cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uyf3qj
title: Occurrence Download

description: A dataset containing 248608 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((6.744824098174088 53.150076123202176, 6.743856270929705 53.158855218268876, 6.7400566090380805 53.16735198032749, 6.733569687651338 53.17523964333967, 6.724643781092805 53.1822147082295, 6.713621477043884 53.18800866410106, 6.700926577286515 53.192398377511, 6.687047778068506 53.19521473978407, 6.672519762144209 53.19634922899649, 6.6579024485446885 53.195758124781534, 6.643759228504651 53.19346420719208, 6.630635061738263 53.189555871467476, 6.619035313583911 53.18418369422587, 6.609406180034389 53.17755458868144, 6.602117476413482 53.16992378240372, 6.597448460796633 53.161584936712956, 6.595577231383668 53.15285879845699, 6.596574085349014 53.14408082986396, 6.600399063245657 53.13558829852551, 6.606903735795422 53.127707326392546, 6.615837126217978 53.12074039391681, 6.6268555074705215 53.11495477390867, 6.6395356749691645 53.110572330751445, 6.653391175312714 53.107761066288894, 6.667890872792595 53.106628726347886, 6.682479159615146 53.107218704087245, 6.696597063621467 53.109508390950225, 6.709703479240252 53.11341003578861, 6.721295743581087 53.11877408061251, 6.730928799982988 53.12539485029545, 6.738232235891321 53.133018386326796, 6.74292455036721 53.141352134214, 6.744824098174088 53.150076123202176))",
 "Year is one of (2019, 2020, 2021, 2022, 2023, 2024, 2025)",
 "KingdomKey is one of (Animalia, Fungi, Plantae)"
 ]
}

 The dataset includes 248608 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017581-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ydfspb33ss
title: LDDoS datasets in the SDN environment

description: # SDN-based LDDoS Attack Simulation Dataset

## Dataset Description

This dataset comprises network traffic data simulating Low-rate Distributed Denial of Service (LDDoS) attacks in a Software-Defined Networking (SDN) environment. The collection is specifically designed to support research in network security, intrusion detection systems, and machine learning-based threat mitigation in SDN architectures.

Key Characteristics:
- Realistic emulation of SDN network traffic patterns
- Comprehensive inclusion of both benign and LDDoS attack traffic
- Flow-level network characteristics with extensive feature engineering
- Suitable for training and evaluating intrusion detection systems and ML algorithms
- Supports advanced network traffic analysis and cybersecurity research

## Attack Types Description

Slow HTTP Request: Exploits HTTP protocol by sending partial requests to keep connections open
Slow SYN Flood: Variation of SYN flood with slow connection establishment
Slow UDP Flood: UDP-based flooding attack with controlled packet rates
Slowloris: Opens multiple HTTP connections and keeps them open with partial requests
DOI: 10.17632/ydfspb33ss.1
title: LDDoS datasets in the SDN environment

description: # SDN-based LDDoS Attack Simulation Dataset

## Dataset Description

This dataset comprises network traffic data simulating Low-rate Distributed Denial of Service (LDDoS) attacks in a Software-Defined Networking (SDN) environment. The collection is specifically designed to support research in network security, intrusion detection systems, and machine learning-based threat mitigation in SDN architectures.

Key Characteristics:
- Realistic emulation of SDN network traffic patterns
- Comprehensive inclusion of both benign and LDDoS attack traffic
- Flow-level network characteristics with extensive feature engineering
- Suitable for training and evaluating intrusion detection systems and ML algorithms
- Supports advanced network traffic analysis and cybersecurity research

## Attack Types Description

Slow HTTP Request: Exploits HTTP protocol by sending partial requests to keep connections open
Slow SYN Flood: Variation of SYN flood with slow connection establishment
Slow UDP Flood: UDP-based flooding attack with controlled packet rates
Slowloris: Opens multiple HTTP connections and keeps them open with partial requests
DOI: 10.17632/rks5jsrbv2.2
title: RibbonNet: A Curated Dataset of ID Card Ribbons for Institutional Role Classification

description: Data Description
RibbonNet is a curated image dataset developed for the task of ID card ribbon detection and institutional role classification in educational environments. The dataset consists of 550 raw images and 3,343 annotated images, capturing individuals wearing ID card ribbons corresponding to three categories: Admin, Teacher, and Student. These ribbons serve as visual identifiers in many academic institutions.

Images were acquired using DSLR cameras, smartphones (iPhone 14 Pro, Xiaomi), and sourced from publicly available social media content. The collection was conducted at Daffodil Smart City, Dhaka, Bangladesh, between September 2024 and February 2025, under various lighting conditions and viewing angles to ensure dataset diversity and real-world applicability.
DOI: 10.48366/r1559899
title: AI and Pedagogical Innovation in Higher and K–12 Education: A Keyword-Based Comparative Analysis of EIT 2025 Studies

description: This comparative synthesis compiles five Education and Information Technologies (EIT, Springer, 2025) research papers that collectively explore how AI, GenAI, metaverse technologies, and multimedia learning are reshaping educational practices across diverse contexts — from K–12 social studies to higher education writing and STEM learning environments.

Each paper has been distilled into concise, keyword-based descriptors covering the research problem, methodology, theoretical foundation, tools used, metrics, findings, and implications. The dataset is designed for cross-study comparison, thematic clustering, and meta-analysis of current educational technology trends.
DOI: 10.17632/92r62h4k5k.1
title: BanglaRegionalTextCorpus: A Curated Dataset for Four Regional Bangla Dialects

description: The BanglaRegionalTextCorpus is a manually curated dataset comprising 4,653 Bangla sentences representing four regional dialects—Rangpur, Barisal, Narail, and Khulna—along with their Standard Bangla and English translations. The data were collected through community interactions, field recordings, and online sources, followed by linguistic validation from native speakers. The corpus highlights regional lexical, phonetic, and syntactic variations, providing a valuable resource for dialect identification, translation, sociolinguistic analysis, and inclusive NLP model development
DOI: 10.15468/dl.yrkbvp
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (India, unknown or invalid)",
 "TaxonKey is Isachne elegans"
 ]
}

 The dataset includes 29 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017617-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kxxzwfxzrn
title: Data on Economic Risks Using ANP

description: The dataset consists of two main components: a questionnaire and pairwise comparison matrices.
Questionnaire: This component collects information on economic risk factors, asking experts or participants to assess the significance and impact of various economic elements on stability.
Pairwise Comparison Matrices: These matrices are used in the Analytic Network Process (ANP) method to evaluate the relative importance of the identified risk factors. Participants compare pairs of economic risks to determine their weight within the model.
In summary, the data includes a questionnaire for gathering economic risk information and pairwise comparison matrices for analyzing the relationships between these risk factors.
DOI: 10.15468/dl.7c65fp
title: Occurrence Download

description: A dataset containing 42411 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 (Rubus hebecarpos, Rubus sprengelii, Dianthus burdurensis, Rubus sivasicus, Oriastrum werdermannii, Eryngium gramineum, Eryngium spinalba, Acalypha lanceolata, Triglochin centrocarpa, Asyneuma babadaghense, Asyneuma ekimianum, Geissorhiza helmei, Oxalis ornithopus, Oxalis depressa, Oxalis cuneata, Oxalis haedulipes, Oxalis gregaria, Prangos hermonis, Triglochin stowardii, Biscutella bilbilitana, Biscutella eriocarpa, Calligonum crinitum, Geissorhiza foliosa, Dianthus courtoisii, Rubus laxiflorus, Rubus rhombicus, Spiraea media, Oxalis nivea, Goodenia maretensis, Eryngium caeruleum, Erythronium pusaterii, Geissorhiza kamiesmontana, Geissorhiza similis, Glyceria digenea, Paspalum sumatrense, Onobrychis pindicola, Oxalis pillansiana, Oxalis clavifolia, Onobrychis silvanensis, Phylica chionocephala, Pilostyles thurberi, Phylica sericea, Dianthus benearnensis, Dianthus stenopetalus, Dianthus tarentinus, Rubus cuspidiferus, Rubus fuscoviridis, Rubus pappei, Berkheya jardineana, Commicarpus ambiguus, Sedum jordanianum, Eryngium isauricum, Prangos turcica, Sedum cespitosum, Sedum gattefossei, Sedum jaliscanum, Sedum tristriatum, Phylica greyii, Goodenia lanata, Goodenia maideniana, Dianthus virgatus, Rubus euryanthemus, Rubus flaccidifolius, Rubus salzmannii, Rubus scabripes, Rubus subinermoides, Rubus tauni, Oxalis hirsutibulba, Goodenia glabra, Rubus pignatti, Dianthus illyricus, Acalypha glabrata, Acalypha subviscida, Calycopeplus marginatus, Homalocalyx inerrabundus, Pancratium arabicum, Pancratium maximum, Triglochin trichophora, Paspalum denticulatum, Paspalum pubiflorum, Loasa multifida, Nananthus margaritifer, Nananthus pole-evansii, Onobrychis carduchorum, Oxalis lichenoides, Oxalis dines, Oxalis droseroides, Oxalis fibrosa, Bunium sancakense, Oxalis ericifolia, Polianthion collinum, Biscutella turolensis, Calligonum polygonoides, Goodenia rotundifolia, Goodenia wilunensis, Dianthus erythrocoleus, Dianthus inoxianus, Rubus moschus, Polyarrhena reflexa, Combretum caffrum)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 42411 records from 592 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017616-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kxxzwfxzrn.1
title: Data on Economic Risks Using ANP

description: The dataset consists of two main components: a questionnaire and pairwise comparison matrices.
Questionnaire: This component collects information on economic risk factors, asking experts or participants to assess the significance and impact of various economic elements on stability.
Pairwise Comparison Matrices: These matrices are used in the Analytic Network Process (ANP) method to evaluate the relative importance of the identified risk factors. Participants compare pairs of economic risks to determine their weight within the model.
In summary, the data includes a questionnaire for gathering economic risk information and pairwise comparison matrices for analyzing the relationships between these risk factors.
DOI: 10.6084/m9.figshare.30540587
title: Candidates in the Czech Senate elections and their characteristics

description: The dataset contains information on all candidates in the Czech Senate elections (the upper chamber of the Czech Parliament) from 1996 to 2024. Basic variables are derived from data provided by the Czech Statistical Office. The dataset is further enriched with several new and original variables.
DOI: 10.6084/m9.figshare.30540587.v1
title: Candidates in the Czech Senate elections and their characteristics

description: The dataset contains information on all candidates in the Czech Senate elections (the upper chamber of the Czech Parliament) from 1996 to 2024. Basic variables are derived from data provided by the Czech Statistical Office. The dataset is further enriched with several new and original variables.
DOI: 10.15468/dl.b4rgge
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Occurrence records of southern African aquatic biodiversity",
 "Geometry POLYGON((33.07215 26.86348,36.26236 26.86348,36.26236 29.94676,33.07215 29.94676,33.07215 26.86348))",
 "HasCoordinate is true",
 "Issue is Continent derived from coordinates"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017619-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5hp2dg7n3m
title: Batik Kawung, Megamendung, Parang, Sekarjagad, and Truntum Image Dataset

description: This dataset includes five traditional batik motifs: Kawung (626 images), Megamendung (390 images), Parang (804 images), Sekarjagad (339 images), and Truntum (289 images), totaling 2,448 images. Each motif has its own meaning and symbolism.
DOI: 10.17632/5hp2dg7n3m.1
title: Batik Kawung, Megamendung, Parang, Sekarjagad, and Truntum Image Dataset

description: This dataset includes five traditional batik motifs: Kawung (626 images), Megamendung (390 images), Parang (804 images), Sekarjagad (339 images), and Truntum (289 images), totaling 2,448 images. Each motif has its own meaning and symbolism.
DOI: 10.15468/dl.fg2p8z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cerebratulus spadix",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017620-251025141854904/datasets/export for details.
DOI: 10.17632/4cdr4943ht
title: Online resourse for "Exploring the effects of ChatGPT revision on linguistic complexity in L2 English academic writing"

description: This is the supplementary information for my study entitled "Exploring the effects of ChatGPT revision on linguistic complexity in L2 English academic writing", which is being submitted to the journal of Education and Information Technologies.
DOI: 10.17632/4cdr4943ht.1
title: Online resourse for "Exploring the effects of ChatGPT revision on linguistic complexity in L2 English academic writing"

description: This is the supplementary information for my study entitled "Exploring the effects of ChatGPT revision on linguistic complexity in L2 English academic writing", which is being submitted to the journal of Education and Information Technologies.
DOI: 10.17632/rgd3rbzhrx
title: Metagenomic Analysis of control group chicks

description: Zearalenone (ZEN), a prevalent mycotoxin produced by fungi of the genus Fusarium, poses significant health risks to animals and humans via contaminated food chains. Despite its recognized toxicity, the transgenerational effects of embryonic egg ZEN exposure on avian development and subsequent chick health remain poorly understood. In this study, embryonic egg injection technology and multi-omics approach were used to investigate the effects of embryonic egg injection of ZEN on hatching performance, post-hatch growth, and physiological health in chicks. A total of 480 Hy-line Brown embryonic eggs were administered varying ZEN doses (0, 5, 50, 500 μg/egg) on day 5 of incubation. ZEN exposure significantly reduced hatchability and initial weight, with dose-dependent decreases in net weight, average daily gain, and average daily feed intake, and an increase in feed conversion ratio at 20 days post-hatch. Histological analysis revealed intestinal inflammation and structural damage, accompanied by gut microbiota dysbiosis, characterized by increased abundance of pathogenic bacteria such as Escherichia coli. ZEN exposure also induced liver damage, evidenced by elevated serum biochemical markers, oxidative stress, and inflammatory responses. Metabolomic profiling indicated significant alterations in hepatic metabolites and metabolic pathways related to lipid metabolism, autophagy, and antioxidant defense. In addition, Correlation analysis suggested that gut microbiota dysbiosis and hepatic metabolic disorders are interconnected, potentially mediating ZEN-induced toxicity via the gut-liver axis. These findings provide novel insights into the mechanisms underlying ZEN's developmental toxicity and highlight the importance of mitigating ZEN contamination in poultry farming.
DOI: 10.17632/rgd3rbzhrx.1
title: Metagenomic Analysis of control group chicks

description: Zearalenone (ZEN), a prevalent mycotoxin produced by fungi of the genus Fusarium, poses significant health risks to animals and humans via contaminated food chains. Despite its recognized toxicity, the transgenerational effects of embryonic egg ZEN exposure on avian development and subsequent chick health remain poorly understood. In this study, embryonic egg injection technology and multi-omics approach were used to investigate the effects of embryonic egg injection of ZEN on hatching performance, post-hatch growth, and physiological health in chicks. A total of 480 Hy-line Brown embryonic eggs were administered varying ZEN doses (0, 5, 50, 500 μg/egg) on day 5 of incubation. ZEN exposure significantly reduced hatchability and initial weight, with dose-dependent decreases in net weight, average daily gain, and average daily feed intake, and an increase in feed conversion ratio at 20 days post-hatch. Histological analysis revealed intestinal inflammation and structural damage, accompanied by gut microbiota dysbiosis, characterized by increased abundance of pathogenic bacteria such as Escherichia coli. ZEN exposure also induced liver damage, evidenced by elevated serum biochemical markers, oxidative stress, and inflammatory responses. Metabolomic profiling indicated significant alterations in hepatic metabolites and metabolic pathways related to lipid metabolism, autophagy, and antioxidant defense. In addition, Correlation analysis suggested that gut microbiota dysbiosis and hepatic metabolic disorders are interconnected, potentially mediating ZEN-induced toxicity via the gut-liver axis. These findings provide novel insights into the mechanisms underlying ZEN's developmental toxicity and highlight the importance of mitigating ZEN contamination in poultry farming.
DOI: 10.17632/xdh376rvt7
title: Soil organic carbon

description: This dataset compiles data on soil carbon fractions under nitrogen deposition.
DOI: 10.17632/xdh376rvt7.1
title: Soil organic carbon

description: This dataset compiles data on soil carbon fractions under nitrogen deposition.
DOI: 10.15468/dl.kvg4j6
title: Occurrence Download

description: A dataset containing 44173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Iris pseudacorus",
 "Year 2024-2025"
 ]
}

 The dataset includes 44173 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017618-251025141854904/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.cc2m1jcl
title: CCDC 2414539: Experimental Crystal Structure Determination

description: Related Article: Raju Biswas, Manik Das, Toushique Ahmed, Soumik Laha, Bidhan Chandra Samanta, Rosa M. Gomila, Antonio Frontera, Goutam Pramanik, Tithi Maity|2025|Dalton Trans.|54|16056|doi:10.1039/d5dt01849h
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.cc2m9y0x
title: CCDC 2422619: Experimental Crystal Structure Determination

description: Related Article: Ramranjan Mishra, Yuya Matsuzaki, Kanon Taniguchi, Yuto Yane, Mio Kondo, Shigeyuki Masaoka, Masanari Hirahara|2025|Angew.Chem.,Int.Ed.|64|e202514500|doi:10.1002/anie.202514500
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.cc2m9tg7
title: CCDC 2422509: Experimental Crystal Structure Determination

description: Related Article: Ramranjan Mishra, Yuya Matsuzaki, Kanon Taniguchi, Yuto Yane, Mio Kondo, Shigeyuki Masaoka, Masanari Hirahara|2025|Angew.Chem.,Int.Ed.|64|e202514500|doi:10.1002/anie.202514500
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.cc2n09nn
title: CCDC 2443161: Experimental Crystal Structure Determination

description: Related Article: Souvik Santra, Rintu Mondal, Nikhil Guchhait|2025|Phys.Chem.Chem.Phys.(PCCP)|27|22588|doi:10.1039/d5cp02420j
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.cc2n09pp
title: CCDC 2443162: Experimental Crystal Structure Determination

description: Related Article: Souvik Santra, Rintu Mondal, Nikhil Guchhait|2025|Phys.Chem.Chem.Phys.(PCCP)|27|22588|doi:10.1039/d5cp02420j
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.cc2n2z6y
title: CCDC 2445720: Experimental Crystal Structure Determination

description: Related Article: Annesha Dutta, Balaram Mukhopadhyay|2025|J.Org.Chem.|||doi:10.1021/acs.joc.5c01883
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.whjkfk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isachne fischeri"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017621-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.