Likert items (1 = very big gap … 6 = no gap) lend themselves to scale construction; check internal consistency before summing.
– Free‑text project and training records should be coded for species, geography, funding and topic; text mining helps discover themes.
– Branching means denominators differ across modules.

Potential uses
• Mapping (European) biosecurity and HHM initiatives.
• Comparing perceived training needs across stakeholder groups.

Strengths: broad stakeholder coverage, species‑specific detail, built‑in lists that aid recall, ethical data handling. Limitations: self‑selection bias, reliance on self‑reported knowledge, forced‑choice six‑point scale may frustrate some respondents.

The questionnaire has been translated into Albanian, German, Italian, Portuguese, Spanish and Turkish to maximize reach.
DOI: 10.17632/yfpc6gpmbm.1
title: Online survey questions

description: This file is the full text of an on‑line questionnaire (Survey_full.docx) prepared for COST Action BETTER (CA20103) and the Federation of Veterinarians of Europe. Its aim is to collect comparable information about ongoing or past projects and training activities dealing with animal biosecurity and herd‑health management (HHM). The survey will be launched as a self‑administered web form; completion time is about ten minutes. Participation is voluntary, fully anonymous (no IP is stored) and governed by GDPR‑compliant informed‑consent text.

## Main blocks
Information (consent, study goal, contacts, deadline).
Introductory items: slider 0–100 for self‑rated knowledge and ordered years‑of‑experience question.
Profession selection (veterinarian, farmer, undergraduate student, other stakeholder).
Biosecurity projects and HHM projects: respondents review a validated list and can register up to five additional projects, giving title/acronym, optional URL and funding origin.
Role‑specific modules: large six‑point Likert batteries on perceived “training gaps,” routed by profession and, for veterinarians, by main animal species (cattle, poultry, swine, small ruminants, other).
Training inventories: repeated loop (max 5 per topic) to record biosecurity or HHM trainings with title, URL, main audience and target species.
Final open “Comments” box.

Skip logic is simple (Yes/No filters and profession branches), so each respondent sees only relevant sections.

Data interpretation
– Slider values can be analysed as quasi‑continuous self‑efficacy scores; ordered experience levels can be recoded to mid‑point years.
– Likert items (1 = very big gap … 6 = no gap) lend themselves to scale construction; check internal consistency before summing.
– Free‑text project and training records should be coded for species, geography, funding and topic; text mining helps discover themes.
– Branching means denominators differ across modules.

Potential uses
• Mapping (European) biosecurity and HHM initiatives.
• Comparing perceived training needs across stakeholder groups.

Strengths: broad stakeholder coverage, species‑specific detail, built‑in lists that aid recall, ethical data handling. Limitations: self‑selection bias, reliance on self‑reported knowledge, forced‑choice six‑point scale may frustrate some respondents.

The questionnaire has been translated into Albanian, German, Italian, Portuguese, Spanish and Turkish to maximize reach.