cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18508081
title: Knowledge bases for explainable triple store benchmarking (CMPVY, SWDW)

description: This project provides two knowledge graphs that we created for the two triple store benchmarks:  CMPVY(Carcinogenesis, Mutagenesis, Premier League and Vicodi), and SWDW(Swdf, Watdiv, Dbpedia, Wikidata). Here are some more details:

1. Preprocessing





We preprocessed the DBpedia reference graph in SWDW by:





Removing properties of the http://dbpedia.org/property/ namespace.




Inferring the classes of all entities based on the class hierarchy.



 



2. Knowledge Base Structure

In the first step of our benchmarking framework, we generate a knowledge graph comprising information from the dataset used during the benchmarking process. Our work include two types of data for each query:

 





Reference knowledge graph(s)Each query has to be executed on a certain RDF graph. We adopt Lemming to add the following RDF graph features to our knowledge graph:





Number of vertices and edges




Number of colourless vertices




Minimum, maximum, and average in-degree and out-degree




Standard deviation of in-degree and out-degree




Graph diameter




Average clustering coefficient




Number of node triangles and edge triangles






SPARQL queryWe adopt LSQ to add the following SPARQL query features to our knowledge graph:





Entities (dqb:hasEntity), properties (dqb:hasProperty) contained in the query, and the CBD of the entities




Type of query




The number of triple patterns




The number of basic graph patterns




The average degree of vertices




The median degree of vertices involved in join operations




The minimum, maximum, and median number of triple patterns in a basic graph pattern




The presence of certain keywords such as FILTER, DISTINCT, and GROUP BY
DOI: 10.15468/dl.ewehv2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus nanciae",
 "Year 1900-2026"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016726-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18506091
title: CATH S40 CIF and DSSP dataset

description: Data containing CIF files derived from CATH S40 dataset and accompanying DSSP annotations. Used in secondary structure annotation classsifiers, for example with the CORSSA package.
DOI: 10.5281/zenodo.18506092
title: CATH S40 CIF and DSSP dataset

description: Data containing CIF files derived from CATH S40 dataset and accompanying DSSP annotations. Used in secondary structure annotation classsifiers, for example with the CORSSA package.
DOI: 10.5281/zenodo.18508096
title: COMPARATIVE ANALYSIS OF ENGLISH AND UZBEK TERMINOLOGY

description: This article presents a comparative analysis of English and Uzbek terminology, focusing on their structural, semantic, and functional characteristics. Terminology plays a crucial role in scientific and technical communication, serving as a tool for precise knowledge transfer. English, as a global lingua franca of science, has developed a highly standardized terminological system, while Uzbek terminology reflects national linguistic traditions and recent processes of modernization. The study examines term formation methods, semantic equivalence, borrowing processes, and standardization mechanisms in both languages. The findings reveal both universal and language-specific features in terminological systems and highlight challenges in achieving equivalence between English and Uzbek terms.
DOI: 10.5281/zenodo.18508097
title: COMPARATIVE ANALYSIS OF ENGLISH AND UZBEK TERMINOLOGY

description: This article presents a comparative analysis of English and Uzbek terminology, focusing on their structural, semantic, and functional characteristics. Terminology plays a crucial role in scientific and technical communication, serving as a tool for precise knowledge transfer. English, as a global lingua franca of science, has developed a highly standardized terminological system, while Uzbek terminology reflects national linguistic traditions and recent processes of modernization. The study examines term formation methods, semantic equivalence, borrowing processes, and standardization mechanisms in both languages. The findings reveal both universal and language-specific features in terminological systems and highlight challenges in achieving equivalence between English and Uzbek terms.
DOI: 10.15468/dl.3q96h7
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus nanus",
 "Year 1900-2026"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016728-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kt3rwk
title: Occurrence Download

description: A dataset containing 326594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "Geometry POLYGON((-75.48037 6.24006,-74.73766 6.24006,-74.73766 6.80871,-75.48037 6.80871,-75.48037 6.24006))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 326594 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016642-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17502275
title: AI ROI Analysis: Evidence from 200 B2B Deployments (Dataset v1.3)

description: AI ROI Analysis: Evidence from 200 B2B Deployments (Dataset v1.3)

Description (Abstract) : Comprehensive longitudinal dataset analyzing ROI metrics from 200 AI projects deployed in French B2B companies (2022-2025). This corrected version (v1.3) aligns with the audited methodology.

Key findings:





Median ROI: +159.8% over 24 months (conservative audited figure)




Breakeven: 8 months median




Failure rate: 27% (including negative ROI projects)




Success Factors: Human-in-the-Loop governance (88.5% adoption in successful projects)



Dataset includes:





200 anonymized projects (GDPR compliant)




Budget, ROI %, time to breakeven




Company size, industry, AI use case




Technologies used (ChatGPT 67%, Claude 18%, custom ML 8%, other 7%)



Methodology: Structured data collection via CRM exports, quarterly interviews, and financial audits. Quality controls include outlier removal (excluding the top 5% "Retail" outliers previously driving the mean to +347%), survivorship bias correction, and cross-validation.

Use cases: Business strategy, academic research, ROI forecasting, AI adoption analysis.
DOI: 10.5281/zenodo.17502276
title: AI ROI Analysis: Evidence from 200 B2B Deployments (Dataset v1.3)

description: AI ROI Analysis: Evidence from 200 B2B Deployments (Dataset v1.3)

Description (Abstract) : Comprehensive longitudinal dataset analyzing ROI metrics from 200 AI projects deployed in French B2B companies (2022-2025). This corrected version (v1.3) aligns with the audited methodology.

Key findings:





Median ROI: +159.8% over 24 months (conservative audited figure)




Breakeven: 8 months median




Failure rate: 27% (including negative ROI projects)




Success Factors: Human-in-the-Loop governance (88.5% adoption in successful projects)



Dataset includes:





200 anonymized projects (GDPR compliant)




Budget, ROI %, time to breakeven




Company size, industry, AI use case




Technologies used (ChatGPT 67%, Claude 18%, custom ML 8%, other 7%)



Methodology: Structured data collection via CRM exports, quarterly interviews, and financial audits. Quality controls include outlier removal (excluding the top 5% "Retail" outliers previously driving the mean to +347%), survivorship bias correction, and cross-validation.

Use cases: Business strategy, academic research, ROI forecasting, AI adoption analysis.
DOI: 10.5281/zenodo.18507892
title: menta
DOI: 10.5281/zenodo.18507891
title: menta
DOI: 10.15468/dl.befc6y
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus nelsoni",
 "Year 1900-2026"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016730-260129131611470/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.31230274
title: Analysis code for: Label-free in vivo molecular profiling of the human retina by non-resonant Raman spectroscopy

description: In vivo human retina measurements using nonresonant Raman spectroscopy at 785 nm excitation wavelength.Run the *.m file to generate the base figures shown in the research article.
DOI: 10.6084/m9.figshare.31230274.v2
title: Analysis code for: Label-free in vivo molecular profiling of the human retina by non-resonant Raman spectroscopy

description: In vivo human retina measurements using nonresonant Raman spectroscopy at 785 nm excitation wavelength.Run the *.m file to generate the base figures shown in the research article.
DOI: 10.6084/m9.figshare.31230274.v3
title: Analysis code for: Label-free in vivo molecular profiling of the human retina by non-resonant Raman spectroscopy

description: In vivo human retina measurements using nonresonant Raman spectroscopy at 785 nm excitation wavelength.Run the *.m file to generate the base figures shown in the research article.
DOI: 10.6084/m9.figshare.29925824.v2
title: <b>City-scale</b> high-resolution data for <b>hierarchical</b> traffic control with multidimensional performance assessment <b>metrics</b>

description: We present comprehensive traffic datasets and a large-scale simulation platform for hierarchical traffic control. The datasets cover five cities, among which the Xuancheng dataset provides a large urban network with long-term historical trips and high-frequency complete trip paths.
DOI: 10.5281/zenodo.18508082
title: FORENSIC MEDICAL ASSESSMENT OF MEDICAL CARE AND PATHOMORPHOLOGICAL CHANGES IN PREGNANT WOMEN (LITERATURE ANALYSIS)

description: The article examines the issue of forensic medical assessment of medical care for pregnant women and pathomorphological changes based on literature analysis. The study analyzed international and domestic scientific sources, examined medical shortcomings arising in the field of obstetrics and gynecology, their pathomorphological consequences, and assessment methods in forensic medical examination. The obtained results indicate the relevance of the assessment in forensic medical practice based on the principles of "standard of care" and evidence-based medicine. At the same time, in the process of assessing the care provided to pregnant women, the importance of an integrated approach to pathomorphological and clinical data is emphasized. The article presents scientific and practical conclusions aimed at improving forensic medical examination, developing methodological recommendations for experts, and enhancing the quality of medical care for pregnant women.
DOI: 10.5281/zenodo.18508083
title: FORENSIC MEDICAL ASSESSMENT OF MEDICAL CARE AND PATHOMORPHOLOGICAL CHANGES IN PREGNANT WOMEN (LITERATURE ANALYSIS)

description: The article examines the issue of forensic medical assessment of medical care for pregnant women and pathomorphological changes based on literature analysis. The study analyzed international and domestic scientific sources, examined medical shortcomings arising in the field of obstetrics and gynecology, their pathomorphological consequences, and assessment methods in forensic medical examination. The obtained results indicate the relevance of the assessment in forensic medical practice based on the principles of "standard of care" and evidence-based medicine. At the same time, in the process of assessing the care provided to pregnant women, the importance of an integrated approach to pathomorphological and clinical data is emphasized. The article presents scientific and practical conclusions aimed at improving forensic medical examination, developing methodological recommendations for experts, and enhancing the quality of medical care for pregnant women.
DOI: 10.15468/dd.ud9j9k
title: Abies spectabilis DOI

description: raw occurrence data for Abies spectabilis accessed 26JAN2026
DOI: 10.15468/dl.297t5e
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus nossi",
 "Year 1900-2026"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016732-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/iekrwq
title: Archeologisch bureauonderzoek oost Beltrum te Beltrum, gemeente Berkelland (GD)

description: &lt;p&gt;Laagland Archeologie heeft in Maart 2024 een Archeologisch bureauonderzoek uitgevoerd in de wijk oost Beltrum te Beltrum, gemeente Berkelland (GD). Het onderzoek vond plaats in verband met de ruimtelijke procedure rondom de herinrichting van de wijk oost Beltrum.&lt;/p&gt;&lt;p&gt;
Het onderzoek is uitgevoerd conform de protocollen SIKB KNA 4002.
Het bureauonderzoek had tot doel een archeologisch verwachtingsmodel op te stellen. Centraal staat daarbij de vraag of en zo ja welke archeologische resten (complextype, datering, diepteligging en gaafheid) in het plangebied kunnen worden verwacht. Hiertoe zijn landschappelijke, archeologische en historische bronnen geraadpleegd.&lt;/p&gt;&lt;p&gt;
Dit onderzoek is opgesteld met als doel de inventarisering van de archeologische waarden van het plangebied en de opstelling van een archeologische verwachting. Centraal staat daarbij de vraag of en zo ja welke archeologische resten (complextype, datering, diepteligging en gaafheid) in het plangebied kunnen worden verwacht. Hiertoe zijn landschappelijke, archeologische en historische bronnen geraadpleegd.&lt;/p&gt;&lt;p&gt;
Het plangebied ligt oorspronkelijk grotendeels binnen een dekzandvlakte of laagte, voor een klein deel in een beekdal en (waarschijnlijk) op een dekzandrug. Bodemkundig gezien ligt het plangebied grotendeels in een ongekarteerd gebied. Op de vroegere locatie van bouwlanden in het westelijke plangebied worden zwarte enkeerdgronden of laarpodzolgronden verwacht. Gezien de hoge ligging van het westelijke gedeelte van het plangebied is de locatie geschikt voor bewoning, terwijl het overige plangebied lager was gelegen en te nat was voor bewoning. Ten zuiden en zuidoosten van het plangebied liggen 2 AMK-terreinen met vondsten daterend van bronstijd tot middeleeuwen, met enkele ongedateerde vuursteen vondsten die uit het laat-paleolithicum tot neolithicum kunnen dateren. Voor vondsten uit deze periodes is er een middelhoge verwachting. Op basis van historische kaarten worden er geen resten uit de midden tot late nieuwe tijd verwacht, afgezien dan in het meest westelijke plangebied waar een huis en erf heeft gelegen. 
Dit advies is in handen van de bevoegde overheid, de gemeente Berkelland. De gemeente wordt hierin vertegenwoordigd door haar deskundige, D. Kastelein.&lt;/p&gt;
DOI: 10.15468/dl.rrjxer
title: Occurrence Download

description: A dataset containing 30108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Elevation 3044.0-9999.0m",
 "Geometry POLYGON((-107.69832 38.42205,-108.18091 38.08359,-107.48565 36.73369,-106.11445 35.98718,-103.35274 36.60977,-103.5663 38.35871,-105.90003 39.42805,-107.69832 38.42205))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 30108 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016733-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18508100
title: LINF_320034200

description: TRAPPC-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18508101
title: LINF_320034200

description: TRAPPC-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.5281/zenodo.18508120
title: RADIATSION NURLAR VA KIMYOVIY ZAHARLANISHNING INSON ORGANIZMIGA TA'SIRI VA ULARNI BARTARAF ETISH YO'LLARI

description: Ushbu manbaada bugungi kunda harbiy sohadan tashqari oddiy aholi turmush tarzida ham radiatsion va kimyoviy xavf-xatar ko‘payib borayotgani bu hech kimga sir emas. Ushbu holatlarni oddiy turmush tarzida yaxshilash hamda bunday xatarlardan holi bo‘lish chora tadbirlari to‘g‘risida ma’lumotlar keltirilgan.
DOI: 10.5281/zenodo.18508121
title: RADIATSION NURLAR VA KIMYOVIY ZAHARLANISHNING INSON ORGANIZMIGA TA'SIRI VA ULARNI BARTARAF ETISH YO'LLARI

description: Ushbu manbaada bugungi kunda harbiy sohadan tashqari oddiy aholi turmush tarzida ham radiatsion va kimyoviy xavf-xatar ko‘payib borayotgani bu hech kimga sir emas. Ushbu holatlarni oddiy turmush tarzida yaxshilash hamda bunday xatarlardan holi bo‘lish chora tadbirlari to‘g‘risida ma’lumotlar keltirilgan.
DOI: 10.15468/dl.fn7egx
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus obex",
 "Year 1900-2026"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016735-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gu5vxj
title: Occurrence Download

description: A dataset containing 10599 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis hyemalis"
 ]
}

 The dataset includes 10599 records from 290 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016734-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18508111
title: Managing exchange rate risk of Mauritania's external reserves in an environment of instability and uncertainty

description: Mauritania’s open, commodity-dependent economy faces mounting external pressures due to volatile international markets and concentrated trade partners. This study aims to identify the internal and external determinants of Mauritania’s foreign exchange reserves dynamics and to evaluate the country’s exposure to external monetary shocks. We employ a strictly quantitative approach using three complementary econometric models: LASSO regression for variable selection, ordinary least squares regression for assessing direct impacts, and a Vector Autoregressive (VAR) model for dynamic shock analysis. Our findings indicate that Mauritania has maintained reserves with a conservative bias – favoring highly liquid, low-risk holdings – which has helped stabilize reserves during cyclical fluctuations. However, this strategy shows limitations: reserves remain highly concentrated in a few currencies and instruments, and the system is notably sensitive to European (ECB) monetary policy shocks. These results underscore the structural risks from limited diversification and persistent vulnerability to exogenous shocks. Policy implications include diversifying reserve assets, adopting forecasting tools, and using hedging instruments to mitigate exchange rate risk.
DOI: 10.5281/zenodo.18508112
title: Managing exchange rate risk of Mauritania's external reserves in an environment of instability and uncertainty

description: Mauritania’s open, commodity-dependent economy faces mounting external pressures due to volatile international markets and concentrated trade partners. This study aims to identify the internal and external determinants of Mauritania’s foreign exchange reserves dynamics and to evaluate the country’s exposure to external monetary shocks. We employ a strictly quantitative approach using three complementary econometric models: LASSO regression for variable selection, ordinary least squares regression for assessing direct impacts, and a Vector Autoregressive (VAR) model for dynamic shock analysis. Our findings indicate that Mauritania has maintained reserves with a conservative bias – favoring highly liquid, low-risk holdings – which has helped stabilize reserves during cyclical fluctuations. However, this strategy shows limitations: reserves remain highly concentrated in a few currencies and instruments, and the system is notably sensitive to European (ECB) monetary policy shocks. These results underscore the structural risks from limited diversification and persistent vulnerability to exogenous shocks. Policy implications include diversifying reserve assets, adopting forecasting tools, and using hedging instruments to mitigate exchange rate risk.
DOI: 10.15468/dl.qb6kvv
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (6ea87510-0561-11d8-b851-b8a03c50a862, f9b67ad0-9c9b-11d9-b9db-b8a03c50a862, c2ecae57-6701-485e-9ebd-5f87b2945cb2)",
 "TaxonKey is Melanoplus ohadi",
 "Year 1900-2026"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016736-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjfsqc
title: Occurrence Download

description: A dataset containing 346 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athis inca"
 ]
}

 The dataset includes 346 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016738-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.