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

description: A dataset containing 8229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus echinatus",
 "Year 1975-2024"
 ]
}

 The dataset includes 8229 records from 412 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019103-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17207639
title: Spatial analysis of renewable and excess heat potentials for climate-neutral district heating in Europe

description: Datasets for district heating shapes and geothermal heat utilisation potentials

 

For more details refer to the primary source here
DOI: 10.5281/zenodo.17207640
title: Spatial analysis of renewable and excess heat potentials for climate-neutral district heating in Europe

description: Datasets for district heating shapes and geothermal heat utilisation potentials

 

For more details refer to the primary source here
DOI: 10.15468/dl.hnspgc
title: Occurrence Download

description: A dataset containing 448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.74871 40.49393,-3.75514 40.49002,-3.75211 40.48402,-3.74513 40.48381,-3.74421 40.48576,-3.74036 40.49016,-3.73815 40.49303,-3.74871 40.49393))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 448 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019108-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fx3nw
title: Occurrence Download

description: A dataset containing 47 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 (Cordyline indivisa)"
 ]
}

 The dataset includes 47 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019106-250920141307145/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/13178309
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.16737145
title: D2.2 combined registers (data resources and framework features)

description: D2.2 combined registers (data resources and network features)

This register aims to merge registers concerning data to support D2.2 to create a FAIR public record of project data. This includes where data could be resused and FAIR principles as well as providing the features required for the PHOEBE framework. An explanation of each sheet is included below along with definitions of note. This document is explained in more detail within the D2.2 deliverable report document. 

This register may be updated periodically upon changes related to available data or new open data being released.
DOI: 10.5281/zenodo.16737146
title: D2.2 combined registers (data resources and framework features)

description: D2.2 combined registers (data resources and network features)

This register aims to merge registers concerning data to support D2.2 to create a FAIR public record of project data. This includes where data could be resused and FAIR principles as well as providing the features required for the PHOEBE framework. An explanation of each sheet is included below along with definitions of note. This document is explained in more detail within the D2.2 deliverable report document. 

This register may be updated periodically upon changes related to available data or new open data being released.
DOI: 10.34810/data2230
title: Method validation of SPE/LC-HRMS using sol-gel zwitterionic sorbent

description: Evaluation of a new sorbent based on silica particles with zwitterionic properties and validation of the analytical method based on solid-phase extraction followed by liquid chromatography and high resolution mass spectrometry
description: %Rapp = Apparent recovery
%ME = matrix effect
MQL = method quantification limit
MDL = method detection limit
%RSD = relative standard deviation
DOI: 10.15468/dl.n4wj4c
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019109-250920141307145/datasets/export for details.
DOI: 10.15468/dl.kjdytt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breynia disticha",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019110-250920141307145/datasets/export for details.
DOI: 10.15468/dl.xuank4
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breynia disticha",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019111-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93des8
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stylogomphus changi",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019112-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16578973
title: DATA Speed Quantiles over the road network of the West Midlands

description: D63 - Blend maps are a description of the road network to which we attach aggregated telematics data; these parameters can include speed, acceleration, thoroughfare, and traffic flow.
DOI: 10.5281/zenodo.16578974
title: DATA Speed Quantiles over the road network of the West Midlands

description: D63 - Blend maps are a description of the road network to which we attach aggregated telematics data; these parameters can include speed, acceleration, thoroughfare, and traffic flow.
DOI: 10.15468/dl.xkeh6j
title: Occurrence Download

description: A dataset containing 3576 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 (Cordyline stricta)"
 ]
}

 The dataset includes 3576 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019113-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgxd74
title: Occurrence Download

description: A dataset containing 14877 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arhopalus rusticus"
 ]
}

 The dataset includes 14877 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019114-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9rf2vu
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breynia disticha",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019115-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sufck2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Breynia disticha",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019116-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5smy5
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stylogomphus shirozui",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019117-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u6tbye
title: Occurrence Download

description: A dataset containing 721 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 (Coreopsis auriculata)"
 ]
}

 The dataset includes 721 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019119-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.274wj7
title: Occurrence Download

description: A dataset containing 5082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cenchrus spinifex",
 "Year 1975-2024"
 ]
}

 The dataset includes 5082 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019120-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14703161
title: AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model (Replication Package)

description: Replication package for our AST 2025 paper ‘AsserT5: Test Assertion Generation Using a Fine-Tuned Code Language Model’ (https://doi.org/10.1109/AST66626.2025.00008; preprint: https://arxiv.org/abs/2502.02708).

Contents of the replication package:



data/: our extended methods2test training & test dataset

models/: our implementations of the models

results/: raw results and processed ones using the evaluation scripts

tools/: other tools and scripts we used during evaluation



AssertionCommander (model query & metrics evaluation) also available at https://github.com/sprimbs8-up/AssertionCommander 

AssertionExtractor (extract assertion statements from test cases) also available at https://github.com/sprimbs8-up/AssertionExtractor

methods2testcrawler also available at https://github.com/sprimbs8-up/methods2test-crawler



checkpoints/: The model checkpoints for the trained AsserT5 variants and the comparison models.



Only the checkpoints for the best-performing model variant with up to 10 assertions per test case are included.

The other variants can be found on the Hugging Face Hub at https://huggingface.co/se2p/AsserT5 (https://doi.org/10.57967/hf/4225)
DOI: 10.15468/dl.vw9pff
title: Occurrence Download

description: A dataset containing 152721417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Occurrence evidence)",
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "Year 1906-2025"
 ]
}

 The dataset includes 152721417 records from 9090 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019051-250920141307145/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.30946442
title: Participatory Peacebuilding and Adaptive Systems Watch (PPWASW) Integration in MPT-SST

description: <b>Description</b>This diagram illustrates the PPWASW module within the MPT-SST framework, detailing its four core components: Community Participation Index, Adaptive Response Monitor, Peacebuilding Watch, and System Resilience Metrics. The module monitors participatory engagement, adaptive responses, and systemic resilience to support dynamic peacebuilding strategies.
DOI: 10.6084/m9.figshare.30946442.v1
title: Participatory Peacebuilding and Adaptive Systems Watch (PPWASW) Integration in MPT-SST

description: <b>Description</b>This diagram illustrates the PPWASW module within the MPT-SST framework, detailing its four core components: Community Participation Index, Adaptive Response Monitor, Peacebuilding Watch, and System Resilience Metrics. The module monitors participatory engagement, adaptive responses, and systemic resilience to support dynamic peacebuilding strategies.