cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.buqj3r
title: Occurrence Download

description: A dataset containing 29918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.30.14_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 29918 records from 278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011344-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18480303
title: NIKOHNING HUQUQIY VA IJTIMOIY AHAMIYATI

description: Mazkur matnda nikoh tushunchasining diniy, huquqiy va ijtimoiy mohiyati keng yoritilgan. Nikohning arabcha kelib chiqishi, uning Alloh tomonidan belgilangan muqaddas munosabat ekani, erkak va ayol órtasidagi oila qurishga asos bólishi tákidlanadi. Qoraqalpoq xalqining urf-odatlariga kóra, qarindoshlik va uruǵ-qon masalasiga alohida étibor berilishi, bir uruǵ vakillarining nikohdan ótmasligi diniy va madaniy jihatdan asoslab beriladi. Maqolada yana ajralish muammolari, ularning asosiy sabablari va jamiyat, erkak hamda ayollar hayotiga kórsatadigan salbiy tásiri ham kórib chiqilgan. Umuman olganda, ushbu ish nikoh va oila institutining jamiyat hayotidagi órni, erta nikoh va ajralishlarning oldini olish zarurligini ilmiy-nazariy va amaliy jihatdan asoslab beradi.
DOI: 10.5281/zenodo.18480302
title: NIKOHNING HUQUQIY VA IJTIMOIY AHAMIYATI

description: Mazkur matnda nikoh tushunchasining diniy, huquqiy va ijtimoiy mohiyati keng yoritilgan. Nikohning arabcha kelib chiqishi, uning Alloh tomonidan belgilangan muqaddas munosabat ekani, erkak va ayol órtasidagi oila qurishga asos bólishi tákidlanadi. Qoraqalpoq xalqining urf-odatlariga kóra, qarindoshlik va uruǵ-qon masalasiga alohida étibor berilishi, bir uruǵ vakillarining nikohdan ótmasligi diniy va madaniy jihatdan asoslab beriladi. Maqolada yana ajralish muammolari, ularning asosiy sabablari va jamiyat, erkak hamda ayollar hayotiga kórsatadigan salbiy tásiri ham kórib chiqilgan. Umuman olganda, ushbu ish nikoh va oila institutining jamiyat hayotidagi órni, erta nikoh va ajralishlarning oldini olish zarurligini ilmiy-nazariy va amaliy jihatdan asoslab beradi.
DOI: 10.15468/dl.3v9yep
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Liriomyza trifolii",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 25 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011347-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4fuw5
title: Occurrence Download

description: A dataset containing 19277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Halidrys siliquosa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19277 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011345-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ympep9
title: Occurrence Download

description: A dataset containing 516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Living Specimen, Human Observation, Material sample, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pteropus vampyrus"
 ]
}

 The dataset includes 516 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011348-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qjg98k
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limonium arboreum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 8 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011346-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18405311
title: Anonymized Datasets and LLM Imputation/Predition for Adult Income, German Credit, Diabetes Readmission, Employment

description: Data repository for the GitHub: https://github.com/luckyos-code/user-driven-privacy

which is source to the Paper: Learning from Anonymized and Incomplete Tabular Data

Please cite this paper as reference.

 

Content Information

Original datasets used:



German Credit

Adult Census Income

Diabetes Readmission (equal split, binary classes)

Employment (2018, California)


This data repository contains the following folders:



'data/': original and anonymized data for four datasets sorted into subfolders by dataset name



at the toplevel of each dataset folder we find a train.csv and test.csv with original data in 80/20 split and the following subfolders:



'generalization/' subfolder contains the anonymized data that again is sorted into subfolders for the different privacy distributions, with train and test data for each

'forced_generalization/' similar structure to `generalization/` but contains the prepared data under forced generalization method on the anonymized datasets, contains the whole dataset (no split) which will then be joined into the respective train and test parts by record ids in the experiments

Note: specialization data and the resulting datasets of other method are not available here as they are created and handled in-memory only





'llm_evaluation/': results of llm-based methods on the anonymized datasets



at top level we find subfolders per privacy distribution that each contains the output data for all datasets anonymized with this distribution:



six files per dataset with results for train and test data separately and split into the anonymized values together with the respectively imputed values for a dataset, the resulting imputed dataset, and the direct label prediction outcomes on the given dataset
DOI: 10.5281/zenodo.18405312
title: Anonymized Datasets and LLM Imputation/Predition for Adult Income, German Credit, Diabetes Readmission, Employment

description: Data repository for the GitHub: https://github.com/luckyos-code/user-driven-privacy

which is source to the Paper: Learning from Anonymized and Incomplete Tabular Data

Please cite this paper as reference.

 

Content Information

Original datasets used:



German Credit

Adult Census Income

Diabetes Readmission (equal split, binary classes)

Employment (2018, California)


This data repository contains the following folders:



'data/': original and anonymized data for four datasets sorted into subfolders by dataset name



at the toplevel of each dataset folder we find a train.csv and test.csv with original data in 80/20 split and the following subfolders:



'generalization/' subfolder contains the anonymized data that again is sorted into subfolders for the different privacy distributions, with train and test data for each

'forced_generalization/' similar structure to `generalization/` but contains the prepared data under forced generalization method on the anonymized datasets, contains the whole dataset (no split) which will then be joined into the respective train and test parts by record ids in the experiments

Note: specialization data and the resulting datasets of other method are not available here as they are created and handled in-memory only





'llm_evaluation/': results of llm-based methods on the anonymized datasets



at top level we find subfolders per privacy distribution that each contains the output data for all datasets anonymized with this distribution:



six files per dataset with results for train and test data separately and split into the anonymized values together with the respectively imputed values for a dataset, the resulting imputed dataset, and the direct label prediction outcomes on the given dataset
DOI: 10.15468/dl.n4gb4u
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-5.27887 40.25778,-5.28127 40.25043,-5.2775 40.24849,-5.27368 40.25354,-5.27369 40.25555,-5.27887 40.25778))",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 49 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011349-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67c3hx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - Iraq"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011350-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.18480333
title: ЭНКОПРЕЗ У ДЕТЕЙ: СОВРЕМЕННЫЙ ОБЗОР, ДИАГНОСТИКА И ПОЭТАПНОЕ ЛЕЧЕНИЕ

description: Энкопрез (функциональная фекальная инконтиненция) у детей является одной из наиболее частых причин обращения к педиатру, детскому гастроэнтерологу и хирургу-колопроктологу. В большинстве случаев эпизоды загрязнения белья обусловлены ретенцией стула и переполнением прямой кишки (мегаректум), при котором жидкие каловые массы «обтекают» каловый завал. Диагноз обычно клинический и базируется на тщательном анамнезе и физикальном обследовании; инструментальные тесты требуются при наличии «красных флагов», атипичном начале или при рефрактерном течении. Эффективная терапия включает поэтапный подход: обучение семьи, устранение калового завала, длительную поддерживающую терапию осмотическими слабительными (прежде всего полиэтиленгликолем), поведенческую программу (туалет-тренинг) и контроль рецидивов. В последние годы всё шире применяются методы для рефрактерных форм, включая трансанальную ирригацию, структурированные bowel management программы и отобранные варианты нейромодуляции в специализированных центрах.
DOI: 10.5281/zenodo.18480332
title: ЭНКОПРЕЗ У ДЕТЕЙ: СОВРЕМЕННЫЙ ОБЗОР, ДИАГНОСТИКА И ПОЭТАПНОЕ ЛЕЧЕНИЕ

description: Энкопрез (функциональная фекальная инконтиненция) у детей является одной из наиболее частых причин обращения к педиатру, детскому гастроэнтерологу и хирургу-колопроктологу. В большинстве случаев эпизоды загрязнения белья обусловлены ретенцией стула и переполнением прямой кишки (мегаректум), при котором жидкие каловые массы «обтекают» каловый завал. Диагноз обычно клинический и базируется на тщательном анамнезе и физикальном обследовании; инструментальные тесты требуются при наличии «красных флагов», атипичном начале или при рефрактерном течении. Эффективная терапия включает поэтапный подход: обучение семьи, устранение калового завала, длительную поддерживающую терапию осмотическими слабительными (прежде всего полиэтиленгликолем), поведенческую программу (туалет-тренинг) и контроль рецидивов. В последние годы всё шире применяются методы для рефрактерных форм, включая трансанальную ирригацию, структурированные bowel management программы и отобранные варианты нейромодуляции в специализированных центрах.
DOI: 10.15468/dl.m6zpq7
title: Occurrence Download

description: A dataset containing 257644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oncorhynchus mykiss)",
 "HasCoordinate is true",
 "DecimalLatitude is less than 90",
 "DecimalLatitude is greater than -90",
 "DecimalLongitude is less than 180",
 "DecimalLongitude is greater than -180"
 ]
}

 The dataset includes 257644 records from 493 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011276-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dqjgqw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bradysia odoriphaga",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011352-260129131611470/datasets/export for details.
DOI: 10.15468/dl.n3qby4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limonium spectabile",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011353-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pg5bqq
title: Occurrence Download

description: A dataset containing 11229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Himanthalia elongata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11229 records from 159 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011351-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18480315
title: HUMOR AS AN INSTRUMENT OF SOCIAL CRITIQUE AND INFORMAL LEARNING IN JEROME K. JEROME'S THREE MEN IN A BOAT

description: Humor has long occupied an ambivalent position within literary scholarship, frequently dismissed as incompatible with serious intellectual or pedagogical purposes. Jerome K. Jerome’s Three Men in a Boat (1889) exemplifies this critical neglect, having often been categorized as light entertainment rather than a text of cultural and educational significance. This study re-evaluates the novel by examining humor as a deliberate instrument of social critique and informal learning within the context of late Victorian society. The aim of the research is to demonstrate how Jerome employs comic strategies to expose middle-class anxieties, performative masculinity, and the illusion of cultural competence, while simultaneously encouraging reader reflection and moral awareness.

Using qualitative textual analysis grounded in humor theory (incongruity and superiority), socio-cultural criticism, and theories of informal learning, the study analyzes key narrative episodes to identify the pedagogical and critical functions of humor. The findings reveal that humor in Three Men in a Boat operates on multiple levels: it destabilizes claims to expertise and respectability, interrogates constructions of masculinity, and creates conditions for reflective learning through laughter rather than explicit moral instruction. The study contributes to literary and educational scholarship by positioning humor as a legitimate mode of cultural critique and by highlighting the educational potential of comic narrative. In doing so, it challenges traditional hierarchies that separate entertainment from instruction and reaffirms the relevance of Victorian comic fiction to contemporary discussions of learning, identity, and social behavior.
DOI: 10.5281/zenodo.18480314
title: HUMOR AS AN INSTRUMENT OF SOCIAL CRITIQUE AND INFORMAL LEARNING IN JEROME K. JEROME'S THREE MEN IN A BOAT

description: Humor has long occupied an ambivalent position within literary scholarship, frequently dismissed as incompatible with serious intellectual or pedagogical purposes. Jerome K. Jerome’s Three Men in a Boat (1889) exemplifies this critical neglect, having often been categorized as light entertainment rather than a text of cultural and educational significance. This study re-evaluates the novel by examining humor as a deliberate instrument of social critique and informal learning within the context of late Victorian society. The aim of the research is to demonstrate how Jerome employs comic strategies to expose middle-class anxieties, performative masculinity, and the illusion of cultural competence, while simultaneously encouraging reader reflection and moral awareness.

Using qualitative textual analysis grounded in humor theory (incongruity and superiority), socio-cultural criticism, and theories of informal learning, the study analyzes key narrative episodes to identify the pedagogical and critical functions of humor. The findings reveal that humor in Three Men in a Boat operates on multiple levels: it destabilizes claims to expertise and respectability, interrogates constructions of masculinity, and creates conditions for reflective learning through laughter rather than explicit moral instruction. The study contributes to literary and educational scholarship by positioning humor as a legitimate mode of cultural critique and by highlighting the educational potential of comic narrative. In doing so, it challenges traditional hierarchies that separate entertainment from instruction and reaffirms the relevance of Victorian comic fiction to contemporary discussions of learning, identity, and social behavior.
DOI: 10.15468/dl.qeafx5
title: Occurrence Download

description: A dataset containing 6058 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Podarcis muralis",
 "Year 1981-1991"
 ]
}

 The dataset includes 6058 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011354-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18480362
title: COMPUTER THREATS AND IT SOLUTIONS

description: The rapid advancement of information and communication technologies has significantly increased the efficiency of modern digital systems while simultaneously exposing them to a wide range of computer threats. Cyberattacks, malware, data breaches, and unauthorized access have become serious challenges affecting individuals, organizations, and governments worldwide. This article examines the nature and evolution of contemporary computer threats and analyzes the effectiveness of modern IT solutions used to mitigate cybersecurity risks. The study is based on a comprehensive review of scientific literature, international standards, and analytical reports in the field of cybersecurity. Particular attention is given to malware attacks, phishing, social engineering, cloud security risks, and Internet of Things vulnerabilities. The findings indicate that traditional security approaches are insufficient in isolation and must be complemented by integrated technical, organizational, and human-centered strategies. Advanced IT solutions such as encryption, intrusion detection systems, intelligent threat monitoring, and security awareness programs play a crucial role in enhancing system resilience. The article concludes that sustainable cybersecurity requires a comprehensive and adaptive approach that combines technological innovation, user education, and effective governance to ensure the secure development of digital infrastructures.
DOI: 10.5281/zenodo.18480361
title: COMPUTER THREATS AND IT SOLUTIONS

description: The rapid advancement of information and communication technologies has significantly increased the efficiency of modern digital systems while simultaneously exposing them to a wide range of computer threats. Cyberattacks, malware, data breaches, and unauthorized access have become serious challenges affecting individuals, organizations, and governments worldwide. This article examines the nature and evolution of contemporary computer threats and analyzes the effectiveness of modern IT solutions used to mitigate cybersecurity risks. The study is based on a comprehensive review of scientific literature, international standards, and analytical reports in the field of cybersecurity. Particular attention is given to malware attacks, phishing, social engineering, cloud security risks, and Internet of Things vulnerabilities. The findings indicate that traditional security approaches are insufficient in isolation and must be complemented by integrated technical, organizational, and human-centered strategies. Advanced IT solutions such as encryption, intrusion detection systems, intelligent threat monitoring, and security awareness programs play a crucial role in enhancing system resilience. The article concludes that sustainable cybersecurity requires a comprehensive and adaptive approach that combines technological innovation, user education, and effective governance to ensure the secure development of digital infrastructures.
DOI: 10.15468/dl.5r486m
title: Occurrence Download

description: A dataset containing 350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Living Specimen, Human Observation, Material sample, Material citation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Scotophilus kuhlii"
 ]
}

 The dataset includes 350 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011357-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wv7kx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Zeugodacus cucurbitae",
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 2026"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011359-260129131611470/datasets/export for details.
DOI: 10.34740/kaggle/dsv/14729283
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.e26bkh
title: Occurrence Download

description: A dataset containing 735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plumbago auriculata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 735 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011360-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpzhp4
title: Occurrence Download

description: A dataset containing 22888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus leucoxylon"
 ]
}

 The dataset includes 22888 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080419-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.