cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3w6zk4
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mantidactylus noralottae Mercurio & Andreone, 2007"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082116-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgz7wy
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Wedelia hatschbachii H.Rob.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044341-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ya2sz
title: Occurrence Download

description: A dataset containing 4114 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Capture Mark Recapture Data for Scottish Elasmobranchs: 2009-2018"
 ]
}

 The dataset includes 4114 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0143105-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr38983.v1
title: Federal Justice Statistics Program: Offenders Released From Prison, 2022
title: Version 1

description: The data contain records of sentenced offenders released from the custody of the Bureau of Prisons (BOP) during fiscal year 2022. The data include commitments of United States District Court, violators of conditions of release (e.g., parole, probation, or supervised release violators), offenders convicted in other courts (e.g., military or District of Columbia courts), and persons admitted to prison as material witnesses or for purposes of treatment, examination, or transfer to another authority. Records of offenders who exit federal prison temporarily, such as for transit to another location, to serve a weekend sentence, or for health care, are not included in the exiting cohort. These data include variables that describe the offender, such as age, race, citizenship, as well as variables that describe the sentences and expected prison terms. The data file contains original variables from the Bureau of Prisons' SENTRY database as well as additional analysis variables. Variables containing identifying information (e.g., name, Social Security Number) were either removed, coarsened, or blanked in order to protect the identities of individuals. These data are part of a series designed by the Urban Institute (Washington, D.C.) and the Bureau of Justice Statistics. Data and documentation were prepared by the Urban Institute through 2012. Data from 2013 and on were prepared by Abt Associates.
description: Datasets: 
DS1: Federal Justice Statistics Program: Offenders Released From Prison, 2022
description: Offenders released from the custody of the United States Bureau of Prisons during fiscal year 2022.
DOI: 10.15468/dl.ybukgv
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychotria laui Merr. & F.P.Metcalf"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082118-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qppjyo
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Mauritania",
 "Country is Senegal",
 "Country is Western Sahara",
 "Country is Morocco"
 ]
 },
 "TaxonKey is Gibberula chudeaui (Bavay, 1910)"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044341-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/icpsr38983
title: Federal Justice Statistics Program: Offenders Released From Prison, 2022
title: Archival Version

description: The data contain records of sentenced offenders released from the custody of the Bureau of Prisons (BOP) during fiscal year 2022. The data include commitments of United States District Court, violators of conditions of release (e.g., parole, probation, or supervised release violators), offenders convicted in other courts (e.g., military or District of Columbia courts), and persons admitted to prison as material witnesses or for purposes of treatment, examination, or transfer to another authority. Records of offenders who exit federal prison temporarily, such as for transit to another location, to serve a weekend sentence, or for health care, are not included in the exiting cohort. These data include variables that describe the offender, such as age, race, citizenship, as well as variables that describe the sentences and expected prison terms. The data file contains original variables from the Bureau of Prisons' SENTRY database as well as additional analysis variables. Variables containing identifying information (e.g., name, Social Security Number) were either removed, coarsened, or blanked in order to protect the identities of individuals. These data are part of a series designed by the Urban Institute (Washington, D.C.) and the Bureau of Justice Statistics. Data and documentation were prepared by the Urban Institute through 2012. Data from 2013 and on were prepared by Abt Associates.
description: Datasets: 
DS1: Federal Justice Statistics Program: Offenders Released From Prison, 2022
description: Offenders released from the custody of the United States Bureau of Prisons during fiscal year 2022.
DOI: 10.15468/dl.cpyu3k
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus acherdophylla Trel."
 ]
}

 The dataset includes 37 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0158148-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gxr3a
title: Occurrence Download

description: A dataset containing 1667 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus simonii Carrière"
 ]
}

 The dataset includes 1667 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082123-231120084113126/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.cc2ntfxv
title: CCDC 2467318: Experimental Crystal Structure Determination

description: Related Article: Yasuhiro Kohsaka, Taichi Yoshida, Natsumi Nishiie|2025|Polym.Chem.|16|4009|doi:10.1039/d5py00631g
description: Related Article: Yasuhiro Kohsaka, Taichi Yoshida, Natsumi Nishiie|2025|CSD Communication|||
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.cc28r0vx
title: CCDC 2107499: Experimental Crystal Structure Determination

description: Related Article: Meiry Alvarenga|2025|CSD Communication|||
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.cc2ntgzy
title: CCDC 2467351: Experimental Crystal Structure Determination

description: Related Article: Ganghua Zhang|2025|CSD Communication|||
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.cc2nth22
title: CCDC 2467354: Experimental Crystal Structure Determination

description: Related Article: Raju Mondal, Judith A.K. Howard|2025|CSD Communication|||
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: 10.4119/unibi/3003445
title: Supplementary Material for "AI meets Sonification: Research Agenda and Technology Demonstration"

description: <strong>Code Repository</strong>

The code for the prototype mentioned in the paper can be found in [this gitlab repository](https://gitlab.ub.uni-bielefeld.de/fhommel/sonification-workbench).

<strong>Video Demonstrations</strong>

<strong>1:</strong> <em>Demonstration 1: Screencast of AI-supported sonification of the penguins data set</em>
This video is about exploring clustering structure in the penguins data set by means of a PMSon and finding out in what ways various species of penguins differ.



<strong>2:</strong> <em>Demonstration 2: Screencast of AI-supported sonification of the Anscombe's quartet data</em>


<strong>3:</strong> <em>Demonstration 1: Screencast of AI-supported sonification of the Auto Miles per Gallon (MPG) Dataset</em>
DOI: 10.5517/ccdc.csd.cc2nth88
title: CCDC 2467360: Experimental Crystal Structure Determination

description: Related Article: Elinor Spencer, Judith A.K. Howard|2025|CSD Communication|||
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.cc2nthbb
title: CCDC 2467362: Experimental Crystal Structure Determination

description: Related Article: Elinor Spencer, Judith A.K. Howard|2025|CSD Communication|||
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.g6v6hu
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The birds collection (ZO) of the Muséum national d'Histoire Naturelle (MNHN - Paris)",
 "PublishingOrg is 2cd829bb-b713-433d-99cf-64bef11e5b3e",
 "TaxonKey is Lybius dubius"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061105-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nefsz5
title: Occurrence Download

description: A dataset containing 2224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scleractinia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-21.2245 29.24785, -7.256941 29.24785, -7.256941 42.05467, -21.2245 42.05467, -21.2245 29.24785))"
 ]
}

 The dataset includes 2224 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061102-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25502/qpbs-mb57/d
title: Ghana Crop type labels 2024
DOI: 10.5281/zenodo.15124656
title: MODELS 2025 - Submission 40

description: This repository provides the dataset and results for the evaluation of the paper with submission Nr 40 of the MODELS 2025 Research track.The dataset consists of the following files:



metamodels.zip: contains the used metamodels used in the evaulation

Additionalnformation.pdf: contains additional information on how to read the files extracted by our approach

evaluation.zip: contains the data recieved by our evalutation. It contains the ChangeTrees created for each of the given metamodel, the real changes applied to the metamodel. the time and memory used during the generation of the metamodel. For more information consider the AdditionalInformation.pdf

results.zip: contains the summerized results for each of ChangeTrees in the AL

RQ_Results.zip: contains evaulated results from each of the RQs

Tools.zip: Contains the tools used for the evalution. For an explaination how to use it read the Additionalnformation.pdf see below or contact the authors


Running the tool:

Windows 10/11JDK 20 or above

The tools consist of two programs: 



Interactive ReconstructorThis one allows users to interactively reconstruct the changes between two metamodel versions. Either use the preloaded metamodels (fhir,benchmark,types) or upload two emf files where you want to reconstruct the metamodel history step by-step (see Tools.zip) for an example 

java -jar interactiveTool.jar fhir  // to run the interactive tool with FHIR metamodel preloaded

java -jar interactiveTool.jar benchmark  //to run the interactive tool with Benchmark metamodel preloaded

java -jar interactiveTool.jar types // to types to run the interactive tool with Papyrus Types metamodel preloaded

java -jar interactiveTool.jar metamodel pathToVersion1 pathTOVersion2 // to import to .ecore metamodel and compare them interactively

Example

java -jar interactiveTool.jar metamodel mergeTypeAndAttribute1.ecore mergeTypeAndAttribute2.ecore


Evaluation ToolThis is the tool used for the evaluation it either compares the preloaded metamodels or uses an provided metamodel (where it applied random changes) to create the change trees and extract the metrics needed for the RQs.

java -jar evaluationTool.jar benchmark // to run the evaluation with the benchmark metamodel preloaded

java -jar evaluationTool.jar types // to run the evaluation with the Papyrus types metamodel preloaded

java -jar evaluationTool.jar fhir STU3  // to run the evaluation with the FHIR STU3 preloaded

java -jar evaluationTool.jar fhir custom1  // to run the evaluation with the FHIR custom1 version preloaded

java -jar evaluationTool.jar fhir custom2  // to run the evaluation with the FHIR custom2 version preloaded

java -jar evaluationTool.jar metamodel <pathToTheMetamodel>  // to run the evaluation on a given metamodel (applying random changes and then detecting them)
DOI: 10.5281/zenodo.15144146
title: MODELS 2025 - Submission 40

description: This repository provides the dataset and results for the evaluation of the paper with submission Nr 40 of the MODELS 2025 Research track.The dataset consists of the following files:



metamodels.zip: contains the used metamodels used in the evaulation

Additionalnformation.pdf: contains additional information on how to read the files extracted by our approach

evaluation.zip: contains the data recieved by our evalutation. It contains the ChangeTrees created for each of the given metamodel, the real changes applied to the metamodel. the time and memory used during the generation of the metamodel. For more information consider the AdditionalInformation.pdf

results.zip: contains the summerized results for each of ChangeTrees in the AL

RQ_Results.zip: contains evaulated results from each of the RQs

Tools.zip: Contains the tools used for the evalution. For an explaination how to use it read the Additionalnformation.pdf see below or contact the authors

Models 2025 - Submission 40 Motivating Example.mov: A video showing how the Interactive Reconstruction Tool works based on the motivating example from the paper


Running the tool:

Windows 10/11JDK 20 or above

The tools consist of two programs: 



Interactive ReconstructorThis one allows users to interactively reconstruct the changes between two metamodel versions. Either use the preloaded metamodels (fhir,benchmark,types) or upload two emf files where you want to reconstruct the metamodel history step by-step (see Tools.zip) for an example 

java -jar interactiveTool.jar fhir  // to run the interactive tool with FHIR metamodel preloaded

java -jar interactiveTool.jar benchmark  //to run the interactive tool with Benchmark metamodel preloaded

java -jar interactiveTool.jar types // to types to run the interactive tool with Papyrus Types metamodel preloaded

java -jar interactiveTool.jar metamodel pathToVersion1 pathTOVersion2 // to import to .ecore metamodel and compare them interactively

Example

java -jar interactiveTool.jar metamodel mergeTypeAndAttribute1.ecore mergeTypeAndAttribute2.ecore


Evaluation ToolThis is the tool used for the evaluation it either compares the preloaded metamodels or uses an provided metamodel (where it applied random changes) to create the change trees and extract the metrics needed for the RQs.

java -jar evaluationTool.jar benchmark // to run the evaluation with the benchmark metamodel preloaded

java -jar evaluationTool.jar types // to run the evaluation with the Papyrus types metamodel preloaded

java -jar evaluationTool.jar fhir STU3  // to run the evaluation with the FHIR STU3 preloaded

java -jar evaluationTool.jar fhir custom1  // to run the evaluation with the FHIR custom1 version preloaded

java -jar evaluationTool.jar fhir custom2  // to run the evaluation with the FHIR custom2 version preloaded

java -jar evaluationTool.jar metamodel <pathToTheMetamodel>  // to run the evaluation on a given metamodel (applying random changes and then detecting them)
DOI: 10.15468/dl.x36ced
title: Occurrence Download

description: A dataset containing 8 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_WITHIN('POLYGON((9.85341 52.27705,10.09716 52.27705,10.09716 52.37451,9.85341 52.37451,9.85341 52.27705))', occurrence.decimallatitude, occurrence.decimallongitude) = TRUE
 AND occurrence.hascoordinate = TRUE
 AND occurrence.hasgeospatialissues = FALSE
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.taxonkey = 8225376 OR occurrence.acceptedtaxonkey = 8225376 OR occurrence.kingdomkey = 8225376 OR occurrence.phylumkey = 8225376 OR occurrence.classkey = 8225376 OR occurrence.orderkey = 8225376 OR occurrence.familykey = 8225376 OR occurrence.genuskey = 8225376 OR occurrence.specieskey = 8225376)
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 8 records were derived from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003434-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww42bz
title: Occurrence Download

description: A dataset containing 4352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypoestes forskaolii (Vahl) R.Br.",
 "Continent is Africa"
 ]
}

 The dataset includes 4352 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003452-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvchex
title: Occurrence Download

description: A dataset containing 216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nasonia vitripennis (Walker, 1836)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 216 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003450-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gy3cs2
title: Occurrence Download

description: A dataset containing 4906 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trox scaber (Linnaeus, 1767)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4906 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003451-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsveez
title: Occurrence Download

description: A dataset containing 19395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tursiops truncatus (Montagu, 1821)",
 "HasCoordinate is true",
 "Geometry POLYGON((-6.000000 30.000000, -6.000000 47.000000, 42.000000 47.000000, 42.000000 30.000000, -6.000000 30.000000))"
 ]
}

 The dataset includes 19395 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003453-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.